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ai-solutions/android/05-QuestionAnswering/readme_assets/QA.gif create mode 100644 ai-solutions/android/05-QuestionAnswering/readme_assets/Thumbs.db create mode 100644 ai-solutions/android/05-QuestionAnswering/readme_assets/qa_thumb.png create mode 100644 ai-solutions/android/05-QuestionAnswering/scripts/gen_raw_list.py create mode 100644 ai-solutions/android/05-QuestionAnswering/scripts/generating_model.ipynb create mode 100644 ai-solutions/android/05-QuestionAnswering/scripts/qa_model_gen.py create mode 100644 ai-solutions/android/05-QuestionAnswering/snpe-release/readme.txt diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/.gitignore b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/.gitignore new file mode 100644 index 00000000..f3733fb4 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/.gitignore @@ -0,0 +1,68 @@ +**/.DS_Store + +# Built application files +*.apk +*.ap_ + +# Files for the ART/Dalvik VM +*.dex + +# Java class files +*.class + +# Generated files +bin/ +gen/ +out/ + +# Gradle files +.gradle/ +build/ + +# Local configuration file (sdk path, etc) +local.properties + +# Proguard folder generated by Eclipse +proguard/ + +# Log Files +*.log + +# Android Studio Navigation editor temp files +.navigation/ + +# Android Studio captures folder +captures/ + +# IntelliJ +*.iml +.idea/workspace.xml +.idea/modules.xml +.idea/tasks.xml +.idea/gradle.xml +.idea/assetWizardSettings.xml +.idea/dictionaries +.idea/libraries +.idea/caches + +# Keystore files +# Uncomment the following line if you do not want to check your keystore files in. +#*.jks + +# External native build folder generated in Android Studio 2.2 and later +.externalNativeBuild + +# Google Services (e.g. APIs or Firebase) +google-services.json + +# Freeline +freeline.py +freeline/ +freeline_project_description.json + +# fastlane +fastlane/report.xml +fastlane/Preview.html +fastlane/screenshots +fastlane/test_output +fastlane/readme.md \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/build.gradle b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/build.gradle new file mode 100644 index 00000000..11458bd3 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/build.gradle @@ -0,0 +1,79 @@ +apply plugin: 'com.android.application' + +android { + compileSdkVersion 32 + buildToolsVersion "29.0.2" + defaultConfig { + applicationId "com.qcomm.aistack_questionanswer" + minSdkVersion 30 + targetSdkVersion 32 + versionCode 1 + versionName "1.0" + ndkVersion "21.4.7075529" + testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner" + externalNativeBuild { + cmake { + cppFlags '' + } + ndk { + abiFilters 'arm64-v8a' + } + } + testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner" + } + buildTypes { + release { + minifyEnabled false + proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro' + } + } + compileOptions { + sourceCompatibility JavaVersion.VERSION_1_8 + targetCompatibility JavaVersion.VERSION_1_8 + } + externalNativeBuild { + cmake { + path file('src/main/cpp/CMakeLists.txt') + version '3.10.2' + } + } + + // If you find lint problem like: + // * What went wrong: + // A problem was found with the configuration of task ':app:lint'. + // > No value has been specified for property 'lintClassPath'. + // + // Probably you haven't set ANDROID_HOME. To fix: + // export ANDROID_HOME=$HOME/Android/Sdk # Your Android SDK path. + lintOptions { + abortOnError false + } +} + +dependencies { + implementation fileTree(dir: 'libs', include: ['*.jar']) + + implementation 'androidx.constraintlayout:constraintlayout:2.1.4' + implementation 'androidx.appcompat:appcompat:1.1.0' + implementation 'androidx.annotation:annotation:1.1.0' + implementation 'androidx.legacy:legacy-support-v4:1.0.0' + implementation 'androidx.recyclerview:recyclerview:1.2.1' + implementation 'com.google.android.material:material:1.6.1' + + implementation 'com.google.code.gson:gson:2.8.5' + implementation 'com.google.guava:guava:28.1-android' + + testImplementation 'junit:junit:4.12' + testImplementation 'androidx.test:core:1.2.0' + testImplementation 'com.google.truth:truth:1.0' + testImplementation 'org.robolectric:robolectric:4.3.1' + androidTestImplementation 'androidx.test:runner:1.2.0' + androidTestImplementation 'androidx.test.espresso:espresso-core:3.2.0' +} + +repositories { + flatDir { + dirs 'libs' + } + mavenCentral() +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/proguard-rules.pro b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/proguard-rules.pro new file mode 100644 index 00000000..6e7ffa99 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/proguard-rules.pro @@ -0,0 +1,21 @@ +# Add project specific ProGuard rules here. +# You can control the set of applied configuration files using the +# proguardFiles setting in build.gradle. +# +# For more details, see +# http://developer.android.com/guide/developing/tools/proguard.html + +# If your project uses WebView with JS, uncomment the following +# and specify the fully qualified class name to the JavaScript interface +# class: +#-keepclassmembers class fqcn.of.javascript.interface.for.webview { +# public *; +#} + +# Uncomment this to preserve the line number information for +# debugging stack traces. +#-keepattributes SourceFile,LineNumberTable + +# If you keep the line number information, uncomment this to +# hide the original source file name. +#-renamesourcefileattribute SourceFile diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/AndroidManifest.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/AndroidManifest.xml new file mode 100644 index 00000000..fe8d89ae --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/AndroidManifest.xml @@ -0,0 +1,43 @@ + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/assets/.gitignore b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/assets/.gitignore new file mode 100644 index 00000000..e57c17f3 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/assets/.gitignore @@ -0,0 +1 @@ +*.tflite diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/assets/qa.json b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/assets/qa.json new file mode 100644 index 00000000..4e339b43 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/assets/qa.json @@ -0,0 +1,746 @@ +{ + "titles": [ + [ + "Qualcomm_Wiki" + ], + [ + "Cloud AI 100" + ], + [ + "Super_Bowl_50" + ], + [ + "Warsaw" + ], + [ + "Normans" + ], + [ + "Nikola_Tesla" + ], + [ + "Computational_complexity_theory" + ], + [ + "Teacher" + ], + [ + "Martin_Luther" + ], + [ + "Southern_California" + ], + [ + "Sky_(United_Kingdom)" + ], + [ + "Victoria_(Australia)" + ], + [ + "Huguenot" + ], + [ + "Steam_engine" + ], + [ + "Oxygen" + ], + [ + "1973_oil_crisis" + ], + [ + "Apollo_program" + ], + [ + "European_Union_law" + ], + [ + "Amazon_rainforest" + ], + [ + "Ctenophora" + ], + [ + "Fresno,_California" + ], + [ + "Packet_switching" + ], + [ + "Black_Death" + ], + [ + "Geology" + ], + [ + "Newcastle_upon_Tyne" + ], + [ + "Victoria_and_Albert_Museum" + ], + [ + "American_Broadcasting_Company" + ], + [ + "Genghis_Khan" + ], + [ + "Pharmacy" + ], + [ + "Immune_system" + ], + [ + "Civil_disobedience" + ], + [ + "Construction" + ], + [ + "Private_school" + ], + [ + "Harvard_University" + ], + [ + "Jacksonville,_Florida" + ], + [ + "Economic_inequality" + ], + [ + "Doctor_Who" + ], + [ + "University_of_Chicago" + ], + [ + "Yuan_dynasty" + ], + [ + "Kenya" + ], + [ + "Intergovernmental_Panel_on_Climate_Change" + ], + [ + "Chloroplast" + ], + [ + "Prime_number" + ], + [ + "Rhine" + ], + [ + "Scottish_Parliament" + ], + [ + "Islamism" + ], + [ + "Imperialism" + ], + [ + "United_Methodist_Church" + ], + [ + "French_and_Indian_War" + ], + [ + "Force" + ] + ], + "contents": [ + [ + "Qualcomm is an American multinational corporation headquartered in San Diego, California, and incorporated in Delaware. It creates semiconductors, software, and services related to wireless technology. It owns patents critical to the 5G, 4G, CDMA2000, TD-SCDMA and WCDMA mobile communications standards. Qualcomm was established in 1985 by Irwin M. Jacobs and six other co-founders. Its early research into CDMA wireless cell phone technology was funded by selling a two-way mobile digital satellite communications system known as Omnitracs. After a heated debate in the wireless industry, the 2G standard was adopted with Qualcomm's CDMA patents incorporated. Afterwards there was a series of legal disputes about pricing for licensing patents required by the standard. Over the years, Qualcomm has expanded into selling semiconductor products in a predominantly fabless manufacturing model. It also developed semiconductor components or software for vehicles, watches, laptops, wi-fi, smartphones, and other devices." + ], + [ + "The Qualcomm Cloud AI 100 is a family of neural processors for AI inference acceleration, addresses unique requirements in the cloud, including power efficiency, scale, process node advancements, and signal processing, facilitating the ability of datacenters to run inference on the edge cloud faster and more efficiently. \n\nLaunched in early 2021, the Cloud AI 100 series are the first series of AI inference processors. These processors range from 70 TOPS / 35 FLOPS to 400 TOPS / 200 FLOPS and are offered in both PCIe cards and M.2 modules (with and without heatsinks)." + ], + [ + "Super Bowl 50 was an American football game to determine the champion of the National Football League (NFL) for the 2015 season. The American Football Conference (AFC) champion Denver Broncos defeated the National Football Conference (NFC) champion Carolina Panthers 24\u201310 to earn their third Super Bowl title. The game was played on February 7, 2016, at Levi's Stadium in the San Francisco Bay Area at Santa Clara, California. As this was the 50th Super Bowl, the league emphasized the \"golden anniversary\" with various gold-themed initiatives, as well as temporarily suspending the tradition of naming each Super Bowl game with Roman numerals (under which the game would have been known as \"Super Bowl L\"), so that the logo could prominently feature the Arabic numerals 50." + ], + [ + "One of the most famous people born in Warsaw was Maria Sk\u0142odowska-Curie, who achieved international recognition for her research on radioactivity and was the first female recipient of the Nobel Prize. Famous musicians include W\u0142adys\u0142aw Szpilman and Fr\u00e9d\u00e9ric Chopin. Though Chopin was born in the village of \u017belazowa Wola, about 60 km (37 mi) from Warsaw, he moved to the city with his family when he was seven months old. Casimir Pulaski, a Polish general and hero of the American Revolutionary War, was born here in 1745." + ], + [ + "The Normans (Norman: Nourmands; French: Normands; Latin: Normanni) were the people who in the 10th and 11th centuries gave their name to Normandy, a region in France. They were descended from Norse (\"Norman\" comes from \"Norseman\") raiders and pirates from Denmark, Iceland and Norway who, under their leader Rollo, agreed to swear fealty to King Charles III of West Francia. Through generations of assimilation and mixing with the native Frankish and Roman-Gaulish populations, their descendants would gradually merge with the Carolingian-based cultures of West Francia. The distinct cultural and ethnic identity of the Normans emerged initially in the first half of the 10th century, and it continued to evolve over the succeeding centuries." + ], + [ + "Nikola Tesla (Serbian Cyrillic: \u041d\u0438\u043a\u043e\u043b\u0430 \u0422\u0435\u0441\u043b\u0430; 10 July 1856 \u2013 7 January 1943) was a Serbian American inventor, electrical engineer, mechanical engineer, physicist, and futurist best known for his contributions to the design of the modern alternating current (AC) electricity supply system." + ], + [ + "Computational complexity theory is a branch of the theory of computation in theoretical computer science that focuses on classifying computational problems according to their inherent difficulty, and relating those classes to each other. A computational problem is understood to be a task that is in principle amenable to being solved by a computer, which is equivalent to stating that the problem may be solved by mechanical application of mathematical steps, such as an algorithm." + ], + [ + "The role of teacher is often formal and ongoing, carried out at a school or other place of formal education. In many countries, a person who wishes to become a teacher must first obtain specified professional qualifications or credentials from a university or college. These professional qualifications may include the study of pedagogy, the science of teaching. Teachers, like other professionals, may have to continue their education after they qualify, a process known as continuing professional development. Teachers may use a lesson plan to facilitate student learning, providing a course of study which is called the curriculum." + ], + [ + "Martin Luther (/\u02c8lu\u02d0\u03b8\u0259r/ or /\u02c8lu\u02d0\u00f0\u0259r/; German: [\u02c8ma\u0250\u032fti\u02d0n \u02c8l\u028at\u0250] ( listen); 10 November 1483 \u2013 18 February 1546) was a German professor of theology, composer, priest, former monk and a seminal figure in the Protestant Reformation. Luther came to reject several teachings and practices of the Late Medieval Catholic Church. He strongly disputed the claim that freedom from God's punishment for sin could be purchased with money. He proposed an academic discussion of the power and usefulness of indulgences in his Ninety-Five Theses of 1517. His refusal to retract all of his writings at the demand of Pope Leo X in 1520 and the Holy Roman Emperor Charles V at the Diet of Worms in 1521 resulted in his excommunication by the Pope and condemnation as an outlaw by the Emperor." + ], + [ + "Southern California, often abbreviated SoCal, is a geographic and cultural region that generally comprises California's southernmost 10 counties. The region is traditionally described as \"eight counties\", based on demographics and economic ties: Imperial, Los Angeles, Orange, Riverside, San Bernardino, San Diego, Santa Barbara, and Ventura. The more extensive 10-county definition, including Kern and San Luis Obispo counties, is also used based on historical political divisions. Southern California is a major economic center for the state of California and the United States." + ], + [ + "Formed in November 1990 by the equal merger of Sky Television and British Satellite Broadcasting, BSkyB became the UK's largest digital subscription television company. Following BSkyB's 2014 acquisition of Sky Italia and a majority 90.04% interest in Sky Deutschland in November 2014, its holding company British Sky Broadcasting Group plc changed its name to Sky plc. The United Kingdom operations also changed the company name from British Sky Broadcasting Limited to Sky UK Limited, still trading as Sky." + ], + [ + "The economy of Victoria is highly diversified: service sectors including financial and property services, health, education, wholesale, retail, hospitality and manufacturing constitute the majority of employment. Victoria's total gross state product (GSP) is ranked second in Australia, although Victoria is ranked fourth in terms of GSP per capita because of its limited mining activity. Culturally, Melbourne is home to a number of museums, art galleries and theatres and is also described as the \"sporting capital of Australia\". The Melbourne Cricket Ground is the largest stadium in Australia, and the host of the 1956 Summer Olympics and the 2006 Commonwealth Games. The ground is also considered the \"spiritual home\" of Australian cricket and Australian rules football, and hosts the grand final of the Australian Football League (AFL) each year, usually drawing crowds of over 95,000 people. Victoria includes eight public universities, with the oldest, the University of Melbourne, having been founded in 1853." + ], + [ + "Huguenot numbers peaked near an estimated two million by 1562, concentrated mainly in the southern and central parts of France, about one-eighth the number of French Catholics. As Huguenots gained influence and more openly displayed their faith, Catholic hostility grew, in spite of increasingly liberal political concessions and edicts of toleration from the French crown. A series of religious conflicts followed, known as the Wars of Religion, fought intermittently from 1562 to 1598. The wars finally ended with the granting of the Edict of Nantes, which granted the Huguenots substantial religious, political and military autonomy." + ], + [ + "Steam engines are external combustion engines, where the working fluid is separate from the combustion products. Non-combustion heat sources such as solar power, nuclear power or geothermal energy may be used. The ideal thermodynamic cycle used to analyze this process is called the Rankine cycle. In the cycle, water is heated and transforms into steam within a boiler operating at a high pressure. When expanded through pistons or turbines, mechanical work is done. The reduced-pressure steam is then condensed and pumped back into the boiler." + ], + [ + "Oxygen is a chemical element with symbol O and atomic number 8. It is a member of the chalcogen group on the periodic table and is a highly reactive nonmetal and oxidizing agent that readily forms compounds (notably oxides) with most elements. By mass, oxygen is the third-most abundant element in the universe, after hydrogen and helium. At standard temperature and pressure, two atoms of the element bind to form dioxygen, a colorless and odorless diatomic gas with the formula O\n2. Diatomic oxygen gas constitutes 20.8% of the Earth's atmosphere. However, monitoring of atmospheric oxygen levels show a global downward trend, because of fossil-fuel burning. Oxygen is the most abundant element by mass in the Earth's crust as part of oxide compounds such as silicon dioxide, making up almost half of the crust's mass." + ], + [ + "The 1973 oil crisis began in October 1973 when the members of the Organization of Arab Petroleum Exporting Countries (OAPEC, consisting of the Arab members of OPEC plus Egypt and Syria) proclaimed an oil embargo. By the end of the embargo in March 1974, the price of oil had risen from US$3 per barrel to nearly $12 globally; US prices were significantly higher. The embargo caused an oil crisis, or \"shock\", with many short- and long-term effects on global politics and the global economy. It was later called the \"first oil shock\", followed by the 1979 oil crisis, termed the \"second oil shock.\"" + ], + [ + "The Apollo program, also known as Project Apollo, was the third United States human spaceflight program carried out by the National Aeronautics and Space Administration (NASA), which accomplished landing the first humans on the Moon from 1969 to 1972. First conceived during Dwight D. Eisenhower's administration as a three-man spacecraft to follow the one-man Project Mercury which put the first Americans in space, Apollo was later dedicated to President John F. Kennedy's national goal of \"landing a man on the Moon and returning him safely to the Earth\" by the end of the 1960s, which he proposed in a May 25, 1961, address to Congress. Project Mercury was followed by the two-man Project Gemini (1962\u201366). The first manned flight of Apollo was in 1968." + ], + [ + "European Union law is a body of treaties and legislation, such as Regulations and Directives, which have direct effect or indirect effect on the laws of European Union member states. The three sources of European Union law are primary law, secondary law and supplementary law. The main sources of primary law are the Treaties establishing the European Union. Secondary sources include regulations and directives which are based on the Treaties. The legislature of the European Union is principally composed of the European Parliament and the Council of the European Union, which under the Treaties may establish secondary law to pursue the objective set out in the Treaties." + ], + [ + "The Amazon rainforest (Portuguese: Floresta Amaz\u00f4nica or Amaz\u00f4nia; Spanish: Selva Amaz\u00f3nica, Amazon\u00eda or usually Amazonia; French: For\u00eat amazonienne; Dutch: Amazoneregenwoud), also known in English as Amazonia or the Amazon Jungle, is a moist broadleaf forest that covers most of the Amazon basin of South America. This basin encompasses 7,000,000 square kilometres (2,700,000 sq mi), of which 5,500,000 square kilometres (2,100,000 sq mi) are covered by the rainforest. This region includes territory belonging to nine nations. The majority of the forest is contained within Brazil, with 60% of the rainforest, followed by Peru with 13%, Colombia with 10%, and with minor amounts in Venezuela, Ecuador, Bolivia, Guyana, Suriname and French Guiana. States or departments in four nations contain \"Amazonas\" in their names. The Amazon represents over half of the planet's remaining rainforests, and comprises the largest and most biodiverse tract of tropical rainforest in the world, with an estimated 390 billion individual trees divided into 16,000 species." + ], + [ + "Ctenophora (/t\u1d7b\u02c8n\u0252f\u0259r\u0259/; singular ctenophore, /\u02c8t\u025bn\u0259f\u0254\u02d0r/ or /\u02c8ti\u02d0n\u0259f\u0254\u02d0r/; from the Greek \u03ba\u03c4\u03b5\u03af\u03c2 kteis 'comb' and \u03c6\u03ad\u03c1\u03c9 pher\u014d 'carry'; commonly known as comb jellies) is a phylum of animals that live in marine waters worldwide. Their most distinctive feature is the \u2018combs\u2019 \u2013 groups of cilia which they use for swimming \u2013 they are the largest animals that swim by means of cilia. Adults of various species range from a few millimeters to 1.5 m (4 ft 11 in) in size. Like cnidarians, their bodies consist of a mass of jelly, with one layer of cells on the outside and another lining the internal cavity. In ctenophores, these layers are two cells deep, while those in cnidarians are only one cell deep. Some authors combined ctenophores and cnidarians in one phylum, Coelenterata, as both groups rely on water flow through the body cavity for both digestion and respiration. Increasing awareness of the differences persuaded more recent authors to classify them as separate phyla." + ], + [ + "Fresno (/\u02c8fr\u025bzno\u028a/ FREZ-noh), the county seat of Fresno County, is a city in the U.S. state of California. As of 2015, the city's population was 520,159, making it the fifth-largest city in California, the largest inland city in California and the 34th-largest in the nation. Fresno is in the center of the San Joaquin Valley and is the largest city in the Central Valley, which contains the San Joaquin Valley. It is approximately 220 miles (350 km) northwest of Los Angeles, 170 miles (270 km) south of the state capital, Sacramento, or 185 miles (300 km) south of San Francisco. The name Fresno means \"ash tree\" in Spanish, and an ash leaf is featured on the city's flag." + ], + [ + "Starting in the late 1950s, American computer scientist Paul Baran developed the concept Distributed Adaptive Message Block Switching with the goal to provide a fault-tolerant, efficient routing method for telecommunication messages as part of a research program at the RAND Corporation, funded by the US Department of Defense. This concept contrasted and contradicted the theretofore established principles of pre-allocation of network bandwidth, largely fortified by the development of telecommunications in the Bell System. The new concept found little resonance among network implementers until the independent work of Donald Davies at the National Physical Laboratory (United Kingdom) (NPL) in the late 1960s. Davies is credited with coining the modern name packet switching and inspiring numerous packet switching networks in Europe in the decade following, including the incorporation of the concept in the early ARPANET in the United States." + ], + [ + "The Black Death is thought to have originated in the arid plains of Central Asia, where it then travelled along the Silk Road, reaching Crimea by 1343. From there, it was most likely carried by Oriental rat fleas living on the black rats that were regular passengers on merchant ships. Spreading throughout the Mediterranean and Europe, the Black Death is estimated to have killed 30\u201360% of Europe's total population. In total, the plague reduced the world population from an estimated 450 million down to 350\u2013375 million in the 14th century. The world population as a whole did not recover to pre-plague levels until the 17th century. The plague recurred occasionally in Europe until the 19th century." + ], + [ + "There are three major types of rock: igneous, sedimentary, and metamorphic. The rock cycle is an important concept in geology which illustrates the relationships between these three types of rock, and magma. When a rock crystallizes from melt (magma and/or lava), it is an igneous rock. This rock can be weathered and eroded, and then redeposited and lithified into a sedimentary rock, or be turned into a metamorphic rock due to heat and pressure that change the mineral content of the rock which gives it a characteristic fabric. The sedimentary rock can then be subsequently turned into a metamorphic rock due to heat and pressure and is then weathered, eroded, deposited, and lithified, ultimately becoming a sedimentary rock. Sedimentary rock may also be re-eroded and redeposited, and metamorphic rock may also undergo additional metamorphism. All three types of rocks may be re-melted; when this happens, a new magma is formed, from which an igneous rock may once again crystallize." + ], + [ + "Newcastle upon Tyne (RP: i/\u02ccnju\u02d0k\u0251\u02d0s\u0259l \u0259\u02ccp\u0252n \u02c8ta\u026an/; Locally: i/nju\u02d0\u02cck\u00e6s\u0259l \u0259\u02ccp\u0259n \u02c8ta\u026an/), commonly known as Newcastle, is a city in Tyne and Wear, North East England, 103 miles (166 km) south of Edinburgh and 277 miles (446 km) north of London on the northern bank of the River Tyne, 8.5 mi (13.7 km) from the North Sea. Newcastle is the most populous city in the North East and Tyneside the eighth most populous conurbation in the United Kingdom. Newcastle is a member of the English Core Cities Group and is a member of the Eurocities network of European cities. Newcastle was part of the county of Northumberland until 1400, when it became a county itself, a status it retained until becoming part of Tyne and Wear in 1974.[not in citation given] The regional nickname and dialect for people from Newcastle and the surrounding area is Geordie." + ], + [ + "The Victoria and Albert Museum (often abbreviated as the V&A), London, is the world's largest museum of decorative arts and design, housing a permanent collection of over 4.5 million objects. It was founded in 1852 and named after Queen Victoria and Prince Albert. The V&A is located in the Brompton district of the Royal Borough of Kensington and Chelsea, in an area that has become known as \"Albertopolis\" because of its association with Prince Albert, the Albert Memorial and the major cultural institutions with which he was associated. These include the Natural History Museum, the Science Museum and the Royal Albert Hall. The museum is a non-departmental public body sponsored by the Department for Culture, Media and Sport. Like other national British museums, entrance to the museum has been free since 2001." + ], + [ + "The American Broadcasting Company (ABC) (stylized in its logo as abc since 1957) is an American commercial broadcast television network that is owned by the Disney\u2013ABC Television Group, a subsidiary of Disney Media Networks division of The Walt Disney Company. The network is part of the Big Three television networks. The network is headquartered on Columbus Avenue and West 66th Street in Manhattan, with additional major offices and production facilities in New York City, Los Angeles and Burbank, California." + ], + [ + "He came to power by uniting many of the nomadic tribes of Northeast Asia. After founding the Mongol Empire and being proclaimed \"Genghis Khan\", he started the Mongol invasions that resulted in the conquest of most of Eurasia. These included raids or invasions of the Qara Khitai, Caucasus, Khwarezmid Empire, Western Xia and Jin dynasties. These campaigns were often accompanied by wholesale massacres of the civilian populations \u2013 especially in the Khwarezmian and Xia controlled lands. By the end of his life, the Mongol Empire occupied a substantial portion of Central Asia and China." + ], + [ + "The word pharmacy is derived from its root word pharma which was a term used since the 15th\u201317th centuries. However, the original Greek roots from pharmakos imply sorcery or even poison. In addition to pharma responsibilities, the pharma offered general medical advice and a range of services that are now performed solely by other specialist practitioners, such as surgery and midwifery. The pharma (as it was referred to) often operated through a retail shop which, in addition to ingredients for medicines, sold tobacco and patent medicines. Often the place that did this was called an apothecary and several languages have this as the dominant term, though their practices are more akin to a modern pharmacy, in English the term apothecary would today be seen as outdated or only approproriate if herbal remedies were on offer to a large extent. The pharmas also used many other herbs not listed. The Greek word Pharmakeia (Greek: \u03c6\u03b1\u03c1\u03bc\u03b1\u03ba\u03b5\u03af\u03b1) derives from pharmakon (\u03c6\u03ac\u03c1\u03bc\u03b1\u03ba\u03bf\u03bd), meaning \"drug\", \"medicine\" (or \"poison\").[n 1]" + ], + [ + "The immune system is a system of many biological structures and processes within an organism that protects against disease. To function properly, an immune system must detect a wide variety of agents, known as pathogens, from viruses to parasitic worms, and distinguish them from the organism's own healthy tissue. In many species, the immune system can be classified into subsystems, such as the innate immune system versus the adaptive immune system, or humoral immunity versus cell-mediated immunity. In humans, the blood\u2013brain barrier, blood\u2013cerebrospinal fluid barrier, and similar fluid\u2013brain barriers separate the peripheral immune system from the neuroimmune system which protects the brain." + ], + [ + "One of its earliest massive implementations was brought about by Egyptians against the British occupation in the 1919 Revolution. Civil disobedience is one of the many ways people have rebelled against what they deem to be unfair laws. It has been used in many nonviolent resistance movements in India (Gandhi's campaigns for independence from the British Empire), in Czechoslovakia's Velvet Revolution and in East Germany to oust their communist governments, In South Africa in the fight against apartheid, in the American Civil Rights Movement, in the Singing Revolution to bring independence to the Baltic countries from the Soviet Union, recently with the 2003 Rose Revolution in Georgia and the 2004 Orange Revolution in Ukraine, among other various movements worldwide." + ], + [ + "Construction is the process of constructing a building or infrastructure. Construction differs from manufacturing in that manufacturing typically involves mass production of similar items without a designated purchaser, while construction typically takes place on location for a known client. Construction as an industry comprises six to nine percent of the gross domestic product of developed countries. Construction starts with planning,[citation needed] design, and financing and continues until the project is built and ready for use." + ], + [ + "Private schools, also known as independent schools, non-governmental, or nonstate schools, are not administered by local, state or national governments; thus, they retain the right to select their students and are funded in whole or in part by charging their students tuition, rather than relying on mandatory taxation through public (government) funding; at some private schools students may be able to get a scholarship, which makes the cost cheaper, depending on a talent the student may have (e.g. sport scholarship, art scholarship, academic scholarship), financial need, or tax credit scholarships that might be available." + ], + [ + "Established originally by the Massachusetts legislature and soon thereafter named for John Harvard (its first benefactor), Harvard is the United States' oldest institution of higher learning, and the Harvard Corporation (formally, the President and Fellows of Harvard College) is its first chartered corporation. Although never formally affiliated with any denomination, the early College primarily trained Congregationalist and Unitarian clergy. Its curriculum and student body were gradually secularized during the 18th century, and by the 19th century Harvard had emerged as the central cultural establishment among Boston elites. Following the American Civil War, President Charles W. Eliot's long tenure (1869\u20131909) transformed the college and affiliated professional schools into a modern research university; Harvard was a founding member of the Association of American Universities in 1900. James Bryant Conant led the university through the Great Depression and World War II and began to reform the curriculum and liberalize admissions after the war. The undergraduate college became coeducational after its 1977 merger with Radcliffe College." + ], + [ + "Jacksonville is the largest city by population in the U.S. state of Florida, and the largest city by area in the contiguous United States. It is the county seat of Duval County, with which the city government consolidated in 1968. Consolidation gave Jacksonville its great size and placed most of its metropolitan population within the city limits; with an estimated population of 853,382 in 2014, it is the most populous city proper in Florida and the Southeast, and the 12th most populous in the United States. Jacksonville is the principal city in the Jacksonville metropolitan area, with a population of 1,345,596 in 2010." + ], + [ + "A study by the World Institute for Development Economics Research at United Nations University reports that the richest 1% of adults alone owned 40% of global assets in the year 2000. The three richest people in the world possess more financial assets than the lowest 48 nations combined. The combined wealth of the \"10 million dollar millionaires\" grew to nearly $41 trillion in 2008. A January 2014 report by Oxfam claims that the 85 wealthiest individuals in the world have a combined wealth equal to that of the bottom 50% of the world's population, or about 3.5 billion people. According to a Los Angeles Times analysis of the report, the wealthiest 1% owns 46% of the world's wealth; the 85 richest people, a small part of the wealthiest 1%, own about 0.7% of the human population's wealth, which is the same as the bottom half of the population. More recently, in January 2015, Oxfam reported that the wealthiest 1 percent will own more than half of the global wealth by 2016. An October 2014 study by Credit Suisse also claims that the top 1% now own nearly half of the world's wealth and that the accelerating disparity could trigger a recession. In October 2015, Credit Suisse published a study which shows global inequality continues to increase, and that half of the world's wealth is now in the hands of those in the top percentile, whose assets each exceed $759,900. A 2016 report by Oxfam claims that the 62 wealthiest individuals own as much wealth as the poorer half of the global population combined. Oxfam's claims have however been questioned on the basis of the methodology used: by using net wealth (adding up assets and subtracting debts), the Oxfam report, for instance, finds that there are more poor people in the United States and Western Europe than in China (due to a greater tendency to take on debts).[unreliable source?][unreliable source?] Anthony Shorrocks, the lead author of the Credit Suisse report which is one of the sources of Oxfam's data, considers the criticism about debt to be a \"silly argument\" and \"a non-issue . . . a diversion.\"" + ], + [ + "Doctor Who is a British science-fiction television programme produced by the BBC since 1963. The programme depicts the adventures of the Doctor, a Time Lord\u2014a space and time-travelling humanoid alien. He explores the universe in his TARDIS, a sentient time-travelling space ship. Its exterior appears as a blue British police box, which was a common sight in Britain in 1963 when the series first aired. Accompanied by companions, the Doctor combats a variety of foes, while working to save civilisations and help people in need." + ], + [ + "The University of Chicago (UChicago, Chicago, or U of C) is a private research university in Chicago. The university, established in 1890, consists of The College, various graduate programs, interdisciplinary committees organized into four academic research divisions and seven professional schools. Beyond the arts and sciences, Chicago is also well known for its professional schools, which include the Pritzker School of Medicine, the University of Chicago Booth School of Business, the Law School, the School of Social Service Administration, the Harris School of Public Policy Studies, the Graham School of Continuing Liberal and Professional Studies and the Divinity School. The university currently enrolls approximately 5,000 students in the College and around 15,000 students overall." + ], + [ + "The Yuan dynasty (Chinese: \u5143\u671d; pinyin: Yu\u00e1n Ch\u00e1o), officially the Great Yuan (Chinese: \u5927\u5143; pinyin: D\u00e0 Yu\u00e1n; Mongolian: Yehe Yuan Ulus[a]), was the empire or ruling dynasty of China established by Kublai Khan, leader of the Mongolian Borjigin clan. Although the Mongols had ruled territories including today's North China for decades, it was not until 1271 that Kublai Khan officially proclaimed the dynasty in the traditional Chinese style. His realm was, by this point, isolated from the other khanates and controlled most of present-day China and its surrounding areas, including modern Mongolia and Korea. It was the first foreign dynasty to rule all of China and lasted until 1368, after which its Genghisid rulers returned to their Mongolian homeland and continued to rule the Northern Yuan dynasty. Some of the Mongolian Emperors of the Yuan mastered the Chinese language, while others only used their native language (i.e. Mongolian) and the 'Phags-pa script." + ], + [ + "Kenya (/\u02c8k\u025bnj\u0259/; locally [\u02c8k\u025b\u0272a] ( listen)), officially the Republic of Kenya, is a country in Africa and a founding member of the East African Community (EAC). Its capital and largest city is Nairobi. Kenya's territory lies on the equator and overlies the East African Rift covering a diverse and expansive terrain that extends roughly from Lake Victoria to Lake Turkana (formerly called Lake Rudolf) and further south-east to the Indian Ocean. It is bordered by Tanzania to the south, Uganda to the west, South Sudan to the north-west, Ethiopia to the north and Somalia to the north-east. Kenya covers 581,309 km2 (224,445 sq mi), and had a population of approximately 45 million people in July 2014." + ], + [ + "The Intergovernmental Panel on Climate Change (IPCC) is a scientific intergovernmental body under the auspices of the United Nations, set up at the request of member governments. It was first established in 1988 by two United Nations organizations, the World Meteorological Organization (WMO) and the United Nations Environment Programme (UNEP), and later endorsed by the United Nations General Assembly through Resolution 43/53. Membership of the IPCC is open to all members of the WMO and UNEP. The IPCC produces reports that support the United Nations Framework Convention on Climate Change (UNFCCC), which is the main international treaty on climate change. The ultimate objective of the UNFCCC is to \"stabilize greenhouse gas concentrations in the atmosphere at a level that would prevent dangerous anthropogenic [i.e., human-induced] interference with the climate system\". IPCC reports cover \"the scientific, technical and socio-economic information relevant to understanding the scientific basis of risk of human-induced climate change, its potential impacts and options for adaptation and mitigation.\"" + ], + [ + "Chloroplasts' main role is to conduct photosynthesis, where the photosynthetic pigment chlorophyll captures the energy from sunlight and converts it and stores it in the energy-storage molecules ATP and NADPH while freeing oxygen from water. They then use the ATP and NADPH to make organic molecules from carbon dioxide in a process known as the Calvin cycle. Chloroplasts carry out a number of other functions, including fatty acid synthesis, much amino acid synthesis, and the immune response in plants. The number of chloroplasts per cell varies from 1 in algae up to 100 in plants like Arabidopsis and wheat." + ], + [ + "A prime number (or a prime) is a natural number greater than 1 that has no positive divisors other than 1 and itself. A natural number greater than 1 that is not a prime number is called a composite number. For example, 5 is prime because 1 and 5 are its only positive integer factors, whereas 6 is composite because it has the divisors 2 and 3 in addition to 1 and 6. The fundamental theorem of arithmetic establishes the central role of primes in number theory: any integer greater than 1 can be expressed as a product of primes that is unique up to ordering. The uniqueness in this theorem requires excluding 1 as a prime because one can include arbitrarily many instances of 1 in any factorization, e.g., 3, 1 \u00b7 3, 1 \u00b7 1 \u00b7 3, etc. are all valid factorizations of 3." + ], + [ + "The Rhine (Romansh: Rein, German: Rhein, French: le Rhin, Dutch: Rijn) is a European river that begins in the Swiss canton of Graub\u00fcnden in the southeastern Swiss Alps, forms part of the Swiss-Austrian, Swiss-Liechtenstein border, Swiss-German and then the Franco-German border, then flows through the Rhineland and eventually empties into the North Sea in the Netherlands. The biggest city on the river Rhine is Cologne, Germany with a population of more than 1,050,000 people. It is the second-longest river in Central and Western Europe (after the Danube), at about 1,230 km (760 mi),[note 2][note 1] with an average discharge of about 2,900 m3/s (100,000 cu ft/s)." + ], + [ + "Following a referendum in 1997, in which the Scottish electorate voted for devolution, the current Parliament was convened by the Scotland Act 1998, which sets out its powers as a devolved legislature. The Act delineates the legislative competence of the Parliament \u2013 the areas in which it can make laws \u2013 by explicitly specifying powers that are \"reserved\" to the Parliament of the United Kingdom. The Scottish Parliament has the power to legislate in all areas that are not explicitly reserved to Westminster. The British Parliament retains the ability to amend the terms of reference of the Scottish Parliament, and can extend or reduce the areas in which it can make laws. The first meeting of the new Parliament took place on 12 May 1999." + ], + [ + "Islamism, also known as Political Islam (Arabic: \u0625\u0633\u0644\u0627\u0645 \u0633\u064a\u0627\u0633\u064a\u200e isl\u0101m siy\u0101s\u012b), is an Islamic revival movement often characterized by moral conservatism, literalism, and the attempt \"to implement Islamic values in all spheres of life.\" Islamism favors the reordering of government and society in accordance with the Shari'a. The different Islamist movements have been described as \"oscillating between two poles\": at one end is a strategy of Islamization of society through state power seized by revolution or invasion; at the other \"reformist\" pole Islamists work to Islamize society gradually \"from the bottom up\". The movements have \"arguably altered the Middle East more than any trend since the modern states gained independence\", redefining \"politics and even borders\" according to one journalist (Robin Wright)." + ], + [ + "Imperialism is a type of advocacy of empire. Its name originated from the Latin word \"imperium\", which means to rule over large territories. Imperialism is \"a policy of extending a country's power and influence through colonization, use of military force, or other means\". Imperialism has greatly shaped the contemporary world. It has also allowed for the rapid spread of technologies and ideas. The term imperialism has been applied to Western (and Japanese) political and economic dominance especially in Asia and Africa in the 19th and 20th centuries. Its precise meaning continues to be debated by scholars. Some writers, such as Edward Said, use the term more broadly to describe any system of domination and subordination organised with an imperial center and a periphery." + ], + [ + "The United Methodist Church (UMC) is a mainline Protestant Methodist denomination. In the 19th century its main predecessor was a leader in Evangelicalism. Founded in 1968 by the union of the Methodist Church (USA) and the Evangelical United Brethren Church, the UMC traces its roots back to the revival movement of John and Charles Wesley in England as well as the Great Awakening in the United States. As such, the church's theological orientation is decidedly Wesleyan. It embraces both liturgical and evangelical elements." + ], + [ + "The French and Indian War (1754\u20131763) was the North American theater of the worldwide Seven Years' War. The war was fought between the colonies of British America and New France, with both sides supported by military units from their parent countries of Great Britain and France, as well as Native American allies. At the start of the war, the French North American colonies had a population of roughly 60,000 European settlers, compared with 2 million in the British North American colonies. The outnumbered French particularly depended on the Indians. Long in conflict, the metropole nations declared war on each other in 1756, escalating the war from a regional affair into an intercontinental conflict." + ], + [ + "Philosophers in antiquity used the concept of force in the study of stationary and moving objects and simple machines, but thinkers such as Aristotle and Archimedes retained fundamental errors in understanding force. In part this was due to an incomplete understanding of the sometimes non-obvious force of friction, and a consequently inadequate view of the nature of natural motion. A fundamental error was the belief that a force is required to maintain motion, even at a constant velocity. Most of the previous misunderstandings about motion and force were eventually corrected by Galileo Galilei and Sir Isaac Newton. With his mathematical insight, Sir Isaac Newton formulated laws of motion that were not improved-on for nearly three hundred years. By the early 20th century, Einstein developed a theory of relativity that correctly predicted the action of forces on objects with increasing momenta near the speed of light, and also provided insight into the forces produced by gravitation and inertia." + ] + ], + "questions": [ + [ + "When was qualcomm founded ?", + "Who is founder of Qualcomm ?", + "What products does qualcomm make ?", + "What is omnitrac ?", + "Where is headquarteres ?" + ], + [ + "What is Qualcomm Cloud AI 100 ?", + "What is the major advantage of Cloud AI 100 ?", + "How Cloud AI 100 benefits ?", + "Cloud AI 100 is used for ?", + "When Cloud AI 100 is launched ?", + "How Cloud AI 100 is offered ?" + ], + [ + "Which NFL team represented the AFC at Super Bowl 50?", + "Which NFL team represented the NFC at Super Bowl 50?", + "Where did Super Bowl 50 take place?", + "Which NFL team won Super Bowl 50?", + "What color was used to emphasize the 50th anniversary of the Super Bowl?", + "What was the theme of Super Bowl 50?", + "What day was the game played on?", + "What is the AFC short for?", + "What was the theme of Super Bowl 50?", + "What does AFC stand for?", + "What day was the Super Bowl played on?", + "Who won Super Bowl 50?", + "What venue did Super Bowl 50 take place in?", + "What city did Super Bowl 50 take place in?", + "If Roman numerals were used, what would Super Bowl 50 have been called?", + "Super Bowl 50 decided the NFL champion for what season?", + "What year did the Denver Broncos secure a Super Bowl title for the third time?", + "What city did Super Bowl 50 take place in?", + "What stadium did Super Bowl 50 take place in?", + "What was the final score of Super Bowl 50? ", + "What month, day and year did Super Bowl 50 take place? ", + "What year was Super Bowl 50?", + "What team was the AFC champion?", + "What team was the NFC champion?", + "Who won Super Bowl 50?", + "Super Bowl 50 determined the NFL champion for what season?", + "Which team won Super Bowl 50.", + "Where was Super Bowl 50 held?", + "The name of the NFL championship game is?", + "What 2015 NFL team one the AFC playoff?" + ], + [ + "What was Maria Curie the first female recipient of?", + "What year was Casimir Pulaski born in Warsaw?", + "Who was one of the most famous people born in Warsaw?", + "Who was Fr\u00e9d\u00e9ric Chopin?", + "How old was Chopin when he moved to Warsaw with his family?" + ], + [ + "In what country is Normandy located?", + "When were the Normans in Normandy?", + "From which countries did the Norse originate?", + "Who was the Norse leader?", + "What century did the Normans first gain their separate identity?" + ], + [ + "In what year was Nikola Tesla born? ", + "What was Nikola Tesla's ethnicity?", + "In what year did Tesla die? ", + "When was Nikola Tesla born?", + "In what year did Tesla die?", + "What is Tesla's home country?", + "What does AC stand for?" + ], + [ + "What branch of theoretical computer science deals with broadly classifying computational problems by difficulty and class of relationship?", + "By what main attribute are computational problems classified utilizing computational complexity theory? ", + "What is the term for a task that generally lends itself to being solved by a computer?" + ], + [ + "What is a course of study called?", + "What is another name to describe the science of teaching?", + "Where do most teachers get their credentials from?", + "What can a teacher use to help students learn?", + "Where is a teacher most likely to be teaching at?" + ], + [ + "Of what nationality was Martin Luther?", + "When did Martin Luther die?", + "What organization's teaching did Luther reject?", + "What did the Church claim could be avoided with money?", + "What did the Church do when Luther refused to retract his writings?" + ], + [ + "What is Southern California often abbreviated as?", + "Despite being traditionall described as \"eight counties\", how many counties does this region actually have?", + "What is a major importance of Southern California in relation to California and the United States?", + "What are the ties that best described what the \"eight counties\" are based on?", + "The reasons for the las two counties to be added are based on what?" + ], + [ + "What company was formed by the merger of Sky Television and British Satellite Broadcasting?", + "Who is the UK's largest digital subscription television company?", + "What year did BSkyB acquire Sky Italia?", + "What is the name of the holding company for BSkyB?", + "What is the name of the United Kingdom operation for BSkyB?" + ], + [ + "What kind of economy does Victoria have?", + "Where according to gross state product does Victoria rank in Australia?", + "At what rank does GPS per capita set Victoria?", + "What city in Victoria is called the sporting capital of Australia?", + "What is the largest stadium in Australia?" + ], + [ + "Where was France's Huguenot population largely centered?", + "What was the proportion of Huguenots to Catholics at their peak?", + "When were the Wars of Religion fought?", + "What treaty ended the Wars of Religion?", + "What did this agreement do?" + ], + [ + "Along with geothermal and nuclear, what is a notable non-combustion heat source?", + "What ideal thermodynamic cycle analyzes the process by which steam engines work?", + "In the Rankine cycle, what does water turn into when heated?", + "At what pressure is water heated in the Rankine cycle?", + "What types of engines are steam engines?" + ], + [ + "The atomic number of the periodic table for oxygen?", + "What is the second most abundant element?", + "How many atoms combine to form dioxygen?", + "Roughly, how much oxygen makes up the Earth crust?", + "Which gas makes up 20.8% of the Earth's atmosphere?", + "How much of the earth's atmosphere is diatomic oxygen?", + "What element makes up almost half of the earth's crust by mass?", + "What is the atomic number for oxygen?", + "Are atmospheric oxygen levels going up, down, or staying the same?", + "What are the three most abundent elements of the universe by mass?", + "What is the atomic number of the element oxygen?", + "Of what group in the periodic table is oxygen a member?", + "What type of compounds does oxygen most commonly form?", + "Compared to other elements, how abundant does oxygen rank?", + "Under normal conditions, what do two atoms of oxygen form?" + ], + [ + "When did the 1973 oil crisis begin?", + "What was the price of oil in March of 1974?", + "When was the second oil crisis?", + "What was another term used for the oil crisis?", + "Who proclaimed the oil embargo?" + ], + [ + "What project put the first Americans into space?", + "What program was created to carry out these projects and missions?", + "What year did the first manned Apollo flight occur?", + "What President is credited with the original notion of putting Americans in space?", + "How many people were on the project that followed Project Mercury?" + ], + [ + "What are the three sources of European Union law?", + "What is European Union Law?", + "What are the main sources of primary law?", + "What are the secondary sources of primary law?", + "What are the two bodies that make up the European Union's legislature?", + "What is European Union law?", + "What effect does European Union law have on laws of member states?", + "What are the three sources of European Union law?", + "What are the main legislative bodies of the European Union?", + "What are the three main sources of European Union law?", + "What are the main sources of primary law?", + "What is the legislature of the European Union comprised of?", + "How many sources of European Union law are there?" + ], + [ + "Which name is also used to describe the Amazon rainforest in English?", + "How many square kilometers of rainforest is covered in the basin?", + "How many nations control this region in total?", + "How many nations contain \"Amazonas\" in their names?", + "What percentage does the Amazon represents in rainforests on the planet?", + "What is the Dutch word for the Amazon rainforest?", + "What rainforest covers the majority of the Amazon basin in South America?", + "In what country can most of the Amazon rainforest be found?", + "The Amazon rainforest makes up what amount of Earth's rainforests?", + "How many species of trees can be found in the Amazon rainforest?", + "What kind of forest is the Amazon rainforest?", + "How many square kilometers is the Amazon Basin?", + "How many nations are within the Amazon Basin?", + "Which nation contains the majority of the amazon forest?", + "What is the estimate for the amount of tree species in the amazon tropical rain forest?" + ], + [ + "What are Ctenophora commonly known as?", + "Where do Ctenophora live?", + "What size are adult Ctenophora?", + "What is a ctenophora?", + "What does the ctenophora use to swim?", + "What does ctenophora use for digestion and respiration?", + "How large can ctenophora grow?", + "What is the most distinctive feature of ctenophora?", + "What are ctenophora commonly known as?", + "How big can ctenophora grow?", + "What does ctenophora rely on for digestion and respiration?", + "What does ctenophora mean in Greek?", + "Where do ctenophora live?" + ], + [ + "Which city is the fifth-largest city in California?", + "How far is Fresno from Los Angeles?", + "What does the name Fresno mean in Spanish?", + "What is featured on the city of Fresno's city flag?", + "How do you pronounce Fresno?" + ], + [ + "What did Paul Baran develop ", + "What did Distributed Adaptive Message Block Switching do", + "What did this concept contradict ", + "What is Donald Davies credited with ", + "What did Paul Baran develop in the late 1950's", + "What was the goal of the system ", + "Who is credited with the modern name for this system " + ], + [ + "Where did the black death originate?", + "How did the black death make it to the Mediterranean and Europe?", + "How much of the European population did the black death kill?", + "When did the world's population finally recover from the black death?", + "For how long did the plague stick around?" + ], + [ + "An igneous rock is a rock that crystallizes from what?", + "Sedimentary rock can be turned into which of the three types of rock?", + "When the three types of rock are re-melted what is formed? ", + "What are the three major types of rock? ", + "What changes the mineral content of a rock?" + ], + [ + "How many miles south of Edinburgh is Newcastle?", + "How many miles from the north Sea is Newcastle?", + "What network is Newcastle a member of?", + "What county was Newcastle a part of until 1400?", + "What's the regional nickname for Newcastle and its surrounding area?" + ], + [ + "where is the Victoria and Albert Museum located?", + "how many permanent objects are located there?", + "when was the Victoria and Albert museum founded?", + "Who is the museum named for?", + "In which London borough is the Victoria and Albert Museum located?", + "In what year was the Victoria and Albert Museum founded?", + "Which monarchs was the Victoria and Albert Museum named after?", + "Which department sponsors the Victoria and Albert Museum?", + "In which year did the museum started charging free admission fees?" + ], + [ + "What company owns the American Broadcasting Company?", + "In what year did ABC stylize it's logo as abc?", + "In 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" + ], + [ + "When was the current parliament of Scotland convened?", + "What act set out the Parliament's powers as a devolved legislature?", + "The legislative competence of the Parliament species what areas?", + "To what body are certain powers explicitly specified as being reserved for?", + "The Scottish Parliament may legislate as it pleases as long as the powers aren't already reserved by where?" + ], + [ + "What is an Islamic revival movement?", + "What aspects of life does Islamism seek to integrate itself into?", + "What goal does Islamism have when it comes to society and government?", + "What have the two different Islamist movements been described as oscillating between?", + "One strategy of Islamization is to seize power by what methods?" + ], + [ + "The word imperialism has it's origins in which ancient language? ", + "By what means is imperialism usually administered?", + "The term imperialism has been applied to western countries, and which eastern county?", + "Imperialism is responsible for the rapid spread of what?" + ], + [ + "What does UMC stand for?", + "What is the United Methodist Church?", + "When was the UMC founded?", + "Who founded the UMC?", + "What is the church's theological orientation?" + ], + [ + "When was the French and Indian War?", + "Who fought in the French and Indian war?", + "How many people were in French North American Colonies?", + "How many people were in British North American Colonies?" + ], + [ + "What concept did philosophers in antiquity use to study simple machines?", + "What was the belief that maintaining motion required force?", + "Who had mathmatical insite?", + "How long did it take to improve on Sir Isaac Newton's laws of motion?", + "Who develped the theory of relativity?" + ] + ] +} \ No newline at end of file diff --git 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100644 index 00000000..681df075 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/CMakeLists.txt @@ -0,0 +1,61 @@ +# For more information about using CMake with Android Studio, read the +# documentation: https://d.android.com/studio/projects/add-native-code.html + +# Sets the minimum version of CMake required to build the native library. +cmake_minimum_required(VERSION 3.10.2) + +# Add headers +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11") +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/inc/) +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/inc/zdl) +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/inc/hpp) + +# Declares and names the project. +project("qa") + +# Creates and names a library, sets it as either STATIC +# or SHARED, and provides the relative paths to its source code. +# You can define multiple libraries, and CMake builds them for you. +# Gradle automatically packages shared libraries with your APK. + +add_library( # Sets the name of the library. + qa + + # Sets the library as a shared library. + SHARED + + # Provides a relative path to your source file(s). + native-lib.cpp inference.cpp inference_helper.cpp) + +# Searches for a specified prebuilt library and stores the path as a +# variable. Because CMake includes system libraries in the search path by +# default, you only need to specify the name of the public NDK library +# you want to add. CMake verifies that the library exists before +# completing its build. + +find_library( # Sets the name of the path variable. + log-lib + android-lib + android + # Specifies the name of the NDK library that + # you want CMake to locate. + log) + +# Specifies libraries CMake should link to your target library. You +# can link multiple libraries, such as libraries you define in this +# build script, prebuilt third-party libraries, or system libraries. + +target_link_libraries( # Specifies the target library. + qa + + # Add path to dependent libSNPE.so + ${CMAKE_CURRENT_SOURCE_DIR}/../jniLibs/arm64-v8a/libSNPE.so + + # If above path gives library duplication error, then please use following one + # and delete libSnpe.so from 'jniLibs' directory: + # ${CMAKE_CURRENT_SOURCE_DIR}/../cmakeLibs/arm64-v8a/libSNPE.so + + # Links the target library to the log library + # included in the NDK. + android + log) \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/CheckRuntime.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/CheckRuntime.hpp new file mode 100644 index 00000000..07538cd0 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/CheckRuntime.hpp @@ -0,0 +1,17 @@ +//============================================================================== +// +// Copyright (c) 2017-2019 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef CHECKRUNTIME_H +#define CHECKRUNTIME_H + +#include "SNPE/SNPEFactory.hpp" + +zdl::DlSystem::Runtime_t checkRuntime(zdl::DlSystem::Runtime_t runtime); +bool checkGLCLInteropSupport(); + +#endif diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/CreateUserBuffer.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/CreateUserBuffer.hpp new file mode 100644 index 00000000..3429873c --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/CreateUserBuffer.hpp @@ -0,0 +1,53 @@ +//============================================================================== +// +// Copyright (c) 2017-2020 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#include +#include +#include + +#include "SNPE/SNPE.hpp" +#include "DlSystem/IUserBuffer.hpp" +#include "DlSystem/UserBufferMap.hpp" + +typedef unsigned int GLuint; + +// Helper function to fill a single entry of the UserBufferMap with the given user-backed buffer +void createUserBuffer(zdl::DlSystem::UserBufferMap& userBufferMap, + std::unordered_map>& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + const char * name, + const bool isTfNBuffer, + int bitWidth); + +// Create a UserBufferMap of the SNPE network inputs +void createInputBufferMap(zdl::DlSystem::UserBufferMap& inputMap, + std::unordered_map>& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + const bool isTfNBuffer, + int bitWidth); + +// Create a UserBufferMap of the SNPE network outputs +void createOutputBufferMap(zdl::DlSystem::UserBufferMap& outputMap, + std::unordered_map>& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + const bool isTfNBuffer, + int bitWidth); + +void createUserBuffer(zdl::DlSystem::UserBufferMap& userBufferMap, + std::unordered_map& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + const char * name); + +void createInputBufferMap(zdl::DlSystem::UserBufferMap& inputMap, + std::unordered_map& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe); diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/LoadContainer.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/LoadContainer.hpp new file mode 100644 index 00000000..85bf622a --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/LoadContainer.hpp @@ -0,0 +1,19 @@ +//============================================================================== +// +// Copyright (c) 2019 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef LOADCONTAINER_H +#define LOADCONTAINER_H + +#include + +#include "DlContainer/IDlContainer.hpp" + +std::unique_ptr loadContainerFromFile(std::string containerPath); +std::unique_ptr loadContainerFromBuffer(const uint8_t * buffer, const size_t size); + +#endif diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/LoadInputTensor.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/LoadInputTensor.hpp new file mode 100644 index 00000000..be2850e3 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/LoadInputTensor.hpp @@ -0,0 +1,37 @@ +//============================================================================== +// +// Copyright (c) 2017-2019 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef LOADINPUTTENSOR_H +#define LOADINPUTTENSOR_H + +#include +#include +#include + +#include "SNPE/SNPE.hpp" +#include "DlSystem/ITensorFactory.hpp" +#include "DlSystem/TensorMap.hpp" + +typedef unsigned int GLuint; +std::unique_ptr loadInputTensor (std::unique_ptr& snpe , std::vector& inp_raw); +std::tuple loadMultipleInput (std::unique_ptr & snpe , std::string& fileLine); + +bool loadInputUserBufferFloat(std::unordered_map>& applicationBuffers, + std::unique_ptr& snpe, + std::vector& fileLines); + +bool loadInputUserBufferTf8(std::unordered_map>& applicationBuffers, + std::unique_ptr& snpe, + std::vector& fileLines, + zdl::DlSystem::UserBufferMap& inputMap); + +void loadInputUserBuffer(std::unordered_map& applicationBuffers, + std::unique_ptr& snpe, + const GLuint inputglbuffer); + +#endif diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/SetBuilderOptions.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/SetBuilderOptions.hpp new file mode 100644 index 00000000..3b760147 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/SetBuilderOptions.hpp @@ -0,0 +1,25 @@ +//============================================================================== +// +// Copyright (c) 2017-2019 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef SETBUILDEROPTIONS_H +#define SETBUILDEROPTIONS_H + +#include "DlSystem/RuntimeList.hpp" +#include "SNPE/SNPE.hpp" +#include "DlSystem/DlEnums.hpp" +//#include "DlSystem/UDLFunc.hpp" +#include "DlContainer/IDlContainer.hpp" +#include "DlSystem/PlatformConfig.hpp" + +std::unique_ptr setBuilderOptions(std::unique_ptr & container, + zdl::DlSystem::Runtime_t runtime, + zdl::DlSystem::RuntimeList runtimeList, + bool useUserSuppliedBuffers, + bool useCaching); + +#endif //SETBUILDEROPTIONS_H \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/Util.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/Util.hpp new file mode 100644 index 00000000..d12bdc51 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/Util.hpp @@ -0,0 +1,56 @@ +//============================================================================== +// +// Copyright (c) 2017-2019 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef UTIL_H +#define UTIL_H + +#include +#include +#include + +#include "DlSystem/ITensorFactory.hpp" +#include "DlSystem/TensorShape.hpp" + +template Container& split(Container& result, const typename Container::value_type & s, typename Container::value_type::value_type delimiter ) +{ + result.clear(); + std::istringstream ss( s ); + while (!ss.eof()) + { + typename Container::value_type field; + getline( ss, field, delimiter ); + if (field.empty()) continue; + result.push_back( field ); + } + return result; +} + +size_t calcSizeFromDims(const zdl::DlSystem::Dimension *dims, size_t rank, size_t elementSize); + +std::vector loadFloatDataFile(const std::string& inputFile); +std::vector loadByteDataFile(const std::string& inputFile); +template bool loadByteDataFile(const std::string& inputFile, std::vector& loadVector); + +std::vector loadByteDataFileBatched(const std::string& inputFile); +template bool loadByteDataFileBatched(const std::string& inputFile, std::vector& loadVector, size_t offset); +bool loadByteDataFileBatchedTf8(const std::string& inputFile, std::vector& loadVector, size_t offset); +bool loadByteDataFileBatchedTf8(const std::string& inputFile, std::vector& loadVector, size_t offset, unsigned char& stepEquivalentTo0, float& quantizedStepSize ); + + +bool SaveITensorBatched(const std::string& path, const zdl::DlSystem::ITensor* tensor, size_t batchIndex=0, size_t batchChunk=0); +bool SaveUserBufferBatched(const std::string& path, const std::vector& buffer, size_t batchIndex=0, size_t batchChunk=0); +bool EnsureDirectory(const std::string& dir); + +void Tf8ToFloat(float *out, uint8_t *in, const unsigned char stepEquivalentTo0, const float quantizedStepSize, size_t numElement); +bool FloatToTf8(uint8_t* out, unsigned char& stepEquivalentTo0, float& quantizedStepSize, float* in, size_t numElement); + +void setResizableDim(size_t resizableDim); +size_t getResizableDim(); + +#endif + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/inference.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/inference.h new file mode 100644 index 00000000..3e1f6b8f --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/hpp/inference.h @@ -0,0 +1,64 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +// +// Created by shubpate on 12/11/2021. +// + +#ifndef NATIVEINFERENCE_INFERENCE_H +#define NATIVEINFERENCE_INFERENCE_H + +std::string build_network(const uint8_t * dlc_buffer, const size_t dlc_size); +bool SetAdspLibraryPath(std::string nativeLibPath); +std::string execute_net(std::vector inputVec, int arrayLength, + std::vector & outputVec, std::string runtime); + +#include "zdl/DlSystem/TensorShape.hpp" +#include "zdl/DlSystem/TensorMap.hpp" +#include "zdl/DlSystem/TensorShapeMap.hpp" +#include "zdl/DlSystem/IUserBufferFactory.hpp" +#include "zdl/DlSystem/IUserBuffer.hpp" +#include "zdl/DlSystem/UserBufferMap.hpp" +#include "zdl/DlSystem/IBufferAttributes.hpp" + +#include "zdl/DlSystem/StringList.hpp" + +#include "zdl/SNPE/SNPE.hpp" +#include "zdl/SNPE/SNPEFactory.hpp" +#include "zdl/DlSystem/DlVersion.hpp" +#include "zdl/DlSystem/DlEnums.hpp" +#include "zdl/DlSystem/String.hpp" +#include "zdl/DlContainer/IDlContainer.hpp" +#include "zdl/SNPE/SNPEBuilder.hpp" + +#include "zdl/DlSystem/ITensor.hpp" +#include "zdl/DlSystem/ITensorFactory.hpp" + +#include +#include "android/log.h" + +#define LOG_TAG "SNPE_INF" +#define LOGI(...) __android_log_print(ANDROID_LOG_INFO,LOG_TAG,__VA_ARGS__) +#define LOGE(...) __android_log_print(ANDROID_LOG_ERROR,LOG_TAG,__VA_ARGS__) + +bool loadInputUserBuffer(std::unordered_map>& applicationBuffers, + std::unique_ptr& snpe, + std::vector inVector, + int arrayLength, + zdl::DlSystem::UserBufferMap& inputMap, + int bitWidth); + +bool saveOutput (zdl::DlSystem::UserBufferMap& outputMap, + std::unordered_map>& applicationOutputBuffers, + std::vector & outputVec, + size_t batchSize, + bool isTfNBuffer, + int bitWidth); + +#endif //NATIVEINFERENCE_INFERENCE_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/IDiagLog.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/IDiagLog.h new file mode 100644 index 00000000..9a084071 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/IDiagLog.h @@ -0,0 +1,102 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef _DIAGLOG_IDIAGLOG_H_ +#define _DIAGLOG_IDIAGLOG_H_ + +#include "DiagLog/Options.h" +#include "DlSystem/SnpeApiExportDefine.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE IDiagLog handle + */ +typedef void* Snpe_IDiagLog_Handle_t; + +/** + * @brief . + * + * Sets the options after initialization occurs. + * + * @param[in] handle : Handle to access IDiagLog + * @param[in] loggingOptions : The options to set up diagnostic logging. + * + * @return Error code if the options could not be set. Ensure logging is not started/ + * SNPE_SUCCESS otherwise + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IDiagLog_SetOptions(Snpe_IDiagLog_Handle_t handle, Snpe_Options_Handle_t loggingOptionsHandle); + +/** + * @brief . + * + * Gets the curent options for the diag logger. + * + * @param[in] handle : Handle to access IDiagLog + * @return Handle to access DiagLog options. + */ +SNPE_API +Snpe_Options_Handle_t Snpe_IDiagLog_GetOptions(Snpe_IDiagLog_Handle_t handle); + +/** + * @brief . + * + * @param[in] handle : Handle to access IDiagLog + * @param[in] mask : Allows for setting the log mask once diag logging has started + * @return SNPE_SUCCESS if the level was set successfully. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IDiagLog_SetDiagLogMask(Snpe_IDiagLog_Handle_t handle, const char* mask) ; + +/** + * @brief . + * + * Enables logging. + * + * Logging should be started prior to the instantiation of other SNPE_APIs + * to ensure all events are captured. + * + * @param[in] handle : Handle to access IDiagLog + * @return SNPE_SUCCESS if diagnostic logging started successfully. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IDiagLog_Start(Snpe_IDiagLog_Handle_t handle); + +/** + * @brief Disables logging. + * + * @param[in] handle : Handle to access IDiagLog + * + * @return SNPE_SUCCESS if logging stopped successfully. Error code otherwise. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IDiagLog_Stop(Snpe_IDiagLog_Handle_t handle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _DIAGLOG_IDIAGLOG_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/IDiagLog.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/IDiagLog.hpp new file mode 100644 index 00000000..64b81eba --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/IDiagLog.hpp @@ -0,0 +1,133 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include +#include + +#include "Options.hpp" +#include "DlSystem/String.hpp" + +#include "DiagLog/IDiagLog.h" + + +namespace DiagLog{ +class IDiagLog : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static Snpe_ErrorCode_t InvalidDeleteCall(Snpe_IDiagLog_Handle_t ){ + return SNPE_ERRORCODE_CAPI_DELETE_FAILURE; + } + + static constexpr DeleteFunctionType DeleteFunction{InvalidDeleteCall}; + + class OptionsInternal : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_Options_Delete}; + public: + OptionsInternal() + : BaseType(Snpe_Options_Create()) + { } + + explicit OptionsInternal(const Options& options) + : BaseType(Snpe_Options_Create()) + { + setDiagLogMask(options.DiagLogMask.c_str()); + setLogFileDirectory(options.LogFileDirectory.c_str()); + setLogFileName(options.LogFileName.c_str()); + setLogFileRotateCount(options.LogFileRotateCount); + setLogFileReplace(options.LogFileReplace); + } + + const char* getDiagLogMask() const{ + return Snpe_Options_GetDiagLogMask(handle()); + } + void setDiagLogMask(const char* diagLogMask){ + Snpe_Options_SetDiagLogMask(handle(), diagLogMask); + } + + const char* getLogFileDirectory() const{ + return Snpe_Options_GetLogFileDirectory(handle()); + } + void setLogFileDirectory(const char* logFileDirectory){ + Snpe_Options_SetLogFileDirectory(handle(), logFileDirectory); + } + + const char* getLogFileName() const{ + return Snpe_Options_GetLogFileName(handle()); + } + void setLogFileName(const char* logFileName){ + Snpe_Options_SetLogFileName(handle(), logFileName); + } + + uint32_t getLogFileRotateCount() const{ + return Snpe_Options_GetLogFileRotateCount(handle()); + } + void setLogFileRotateCount(uint32_t logFileRotateCount){ + Snpe_Options_SetLogFileRotateCount(handle(), logFileRotateCount); + } + + bool getLogFileReplace() const{ + return Snpe_Options_GetLogFileReplace(handle()); + } + void setLogFileReplace(bool logFileReplace){ + Snpe_Options_SetLogFileReplace(handle(), logFileReplace); + } + + explicit operator Options() const{ + return { + getDiagLogMask(), + getLogFileDirectory(), + getLogFileName(), + getLogFileRotateCount(), + getLogFileReplace() + }; + } + + }; + + + +public: + bool setOptions(const Options& loggingOptions){ + OptionsInternal optionsInternal(loggingOptions); + return SNPE_SUCCESS == Snpe_IDiagLog_SetOptions(handle(), getHandle(optionsInternal)); + } + Options getOptions() const{ + OptionsInternal optionsInternal(moveHandle(Snpe_IDiagLog_GetOptions(handle()))); + return Options(optionsInternal); + } + + bool setDiagLogMask(const std::string& mask){ + return SNPE_SUCCESS == Snpe_IDiagLog_SetDiagLogMask(handle(), mask.c_str()); + } + bool setDiagLogMask(const DlSystem::String& mask){ + return setDiagLogMask(static_cast(mask)); + } + + bool start(void){ + return SNPE_SUCCESS == Snpe_IDiagLog_Start(handle()); + } + bool stop(void){ + return SNPE_SUCCESS == Snpe_IDiagLog_Stop(handle()); + } + +}; + +} // ns DiagLog + +ALIAS_IN_ZDL_NAMESPACE(DiagLog, IDiagLog) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/Options.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/Options.h new file mode 100644 index 00000000..ad641cca --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/Options.h @@ -0,0 +1,164 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef _DIAGLOG_OPTIONS_H_ +#define _DIAGLOG_OPTIONS_H_ + +#include + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE Options handle + */ +typedef void* Snpe_Options_Handle_t; + + +SNPE_API +Snpe_Options_Handle_t Snpe_Options_Create(); + +/** + * Destroys/frees a Options + * + * @param[in] handle : Handle to access Options object + * @return indication of success/failures + */ +SNPE_API +Snpe_ErrorCode_t Snpe_Options_Delete(Snpe_Options_Handle_t handle); + +/** + * Gets DiagLogMask + * diagLogMask: Enables diag logging only on the specified area mask + * + * @param[in] handle : Handle to access Options object + * @return diagLogMask as a const char* + */ +SNPE_API +const char* Snpe_Options_GetDiagLogMask(Snpe_Options_Handle_t handle); + +/** + * Sets DiagLogMask + * diagLogMask: Enables diag logging only on the specified area mask + * + * @param[in] handle : Handle to access Options object + * @param[in] diagLogMask : specific area where logging needs to be enabed + */ +SNPE_API +void Snpe_Options_SetDiagLogMask(Snpe_Options_Handle_t handle, const char* diagLogMask); + +/** + * Gets logFileDirectory + * logFileDirectory: The path to the directory where log files will be written. + * The path may be relative or absolute. Relative paths are interpreted + * + * @param[in] handle : Handle to access Options object + * @return logFileDirectory as a const char* + */ +SNPE_API +const char* Snpe_Options_GetLogFileDirectory(Snpe_Options_Handle_t handle); + +/** + * Sets logFileDirectory + * logFileDirectory: The path to the directory where log files will be written. + * The path may be relative or absolute. Relative paths are interpreted + * + * @param[in] handle : Handle to access Options object + * @param[in] logFileDirectory : path for saving the log files + */ +SNPE_API +void Snpe_Options_SetLogFileDirectory(Snpe_Options_Handle_t handle, const char* logFileDirectory); + + +/** + * Gets logFileName + * logFileName: The name used for log files. If this value is empty then BaseName will be + * used as the default file name. + * + * @param[in] handle : Handle to access Options object + * @return logFileName as a const char* + */ +SNPE_API +const char* Snpe_Options_GetLogFileName(Snpe_Options_Handle_t handle); + +/** + * Sets logFileName + * logFileName: The name used for log files. If this value is empty then BaseName will be + * used as the default file name. + * + * @param[in] handle : Handle to access Options object + * @param[in] logFileName : name of log file + */ +SNPE_API +void Snpe_Options_SetLogFileName(Snpe_Options_Handle_t handle, const char* logFileName); + +/** + * Gets the maximum number of log files to create. If set to 0 no log rotation + * will be used and the log file name specified will be used each time, overwriting + * any existing log file that may exist. + * + * @param[in] handle : Handle to access options object. + * @return max log files to create + */ +SNPE_API +uint32_t Snpe_Options_GetLogFileRotateCount(Snpe_Options_Handle_t handle); + +/** + * Sets the maximum number of log files to create. If set to 0 no log rotation + * will be used and the log file name specified will be used each time, overwriting + * any existing log file that may exist. + * + * @param[in] handle : Handle to access options object. + * @param[in] logFileRotateCount : max log files to create + */ +SNPE_API +void Snpe_Options_SetLogFileRotateCount(Snpe_Options_Handle_t handle, uint32_t logFileRotateCount); + +/** + * If the log file already exists, control whether it will be replaced + * + * @param[in] handle : Handle to access options object + * @return 1 if log file will be replaced, 0 otherwise + */ +SNPE_API +int Snpe_Options_GetLogFileReplace(Snpe_Options_Handle_t handle); + +/** + * If the log file already exists, control whether it will be replaced + * + * @param[in] handle : Handle to access options object + * @param[in] logFileReplace : 1 if log file to be replaced, 0 otherwise + */ +SNPE_API +void Snpe_Options_SetLogFileReplace(Snpe_Options_Handle_t handle, int logFileReplace); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _DIAGLOG_OPTIONS_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/Options.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/Options.hpp new file mode 100644 index 00000000..c9ad48b6 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DiagLog/Options.hpp @@ -0,0 +1,50 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include +#include + +#include "DiagLog/IDiagLog.h" + + +namespace DiagLog { + +class Options +{ +public: + Options( + std::string diagLogMask = "", + std::string logFileDirectory = "diaglogs", + std::string logFileName = "DiagLog", + uint32_t logFileRotateCount = 20, + bool logFileReplace = true + ) + : DiagLogMask(std::move(diagLogMask)), + LogFileDirectory(std::move(logFileDirectory)), + LogFileName(std::move(logFileName)), + LogFileRotateCount(logFileRotateCount), + LogFileReplace(logFileReplace) + { + // Solves the empty string problem with multiple std libs + DiagLogMask.reserve(1); + } + + std::string DiagLogMask; + std::string LogFileDirectory; + std::string LogFileName; + uint32_t LogFileRotateCount; + + bool LogFileReplace; +}; + +} // ns DiagLog + +ALIAS_IN_ZDL_NAMESPACE(DiagLog, Options) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlContainer/DlContainer.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlContainer/DlContainer.h new file mode 100644 index 00000000..6ce7cd25 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlContainer/DlContainer.h @@ -0,0 +1,185 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_CONTAINER_DLCONTAINER_H +#define DL_CONTAINER_DLCONTAINER_H + +#ifdef __cplusplus +#include // uint8_t +#include // size_t +#else +#include +#include +#endif + +#include "DlSystem/DlError.h" +#include "DlSystem/StringList.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE DlcRecord handle + */ +typedef void* Snpe_DlcRecord_Handle_t; + +/** + * Constructs a DlcRecord and returns a handle to it + * + * @return the handle to the created DlcRecord + */ +SNPE_API +Snpe_DlcRecord_Handle_t Snpe_DlcRecord_Create(); + +/** + * Constructs a DlcRecord with a provided name and returns a handle to it + * + * @param[in] name : the name of the record + * + * @return the handle to the created DlcRecord + */ +SNPE_API +Snpe_DlcRecord_Handle_t Snpe_DlcRecord_CreateName(const char* name); + + +/** + * Destroys/frees a DlcRecord + * + * @param[in] dlcRecordHandle : Handle to access DlcRecord + * + * @return indication of success/failures + */ +SNPE_API +Snpe_ErrorCode_t Snpe_DlcRecord_Delete(Snpe_DlcRecord_Handle_t dlcRecordHandle); + +/** + * Gets the size of a DlcRecord in bytes + * + * @param[in] dlcRecordHandle : Handle to access DlcRecord + * + * @return the size of the DlcRecord in bytes + */ +SNPE_API +size_t Snpe_DlcRecord_Size(Snpe_DlcRecord_Handle_t dlcRecordHandle); + +/** + * Gets a pointer to the start of the DlcRecord's data + * + * @param[in] dlcRecordHandle : Handle to access DlcRecord + * + * @return uint8_t pointer to the DlcRecord's data + */ +SNPE_API +uint8_t* Snpe_DlcRecord_Data(Snpe_DlcRecord_Handle_t dlcRecordHandle); + +/** + * Gets the name of the DlcRecord + * + * @param[in] dlcRecordHandle : Handle to access DlcRecord + * + * @return the record's name + */ +SNPE_API +const char* Snpe_DlcRecord_Name(Snpe_DlcRecord_Handle_t dlcRecordHandle); + +/** + * A typedef to indicate a SNPE DlContainer handle + */ +typedef void* Snpe_DlContainer_Handle_t; + +/** + * Destroys/frees a DlContainer + * + * @param[in] dlContainerHandle : Handle to access DlContainer + * + * @return indication of success/failures + */ +SNPE_API +Snpe_ErrorCode_t Snpe_DlContainer_Delete(Snpe_DlContainer_Handle_t dlContainerHandle); + + +/** + * Initializes a container from a container archive file. + * + * @param[in] filename Container archive file path. + * + * @return Status of container open call + */ +SNPE_API +Snpe_DlContainer_Handle_t Snpe_DlContainer_Open(const char* filename); + +/** + * Initializes a container from a byte buffer. + * + * @param[in] buffer Byte buffer holding the contents of an archive + * file. + * + * @param[in] size Size of the byte buffer. + * + * @return A Snpe_DlContainer_Handle_t to access the dlContainer + */ +SNPE_API +Snpe_DlContainer_Handle_t Snpe_DlContainer_OpenBuffer(const uint8_t* buffer, const size_t size); + +/** + * Get the record catalog for a container. + * + * @param[in] dlContainerHandle : Handle to access DlContainer + * + * @return A Snpe_StringListHandle_t that holds the record names of the DlContainer + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_DlContainer_GetCatalog(Snpe_DlContainer_Handle_t dlContainerHandle); + +/** + * Get a record from a container by name. + * + * @param[in] dlContainerHandle : Handle to access DlContainer + * @param[in] recordName : Name of the record to fetch. + * + * @return A Snpe_DlcRecordHandle_t that owns the record read from the DlContainer + */ +SNPE_API +Snpe_DlcRecord_Handle_t Snpe_DlContainer_GetRecord(Snpe_DlContainer_Handle_t dlContainerHandle, const char* recordName); + +/** + * Save the container to an archive on disk. This function will save the + * container if the filename is different from the file that it was opened + * from, or if at least one record was modified since the container was + * opened. + * + * It will truncate any existing file at the target path. + * + * @param[in] dlContainerHandle : Handle to access DlContainer + * @param[in] filename : Container archive file path. + * + * @return indication of success/failure + */ +SNPE_API +Snpe_ErrorCode_t Snpe_DlContainer_Save(Snpe_DlContainer_Handle_t dlContainerHandle, const char* filename); + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_CONTAINER_DLCONTAINER_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlContainer/IDlContainer.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlContainer/IDlContainer.hpp new file mode 100644 index 00000000..482dbd02 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlContainer/IDlContainer.hpp @@ -0,0 +1,146 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include +#include +#include +#include +#include + +#include "Wrapper.hpp" +#include "DlSystem/String.hpp" + +#include "DlContainer/DlContainer.h" +#include "DlSystem/StringList.hpp" + + + +namespace DlContainer { + +struct DlcRecord +{ + std::string name; + std::vector data; + + DlcRecord() + : name{}, + data{} + { } + + DlcRecord( DlcRecord&& other ) noexcept + : name(std::move(other.name)), + data(std::move(other.data)) + { } + DlcRecord(const std::string& new_name) + : name(new_name), + data() + { + if(name.empty()) { + name.reserve(1); + } + } + DlcRecord(const DlcRecord&) = delete; +}; + + +class IDlContainer : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_DlContainer_Delete}; + + template + void getCatalog_(std::set& catalog) const{ + DlSystem::StringList sl(moveHandle(Snpe_DlContainer_GetCatalog(handle()))); + for(auto s : sl){ + catalog.emplace(s); + } + } + + + class DlcRecordInternal : public Wrapper { + friend BaseType; + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_DlcRecord_Delete}; + public: + DlcRecordInternal() + : BaseType(Snpe_DlcRecord_Create()) + { } + explicit DlcRecordInternal(const std::string& name) + : BaseType(Snpe_DlcRecord_CreateName(name.c_str())) + { } + + uint8_t* getData(){ + return Snpe_DlcRecord_Data(handle()); + } + size_t size() const{ + return Snpe_DlcRecord_Size(handle()); + } + const char* getName(){ + return Snpe_DlcRecord_Name(handle()); + } + }; + + +public: + static std::unique_ptr open(const std::string& filename) noexcept{ + return makeUnique(Snpe_DlContainer_Open(filename.c_str())); + } + + static std::unique_ptr open(const uint8_t* buffer, const size_t size) noexcept{ + return makeUnique(Snpe_DlContainer_OpenBuffer(buffer, size)); + + } + static std::unique_ptr open(const std::vector& buffer) noexcept{ + return open(buffer.data(), buffer.size()); + } + static std::unique_ptr open(const DlSystem::String &filename) noexcept{ + return open(static_cast(filename)); + } + + + void getCatalog(std::set& catalog) const{ + return getCatalog_(catalog); + } + void getCatalog(std::set& catalog) const{ + return getCatalog_(catalog); + } + + bool getRecord(const std::string& name, DlcRecord& record) const{ + auto h = Snpe_DlContainer_GetRecord(handle(), name.c_str()); + if(!h) return false; + DlcRecordInternal internal(moveHandle(h)); + auto data = internal.getData(); + + record.name.assign(internal.getName()); + record.data.assign(data, data+internal.size()); + return true; + } + + bool getRecord(const DlSystem::String& name, DlcRecord& record) const{ + return getRecord(static_cast(name), record); + } + + bool save(const std::string& filename){ + return Snpe_DlContainer_Save(handle(), filename.c_str()); + } + + bool save(const DlSystem::String& filename){ + return save(static_cast(filename)); + } +}; + + +} // ns DlContainer + +ALIAS_IN_ZDL_NAMESPACE(DlContainer, DlcRecord) +ALIAS_IN_ZDL_NAMESPACE(DlContainer, IDlContainer) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlEnums.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlEnums.h new file mode 100644 index 00000000..85a0f4d3 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlEnums.h @@ -0,0 +1,267 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _DL_ENUMS_H_ +#define _DL_ENUMS_H_ + +#include "DlSystem/SnpeApiExportDefine.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * Enumeration of supported target runtimes. + */ +typedef enum +{ + /// Special value indicating the property is unset. + SNPE_RUNTIME_UNSET = -1, + /// Run the processing on Snapdragon CPU. + /// Data: float 32bit + /// Math: float 32bit + SNPE_RUNTIME_CPU_FLOAT32 = 0, + /// Default legacy enum to retain backward compatibility. + /// CPU = CPU_FLOAT32 + SNPE_RUNTIME_CPU = SNPE_RUNTIME_CPU_FLOAT32, + + /// Run the processing on the Adreno GPU. + /// Data: float 16bit + /// Math: float 32bit + SNPE_RUNTIME_GPU_FLOAT32_16_HYBRID = 1, + /// Default legacy enum to retain backward compatibility. + /// GPU = GPU_FLOAT32_16_HYBRID + SNPE_RUNTIME_GPU = SNPE_RUNTIME_GPU_FLOAT32_16_HYBRID, + + /// Run the processing on the Hexagon DSP. + /// Data: 8bit fixed point Tensorflow style format + /// Math: 8bit fixed point Tensorflow style format + SNPE_RUNTIME_DSP_FIXED8_TF = 2, + /// Default legacy enum to retain backward compatibility. + /// DSP = DSP_FIXED8_TF + SNPE_RUNTIME_DSP = SNPE_RUNTIME_DSP_FIXED8_TF, + + /// Run the processing on the Adreno GPU. + /// Data: float 16bit + /// Math: float 16bit + SNPE_RUNTIME_GPU_FLOAT16 = 3, + + /// Run the processing on Snapdragon AIX+HVX. + /// Data: 8bit fixed point Tensorflow style format + /// Math: 8bit fixed point Tensorflow style format + SNPE_RUNTIME_AIP_FIXED8_TF = 5, + SNPE_RUNTIME_AIP_FIXED_TF = SNPE_RUNTIME_AIP_FIXED8_TF +} Snpe_Runtime_t; + +/** + * Enumeration of runtime available check options. + */ +typedef enum +{ + /// Perform standard runtime available check + SNPE_RUNTIME_CHECK_OPTION_DEFAULT = 2, + /// Perform standard runtime available check + SNPE_RUNTIME_CHECK_OPTION_NORMAL_CHECK = 0, + /// Perform basic runtime available check, may be runtime specific + SNPE_RUNTIME_CHECK_OPTION_BASIC_CHECK = 1, + /// Perform unsignedPD runtime available check + SNPE_RUNTIME_CHECK_OPTION_UNSIGNEDPD_CHECK = 2, +} Snpe_RuntimeCheckOption_t; + +/** + * Enumeration of various performance profiles that can be requested. + */ +typedef enum +{ + /// Run in a standard mode. + /// This mode will be deprecated in the future and replaced with BALANCED. + SNPE_PERFORMANCE_PROFILE_DEFAULT = 0, + /// Run in a balanced mode. + SNPE_PERFORMANCE_PROFILE_BALANCED = 0, + + /// Run in high performance mode + SNPE_PERFORMANCE_PROFILE_HIGH_PERFORMANCE = 1, + + /// Run in a power sensitive mode, at the expense of performance. + SNPE_PERFORMANCE_PROFILE_POWER_SAVER = 2, + + /// Use system settings. SNPE makes no calls to any performance related APIs. + SNPE_PERFORMANCE_PROFILE_SYSTEM_SETTINGS = 3, + + /// Run in sustained high performance mode + SNPE_PERFORMANCE_PROFILE_SUSTAINED_HIGH_PERFORMANCE = 4, + + /// Run in burst mode + SNPE_PERFORMANCE_PROFILE_BURST = 5, + + /// Run in lower clock than POWER_SAVER, at the expense of performance. + SNPE_PERFORMANCE_PROFILE_LOW_POWER_SAVER = 6, + + /// Run in higher clock and provides better performance than POWER_SAVER. + SNPE_PERFORMANCE_PROFILE_HIGH_POWER_SAVER = 7, + + /// Run in lower balanced mode + SNPE_PERFORMANCE_PROFILE_LOW_BALANCED = 8, + + /// Run in lowest clock at the expense of performance + SNPE_PERFORMANCE_PROFILE_EXTREME_POWER_SAVER = 9, + +} Snpe_PerformanceProfile_t; + +/** + * Enumeration of various profilngLevels that can be requested. + */ +typedef enum +{ + /// No profiling. + /// Collects no runtime stats in the DiagLog + SNPE_PROFILING_LEVEL_OFF = 0, + + /// Basic profiling + /// Collects some runtime stats in the DiagLog + SNPE_PROFILING_LEVEL_BASIC = 1, + + /// Detailed profiling + /// Collects more runtime stats in the DiagLog, including per-layer statistics + /// Performance may be impacted + SNPE_PROFILING_LEVEL_DETAILED = 2, + + /// Moderate profiling + /// Collects more runtime stats in the DiagLog, no per-layer statistics + SNPE_PROFILING_LEVEL_MODERATE = 3, + + /// Linting profiling + /// HTP exclusive profiling level that collects in-depth performance metrics + /// for each op in the graph including main thread execution time and time spent + /// on parallel background ops + SNPE_PROFILING_LEVEL_LINTING = 4 + +} Snpe_ProfilingLevel_t; + +/** + * Enumeration of various execution priority hints. + */ +typedef enum +{ + /// Normal priority + SNPE_EXECUTION_PRIORITY_NORMAL = 0, + + /// Higher than normal priority + SNPE_EXECUTION_PRIORITY_HIGH = 1, + + /// Lower priority + SNPE_EXECUTION_PRIORITY_LOW = 2, + + /// Between Normal and High priority + SNPE_EXECUTION_PRIORITY_NORMAL_HIGH = 3 + +} Snpe_ExecutionPriorityHint_t; + +/** + * Enumeration that lists the supported image encoding formats. + */ +typedef enum +{ + /// For unknown image type. Also used as a default value for ImageEncoding_t. + SNPE_IMAGE_ENCODING_UNKNOWN = 0, + + /// The RGB format consists of 3 bytes per pixel: one byte for + /// Red, one for Green, and one for Blue. The byte ordering is + /// endian independent and is always in RGB byte order. + SNPE_IMAGE_ENCODING_RGB = 1, + + /// The ARGB32 format consists of 4 bytes per pixel: one byte for + /// Red, one for Green, one for Blue, and one for the alpha channel. + /// The alpha channel is ignored. The byte ordering depends on the + /// underlying CPU. For little endian CPUs, the byte order is BGRA. + /// For big endian CPUs, the byte order is ARGB. + SNPE_IMAGE_ENCODING_ARGB32 = 2, + + /// The RGBA format consists of 4 bytes per pixel: one byte for + /// Red, one for Green, one for Blue, and one for the alpha channel. + /// The alpha channel is ignored. The byte ordering is endian independent + /// and is always in RGBA byte order. + SNPE_IMAGE_ENCODING_RGBA = 3, + + /// The GRAYSCALE format is for 8-bit grayscale. + SNPE_IMAGE_ENCODING_GRAYSCALE = 4, + + /// NV21 is the Android version of YUV. The Chrominance is down + /// sampled and has a subsampling ratio of 4:2:0. Note that this + /// image format has 3 channels, but the U and V channels + /// are subsampled. For every four Y pixels there is one U and one V pixel. @newpage + SNPE_IMAGE_ENCODING_NV21 = 5, + + /// The BGR format consists of 3 bytes per pixel: one byte for + /// Red, one for Green and one for Blue. The byte ordering is + /// endian independent and is always BGR byte order. + SNPE_IMAGE_ENCODING_BGR = 6 +} Snpe_ImageEncoding_t; + +/** + * Enumeration that lists the supported LogLevels that can be set by users. + */ +typedef enum +{ + /// Enumeration variable to be used by user to set logging level to FATAL. + SNPE_LOG_LEVEL_FATAL = 0, + + /// Enumeration variable to be used by user to set logging level to ERROR. + SNPE_LOG_LEVEL_ERROR = 1, + + /// Enumeration variable to be used by user to set logging level to WARN. + SNPE_LOG_LEVEL_WARN = 2, + + /// Enumeration variable to be used by user to set logging level to INFO. + SNPE_LOG_LEVEL_INFO = 3, + + /// Enumeration variable to be used by user to set logging level to VERBOSE. + SNPE_LOG_LEVEL_VERBOSE = 4 +} Snpe_LogLevel_t; + +/** + * Enumeration that list the supported data types for buffers + */ +typedef enum +{ + /// Unspecified + SNPE_IO_BUFFER_DATATYPE_UNSPECIFIED = 0, + + /// 32-bit floating point + SNPE_IO_BUFFER_DATATYPE_FLOATING_POINT_32 = 1, + + /// 16-bit floating point + SNPE_IO_BUFFER_DATATYPE_FLOATING_POINT_16 = 2, + + /// 8-bit fixed point + SNPE_IO_BUFFER_DATATYPE_FIXED_POINT_8 = 3, + + /// 16-bit fixed point + SNPE_IO_BUFFER_DATATYPE_FIXED_POINT_16 = 4 +} Snpe_IOBufferDataType_t; + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _DL_ENUMS_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlEnums.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlEnums.hpp new file mode 100644 index 00000000..9158f594 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlEnums.hpp @@ -0,0 +1,266 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +namespace DlSystem { +/** @addtogroup c_plus_plus_apis C++ +@{ */ + +/** + * Enumeration of supported target runtimes. + */ +enum class Runtime_t +{ + /// Special value indicating the property is unset. + UNSET = -1, + /// Run the processing on Snapdragon CPU. + /// Data: float 32bit + /// Math: float 32bit + CPU_FLOAT32 = 0, + /// Default legacy enum to retain backward compatibility. + /// CPU = CPU_FLOAT32 + CPU = CPU_FLOAT32, + + /// Run the processing on the Adreno GPU. + /// Data: float 16bit + /// Math: float 32bit + GPU_FLOAT32_16_HYBRID = 1, + /// Default legacy enum to retain backward compatibility. + /// GPU = GPU_FLOAT32_16_HYBRID + GPU = GPU_FLOAT32_16_HYBRID, + + /// Run the processing on the Hexagon DSP. + /// Data: 8bit fixed point Tensorflow style format + /// Math: 8bit fixed point Tensorflow style format + DSP_FIXED8_TF = 2, + /// Default legacy enum to retain backward compatibility. + /// DSP = DSP_FIXED8_TF + DSP = DSP_FIXED8_TF, + + /// Run the processing on the Adreno GPU. + /// Data: float 16bit + /// Math: float 16bit + GPU_FLOAT16 = 3, + + /// Run the processing on Snapdragon AIX+HVX. + /// Data: 8bit fixed point Tensorflow style format + /// Math: 8bit fixed point Tensorflow style format + AIP_FIXED8_TF = 5, + AIP_FIXED_TF = AIP_FIXED8_TF, + + /// Any new enums should be added above this line + NUM_RUNTIME_TARGETS +}; + +/** + * Enumeration of runtime available check options. + */ +enum class RuntimeCheckOption_t +{ + /// Perform standard runtime available check + NORMAL_CHECK = 0, + /// Perform basic runtime available check, may be runtime specific + BASIC_CHECK = 1, + /// Perform unsignedPD runtime available check + UNSIGNEDPD_CHECK = 2, + /// Perform standard runtime available check + DEFAULT = 2, + /// Any new enums should be added above this line + NUM_RUNTIMECHECK_OPTIONS +}; + +/** + * Enumeration of various performance profiles that can be requested. + */ +enum class PerformanceProfile_t +{ + /// Run in a standard mode. + /// This mode will be deprecated in the future and replaced with BALANCED. + DEFAULT = 0, + /// Run in a balanced mode. + BALANCED = 0, + + /// Run in high performance mode + HIGH_PERFORMANCE = 1, + + /// Run in a power sensitive mode, at the expense of performance. + POWER_SAVER = 2, + + /// Use system settings. SNPE makes no calls to any performance related APIs. + SYSTEM_SETTINGS = 3, + + /// Run in sustained high performance mode + SUSTAINED_HIGH_PERFORMANCE = 4, + + /// Run in burst mode + BURST = 5, + + /// Run in lower clock than POWER_SAVER, at the expense of performance. + LOW_POWER_SAVER = 6, + + /// Run in higher clock and provides better performance than POWER_SAVER. + HIGH_POWER_SAVER = 7, + + /// Run in lower balanced mode + LOW_BALANCED = 8, + + /// Run in lowest clock at the expense of performance + EXTREME_POWER_SAVER = 9, + + /// Any new enums should be added above this line + NUM_PERF_PROFILES +}; + +/** + * Enumeration of various profilngLevels that can be requested. + */ +enum class ProfilingLevel_t +{ + /// No profiling. + /// Collects no runtime stats in the DiagLog + OFF = 0, + + /// Basic profiling + /// Collects some runtime stats in the DiagLog + BASIC = 1, + + /// Detailed profiling + /// Collects more runtime stats in the DiagLog, including per-layer statistics + /// Performance may be impacted + DETAILED = 2, + + /// Moderate profiling + /// Collects more runtime stats in the DiagLog, no per-layer statistics + MODERATE = 3, + + /// Linting profiling + /// HTP exclusive profiling level that collects in-depth performance metrics + /// for each op in the graph including main thread execution time and time spent + /// on parallel background ops + LINTING = 4 +}; + +/** + * Enumeration of various execution priority hints. + */ +enum class ExecutionPriorityHint_t +{ + /// Normal priority + NORMAL = 0, + + /// Higher than normal priority + HIGH = 1, + + /// Lower priority + LOW = 2, + + /// Between Normal and High priority + NORMAL_HIGH = 3, + + /// Any new enums should be added above this line + NUM_EXECUTION_PRIORITY_HINTS +}; + +/** @} */ /* end_addtogroup c_plus_plus_apis C++*/ + +/** + * Enumeration that lists the supported image encoding formats. + */ +enum class ImageEncoding_t +{ + /// For unknown image type. Also used as a default value for ImageEncoding_t. + UNKNOWN = 0, + + /// The RGB format consists of 3 bytes per pixel: one byte for + /// Red, one for Green, and one for Blue. The byte ordering is + /// endian independent and is always in RGB byte order. + RGB = 1, + + /// The ARGB32 format consists of 4 bytes per pixel: one byte for + /// Red, one for Green, one for Blue, and one for the alpha channel. + /// The alpha channel is ignored. The byte ordering depends on the + /// underlying CPU. For little endian CPUs, the byte order is BGRA. + /// For big endian CPUs, the byte order is ARGB. + ARGB32 = 2, + + /// The RGBA format consists of 4 bytes per pixel: one byte for + /// Red, one for Green, one for Blue, and one for the alpha channel. + /// The alpha channel is ignored. The byte ordering is endian independent + /// and is always in RGBA byte order. + RGBA = 3, + + /// The GRAYSCALE format is for 8-bit grayscale. + GRAYSCALE = 4, + + /// NV21 is the Android version of YUV. The Chrominance is down + /// sampled and has a subsampling ratio of 4:2:0. Note that this + /// image format has 3 channels, but the U and V channels + /// are subsampled. For every four Y pixels there is one U and one V pixel. @newpage + NV21 = 5, + + /// The BGR format consists of 3 bytes per pixel: one byte for + /// Red, one for Green and one for Blue. The byte ordering is + /// endian independent and is always BGR byte order. + BGR = 6 +}; + +/** + * Enumeration that lists the supported LogLevels that can be set by users. + */ +enum class LogLevel_t +{ + /// Enumeration variable to be used by user to set logging level to FATAL. + LOG_FATAL = 0, + + /// Enumeration variable to be used by user to set logging level to ERROR. + LOG_ERROR = 1, + + /// Enumeration variable to be used by user to set logging level to WARN. + LOG_WARN = 2, + + /// Enumeration variable to be used by user to set logging level to INFO. + LOG_INFO = 3, + + /// Enumeration variable to be used by user to set logging level to VERBOSE. + LOG_VERBOSE = 4, + + /// Any new enums should be added above this line + NUM_LOG_LEVELS +}; + +enum class IOBufferDataType_t : int +{ + UNSPECIFIED = 0, + FLOATING_POINT_32 = 1, + FLOATING_POINT_16 = 2, + FIXED_POINT_8 = 3, + FIXED_POINT_16 = 4, + INT_32 = 5, + UINT_32 = 6, + INT_8 = 7, + UINT_8 = 8, + INT_16 = 9, + UINT_16 = 10, + BOOL_8 = 11, + INT_64 = 12, + UINT_64 = 13 +}; + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, Runtime_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, RuntimeCheckOption_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, PerformanceProfile_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, ProfilingLevel_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, ExecutionPriorityHint_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, ImageEncoding_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, LogLevel_t) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, IOBufferDataType_t) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlError.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlError.h new file mode 100644 index 00000000..f8c216ea --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlError.h @@ -0,0 +1,299 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _DL_ERROR_H_ +#define _DL_ERROR_H_ + +#ifdef __cplusplus +#include +#else +#include +#endif + +#include "SnpeApiExportDefine.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * Enumeration of error codes + */ +typedef enum +{ + /// Indicate success: SNPE_SUCCESS = 0 + SNPE_SUCCESS = 0, + + // C API Error Codes + // This is a temporary place for them. We still have to figure out how to manage + // passing error codes from the C API to C++ if we want to use things like SetLastError + SNPE_ERRORCODE_CAPI_CREATE_FAILURE = 10, + SNPE_ERRORCODE_CAPI_HANDLEGEN_FAILURE = 11, + SNPE_ERRORCODE_CAPI_DELETE_FAILURE = 12, + SNPE_ERRORCODE_CAPI_BAD_HANDLE = 13, + SNPE_ERRORCODE_CAPI_BAD_ARGUMENT = 14, + SNPE_ERRORCODE_CAPI_BAD_ALLOC = 15, + + // System config errors + SNPE_ERRORCODE_CONFIG_MISSING_PARAM = 100, + SNPE_ERRORCODE_CONFIG_INVALID_PARAM = 101, + SNPE_ERRORCODE_CONFIG_MISSING_FILE = 102, + SNPE_ERRORCODE_CONFIG_NNCONFIG_NOT_SET = 103, + SNPE_ERRORCODE_CONFIG_NNCONFIG_INVALID = 104, + SNPE_ERRORCODE_CONFIG_WRONG_INPUT_NAME = 105, + SNPE_ERRORCODE_CONFIG_INCORRECT_INPUT_DIMENSIONS = 106, + SNPE_ERRORCODE_CONFIG_DIMENSIONS_MODIFICATION_NOT_SUPPORTED = 107, + SNPE_ERRORCODE_CONFIG_BOTH_OUTPUT_LAYER_TENSOR_NAMES_SET = 108, + + SNPE_ERRORCODE_CONFIG_NNCONFIG_ONLY_TENSOR_SUPPORTED = 120, + SNPE_ERRORCODE_CONFIG_NNCONFIG_ONLY_USER_BUFFER_SUPPORTED = 121, + + // DlSystem errors + SNPE_ERRORCODE_DLSYSTEM_MISSING_BUFFER = 200, + SNPE_ERRORCODE_DLSYSTEM_TENSOR_CAST_FAILED = 201, + SNPE_ERRORCODE_DLSYSTEM_FIXED_POINT_PARAM_INVALID = 202, + SNPE_ERRORCODE_DLSYSTEM_SIZE_MISMATCH = 203, + SNPE_ERRORCODE_DLSYSTEM_NAME_NOT_FOUND = 204, + SNPE_ERRORCODE_DLSYSTEM_VALUE_MISMATCH = 205, + SNPE_ERRORCODE_DLSYSTEM_INSERT_FAILED = 206, + SNPE_ERRORCODE_DLSYSTEM_TENSOR_FILE_READ_FAILED = 207, + SNPE_ERRORCODE_DLSYSTEM_DIAGLOG_FAILURE = 208, + SNPE_ERRORCODE_DLSYSTEM_LAYER_NOT_SET = 209, + SNPE_ERRORCODE_DLSYSTEM_WRONG_NUMBER_INPUT_BUFFERS = 210, + SNPE_ERRORCODE_DLSYSTEM_RUNTIME_TENSOR_SHAPE_MISMATCH = 211, + SNPE_ERRORCODE_DLSYSTEM_TENSOR_MISSING = 212, + SNPE_ERRORCODE_DLSYSTEM_TENSOR_ITERATION_UNSUPPORTED = 213, + SNPE_ERRORCODE_DLSYSTEM_BUFFER_MANAGER_MISSING = 214, + SNPE_ERRORCODE_DLSYSTEM_RUNTIME_BUFFER_SOURCE_UNSUPPORTED = 215, + SNPE_ERRORCODE_DLSYSTEM_BUFFER_CAST_FAILED = 216, + SNPE_ERRORCODE_DLSYSTEM_WRONG_TRANSITION_TYPE = 217, + SNPE_ERRORCODE_DLSYSTEM_LAYER_ALREADY_REGISTERED = 218, + SNPE_ERRORCODE_DLSYSTEM_TENSOR_DIM_INVALID = 219, + + SNPE_ERRORCODE_DLSYSTEM_BUFFERENCODING_UNKNOWN = 240, + SNPE_ERRORCODE_DLSYSTEM_BUFFER_INVALID_PARAM = 241, + + // DlContainer errors + SNPE_ERRORCODE_DLCONTAINER_MODEL_PARSING_FAILED = 300, + SNPE_ERRORCODE_DLCONTAINER_UNKNOWN_LAYER_CODE = 301, + SNPE_ERRORCODE_DLCONTAINER_MISSING_LAYER_PARAM = 302, + SNPE_ERRORCODE_DLCONTAINER_LAYER_PARAM_NOT_SUPPORTED = 303, + SNPE_ERRORCODE_DLCONTAINER_LAYER_PARAM_INVALID = 304, + SNPE_ERRORCODE_DLCONTAINER_TENSOR_DATA_MISSING = 305, + SNPE_ERRORCODE_DLCONTAINER_MODEL_LOAD_FAILED = 306, + SNPE_ERRORCODE_DLCONTAINER_MISSING_RECORDS = 307, + SNPE_ERRORCODE_DLCONTAINER_INVALID_RECORD = 308, + SNPE_ERRORCODE_DLCONTAINER_WRITE_FAILURE = 309, + SNPE_ERRORCODE_DLCONTAINER_READ_FAILURE = 310, + SNPE_ERRORCODE_DLCONTAINER_BAD_CONTAINER = 311, + SNPE_ERRORCODE_DLCONTAINER_BAD_DNN_FORMAT_VERSION = 312, + SNPE_ERRORCODE_DLCONTAINER_UNKNOWN_AXIS_ANNOTATION = 313, + SNPE_ERRORCODE_DLCONTAINER_UNKNOWN_SHUFFLE_TYPE = 314, + SNPE_ERRORCODE_DLCONTAINER_TEMP_FILE_FAILURE = 315, + + // Network errors + SNPE_ERRORCODE_NETWORK_EMPTY_NETWORK = 400, + SNPE_ERRORCODE_NETWORK_CREATION_FAILED = 401, + SNPE_ERRORCODE_NETWORK_PARTITION_FAILED = 402, + SNPE_ERRORCODE_NETWORK_NO_OUTPUT_DEFINED = 403, + SNPE_ERRORCODE_NETWORK_MISMATCH_BETWEEN_NAMES_AND_DIMS = 404, + SNPE_ERRORCODE_NETWORK_MISSING_INPUT_NAMES = 405, + SNPE_ERRORCODE_NETWORK_MISSING_OUTPUT_NAMES = 406, + SNPE_ERRORCODE_NETWORK_EXECUTION_FAILED = 407, + + // Host runtime errors + SNPE_ERRORCODE_HOST_RUNTIME_TARGET_UNAVAILABLE = 500, + + // CPU runtime errors + SNPE_ERRORCODE_CPU_LAYER_NOT_SUPPORTED = 600, + SNPE_ERRORCODE_CPU_LAYER_PARAM_NOT_SUPPORTED = 601, + SNPE_ERRORCODE_CPU_LAYER_PARAM_INVALID = 602, + SNPE_ERRORCODE_CPU_LAYER_PARAM_COMBINATION_INVALID = 603, + SNPE_ERRORCODE_CPU_BUFFER_NOT_FOUND = 604, + SNPE_ERRORCODE_CPU_NETWORK_NOT_SUPPORTED = 605, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_ERRORCODE_CPU_UDO_OPERATION_FAILED = 606, +#endif //DNN_RUNTIME_HAVE_UDO_CAPABILITY + + // CPU fixed-point runtime errors + SNPE_ERRORCODE_CPU_FXP_LAYER_NOT_SUPPORTED = 700, + SNPE_ERRORCODE_CPU_FXP_LAYER_PARAM_NOT_SUPPORTED = 701, + SNPE_ERRORCODE_CPU_FXP_LAYER_PARAM_INVALID = 702, + SNPE_ERRORCODE_CPU_FXP_OPTION_INVALID = 703, + + // GPU runtime errors + SNPE_ERRORCODE_GPU_LAYER_NOT_SUPPORTED = 800, + SNPE_ERRORCODE_GPU_LAYER_PARAM_NOT_SUPPORTED = 801, + SNPE_ERRORCODE_GPU_LAYER_PARAM_INVALID = 802, + SNPE_ERRORCODE_GPU_LAYER_PARAM_COMBINATION_INVALID = 803, + SNPE_ERRORCODE_GPU_KERNEL_COMPILATION_FAILED = 804, + SNPE_ERRORCODE_GPU_CONTEXT_NOT_SET = 805, + SNPE_ERRORCODE_GPU_KERNEL_NOT_SET = 806, + SNPE_ERRORCODE_GPU_KERNEL_PARAM_INVALID = 807, + SNPE_ERRORCODE_GPU_OPENCL_CHECK_FAILED = 808, + SNPE_ERRORCODE_GPU_OPENCL_FUNCTION_ERROR = 809, + SNPE_ERRORCODE_GPU_BUFFER_NOT_FOUND = 810, + SNPE_ERRORCODE_GPU_TENSOR_DIM_INVALID = 811, + SNPE_ERRORCODE_GPU_MEMORY_FLAGS_INVALID = 812, + SNPE_ERRORCODE_GPU_UNEXPECTED_NUMBER_OF_IO = 813, + SNPE_ERRORCODE_GPU_LAYER_PROXY_ERROR = 814, + SNPE_ERRORCODE_GPU_BUFFER_IN_USE = 815, + SNPE_ERRORCODE_GPU_BUFFER_MODIFICATION_ERROR = 816, + SNPE_ERRORCODE_GPU_DATA_ARRANGEMENT_INVALID = 817, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_ERRORCODE_GPU_UDO_OPERATION_FAILED = 818, +#endif //DNN_RUNTIME_HAVE_UDO_CAPABILITY + // DSP runtime errors + SNPE_ERRORCODE_DSP_LAYER_NOT_SUPPORTED = 900, + SNPE_ERRORCODE_DSP_LAYER_PARAM_NOT_SUPPORTED = 901, + SNPE_ERRORCODE_DSP_LAYER_PARAM_INVALID = 902, + SNPE_ERRORCODE_DSP_LAYER_PARAM_COMBINATION_INVALID = 903, + SNPE_ERRORCODE_DSP_STUB_NOT_PRESENT = 904, + SNPE_ERRORCODE_DSP_LAYER_NAME_TRUNCATED = 905, + SNPE_ERRORCODE_DSP_LAYER_INPUT_BUFFER_NAME_TRUNCATED = 906, + SNPE_ERRORCODE_DSP_LAYER_OUTPUT_BUFFER_NAME_TRUNCATED = 907, + SNPE_ERRORCODE_DSP_RUNTIME_COMMUNICATION_ERROR = 908, + SNPE_ERRORCODE_DSP_RUNTIME_INVALID_PARAM_ERROR = 909, + SNPE_ERRORCODE_DSP_RUNTIME_SYSTEM_ERROR = 910, + SNPE_ERRORCODE_DSP_RUNTIME_CRASHED_ERROR = 911, + SNPE_ERRORCODE_DSP_BUFFER_SIZE_ERROR = 912, + SNPE_ERRORCODE_DSP_UDO_EXECUTE_ERROR = 913, + SNPE_ERRORCODE_DSP_UDO_LIB_NOT_REGISTERED_ERROR = 914, + SNPE_ERRORCODE_DSP_UDO_INVALID_QUANTIZATION_TYPE_ERROR = 915, + + // Model validataion errors + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_NOT_SUPPORTED = 1000, + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_PARAM_NOT_SUPPORTED = 1001, + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_PARAM_INVALID = 1002, + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_PARAM_MISSING = 1003, + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_PARAM_COMBINATION_INVALID = 1004, + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_ORDERING_INVALID = 1005, + SNPE_ERRORCODE_MODEL_VALIDATION_INVALID_CONSTRAINT = 1006, + SNPE_ERRORCODE_MODEL_VALIDATION_MISSING_BUFFER = 1007, + SNPE_ERRORCODE_MODEL_VALIDATION_BUFFER_REUSE_NOT_SUPPORTED = 1008, + SNPE_ERRORCODE_MODEL_VALIDATION_LAYER_COULD_NOT_BE_ASSIGNED = 1009, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_ERRORCODE_MODEL_VALIDATION_UDO_LAYER_FAILED = 1010, +#endif // DNN_RUNTIME_HAVE_UDO_CAPABILITY + + // UDL errors + SNPE_ERRORCODE_UDL_LAYER_EMPTY_UDL_NETWORK = 1100, + SNPE_ERRORCODE_UDL_LAYER_PARAM_INVALID = 1101, + SNPE_ERRORCODE_UDL_LAYER_INSTANCE_MISSING = 1102, + SNPE_ERRORCODE_UDL_LAYER_SETUP_FAILED = 1103, + SNPE_ERRORCODE_UDL_EXECUTE_FAILED = 1104, + SNPE_ERRORCODE_UDL_BUNDLE_INVALID = 1105, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_ERRORCODE_UDO_REGISTRATION_FAILED = 1106, + SNPE_ERRORCODE_UDO_GET_PACKAGE_FAILED = 1107, + SNPE_ERRORCODE_UDO_GET_IMPLEMENTATION_FAILED = 1108, +#endif // DNN_RUNTIME_HAVE_UDO_CAPABILITY + + // Dependent library errors + SNPE_ERRORCODE_STD_LIBRARY_ERROR = 1200, + + // Unknown exception (catch (...)), Has no component attached to this + SNPE_ERRORCODE_UNKNOWN_EXCEPTION = 1210, + + // Storage Errors + SNPE_ERRORCODE_STORAGE_INVALID_KERNEL_REPO = 1300, + +#ifdef DNN_RUNTIME_HAVE_AIP_RUNTIME + // AIP runtime errors + SNPE_ERRORCODE_AIP_LAYER_NOT_SUPPORTED = 1400, + SNPE_ERRORCODE_AIP_LAYER_PARAM_NOT_SUPPORTED = 1401, + SNPE_ERRORCODE_AIP_LAYER_PARAM_INVALID = 1402, + SNPE_ERRORCODE_AIP_LAYER_PARAM_COMBINATION_INVALID = 1403, + SNPE_ERRORCODE_AIP_STUB_NOT_PRESENT = 1404, + SNPE_ERRORCODE_AIP_LAYER_NAME_TRUNCATED = 1405, + SNPE_ERRORCODE_AIP_LAYER_INPUT_BUFFER_NAME_TRUNCATED = 1406, + SNPE_ERRORCODE_AIP_LAYER_OUTPUT_BUFFER_NAME_TRUNCATED = 1407, + SNPE_ERRORCODE_AIP_RUNTIME_COMMUNICATION_ERROR = 1408, + SNPE_ERRORCODE_AIP_RUNTIME_INVALID_PARAM_ERROR = 1409, + SNPE_ERRORCODE_AIP_RUNTIME_SYSTEM_ERROR = 1410, + SNPE_ERRORCODE_AIP_RUNTIME_TENSOR_MISSING = 1411, + SNPE_ERRORCODE_AIP_RUNTIME_TENSOR_SHAPE_MISMATCH = 1412, + SNPE_ERRORCODE_AIP_RUNTIME_BAD_AIX_RECORD = 1413, +#endif // DNN_RUNTIME_HAVE_AIP_RUNTIME + + // DlCaching errors + SNPE_ERRORCODE_DLCACHING_INVALID_METADATA = 1500, + SNPE_ERRORCODE_DLCACHING_INVALID_INITBLOB = 1501, + + // Infrastructure Errors + SNPE_ERRORCODE_INFRA_CLUSTERMGR_INSTANCE_INVALID = 1600, + SNPE_ERRORCODE_INFRA_CLUSTERMGR_EXECUTE_SYNC_FAILED = 1601, + + // Memory Errors + SNPE_ERRORCODE_MEMORY_CORRUPTION_ERROR = 1700 + +} Snpe_ErrorCode_t; + + + +/** + * Clear the last error code + */ +SNPE_API void Snpe_ErrorCode_clearLastErrorCode(); + +/** +* Returns the error code of the last error encountered. +* +* @return The error code. +* +* @note The returned error code is significant only when the return +* value of the call indicated an error. +*/ +SNPE_API Snpe_ErrorCode_t Snpe_ErrorCode_getLastErrorCode(); + +/** +* Returns the error string of the last error encountered. +* +* @return The error string. +* +* @note The returned error string is significant only when the return +* value of the call indicated an error. +*/ +SNPE_API const char* Snpe_ErrorCode_GetLastErrorString(); + +/** + * Returns the info string of the last error encountered. + */ +SNPE_API const char* Snpe_ErrorCode_getLastInfoString(); + +/** + * Returns the uint32_t representation of the error code enum. + * + * @param[in] code The error code to be converted. + * + * @return uint32_t representation of the error code. + */ +SNPE_API uint32_t Snpe_ErrorCode_enumToUInt32(Snpe_ErrorCode_t code); + + +#ifdef __cplusplus +} // extern "C" +#endif + + +#endif // _DL_ERROR_H_ + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlError.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlError.hpp new file mode 100644 index 00000000..55dc2140 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlError.hpp @@ -0,0 +1,261 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include + +#include "DlSystem/DlError.h" + + +namespace DlSystem { + +enum class ErrorCode : uint32_t { + NONE = 0, + + // C API Error Codes + // This is a temporary place for them. We still have to figure out how to manage + // passing error codes from the C API to C++ if we want to use things like SetLastError + SNPE_CAPI_CREATE_FAILURE = 10, + SNPE_CAPI_HANDLEGEN_FAILURE = 11, + SNPE_CAPI_DELETE_FAILURE = 12, + SNPE_CAPI_BAD_HANDLE = 13, + SNPE_CAPI_BAD_ARGUMENT = 14, + SNPE_CAPI_BAD_ALLOC = 15, + + + // System config errors + SNPE_CONFIG_MISSING_PARAM = 100, + SNPE_CONFIG_INVALID_PARAM = 101, + SNPE_CONFIG_MISSING_FILE = 102, + SNPE_CONFIG_NNCONFIG_NOT_SET = 103, + SNPE_CONFIG_NNCONFIG_INVALID = 104, + SNPE_CONFIG_WRONG_INPUT_NAME = 105, + SNPE_CONFIG_INCORRECT_INPUT_DIMENSIONS = 106, + SNPE_CONFIG_DIMENSIONS_MODIFICATION_NOT_SUPPORTED = 107, + SNPE_CONFIG_BOTH_OUTPUT_LAYER_TENSOR_NAMES_SET = 108, + + SNPE_CONFIG_NNCONFIG_ONLY_TENSOR_SUPPORTED = 120, + SNPE_CONFIG_NNCONFIG_ONLY_USER_BUFFER_SUPPORTED = 121, + + // DlSystem errors + SNPE_DLSYSTEM_MISSING_BUFFER = 200, + SNPE_DLSYSTEM_TENSOR_CAST_FAILED = 201, + SNPE_DLSYSTEM_FIXED_POINT_PARAM_INVALID = 202, + SNPE_DLSYSTEM_SIZE_MISMATCH = 203, + SNPE_DLSYSTEM_NAME_NOT_FOUND = 204, + SNPE_DLSYSTEM_VALUE_MISMATCH = 205, + SNPE_DLSYSTEM_INSERT_FAILED = 206, + SNPE_DLSYSTEM_TENSOR_FILE_READ_FAILED = 207, + SNPE_DLSYSTEM_DIAGLOG_FAILURE = 208, + SNPE_DLSYSTEM_LAYER_NOT_SET = 209, + SNPE_DLSYSTEM_WRONG_NUMBER_INPUT_BUFFERS = 210, + SNPE_DLSYSTEM_RUNTIME_TENSOR_SHAPE_MISMATCH = 211, + SNPE_DLSYSTEM_TENSOR_MISSING = 212, + SNPE_DLSYSTEM_TENSOR_ITERATION_UNSUPPORTED = 213, + SNPE_DLSYSTEM_BUFFER_MANAGER_MISSING = 214, + SNPE_DLSYSTEM_RUNTIME_BUFFER_SOURCE_UNSUPPORTED = 215, + SNPE_DLSYSTEM_BUFFER_CAST_FAILED = 216, + SNPE_DLSYSTEM_WRONG_TRANSITION_TYPE = 217, + SNPE_DLSYSTEM_LAYER_ALREADY_REGISTERED = 218, + SNPE_DLSYSTEM_TENSOR_DIM_INVALID = 219, + + SNPE_DLSYSTEM_BUFFERENCODING_UNKNOWN = 240, + SNPE_DLSYSTEM_BUFFER_INVALID_PARAM = 241, + + // DlContainer errors + SNPE_DLCONTAINER_MODEL_PARSING_FAILED = 300, + SNPE_DLCONTAINER_UNKNOWN_LAYER_CODE = 301, + SNPE_DLCONTAINER_MISSING_LAYER_PARAM = 302, + SNPE_DLCONTAINER_LAYER_PARAM_NOT_SUPPORTED = 303, + SNPE_DLCONTAINER_LAYER_PARAM_INVALID = 304, + SNPE_DLCONTAINER_TENSOR_DATA_MISSING = 305, + SNPE_DLCONTAINER_MODEL_LOAD_FAILED = 306, + SNPE_DLCONTAINER_MISSING_RECORDS = 307, + SNPE_DLCONTAINER_INVALID_RECORD = 308, + SNPE_DLCONTAINER_WRITE_FAILURE = 309, + SNPE_DLCONTAINER_READ_FAILURE = 310, + SNPE_DLCONTAINER_BAD_CONTAINER = 311, + SNPE_DLCONTAINER_BAD_DNN_FORMAT_VERSION = 312, + SNPE_DLCONTAINER_UNKNOWN_AXIS_ANNOTATION = 313, + SNPE_DLCONTAINER_UNKNOWN_SHUFFLE_TYPE = 314, + SNPE_DLCONTAINER_TEMP_FILE_FAILURE = 315, + + // Network errors + SNPE_NETWORK_EMPTY_NETWORK = 400, + SNPE_NETWORK_CREATION_FAILED = 401, + SNPE_NETWORK_PARTITION_FAILED = 402, + SNPE_NETWORK_NO_OUTPUT_DEFINED = 403, + SNPE_NETWORK_MISMATCH_BETWEEN_NAMES_AND_DIMS = 404, + SNPE_NETWORK_MISSING_INPUT_NAMES = 405, + SNPE_NETWORK_MISSING_OUTPUT_NAMES = 406, + SNPE_NETWORK_EXECUTION_FAILED = 407, + + // Host runtime errors + SNPE_HOST_RUNTIME_TARGET_UNAVAILABLE = 500, + + // CPU runtime errors + SNPE_CPU_LAYER_NOT_SUPPORTED = 600, + SNPE_CPU_LAYER_PARAM_NOT_SUPPORTED = 601, + SNPE_CPU_LAYER_PARAM_INVALID = 602, + SNPE_CPU_LAYER_PARAM_COMBINATION_INVALID = 603, + SNPE_CPU_BUFFER_NOT_FOUND = 604, + SNPE_CPU_NETWORK_NOT_SUPPORTED = 605, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_CPU_UDO_OPERATION_FAILED = 606, +#endif //DNN_RUNTIME_HAVE_UDO_CAPABILITY + + // CPU fixed-point runtime errors + SNPE_CPU_FXP_LAYER_NOT_SUPPORTED = 700, + SNPE_CPU_FXP_LAYER_PARAM_NOT_SUPPORTED = 701, + SNPE_CPU_FXP_LAYER_PARAM_INVALID = 702, + SNPE_CPU_FXP_OPTION_INVALID = 703, + + // GPU runtime errors + SNPE_GPU_LAYER_NOT_SUPPORTED = 800, + SNPE_GPU_LAYER_PARAM_NOT_SUPPORTED = 801, + SNPE_GPU_LAYER_PARAM_INVALID = 802, + SNPE_GPU_LAYER_PARAM_COMBINATION_INVALID = 803, + SNPE_GPU_KERNEL_COMPILATION_FAILED = 804, + SNPE_GPU_CONTEXT_NOT_SET = 805, + SNPE_GPU_KERNEL_NOT_SET = 806, + SNPE_GPU_KERNEL_PARAM_INVALID = 807, + SNPE_GPU_OPENCL_CHECK_FAILED = 808, + SNPE_GPU_OPENCL_FUNCTION_ERROR = 809, + SNPE_GPU_BUFFER_NOT_FOUND = 810, + SNPE_GPU_TENSOR_DIM_INVALID = 811, + SNPE_GPU_MEMORY_FLAGS_INVALID = 812, + SNPE_GPU_UNEXPECTED_NUMBER_OF_IO = 813, + SNPE_GPU_LAYER_PROXY_ERROR = 814, + SNPE_GPU_BUFFER_IN_USE = 815, + SNPE_GPU_BUFFER_MODIFICATION_ERROR = 816, + SNPE_GPU_DATA_ARRANGEMENT_INVALID = 817, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_GPU_UDO_OPERATION_FAILED = 818, +#endif //DNN_RUNTIME_HAVE_UDO_CAPABILITY + // DSP runtime errors + SNPE_DSP_LAYER_NOT_SUPPORTED = 900, + SNPE_DSP_LAYER_PARAM_NOT_SUPPORTED = 901, + SNPE_DSP_LAYER_PARAM_INVALID = 902, + SNPE_DSP_LAYER_PARAM_COMBINATION_INVALID = 903, + SNPE_DSP_STUB_NOT_PRESENT = 904, + SNPE_DSP_LAYER_NAME_TRUNCATED = 905, + SNPE_DSP_LAYER_INPUT_BUFFER_NAME_TRUNCATED = 906, + SNPE_DSP_LAYER_OUTPUT_BUFFER_NAME_TRUNCATED = 907, + SNPE_DSP_RUNTIME_COMMUNICATION_ERROR = 908, + SNPE_DSP_RUNTIME_INVALID_PARAM_ERROR = 909, + SNPE_DSP_RUNTIME_SYSTEM_ERROR = 910, + SNPE_DSP_RUNTIME_CRASHED_ERROR = 911, + SNPE_DSP_BUFFER_SIZE_ERROR = 912, + SNPE_DSP_UDO_EXECUTE_ERROR = 913, + SNPE_DSP_UDO_LIB_NOT_REGISTERED_ERROR = 914, + SNPE_DSP_UDO_INVALID_QUANTIZATION_TYPE_ERROR = 915, + SNPE_DSP_RUNTIME_INVALID_RPC_DRIVER = 916, + SNPE_DSP_RUNTIME_RPC_PERMISSION_ERROR = 917, + SNPE_DSP_RUNTIME_DSP_FILE_OPEN_ERROR = 918, + + // Model validataion errors + SNPE_MODEL_VALIDATION_LAYER_NOT_SUPPORTED = 1000, + SNPE_MODEL_VALIDATION_LAYER_PARAM_NOT_SUPPORTED = 1001, + SNPE_MODEL_VALIDATION_LAYER_PARAM_INVALID = 1002, + SNPE_MODEL_VALIDATION_LAYER_PARAM_MISSING = 1003, + SNPE_MODEL_VALIDATION_LAYER_PARAM_COMBINATION_INVALID = 1004, + SNPE_MODEL_VALIDATION_LAYER_ORDERING_INVALID = 1005, + SNPE_MODEL_VALIDATION_INVALID_CONSTRAINT = 1006, + SNPE_MODEL_VALIDATION_MISSING_BUFFER = 1007, + SNPE_MODEL_VALIDATION_BUFFER_REUSE_NOT_SUPPORTED = 1008, + SNPE_MODEL_VALIDATION_LAYER_COULD_NOT_BE_ASSIGNED = 1009, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_MODEL_VALIDATION_UDO_LAYER_FAILED = 1010, +#endif // DNN_RUNTIME_HAVE_UDO_CAPABILITY + + // UDL errors + SNPE_UDL_LAYER_EMPTY_UDL_NETWORK = 1100, + SNPE_UDL_LAYER_PARAM_INVALID = 1101, + SNPE_UDL_LAYER_INSTANCE_MISSING = 1102, + SNPE_UDL_LAYER_SETUP_FAILED = 1103, + SNPE_UDL_EXECUTE_FAILED = 1104, + SNPE_UDL_BUNDLE_INVALID = 1105, +#ifdef DNN_RUNTIME_HAVE_UDO_CAPABILITY + SNPE_UDO_REGISTRATION_FAILED = 1106, + SNPE_UDO_GET_PACKAGE_FAILED = 1107, + SNPE_UDO_GET_IMPLEMENTATION_FAILED = 1108, +#endif // DNN_RUNTIME_HAVE_UDO_CAPABILITY + + // Dependent library errors + SNPE_STD_LIBRARY_ERROR = 1200, + + // Unknown exception (catch (...)), Has no component attached to this + SNPE_UNKNOWN_EXCEPTION = 1210, + + // Storage Errors + SNPE_STORAGE_INVALID_KERNEL_REPO = 1300, + +#ifdef DNN_RUNTIME_HAVE_AIP_RUNTIME + // AIP runtime errors + SNPE_AIP_LAYER_NOT_SUPPORTED = 1400, + SNPE_AIP_LAYER_PARAM_NOT_SUPPORTED = 1401, + SNPE_AIP_LAYER_PARAM_INVALID = 1402, + SNPE_AIP_LAYER_PARAM_COMBINATION_INVALID = 1403, + SNPE_AIP_STUB_NOT_PRESENT = 1404, + SNPE_AIP_LAYER_NAME_TRUNCATED = 1405, + SNPE_AIP_LAYER_INPUT_BUFFER_NAME_TRUNCATED = 1406, + SNPE_AIP_LAYER_OUTPUT_BUFFER_NAME_TRUNCATED = 1407, + SNPE_AIP_RUNTIME_COMMUNICATION_ERROR = 1408, + SNPE_AIP_RUNTIME_INVALID_PARAM_ERROR = 1409, + SNPE_AIP_RUNTIME_SYSTEM_ERROR = 1410, + SNPE_AIP_RUNTIME_TENSOR_MISSING = 1411, + SNPE_AIP_RUNTIME_TENSOR_SHAPE_MISMATCH = 1412, + SNPE_AIP_RUNTIME_BAD_AIX_RECORD = 1413, + SNPE_AIP_AXIS_QUANT_UNSUPPORTED = 1414, + +#endif // DNN_RUNTIME_HAVE_AIP_RUNTIME + + // DlCaching errors + SNPE_DLCACHING_INVALID_METADATA = 1500, + SNPE_DLCACHING_INVALID_INITBLOB = 1501, + + // Infrastructure Errors + SNPE_INFRA_CLUSTERMGR_INSTANCE_INVALID = 1600, + SNPE_INFRA_CLUSTERMGR_EXECUTE_SYNC_FAILED = 1601, + + // Memory Errors + SNPE_MEMORY_CORRUPTION_ERROR = 1700 + +}; + + +inline ErrorCode getLastErrorCode(){ + return static_cast(Snpe_ErrorCode_getLastErrorCode()); +} + +inline const char* getLastErrorString(){ + return Snpe_ErrorCode_GetLastErrorString(); +} + +inline const char* getLastInfoString(){ + return Snpe_ErrorCode_getLastInfoString(); +} + + +inline uint32_t enumToUInt32(ErrorCode code){ + return Snpe_ErrorCode_enumToUInt32(static_cast(code)); +} + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, ErrorCode); + + +namespace zdl{ namespace DlSystem { + inline ErrorCode getLastErrorCode() { return ::DlSystem::getLastErrorCode() ; } + inline const char* getLastErrorString() { return ::DlSystem::getLastErrorString() ; } + inline const char* getLastInfoString() { return ::DlSystem::getLastInfoString() ; } + inline uint32_t enumToUInt32(ErrorCode code){ return ::DlSystem::enumToUInt32(code); } +}} // ns zdl::DlSystem diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlOptional.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlOptional.hpp new file mode 100644 index 00000000..e7bbf666 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlOptional.hpp @@ -0,0 +1,244 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include +#include + + +//============================================================================== +// +// Copyright (c) 2016, 2020 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +//#include +#include +//#include + + +namespace DlSystem { + + +/** @addtogroup c_plus_plus_apis C++ +@{ */ + +/** + * @brief . + * + * Class to manage a value that may or may not exist. The boolean value + * of the Optional class is true if the object contains a value and false + * if it does not contain a value. + * + * The class must be evaluated and confirmed as true (containing a value) + * before being dereferenced. + */ +template +class Optional { +public: + enum class LIFECYCLE { + NONE = 0, + REFERENCE_OWNED = 1, + POINTER_OWNED = 2, + POINTER_NOT_OWNED = 3 + }; + + struct ReferenceCount { + size_t count = 0; + + void increment() { count++; } + + size_t decrement() { + if (count > 0) { + count--; + } + return count; + } + }; + + using U = typename std::remove_pointer::type; + + /** + * The default constructor is set to not have any value, and is + * therefore evaluated as false. + */ + // Do not explicit it so we can return {} + Optional() { + m_Type = LIFECYCLE::NONE; + } + + /** + * Construct an Optional class using an object. + * @param[in] Reference to an object v + * @param[out] Optional instance of object v + */ + template + Optional (const T& v, typename std::enable_if::value>::type* = 0) + : m_Type(LIFECYCLE::REFERENCE_OWNED) { + try { + m_StoragePtr = new T(v); + } catch (...) { + m_StoragePtr = nullptr; + m_Type = LIFECYCLE::NONE; + } + } + + template + Optional(U* v, LIFECYCLE type, typename std::enable_if::value>::type* = 0) + : m_Type(type) { + switch (m_Type) { + case LIFECYCLE::POINTER_OWNED: + m_StoragePtr = v; + m_Count = new ReferenceCount(); + m_Count->increment(); + break; + case LIFECYCLE::POINTER_NOT_OWNED: + m_StoragePtr = v; + break; + case LIFECYCLE::REFERENCE_OWNED: + throw std::bad_exception(); + case LIFECYCLE::NONE: + break; + } + } + + Optional(const Optional &other) : m_Type(other.m_Type), m_Count(other.m_Count) { + if (isReference()) { + m_StoragePtr = new U(*other.m_StoragePtr); + } else if (isPointer()) { + m_StoragePtr = other.m_StoragePtr; + if (isOwned()) { + m_Count->increment(); + } + } + } + + Optional& operator=(const Optional& other) noexcept { + Optional tmp(other); + swap(std::move(tmp)); + return *this; + } + + Optional(Optional&& other) noexcept { + swap(std::move(other)); + } + + Optional& operator=(Optional&& other) noexcept { + swap(std::move(other)); + return *this; + } + + ~Optional() { + if (isOwned()) { + if (isReference() || (isPointer() && m_Count->decrement() == 0)) { + delete m_StoragePtr; + delete m_Count; + } + } + } + + /** + * Boolean value of Optional class is only true when there exists a value. + */ + operator bool() const noexcept { return isValid(); } + + bool operator!() const noexcept { return !isValid(); } + + /** + * Get reference of Optional object + * @warning User must validate Optional has value before. + */ + const T& operator*() { return this->GetReference(); } + + /** + * Get reference of Optional object + * @warning User must validate Optional has value before. + */ + const T& operator*() const { return this->GetReference(); } + + operator T&() { return this->GetReference(); } + + T operator->() { + T self = this->GetReference(); + return self; + } + + void release(){ + if(isOwned() && isPointer()){ + m_Type = LIFECYCLE::POINTER_NOT_OWNED; + if(m_Count && m_Count->decrement() == 0){ + delete m_Count; + m_Count = nullptr; + } + } + } +private: + void swap(Optional&& other) { + m_Type = other.m_Type; + m_StoragePtr = other.m_StoragePtr; + m_Count = other.m_Count; + + other.m_Type = LIFECYCLE::NONE; + other.m_StoragePtr = nullptr; + other.m_Count = nullptr; + } + + template + typename std::enable_if::value, const Q&>::type GetReference() const noexcept { + if (!isReference()) std::terminate(); + return *static_cast(m_StoragePtr); + } + + template + typename std::enable_if::value, const Q&>::type GetReference() const noexcept { + if (!isPointer()) std::terminate(); + return static_cast(m_StoragePtr); + } + + template + typename std::enable_if::value, Q&>::type GetReference() noexcept { + if (!isReference()) std::terminate(); + return *m_StoragePtr; + } + + template + typename std::enable_if::value, Q&>::type GetReference() noexcept { + if (!isPointer()) std::terminate(); + return m_StoragePtr; + } + + bool isPointer() const { + return m_Type == LIFECYCLE::POINTER_OWNED || m_Type == LIFECYCLE::POINTER_NOT_OWNED; + } + + bool isOwned() const { + return m_Type == LIFECYCLE::REFERENCE_OWNED || m_Type == LIFECYCLE::POINTER_OWNED; + } + + bool isReference() const { + return m_Type == LIFECYCLE::REFERENCE_OWNED; + } + + bool isValid() const { + return m_Type != LIFECYCLE::NONE; + } + + U* m_StoragePtr = nullptr; + LIFECYCLE m_Type; + ReferenceCount *m_Count = nullptr; +}; + +} // ns DlSystem + + + +namespace zdl { namespace DlSystem { template using Optional = ::DlSystem::Optional; }} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlVersion.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlVersion.h new file mode 100644 index 00000000..fac01d1c --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlVersion.h @@ -0,0 +1,122 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + + +/** + * @file + */ + +#ifndef _DL_VERSION_H_ +#define _DL_VERSION_H_ + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" +#include + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A class that contains the different portions of a version number. + * A typedef to indicate a SNPE DlVersion handle + */ +typedef void* Snpe_DlVersion_Handle_t; + +/** + * Construct a DlVersion + * + * @return a handle to the created DlVersion + */ +SNPE_API +Snpe_DlVersion_Handle_t Snpe_DlVersion_Create(); + + +/** + * Destroys/frees DlVersion + * + * @param[in] handle : Handle to access DlVersion + * + * @return SNPE_SUCCESS if Delete operation successful. +*/ +SNPE_API +Snpe_ErrorCode_t Snpe_DlVersion_Delete(Snpe_DlVersion_Handle_t handle); + +/** + * Get the major version number. + * @param[in] handle : Handle to access DlVersion + * @return Major version + */ +SNPE_API +int32_t Snpe_DlVersion_GetMajor(Snpe_DlVersion_Handle_t handle); + +/** + * Get the minor version number. + * @param[in] handle : Handle to access DlVersion + * @return Minor version + */ +SNPE_API +int32_t Snpe_DlVersion_GetMinor(Snpe_DlVersion_Handle_t handle); + +/** + * Get the teeny version number. + * @param[in] handle : Handle to access DlVersion + * @return Teeny version + */ +SNPE_API +int32_t Snpe_DlVersion_GetTeeny(Snpe_DlVersion_Handle_t handle); + +/** + * Get the string holding information about the build version. + * + * @param[in] handle : Handle to access DlVersion + * @return Build information + */ +SNPE_API +const char* Snpe_DlVersion_GetBuild(Snpe_DlVersion_Handle_t handle); + +/** + * @brief Returns a string in the form Major.Minor.Teeny.Build + * + * @param[in] handle : Handle to access DlVersion + * @return A formatted char* holding the version information. + * + * @note the returned string will be invalidated by subsequent calls to this function + */ +SNPE_API +const char* Snpe_DlVersion_ToString(Snpe_DlVersion_Handle_t handle); + +/** + * @brief Create a DlVersion from a string + * + * @param stringValue The formatted DlVersion string + * + * @return A handle to the created DlVersion + */ +SNPE_API +Snpe_DlVersion_Handle_t Snpe_DlVersion_FromString(const char* stringValue); + + + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _DL_VERSION_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlVersion.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlVersion.hpp new file mode 100644 index 00000000..7badab1f --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/DlVersion.hpp @@ -0,0 +1,118 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include +#include + +#include "Wrapper.hpp" +#include "String.hpp" + +#include "DlSystem/DlVersion.h" +#include "SNPE/SNPEUtil.h" + + +namespace DlSystem { + +class Version_t : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_DlVersion_Delete}; + + template + using MajorReference = WrapperDetail::GenericConstMemberReference; + + template + using MinorReference = WrapperDetail::GenericConstMemberReference; + + template + using TeenyReference = WrapperDetail::GenericConstMemberReference; + + + static std::string BuildGetter(Snpe_DlVersion_Handle_t handle){ + return Snpe_DlVersion_GetBuild(handle); + } + + template + using BuildReference = WrapperDetail::GenericConstMemberReference; + + + static const std::string& toString(int32_t Major, int32_t Minor, int32_t Teeny, const std::string& Build){ + thread_local std::string toret; + + toret = std::to_string(Major); + toret += '.'; + toret += std::to_string(Minor); + toret += '.'; + toret += std::to_string(Teeny); + if(!Build.empty()){ + toret += '.'; + toret += Build; + } + + return toret; + } + +public: + Version_t() + : BaseType(Snpe_DlVersion_Create()) + { } + + Version_t(int32_t Major, int32_t Minor, int32_t Teeny, const std::string& Build) + : BaseType(Snpe_DlVersion_FromString(toString(Major, Minor, Teeny, Build).c_str())) + { } + + + /// Holds the major version number. Changes in this value indicate + /// major changes that break backward compatibility. + MajorReference Major{*this}; + + /// Holds the minor version number. Changes in this value indicate + /// minor changes made to library that are backwards compatible + /// (such as additions to the interface). + MinorReference Minor{*this}; + + /// Holds the teeny version number. Changes in this value indicate + /// changes such as bug fixes and patches made to the library that + /// do not affect the interface. + TeenyReference Teeny{*this}; + + /// This string holds information about the build version. + BuildReference Build{*this}; + + + static Version_t fromString(const std::string& stringValue){ + return moveHandle(Snpe_DlVersion_FromString(stringValue.c_str())); + } + + /** + * @brief Returns a string in the form Major.Minor.Teeny.Build + * + * @return A formatted string holding the version information. + */ + std::string toString() const{ + return Snpe_DlVersion_ToString(handle()); + } + + /** + * @brief Returns a string in the form Major.Minor.Teeny.Build + * + * @return A formatted string holding the version information. + */ + String asString() const{ + return String(toString()); + } +}; + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, Version_t) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IBufferAttributes.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IBufferAttributes.h new file mode 100644 index 00000000..96453ef9 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IBufferAttributes.h @@ -0,0 +1,117 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _IBUFFER_ATTRIBUTES_H +#define _IBUFFER_ATTRIBUTES_H + +#include "DlSystem/IUserBuffer.h" +#include "DlSystem/TensorShape.h" +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE IBufferAttributes handle + */ +typedef void* Snpe_IBufferAttributes_Handle_t; + + +/** + * @brief Gets the buffer's element size, in bytes + * + * This can be used to compute the memory size required + * to back this buffer. + * + * @param[in] handle : Handle to access IBufferAttributes + * + * @return Element size, in bytes + */ +SNPE_API +size_t Snpe_IBufferAttributes_GetElementSize(Snpe_IBufferAttributes_Handle_t handle); + +/** + * @brief Gets the element's encoding type + * + * @param[in] handle : Handle to access IBufferAttributes + * + * @return encoding type + */ +SNPE_API +Snpe_UserBufferEncoding_ElementType_t Snpe_IBufferAttributes_GetEncodingType(Snpe_IBufferAttributes_Handle_t handle); + +/** + * @brief Gets the number of elements in each dimension + * + * @param[in] handle : Handle to access IBufferAttributes + * + * @return Dimension size, in terms of number of elements + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_IBufferAttributes_GetDims(Snpe_IBufferAttributes_Handle_t handle); + +/** + * @brief Gets the alignment requirement of each dimension + * + * Alignment per each dimension is expressed as an multiple, for + * example, if one particular dimension can accept multiples of 8, + * the alignment will be 8. + * + * @param[in] handle : Handle to access IBufferAttributes + * + * @return Alignment in each dimension, in terms of multiple of + * number of elements + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_IBufferAttributes_GetAlignments(Snpe_IBufferAttributes_Handle_t handle); + +/** + * @brief Gets the buffer encoding returned from the network responsible + * for generating this buffer. Depending on the encoding type, this will + * be an instance of an encoding type specific derived class. + * + * @param[in] handle : Handle to access IBufferAttributes + * + * @return Derived user buffer encoding object. + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_IBufferAttributes_GetEncoding_Ref(Snpe_IBufferAttributes_Handle_t handle); + +/** + * @brief Destroys the IBufferAttributes object + * + * @param[handle] handle : Handle to access IBufferAttributes + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IBufferAttributes_Delete(Snpe_IBufferAttributes_Handle_t handle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _IBUFFER_ATTRIBUTES_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IBufferAttributes.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IBufferAttributes.hpp new file mode 100644 index 00000000..2a86fcec --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IBufferAttributes.hpp @@ -0,0 +1,85 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include +#include "TensorShape.hpp" + +#include "DlSystem/IBufferAttributes.h" +#include "IUserBuffer.hpp" + +namespace DlSystem { + + +class IBufferAttributes : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_IBufferAttributes_Delete}; +public: + + size_t getElementSize() const noexcept{ + return Snpe_IBufferAttributes_GetElementSize(handle()); + } + + UserBufferEncoding::ElementType_t getEncodingType() const noexcept{ + return static_cast(Snpe_IBufferAttributes_GetEncodingType(handle())); + } + + TensorShape getDims() const{ + return moveHandle(Snpe_IBufferAttributes_GetDims(handle())); + } + + TensorShape getAlignments() const{ + return moveHandle(Snpe_IBufferAttributes_GetAlignments(handle())); + } + + UserBufferEncoding* getEncoding() const{ + auto h = Snpe_IBufferAttributes_GetEncoding_Ref(handle()); + switch(Snpe_UserBufferEncoding_GetElementType(h)){ + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT: + return makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNSIGNED8BIT: + return makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT8: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT32: + return makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT8: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT32: + return makeReference(h); + + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT16: + return makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF8: + return makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF16: + return makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_BOOL8: + return makeReference(h); + + default: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNKNOWN: + return makeReference(h); + } + } + +}; + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, IBufferAttributes) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IOBufferDataTypeMap.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IOBufferDataTypeMap.h new file mode 100644 index 00000000..a3c3c623 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IOBufferDataTypeMap.h @@ -0,0 +1,156 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_IOBUFFER_DATATYPE_MAP_H +#define DL_SYSTEM_IOBUFFER_DATATYPE_MAP_H + +#include + +#include "DlSystem/DlError.h" +#include "DlSystem/DlEnums.h" +#include "DlSystem/SnpeApiExportDefine.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE IOBufferDataTypeMap handle + */ +typedef void* Snpe_IOBufferDataTypeMap_Handle_t; + +/** + * @brief . + * + * Creates a new Buffer Data type map + * + */ +SNPE_API +Snpe_IOBufferDataTypeMap_Handle_t Snpe_IOBufferDataTypeMap_Create(); + +/** + * @brief Destroys the map + * + * @param[in] handle : Handle to access the IOBufferDataType map + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IOBufferDataTypeMap_Delete(Snpe_IOBufferDataTypeMap_Handle_t handle); +/** + * @brief Adds a name and the corresponding buffer data type + * to the map + * + * @param[in] handle : Handle to access the IOBufferDataType map + * + * @param[in] name : The name of the buffer + * + * @param[in] bufferDataType : data type of the buffer + * + * @note If a buffer with the same name already exists, no new + * buffer is added. + */ +SNPE_API +Snpe_ErrorCode_t +Snpe_IOBufferDataTypeMap_Add(Snpe_IOBufferDataTypeMap_Handle_t handle, const char* name, Snpe_IOBufferDataType_t bufferDataType); + +/** + * @brief Removes a buffer name from the map + * + * @param[in] handle : Handle to access the IOBufferDataType map + * + * @param[in] name : The name of the buffer + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IOBufferDataTypeMap_Remove(Snpe_IOBufferDataTypeMap_Handle_t handle, const char* name); + +/** + * @brief Returns the type of the named buffer + * + * @param[in] handle : Handle to access the IOBufferDataType map + * + * @param[in] name : The name of the buffer + * + * @return The type of the buffer, or UNSPECIFIED if the buffer does not exist + * + */ +SNPE_API +Snpe_IOBufferDataType_t Snpe_IOBufferDataTypeMap_GetBufferDataType(Snpe_IOBufferDataTypeMap_Handle_t handle, const char* name); + +/** + * @brief Returns the type of the first buffer + * + * @param handle : Handle to access the IOBufferDataType map + * + * @return The type of the first buffer, or SNPE_IO_BUFFER_DATATYPE_UNSPECIFIED if the map is empty. + */ +SNPE_API +Snpe_IOBufferDataType_t Snpe_IOBufferDataTypeMap_GetBufferDataTypeOfFirst(Snpe_IOBufferDataTypeMap_Handle_t handle); + +/** + * @brief Returns the size of the buffer type map. + * + * @param[in] handle : Handle to access the IOBufferDataType map + * + * @return The size of the map + * + */ +SNPE_API +size_t Snpe_IOBufferDataTypeMap_Size(Snpe_IOBufferDataTypeMap_Handle_t handle); + +/** + * @brief Checks the existence of the named buffer in the map + * + * @param[in] handle : Handle to access the IOBufferDataType map + * + * @param[in] name : The name of the buffer + * + * @return 1 if the named buffer exists, 0 otherwise. + * + */ +SNPE_API +int Snpe_IOBufferDataTypeMap_Find(Snpe_IOBufferDataTypeMap_Handle_t handle, const char* name); + +/** + * @brief Resets the map + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IOBufferDataTypeMap_Clear(Snpe_IOBufferDataTypeMap_Handle_t handle); + +/** + * @brief Checks whether the map is empty + * + * @return 1 if the map is empty, 0 otherwise. + * + */ +SNPE_API +int Snpe_IOBufferDataTypeMap_Empty(Snpe_IOBufferDataTypeMap_Handle_t handle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_IOBUFFER_DATATYPE_MAP_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IOBufferDataTypeMap.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IOBufferDataTypeMap.hpp new file mode 100644 index 00000000..c39d3320 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IOBufferDataTypeMap.hpp @@ -0,0 +1,69 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include + +#include "DlEnums.hpp" + + +#include "DlSystem/IOBufferDataTypeMap.h" + +namespace DlSystem { + +class IOBufferDataTypeMap : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_IOBufferDataTypeMap_Delete}; + +public: + + IOBufferDataTypeMap() + : BaseType(Snpe_IOBufferDataTypeMap_Create()) + { } + + void add(const char* name, IOBufferDataType_t bufferDataType){ + Snpe_IOBufferDataTypeMap_Add(handle(), name, static_cast(bufferDataType)); + } + + void remove(const char* name){ + Snpe_IOBufferDataTypeMap_Remove(handle(), name); + } + + IOBufferDataType_t getBufferDataType(const char* name){ + return static_cast(Snpe_IOBufferDataTypeMap_GetBufferDataType(handle(), name)); + } + + IOBufferDataType_t getBufferDataType(){ + return static_cast(Snpe_IOBufferDataTypeMap_GetBufferDataTypeOfFirst(handle())); + } + + size_t size() const{ + return Snpe_IOBufferDataTypeMap_Size(handle()); + } + + bool find(const char* name) const{ + return Snpe_IOBufferDataTypeMap_Find(handle(), name); + } + + void clear(){ + Snpe_IOBufferDataTypeMap_Clear(handle()); + } + + bool empty() const{ + return Snpe_IOBufferDataTypeMap_Empty(handle()); + } +}; + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, IOBufferDataTypeMap) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensor.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensor.h new file mode 100644 index 00000000..913f3bdc --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensor.h @@ -0,0 +1,118 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef _DL_SYSTEM_ITENSOR_H_ +#define _DL_SYSTEM_ITENSOR_H_ + +#include + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/TensorShape.h" +#include "DlSystem/DlError.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * Represents a tensor which holds n-dimensional data. It is important to + * understand how the tensor data is represented in memory + * relative to the tensor dimensions. Tensors store data in + * memory in row-major order (i.e. the last tensor dimension is + * the fastest varying one). For example, if you have a two + * dimensional tensor with 3 rows and 2 columns (i.e. the tensor + * dimensions are 3,2 as returned in tensor dimension vectors) + * with the following data in terms rows and columns: + * + * | 1 2 |
+ * | 3 4 |
+ * | 5 6 |
+ * + * This data would be stored in memory as 1,2,3,4,5,6. + */ +typedef void* Snpe_ITensor_Handle_t; + + +/** + * Destroys/frees an ITensor + * + * @param[in] userBufferHandle : Handle to access the IUserBuffer + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_ITensor_Delete(Snpe_ITensor_Handle_t iTensorHandle); + +/** + * Returns a tensor iterator pointing to the beginning + * of the data in the tensor. + * + * @param[in] tensorHandle : Handle to access ITensor + * + * @return The tensor data as a void pointer. + */ +SNPE_API +void* Snpe_ITensor_GetData(Snpe_ITensor_Handle_t tensorHandle); + +/** + * @brief Gets the shape of this tensor. + * + * The last element of the vector represents the fastest varying + * dimension and the zeroth element represents the slowest + * varying dimension, etc. + * + * @param[in] tensorHandle : Handle to access ITensor + * + * @return A TensorShape handle holding the tensor dimensions. + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_ITensor_GetShape(Snpe_ITensor_Handle_t tensorHandle); + +/** + * Returns the element size of the data in the tensor + * (discounting strides). This is how big a buffer would + * need to be to hold the tensor data contiguously in + * memory. + * + * @param[in] tensorHandle : Handle to access ITensor + * + * @return The size of the tensor (in elements). + */ +SNPE_API +size_t Snpe_ITensor_GetSize(Snpe_ITensor_Handle_t tensorHandle); + +SNPE_API +int Snpe_ITensor_IsQuantized(Snpe_ITensor_Handle_t tensorHandle); + +SNPE_API +float Snpe_ITensor_GetDelta(Snpe_ITensor_Handle_t tensorHandle); + +SNPE_API +float Snpe_ITensor_GetOffset(Snpe_ITensor_Handle_t tensorHandle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _DL_SYSTEM_ITENSOR_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensor.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensor.hpp new file mode 100644 index 00000000..4785a39d --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensor.hpp @@ -0,0 +1,95 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "TensorShape.hpp" +#include "ITensorItr.hpp" + +#include "DlSystem/ITensor.h" + + +namespace DlSystem { + + +class ITensor : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_ITensor_Delete}; + + template + T* getData(){ + return static_cast(Snpe_ITensor_GetData(handle())); + } + + template + const T* getData() const{ + return static_cast(Snpe_ITensor_GetData(handle())); + } + +public: + using iterator = DlSystem::ITensorItr; + using const_iterator = DlSystem::ITensorItr; + + + iterator begin(){ + return iterator(getData()); + } + + const_iterator begin() const{ + return const_iterator(getData()); + } + + const_iterator cbegin() const{ + return begin(); + } + + iterator end(){ + return begin() + getSize(); + } + + const_iterator end() const{ + return cbegin() + getSize(); + } + + const_iterator cend() const{ + return end(); + } + + TensorShape getShape() const{ + return moveHandle(Snpe_ITensor_GetShape(handle())); + } + + size_t getSize() const{ + return Snpe_ITensor_GetSize(handle()); + } + + // Serialize to std::ostream is no longer supported + void serialize(std::ostream &output) const = delete; + + bool isQuantized() const{ + return Snpe_ITensor_IsQuantized(handle()); + } + + float GetDelta() const{ + return Snpe_ITensor_GetDelta(handle()); + } + + float GetOffset() const{ + return Snpe_ITensor_GetOffset(handle()); + } +}; + + +} //ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, ITensor) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorFactory.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorFactory.hpp new file mode 100644 index 00000000..5ef1e9d3 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorFactory.hpp @@ -0,0 +1,52 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "ITensor.hpp" + +#include + + +#include "SNPE/SNPEUtil.h" + +namespace DlSystem{ +// NOTE: These factories use a different handle type because they are singletons +// Never copy this pattern unless you're also implementing a singleton +class ITensorFactory : public Wrapper{ + friend BaseType; + + using BaseType::BaseType; + static constexpr DeleteFunctionType DeleteFunction{NoOpDeleter}; + +public: + ITensorFactory() + : BaseType(nullptr) + { } + + + std::unique_ptr createTensor(const TensorShape &shape) noexcept{ + return makeUnique(Snpe_Util_CreateITensor(getHandle(shape))); + } + + // Create from std::istream is no longer supported + std::unique_ptr createTensor(std::istream &input) noexcept = delete; + + std::unique_ptr createTensor(const TensorShape &shape, + const unsigned char *data, + size_t dataSize) noexcept{ + auto handle = Snpe_Util_CreateITensorDataSize(getHandle(shape), data, dataSize); + return makeUnique(handle); + } + +}; + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, ITensorFactory) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorItr.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorItr.hpp new file mode 100644 index 00000000..801aa217 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorItr.hpp @@ -0,0 +1,199 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include +#include +#include + +#include "Wrapper.hpp" +#include "ITensorItrImpl.hpp" + +namespace DlSystem{ + +template +class ITensorItr{ +public: + using iterator_category = std::bidirectional_iterator_tag; + using pointer = typename std::conditional::type; + using value_type = float; + using difference_type = std::ptrdiff_t; + using reference = typename std::conditional::type; + + + ITensorItr() = delete; + virtual ~ITensorItr() = default; + + explicit ITensorItr(pointer data) noexcept + : m_Impl{nullptr}, + m_IsTrivial{true}, + m_Data{data}, + m_DataStart{data} + { } + + ITensorItr(std::unique_ptr impl, + bool isTrivial = false, + float* data = nullptr) + : m_Impl(impl->clone()), + m_IsTrivial(isTrivial), + m_Data(data), + m_DataStart(data) + { } + + ITensorItr(const ITensorItr& itr) + : m_Impl(itr.m_Impl ? itr.m_Impl->clone() : nullptr), + m_IsTrivial(itr.m_IsTrivial), + m_Data(itr.m_Data), + m_DataStart(itr.m_DataStart) + { } + + ITensorItr(ITensorItr&& itr) noexcept + : m_Impl(std::move(itr.m_Impl)), + m_IsTrivial(itr.m_IsTrivial), + m_Data(itr.m_Data), + m_DataStart(itr.m_DataStart) + { } + + ITensorItr& operator=(const ITensorItr& other){ + if (this == &other) return *this; + + m_Impl = other.m_Impl ? other.m_Impl->clone() : nullptr; + m_IsTrivial = other.m_IsTrivial; + m_Data = other.m_Data; + m_DataStart = other.m_DataStart; + return *this; + } + ITensorItr& operator=(ITensorItr&& other) noexcept{ + if(this != &other){ + m_Impl = std::move(other.m_Impl); + m_IsTrivial = other.m_IsTrivial; + m_Data = other.m_Data; + m_DataStart = other.m_DataStart; + } + return *this; + } + + inline ITensorItr& operator++(){ + if (m_IsTrivial){ + m_Data++; + } else { + m_Impl->increment(); + } + return *this; + } + inline ITensorItr operator++(int){ + ITensorItr tmp(*this); + operator++(); + return tmp; + } + inline ITensorItr& operator--(){ + if (m_IsTrivial){ + m_Data--; + } else { + m_Impl->decrement(); + } + return *this; + } + inline ITensorItr operator--(int){ + ITensorItr tmp(*this); + operator--(); + return tmp; + } + inline ITensorItr& operator+=(int rhs){ + if (m_IsTrivial){ + m_Data += rhs; + } else { + m_Impl->increment(rhs); + } + return *this; + } + inline friend ITensorItr operator+(ITensorItr lhs, int rhs){ + lhs += rhs; + return lhs; + } + inline ITensorItr& operator-=(int rhs){ + if (m_IsTrivial){ + m_Data -= rhs; + } else { + m_Impl->decrement(rhs); + } + return *this; + } + inline friend ITensorItr operator-(ITensorItr lhs, int rhs){ + lhs -= rhs; + return lhs; + } + + inline size_t operator-(const ITensorItr& rhs){ + if (m_IsTrivial) return (m_Data - m_DataStart) - (rhs.m_Data - rhs.m_DataStart); + return m_Impl->getPosition() - rhs.m_Impl->getPosition(); + } + + inline friend bool operator<(const ITensorItr& lhs, const ITensorItr& rhs){ + if (lhs.m_IsTrivial) return lhs.m_Data < rhs.m_Data; + return lhs.m_Impl->dataPointer() < rhs.m_Impl->dataPointer(); + } + inline friend bool operator>(const ITensorItr& lhs, const ITensorItr& rhs){ + return rhs < lhs; + } + inline friend bool operator<=(const ITensorItr& lhs, const ITensorItr& rhs){ + return !(lhs > rhs); + } + inline friend bool operator>=(const ITensorItr& lhs, const ITensorItr& rhs){ + return !(lhs < rhs); + } + + inline bool operator==(const ITensorItr& rhs) const{ + if (m_IsTrivial) return m_Data == rhs.m_Data; + return m_Impl->dataPointer() == rhs.m_Impl->dataPointer(); + } + inline bool operator!=(const ITensorItr& rhs) const{ + return !operator==(rhs); + } + + inline reference operator[](size_t idx){ + if (m_IsTrivial) return *(m_DataStart + idx); + return m_Impl->getReferenceAt(idx); + } + inline reference operator*(){ + if (m_IsTrivial) return *m_Data; + return m_Impl->getReference(); + } + inline reference operator->(){ + return *(*this); + } + inline float* dataPointer() const{ + if (m_IsTrivial) return m_Data; + return m_Impl->dataPointer(); + } + + +protected: + std::unique_ptr<::DlSystem::ITensorItrImpl> m_Impl; + bool m_IsTrivial = false; + pointer m_Data = nullptr; + pointer m_DataStart = nullptr; +}; + + +inline void fill(ITensorItr first, ITensorItr end, float val){ + std::fill(first, end, val); +} +template +OutItr copy(InItr first, InItr last, OutItr result){ + return std::copy(first, last, result); +} + +} // ns DlSystem + + +// ALIAS_IN_ZDL_NAMESPACE +namespace zdl{ namespace DlSystem{ + template + using ITensorItr = ::DlSystem::ITensorItr; +}} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorItrImpl.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorItrImpl.hpp new file mode 100644 index 00000000..6b9a497b --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/ITensorItrImpl.hpp @@ -0,0 +1,32 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once +#include "Wrapper.hpp" + +namespace DlSystem { + +class ITensorItrImpl { +public: + ITensorItrImpl() = default; + virtual ~ITensorItrImpl() = default; + + virtual float getValue() const = 0; + virtual float& getReference() = 0; + virtual float& getReferenceAt(size_t idx) = 0; + virtual float* dataPointer() const = 0; + virtual void increment(int incVal = 1) = 0; + virtual void decrement(int decVal = 1) = 0; + virtual size_t getPosition() = 0; + virtual std::unique_ptr clone() = 0; + +private: + ITensorItrImpl& operator=(const ITensorItrImpl& other) = delete; + ITensorItrImpl(const ITensorItrImpl& other) = delete; +}; + +} // ns DlSystem diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBuffer.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBuffer.h new file mode 100644 index 00000000..fc4cc316 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBuffer.h @@ -0,0 +1,714 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _IUSER_BUFFER_H +#define _IUSER_BUFFER_H + +#include +#include + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/TensorShape.h" +#include "DlSystem/DlError.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE UserByfferEncoding handle + */ +typedef void* Snpe_UserBufferEncoding_Handle_t; + +/** + * @brief . + * + * An enum class of all supported element types in a IUserBuffer + */ +//enum class Snpe_UserBufferEncoding_ElementType_t +typedef enum +{ + /// Unknown element type. + SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNKNOWN = 0, + + /// Each element is presented by float. + SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT = 1, + + /// Each element is presented by an unsigned int. + SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNSIGNED8BIT = 2, + + /// Each element is presented by float16. + SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT16 = 3, + + /// Each element is presented by an 8-bit quantized value. + SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF8 = 10, + + /// Each element is presented by an 16-bit quantized value. + SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF16 = 11, + + /// Each element is presented by Int32 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT32 = 12, + + /// Each element is presented by UInt32 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT32 = 13, + + /// Each element is presented by Int8 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT8 = 14, + + /// Each element is presented by UInt8 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT8 = 15, + + /// Each element is presented by Int16 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT16 = 16, + + /// Each element is presented by UInt16 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT16 = 17, + + /// Each element is present by Bool8 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_BOOL8 = 18, + + /// Each element is present by Int64 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT64 = 19, + + /// Each element is present by UInt64 + SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT64 = 20 + +}Snpe_UserBufferEncoding_ElementType_t; + + +/** + * @brief Retrieves the element type + * + * @param[in] userBufferEncodingHandle : Handle to access userBufferEncoding + * + * @return Element type + */ +SNPE_API +Snpe_UserBufferEncoding_ElementType_t Snpe_UserBufferEncoding_GetElementType(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access userBufferEncoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncoding_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Destroys/frees a UserBufferEncoding + * + * @param[in] userBufferEncodingHandle : Handle to access UserBufferEncoding + * + * @return indication of success/failures + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncoding_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + + +/** + * @brief . + * + * A base class buffer source type + * + * @note User buffer from CPU support all kinds of runtimes; + * User buffer from GLBUFFER support only GPU runtime. + */ +typedef void* Snpe_UserBufferSource_Handle_t; + +typedef enum +{ + /// Unknown buffer source type. + SNPE_USERBUFFERSOURCE_SOURCETYPE_UNKNOWN = 0, + + /// The network inputs are from CPU buffer. + SNPE_USERBUFFERSOURCE_SOURCETYPE_CPU = 1, + + /// The network inputs are from OpenGL buffer. + SNPE_USERBUFFERSOURCE_SOURCETYPE_GLBUFFER = 2 +}Snpe_UserBufferSource_SourceType_t; + +/** + * @brief Retrieves the source type + * + * @param[in] userBufferSourceHandle : Handle to access userBufferSource + * + * @return Source type + */ +SNPE_API +Snpe_UserBufferSource_SourceType_t Snpe_UserBufferSource_GetSourceType(Snpe_UserBufferSource_Handle_t userBufferSourceHandle); + +/** + * @brief Destroys/frees a UserBufferSource + * + * @param[in] userBufferSourceHandle : Handle to access UserBufferSource + * + * @return indication of success/failures + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferSource_Delete(Snpe_UserBufferSource_Handle_t userBufferSourceHandle); + +/** + * @brief . + * + * An source type where input data is delivered from OpenGL buffer + */ +SNPE_API +Snpe_UserBufferSource_Handle_t Snpe_UserBufferSourceGLBuffer_Create(); + +/** + * @brief Destroys the userBuffer + * + * @param[in] userBufferSourceHandle : Handle to access the UserBuffer + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferSourceGLBuffer_Delete(Snpe_UserBufferSource_Handle_t userBufferSourceHandle); + +// Encoding 8 Bit +/** + * @brief . + * + * An encoding type where each element is represented by an unsigned int. + * + * Userbuffer size assumes uint8 encoding for each element. + * (i.e., a tensor with dimensions (2,3) will be represented by (2 * 3) * 1 = 6 bytes in memory). + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingUnsigned8Bit_Create(); + +/** + * @brief Copy Constructor for UserBufferEncodingUnsigned8Bit + * + * An encoding type where each element is represented by an unsigned int. + * + * Userbuffer size assumes uint8 encoding for each element. + * (i.e., a tensor with dimensions (2,3) will be represented by (2 * 3) * 1 = 6 bytes in memory). + * + * @param[in] otherHandle : a handle to another UserBufferEncodingUnsigned8Bit to copy + * + * @return a handle to the UserBufferEncodingUnsigned8Bit + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingUnsigned8Bit_CreateCopy(Snpe_UserBufferEncoding_Handle_t otherHandle); + +/** + * @brief Destroys the encodingUnsigned8Bit + * + * @param[in] userBufferEncodingHandle : Handle to access the encodingUnsigned8Bit + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingUnsigned8Bit_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingUnsigned8Bit_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + + +// Encoding Float +/** + * @brief . + * + * An encoding type where each element is represented by a float. + * + * Userbuffer size assumes float encoding for each element. + * (i.e., a tensor with dimensions (2,3) will be represented by (2 * 3) * 4 = 24 bytes in memory). + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingFloat_Create(); + +/** + * @brief Copy Constructor for UserBufferEncodingFloat + * + * An encoding type where each element is represented by a float. + * + * Userbuffer size assumes float encoding for each element. + * (i.e., a tensor with dimensions (2,3) will be represented by (2 * 3) * 4 = 24 bytes in memory). + * + * @param[in] otherHandle : a handle to another UserBufferEncodingFloat to copy + * + * @return a handle to the constructed UserBufferEncodingFloat + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingFloat_CreateCopy(Snpe_UserBufferEncoding_Handle_t otherHandle); + +/** + * @brief Destroys the encodingFloat + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingFloat_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingFloat_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +// Encoding FloatN +/** + * @brief . + * + * An encoding type where each element is represented by a float N + * + * Userbuffer size assumes float N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 16 will be represented by (2 * 3) * 2 = 12 bytes in memory). + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingFloatN_Create(uint8_t bWidth); + +/** + * @brief Copy Constructor for UserBufferEncodingFloatN + * + * An encoding type where each element is represented by a float N + * + * Userbuffer size assumes float N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 16 will be represented by (2 * 3) * 2 = 12 bytes in memory). + * + * @param[in] otherHandle : a handle to another UserBufferEncodingFloatN to copy + * + * @return a handle to the constructed UserBufferEncodingFloatN + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingFloatN_CreateCopy(Snpe_UserBufferEncoding_Handle_t otherHandle); + + +/** + * @brief Destroys the encodingFloatN + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingFloatN_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingFloatN_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + + +/** + * @brief Get the Float type corresponding to a given bitwidth + * + * @param width bitwidth of Float type + * + * @return ElementType corresponding to a Float of width bits + */ +SNPE_API +Snpe_UserBufferEncoding_ElementType_t Snpe_UserBufferEncodingFloatN_GetTypeFromWidth(uint8_t width); + +/** + * @brief . + * + * An encoding type where each element is represented by tfN, which is an + * N-bit quantized value, which has an exact representation of 0.0 + * + * Userbuffer size assumes tf N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 16 will be represented by (2 * 3) * 2 = 12 bytes in memory). + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingTfN_Create(uint64_t stepFor0, float stepSize, uint8_t bWidth); + +/** + * @brief Copy Constructor for UserBufferEncodingTfN + * + * An encoding type where each element is represented by tfN, which is an + * N-bit quantized value, which has an exact representation of 0.0 + * + * Userbuffer size assumes tf N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 16 will be represented by (2 * 3) * 2 = 12 bytes in memory). + * @param otherHandle the UserBufferEncodingTfN to copy + * @return a handle to a newly constructed UserBufferEncodingTfN + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingTfN_CreateCopy(Snpe_UserBufferEncoding_Handle_t otherHandle); + +/** + * @brief Destroys the encodingTfN + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingTfN_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingTfN_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Sets the step value that represents 0 + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @param[in] stepExactly0 : The step value that represents 0 + * + */ +SNPE_API +void Snpe_UserBufferEncodingTfN_SetStepExactly0(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle, uint64_t stepExactly0); + +/** + * @brief Sets the float value that each step represents + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @param[in] quantizedStepSize : The float value of each step size + * + */ +SNPE_API +void Snpe_UserBufferEncodingTfN_SetQuantizedStepSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle, float quantizedStepSize); + +/** + * @brief Retrieves the step that represents 0.0 + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Step value + */ +SNPE_API +uint64_t Snpe_UserBufferEncodingTfN_GetStepExactly0(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the step size + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Step size + */ +SNPE_API +float Snpe_UserBufferEncodingTfN_GetQuantizedStepSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * Calculates the minimum floating point value that + * can be represented with this encoding. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Minimum representable floating point value + */ +SNPE_API +float Snpe_UserBufferEncodingTfN_GetMin(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * Calculates the maximum floating point value that + * can be represented with this encoding. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Maximum representable floating point value + */ +SNPE_API +float Snpe_UserBufferEncodingTfN_GetMax(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Get the tfN type corresponding to a given bitwidth + * + * @param width bitwidth of tfN type + * + * @return ElementType corresponding to a tfN of width bits + */ +SNPE_API +Snpe_UserBufferEncoding_ElementType_t Snpe_UserBufferEncodingTfN_GetTypeFromWidth(uint8_t width); + +// Encoding Int N +/** + * @brief . + * + * An encoding type where each element is represented by a Int + * + * Userbuffer size assumes int N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 32 will be represented by (2 * 3) * 4 = 24 bytes in memory). + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingIntN_Create(uint8_t bWidth); + +/** + * @brief Copy Constructor for UserBufferEncodingIntN + * + * An encoding type where each element is represented by a Int + * + * Userbuffer size assumes int N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 32 will be represented by (2 * 3) * 4 = 24 bytes in memory). + * @param otherHandle the UserBufferEncodingIntN to copy + * @return a handle to a newly constructed UserBufferEncodingIntN + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingIntN_CreateCopy(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Destroys the encodingIntN + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingIntN_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingIntN_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Get the int type corresponding to a given bitwidth + * + * @param width bitwidth of int type + * + * @return ElementType corresponding to a int of width bits + */ +SNPE_API +Snpe_UserBufferEncoding_ElementType_t Snpe_UserBufferEncodingIntN_GetTypeFromWidth(uint8_t bWidth); + +// Encoding Uint N +/** + * @brief . + * + * An encoding type where each element is represented by a Uint + * + * Userbuffer size assumes uint N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 32 will be represented by (2 * 3) * 4 = 24 bytes in memory). + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingUintN_Create(uint8_t bWidth); + +/** + * @brief Copy Constructor for UserBufferEncodingUintN + * + * An encoding type where each element is represented by a Uint + * + * Userbuffer size assumes uint N encoding for each element. + * (i.e., a tensor with dimensions (2,3) with a provided bitwidth of 32 will be represented by (2 * 3) * 4 = 24 bytes in memory). + * @param otherHandle the UserBufferEncodingUintN to copy + * @return a handle to a newly constructed UserBufferEncodingUintN + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingUintN_CreateCopy(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Destroys the encodingUintN + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingUintN_Delete(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferEncodingHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingUintN_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Get the uint type corresponding to a given bitwidth + * + * @param width bitwidth of uint type + * + * @return ElementType corresponding to a uint of width bits + */ +SNPE_API +Snpe_UserBufferEncoding_ElementType_t Snpe_UserBufferEncodingUintN_GetTypeFromWidth(uint8_t bWidth); + + +// Encoding Bool +/** + * @brief . + * + * An encoding type where each element is represented by a Bool + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingBool_Create(uint8_t bWidth); + +/** + * @brief Copy Constructor for UserBufferEncodingBool + * + * An encoding type where each element is represented by a bool + * + * @param otherHandle the UserBufferEncodingBool to copy + * @return a handle to a newly constructed UserBufferEncodingBool + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_UserBufferEncodingBool_CreateCopy(Snpe_UserBufferEncoding_Handle_t userBufferEncodingHandle); + +/** + * @brief Destroys the encodingBool + * + * @param[in] userBufferHandle : Handle to access the encoding + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferEncodingBool_Delete(Snpe_UserBufferEncoding_Handle_t userBufferHandle); + +/** + * @brief Retrieves the size of the element, in bytes. + * + * @param[in] userBufferHandle : Handle to access the encoding + * + * @return Size of the element, in bytes. + */ +SNPE_API +size_t Snpe_UserBufferEncodingBool_GetElementSize(Snpe_UserBufferEncoding_Handle_t userBufferHandle); + + + +/** + * A typedef to indicate a SNPE IUserBuffer handle + * UserBuffer contains a pointer and info on how to walk it and interpret its content. + */ +typedef void* Snpe_IUserBuffer_Handle_t; + +/** + * Destroys/frees an IUserBuffer + * + * @param[in] userBufferHandle : Handle to access the IUserBuffer + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_IUserBuffer_Delete(Snpe_IUserBuffer_Handle_t userBufferHandle); + + +/** + * @brief Retrieves the total number of bytes between elements in each dimension if + * the buffer were to be interpreted as a multi-dimensional array. + * + * @param[in] userBufferHandle : Handle to access the user Buffer + * + * @warning Do not modify the TensorShape returned by reference. Treat it as a const reference. + * + * @return A const reference to the number of bytes between elements in each dimension. + * e.g. A tightly packed tensor of floats with dimensions [4, 3, 2] would + * return strides of [24, 8, 4]. + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_IUserBuffer_GetStrides_Ref(Snpe_IUserBuffer_Handle_t userBufferHandle); + +/** + * @brief Retrieves the size of the buffer, in bytes. + * + * @param[in] userBufferHandle : Handle to access the user Buffer + * + * @return Size of the underlying buffer, in bytes. + */ +SNPE_API +size_t Snpe_IUserBuffer_GetSize(Snpe_IUserBuffer_Handle_t userBufferHandle); + +/** + * @brief Retrieves the size of the inference data in the buffer, in bytes. + * + * The inference results from a dynamic-sized model may not be exactly the same size + * as the UserBuffer provided to SNPE. This function can be used to get the amount + * of output inference data, which may be less or greater than the size of the UserBuffer. + * + * If the inference results fit in the UserBuffer, getOutputSize() would be less than + * or equal to getSize(). But if the inference results were more than the capacity of + * the provided UserBuffer, the results would be truncated to fit the UserBuffer. But, + * getOutputSize() would be greater than getSize(), which indicates a bigger buffer + * needs to be provided to SNPE to hold all of the inference results. + * + * @param[in] userBufferHandle : Handle to access the user Buffer + * + * @return Size required for the buffer to hold all inference results, which can be less + * or more than the size of the buffer, in bytes. + */ +SNPE_API +size_t Snpe_IUserBuffer_GetOutputSize(Snpe_IUserBuffer_Handle_t userBufferHandle); + +/** + * @brief Changes the underlying memory that backs the UserBuffer. + * + * This can be used to avoid creating multiple UserBuffer objects + * when the only thing that differs is the memory location. + * + * @param[in] userBufferHandle : Handle to access the user Buffer + * + * @param[in] buffer : Pointer to the memory location + * + * @return Whether the set succeeds. + */ +SNPE_API +int Snpe_IUserBuffer_SetBufferAddress(Snpe_IUserBuffer_Handle_t userBufferHandle, void* buffer); + +/** + * @brief Gets a reference to the data encoding object of + * the underlying buffer + * + * This is necessary when the UserBuffer is re-used, and the encoding + * parameters can change. For example, each input can be quantized with + * different step sizes. + * + * @param[in] userBufferHandle : Handle to access the user Buffer + * + * @return Data encoding meta-data + */ +SNPE_API +Snpe_UserBufferEncoding_Handle_t Snpe_IUserBuffer_GetEncoding_Ref(Snpe_IUserBuffer_Handle_t userBufferHandle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _IUSER_BUFFER_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBuffer.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBuffer.hpp new file mode 100644 index 00000000..727c195b --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBuffer.hpp @@ -0,0 +1,390 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include +#include "TensorShape.hpp" + +#include "DlSystem/IUserBuffer.h" + + +namespace DlSystem { + + +class UserBufferEncoding: public Wrapper { + friend BaseType; + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserBufferEncoding_Delete}; +protected: + UserBufferEncoding(HandleType handle) + : BaseType(handle) + { } +public: + + virtual ~UserBufferEncoding() = default; + + UserBufferEncoding(UserBufferEncoding&& other) noexcept + : BaseType(std::move(other)) + { } + + enum class ElementType_t + { + /// Unknown element type. + UNKNOWN = 0, + + /// Each element is presented by 32-bit float. + FLOAT = 1, + + /// Each element is presented by an unsigned int. + UNSIGNED8BIT = 2, + + /// Each element is presented by 16-bit float. + FLOAT16 = 3, + + /// Each element is presented by an 8-bit quantized value. + TF8 = 10, + + /// Each element is presented by an 16-bit quantized value. + TF16 = 11, + + /// Each element is presented by Int32 + INT32 = 12, + + /// Each element is presented by UInt32 + UINT32 = 13, + + /// Each element is presented by Int8 + INT8 = 14, + + /// Each element is presented by UInt8 + UINT8 = 15, + + /// Each element is presented by Int16 + INT16 = 16, + + /// Each element is presented by UInt16 + UINT16 = 17, + + // Each element is presented by Bool8 + BOOL8 = 18, + + // Each element is presented by Int64 + INT64 = 19, + + // Each element is presented by UInt64 + UINT64 = 20 + }; + + ElementType_t getElementType() const noexcept{ + return static_cast(Snpe_UserBufferEncoding_GetElementType(handle())); + } + + size_t getElementSize() const noexcept{ + return Snpe_UserBufferEncoding_GetElementSize(handle()); + } +}; + + +class UserBufferSource: public Wrapper { + friend BaseType; + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserBufferSource_Delete}; + +public: + enum class SourceType_t + { + /// Unknown buffer source type. + UNKNOWN = 0, + + /// The network inputs are from CPU buffer. + CPU = 1, + + /// The network inputs are from OpenGL buffer. + GLBUFFER = 2 + }; +protected: + UserBufferSource(HandleType handle) + : BaseType(handle) + { } +public: + SourceType_t getSourceType() const noexcept{ + return static_cast(Snpe_UserBufferSource_GetSourceType(handle())); + } + +}; + +class UserBufferSourceGLBuffer : public UserBufferSource{ +public: + UserBufferSourceGLBuffer() + : UserBufferSource(Snpe_UserBufferSourceGLBuffer_Create()) + { } +}; + +class UserBufferEncodingUnsigned8Bit : public UserBufferEncoding{ +public: + using UserBufferEncoding::UserBufferEncoding; + UserBufferEncodingUnsigned8Bit() + : UserBufferEncoding(Snpe_UserBufferEncodingUnsigned8Bit_Create()) + { } +}; + +class UserBufferEncodingFloatN : public UserBufferEncoding{ +public: + using UserBufferEncoding::UserBufferEncoding; + + UserBufferEncodingFloatN(uint8_t bWidth=32) + : UserBufferEncoding(Snpe_UserBufferEncodingFloatN_Create(bWidth)) + { } + + UserBufferEncodingFloatN(const UserBufferEncodingFloatN& other) + : UserBufferEncoding(Snpe_UserBufferEncodingFloatN_CreateCopy(other.handle())) + { } + + static ElementType_t getTypeFromWidth(uint8_t width){ + return static_cast(Snpe_UserBufferEncodingFloatN_GetTypeFromWidth(width)); + } +}; + +class UserBufferEncodingFloat : public UserBufferEncoding{ +public: + using UserBufferEncoding::UserBufferEncoding; + UserBufferEncodingFloat() + : UserBufferEncoding(Snpe_UserBufferEncodingFloat_Create()) + { } + UserBufferEncodingFloat(const UserBufferEncodingFloat& other) + : UserBufferEncoding(Snpe_UserBufferEncodingFloat_CreateCopy(other.handle())) + { } + + UserBufferEncodingFloat(UserBufferEncodingFloat&& other) noexcept + : UserBufferEncoding(std::move(other)) + { } +}; + + +class UserBufferEncodingTfN : public UserBufferEncoding{ +public: + + using UserBufferEncoding::UserBufferEncoding; + template::value && std::is_floating_point::value, int>::type = 0> + UserBufferEncodingTfN(T stepFor0, U stepSize, uint8_t bWidth=8) + : UserBufferEncoding(Snpe_UserBufferEncodingTfN_Create(stepFor0, stepSize, bWidth)) + { } + + UserBufferEncodingTfN(const UserBufferEncoding& ubEncoding) + : UserBufferEncoding(Snpe_UserBufferEncodingTfN_CreateCopy(getHandle(ubEncoding))) + { } + UserBufferEncodingTfN(const UserBufferEncodingTfN& ubEncoding) + : UserBufferEncoding(Snpe_UserBufferEncodingTfN_CreateCopy(getHandle(ubEncoding))) + { } + + void setStepExactly0(uint64_t stepExactly0){ + Snpe_UserBufferEncodingTfN_SetStepExactly0(handle(), stepExactly0); + } + + void setQuantizedStepSize(const float quantizedStepSize){ + Snpe_UserBufferEncodingTfN_SetQuantizedStepSize(handle(), quantizedStepSize); + } + + uint64_t getStepExactly0() const{ + return Snpe_UserBufferEncodingTfN_GetStepExactly0(handle()); + } + + float getMin() const{ + return Snpe_UserBufferEncodingTfN_GetMin(handle()); + } + float getMax() const{ + return Snpe_UserBufferEncodingTfN_GetMax(handle()); + } + + float getQuantizedStepSize() const{ + return Snpe_UserBufferEncodingTfN_GetQuantizedStepSize(handle()); + } + + static ElementType_t getTypeFromWidth(uint8_t width){ + return static_cast(Snpe_UserBufferEncodingTfN_GetTypeFromWidth(width)); + } +}; + +class UserBufferEncodingIntN : public UserBufferEncoding{ +public: + + UserBufferEncodingIntN(uint8_t bWidth=32) + : UserBufferEncoding(Snpe_UserBufferEncodingIntN_Create(bWidth)) + { } + + UserBufferEncodingIntN(const UserBufferEncoding& ubEncoding) + : UserBufferEncoding(Snpe_UserBufferEncodingIntN_CreateCopy(getHandle(ubEncoding))) + { } + + static ElementType_t getTypeFromWidth(uint8_t width){ + return static_cast(Snpe_UserBufferEncodingIntN_GetTypeFromWidth(width)); + } +}; + + + +class UserBufferEncodingUintN : public UserBufferEncoding{ +public: + + UserBufferEncodingUintN(uint8_t bWidth=32) + : UserBufferEncoding(Snpe_UserBufferEncodingUintN_Create(bWidth)) + { } + + UserBufferEncodingUintN(const UserBufferEncoding& ubEncoding) + : UserBufferEncoding(Snpe_UserBufferEncodingUintN_CreateCopy(getHandle(ubEncoding))) + { } + + static ElementType_t getTypeFromWidth(uint8_t width){ + return static_cast(Snpe_UserBufferEncodingUintN_GetTypeFromWidth(width)); + } +}; + + +class UserBufferEncodingTf8 : public UserBufferEncodingTfN{ +public: + using UserBufferEncodingTfN::UserBufferEncodingTfN; + UserBufferEncodingTf8() = delete; + + template::value && std::is_floating_point::value, int>::type = 0> + UserBufferEncodingTf8(T stepFor0, U stepSize) + : UserBufferEncodingTfN(stepFor0, stepSize, 8) + { } + + UserBufferEncodingTf8(const UserBufferEncoding& ubEncoding) + : UserBufferEncodingTfN(ubEncoding) + { } + +}; + +class UserBufferEncodingBool : public UserBufferEncoding{ +public: + UserBufferEncodingBool(uint8_t bWidth=8) + : UserBufferEncoding(Snpe_UserBufferEncodingBool_Create(bWidth)) + { } + + UserBufferEncodingBool(const UserBufferEncoding& ubEncoding) + : UserBufferEncoding(Snpe_UserBufferEncodingBool_CreateCopy(getHandle(ubEncoding))) + { } +}; + +class IUserBuffer: public Wrapper { + friend BaseType; + using BaseType::BaseType; + static constexpr DeleteFunctionType DeleteFunction{Snpe_IUserBuffer_Delete}; + +public: + const TensorShape& getStrides() const{ + return *makeReference(Snpe_IUserBuffer_GetStrides_Ref(handle())); + } + + size_t getSize() const{ + return Snpe_IUserBuffer_GetSize(handle()); + } + + size_t getOutputSize() const{ + return Snpe_IUserBuffer_GetOutputSize(handle()); + } + + bool setBufferAddress(void* buffer) noexcept{ + return Snpe_IUserBuffer_SetBufferAddress(handle(), buffer); + } + + const UserBufferEncoding& getEncoding() const noexcept{ + auto h = Snpe_IUserBuffer_GetEncoding_Ref(handle()); + switch(Snpe_UserBufferEncoding_GetElementType(h)){ + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNSIGNED8BIT: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT8: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT16: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT32: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT8: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT16: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT32: + return *makeReference(h); + + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT16: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF8: + return *makeReference(h); + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF16: + return *makeReference(h); + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_BOOL8: + return *makeReference(h); + + default: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNKNOWN: + return *makeReference(h); + } + } + UserBufferEncoding& getEncoding() noexcept{ + auto h = Snpe_IUserBuffer_GetEncoding_Ref(handle()); + switch(Snpe_UserBufferEncoding_GetElementType(h)){ + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNSIGNED8BIT: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT8: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT16: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UINT32: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT8: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT16: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_INT32: + return *makeReference(h); + + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_FLOAT16: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF8: + return *makeReference(h); + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_TF16: + return *makeReference(h); + + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_BOOL8: + return *makeReference(h); + + default: + case SNPE_USERBUFFERENCODING_ELEMENTTYPE_UNKNOWN: + return *makeReference(h); + } + } + +}; + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncoding) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferSource) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferSourceGLBuffer) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingUnsigned8Bit) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingFloatN) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingFloat) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingTfN) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingIntN) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingUintN) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferEncodingTf8) + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, IUserBuffer) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBufferFactory.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBufferFactory.hpp new file mode 100644 index 00000000..b3bbb087 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/IUserBufferFactory.hpp @@ -0,0 +1,68 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include + +#include "Wrapper.hpp" +#include "IUserBuffer.hpp" +#include "TensorShape.hpp" + + +#include "SNPE/SNPEUtil.h" + +namespace DlSystem{ + + +// NOTE: These factories use a different handle type because they are singletons +// Never copy this pattern unless you're also implementing a singleton +class IUserBufferFactory : public Wrapper{ + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{NoOpDeleter}; + +public: + IUserBufferFactory() + : BaseType(nullptr) + { } + + std::unique_ptr createUserBuffer(void *buffer, + size_t bufSize, + const TensorShape &strides, + UserBufferEncoding* userBufferEncoding) noexcept{ + if(!userBufferEncoding) return {}; + auto handle = Snpe_Util_CreateUserBuffer(buffer, + bufSize, + getHandle(strides), + getHandle(userBufferEncoding)); + return makeUnique(handle); + } + + std::unique_ptr createUserBuffer(void *buffer, + size_t bufSize, + const TensorShape &strides, + UserBufferEncoding* userBufferEncoding, + UserBufferSource* userBufferSource) noexcept{ + if(!userBufferEncoding || !userBufferSource) return {}; + auto handle = Snpe_Util_CreateUserBufferFromSource(buffer, + bufSize, + getHandle(strides), + getHandle(*userBufferEncoding), + getHandle(*userBufferSource)); + return makeUnique(handle); + } + +}; + + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, IUserBufferFactory) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/PlatformConfig.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/PlatformConfig.h new file mode 100644 index 00000000..15b2a089 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/PlatformConfig.h @@ -0,0 +1,329 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_PLATFORMCONFIG_H +#define DL_SYSTEM_PLATFORMCONFIG_H + +#include "DlSystem/DlError.h" +#include "DlSystem/DlEnums.h" +#include "DlSystem/SnpeApiExportDefine.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * @brief . + * + * A structure OpenGL configuration + * + * @note When certain OpenGL context and display are provided to UserGLConfig for using + * GPU buffer as input directly, the user MUST ensure the particular OpenGL + * context and display remain vaild throughout the execution of neural network models. + */ +typedef void* Snpe_UserGLConfig_Handle_t; + +/** + * @brief . + * + * Creates a new userGLConfig + * + */ +SNPE_API +Snpe_UserGLConfig_Handle_t Snpe_UserGLConfig_Create(); + +/** + * @brief Destroys the userGLConfig + * + * @param[in] handle : Handle to access the userGLConfig + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserGLConfig_Delete(Snpe_UserGLConfig_Handle_t handle); + +/** + * @brief Sets the EGL context + * + * @param[in] handle : Handle to access userGLConfig + * + * @param[in] userGLContext : void pointer + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserGLConfig_SetUserGLContext(Snpe_UserGLConfig_Handle_t handle, void* userGLContext); + +/** + * @brief Sets the EGL Display + * + * @param[in] handle : Handle to access userGLConfig + * + * @param[in] userGLDisplay : void pointer + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserGLConfig_SetUserGLDisplay(Snpe_UserGLConfig_Handle_t handle, void* userGLDisplay); + + +/** + * @brief Get EGL context + * + * @param[in] handle : Handle to access userGLConfig + * + * @return userGLContext of type void pointer + * + */ +SNPE_API +void* Snpe_UserGLConfig_GetUserGLContext(Snpe_UserGLConfig_Handle_t handle); + +/** + * @brief Get EGL Display + * + * @param[in] handle : Handle to access userGLConfig + * + * @return userGLDisplay of type void pointer + * + */ +SNPE_API +void* Snpe_UserGLConfig_GetUserGLDisplay(Snpe_UserGLConfig_Handle_t handle); + + +/** + * @brief . + * + * A structure Gpu configuration + */ +typedef void* Snpe_UserGpuConfig_Handle_t; + +/** + * @brief . + * + * Creates a new userGpuConfig + * + */ +SNPE_API +Snpe_UserGpuConfig_Handle_t Snpe_UserGpuConfig_Create(); + +/** + * @brief Destroys the userGpuConfig + * + * @param[in] handle : Handle to access userGLConfig + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserGpuConfig_Delete(Snpe_UserGpuConfig_Handle_t handle); + +/** + * @brief Set the userGpuConfig + * + * @param[in] handle : Handle to access userGpuConfig + * + * @param[in] glHandle : Handle needed to access userGlConfig + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +void Snpe_UserGpuConfig_Set(Snpe_UserGpuConfig_Handle_t handle, Snpe_UserGLConfig_Handle_t glHandle); + +/** + * @brief Get the userGpuConfig + * + * @param[in] handle : Handle to access userGpuConfig + * + * @return Handle needed to access userGlConfig + */ +SNPE_API +Snpe_UserGLConfig_Handle_t Snpe_UserGpuConfig_Get_Ref(Snpe_UserGpuConfig_Handle_t handle); + + + +/** + * A typedef to indicate a SNPE PlatformConfig handle + */ +typedef void* Snpe_PlatformConfig_Handle_t; + + +/** + * @brief . + * + * Creates a new PlatformConfig + * + */ +SNPE_API +Snpe_PlatformConfig_Handle_t Snpe_PlatformConfig_Create(); + + +/** + * @brief Copy-Construct a PlatformConfig from another PlatformConfig + * + * @param[in] otherHandle Handle to the other PlatformConfig + * + * @return Handle to the Copy-Constructed PlatformConfig + */ +SNPE_API +Snpe_PlatformConfig_Handle_t Snpe_PlatformConfig_CreateCopy(Snpe_PlatformConfig_Handle_t otherHandle); + +/** + * @brief Destroys the PlatformConfig + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PlatformConfig_Delete(Snpe_PlatformConfig_Handle_t handle); + + +typedef enum +{ + /// Unknown platform type. + SNPE_PLATFORMCONFIG_PLATFORMTYPE_UNKNOWN = 0, + + /// Snapdragon CPU. + SNPE_PLATFORMCONFIG_PLATFORMTYPE_CPU = 1, + + /// Adreno GPU. + SNPE_PLATFORMCONFIG_PLATFORMTYPE_GPU = 2, + + /// Hexagon DSP. + SNPE_PLATFORMCONFIG_PLATFORMTYPE_DSP = 3 +} Snpe_PlatformConfig_PlatformType_t; + + +/** + * @brief Retrieves the platform type + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @return Platform type + */ +SNPE_API +Snpe_PlatformConfig_PlatformType_t Snpe_PlatformConfig_GetPlatformType(Snpe_PlatformConfig_Handle_t handle); + +/** + * @brief Indicates whther the plaform configuration is valid. + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @return 1 if the platform configuration is valid; 0 otherwise. + */ +SNPE_API +int Snpe_PlatformConfig_IsValid(Snpe_PlatformConfig_Handle_t handle); + +/** + * @brief Retrieves the Gpu configuration + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @return userGpuConfig populated with the Gpu configuration. + * + */ +SNPE_API +Snpe_UserGpuConfig_Handle_t Snpe_PlatformConfig_GetUserGpuConfig(Snpe_PlatformConfig_Handle_t handle); + +/** + * @brief Sets the Gpu configuration + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @param[in] gpuHandle : Gpu Configuration handle + * + * @return 1 if Gpu configuration was successfully set; 0 otherwise. + */ +SNPE_API +int Snpe_PlatformConfig_SetUserGpuConfig(Snpe_PlatformConfig_Handle_t handle, Snpe_UserGpuConfig_Handle_t gpuHandle); + +/** + * @brief Sets the platform options + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @param[in] options : Options as a const char* in the form of "keyword:options" + * + * @return 1 if options are pass validation; otherwise 0. If false, the options are not updated. + */ +SNPE_API +int Snpe_PlatformConfig_SetPlatformOptions(Snpe_PlatformConfig_Handle_t handle, const char* options); + +/** + * @brief Indicates whther the plaform configuration is valid. + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @return 1 if the platform configuration is valid; 0 otherwise. + */ +SNPE_API +int Snpe_PlatformConfig_IsOptionsValid(Snpe_PlatformConfig_Handle_t handle); + +/** + * @brief Gets the platform options + * + * @param[in] handle : Handle needed to access the platformConfig + * + * @return Options as a const char* + */ +SNPE_API +const char* Snpe_PlatformConfig_GetPlatformOptions(Snpe_PlatformConfig_Handle_t handle); + +/** + * @brief Sets the platform options + * + * @note the returned string will be invalidated by subsequent calls to this function + * + * @param[in] handle : Handle needed to access the platformConfig + * @param[in] optionName : Name of platform options" + * @param[in] value : Value of specified optionName + * + * @return If 1, add "optionName:value" to platform options if optionName don't exist, otherwise update the + * value of specified optionName. + * If 0, the platform options will not be changed. + */ +SNPE_API +int Snpe_PlatformConfig_SetPlatformOptionValue(Snpe_PlatformConfig_Handle_t handle, const char* optionName, const char* value); + +/** + * @brief Removes the platform options + * + * @param[in] handle : Handle needed to access the platformConfig + * @param[in] optionName : Name of platform options" + * @param[in] value : Value of specified optionName + * + * @return If 1, removed "optionName:value" to platform options if optionName don't exist, do nothing. + * If 0, the platform options will not be changed. + */ +SNPE_API +int Snpe_PlatformConfig_RemovePlatformOptionValue(Snpe_PlatformConfig_Handle_t handle, const char* optionName, const char* value); + +SNPE_API +void Snpe_PlatformConfig_SetIsUserGLBuffer(int isUserGLBuffer); + +SNPE_API +int Snpe_PlatformConfig_GetIsUserGLBuffer(); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_PLATFORMCONFIG_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/PlatformConfig.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/PlatformConfig.hpp new file mode 100644 index 00000000..5995c51b --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/PlatformConfig.hpp @@ -0,0 +1,265 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include "DlSystem/PlatformConfig.h" + +namespace DlSystem { + +struct UserGLConfig +{ + /// Holds user EGL context. + /// + void* userGLContext = nullptr; + + /// Holds user EGL display. + void* userGLDisplay = nullptr; +}; + +struct UserGpuConfig{ + /// Holds user OpenGL configuration. + /// + UserGLConfig userGLConfig; +}; + +class PlatformConfig : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_PlatformConfig_Delete}; + + class UserGLConfigInternal : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserGLConfig_Delete}; + + public: + UserGLConfigInternal() + : BaseType(Snpe_UserGLConfig_Create()) + { } + UserGLConfigInternal(const UserGLConfig& uglc) + : UserGLConfigInternal() + { + setUserGLContext(uglc.userGLContext); + setUserGLDisplay(uglc.userGLDisplay); + } + void setUserGLContext(void* userGLContext){ + Snpe_UserGLConfig_SetUserGLContext(handle(), userGLContext); + } + void setUserGLDisplay(void* userGLDisplay){ + Snpe_UserGLConfig_SetUserGLDisplay(handle(), userGLDisplay); + } + + void* getUserGLContext(){ + return Snpe_UserGLConfig_GetUserGLContext(handle()); + } + void* getUserGLDisplay(){ + return Snpe_UserGLConfig_GetUserGLDisplay(handle()); + } + }; + + + + class UserGpuConfigInternal : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserGpuConfig_Delete}; + + public: + UserGpuConfigInternal() + : BaseType(Snpe_UserGpuConfig_Create()) + { } + + void set(const UserGLConfig& userGLConfig){ + UserGLConfigInternal uglc(userGLConfig); + Snpe_UserGpuConfig_Set(handle(), getHandle(uglc)); + } + + void get(UserGLConfig& uglc){ + UserGLConfigInternal uglci(moveHandle(Snpe_UserGpuConfig_Get_Ref(handle()), true)); + + uglc.userGLContext = uglci.getUserGLContext(); + uglc.userGLDisplay = uglci.getUserGLDisplay(); + } + + }; +public: + + /** + * @brief . + * + * An enum class of all supported platform types + */ + enum class PlatformType_t + { + /// Unknown platform type. + UNKNOWN = 0, + + /// Snapdragon CPU. + CPU = 1, + + /// Adreno GPU. + GPU = 2, + + /// Hexagon DSP. + DSP = 3 + }; + + /** + * @brief . + * + * A union class user platform configuration information + */ + struct PlatformConfigInfo + { + /// Holds user GPU Configuration. + /// + UserGpuConfig userGpuConfig; + + }; + + ~PlatformConfig() = default; + + PlatformConfig() + : BaseType(Snpe_PlatformConfig_Create()) + { } + + PlatformConfig(const PlatformConfig& other) + : BaseType(Snpe_PlatformConfig_CreateCopy(other.handle())) + { } + + /** + * @brief Retrieves the platform type + * + * @return Platform type + */ + PlatformType_t getPlatformType() const{ + return static_cast(Snpe_PlatformConfig_GetPlatformType(handle())); + }; + + /** + * @brief Indicates whther the plaform configuration is valid. + * + * @return True if the platform configuration is valid; false otherwise. + */ + bool isValid() const{ + return Snpe_PlatformConfig_IsValid(handle()); + }; + + /** + * @brief Retrieves the Gpu configuration + * + * @param[out] userGpuConfig The passed in userGpuConfig populated with the Gpu configuration on return. + * + * @return True if Gpu configuration was retrieved; false otherwise. + */ + bool getUserGpuConfig(UserGpuConfig& userGpuConfig) const{ + auto platformType = static_cast(Snpe_PlatformConfig_GetPlatformType(handle())); + if(platformType != PlatformType_t::GPU) return false; + + UserGpuConfigInternal gpuConf(moveHandle(Snpe_PlatformConfig_GetUserGpuConfig(handle()))); + + gpuConf.get(userGpuConfig.userGLConfig); + return true; + } + + /** + * @brief Sets the Gpu configuration + * + * @param[in] userGpuConfig Gpu Configuration + * + * @return True if Gpu configuration was successfully set; false otherwise. + */ + bool setUserGpuConfig(UserGpuConfig& userGpuConfig){ + UserGpuConfigInternal gpuConf; + gpuConf.set(userGpuConfig.userGLConfig); + return Snpe_PlatformConfig_SetUserGpuConfig(handle(), getHandle(gpuConf)); + } + + /** + * @brief Sets the platform options + * + * @param[in] options Options as a string in the form of "keyword:options" + * + * @return True if options are pass validation; otherwise false. If false, the options are not updated. + */ + bool setPlatformOptions(const std::string& options){ + return Snpe_PlatformConfig_SetPlatformOptions(handle(), options.c_str()); + } + + /** + * @brief Indicates whther the plaform configuration is valid. + * + * @return True if the platform configuration is valid; false otherwise. + */ + bool isOptionsValid() const{ + return Snpe_PlatformConfig_IsOptionsValid(handle()); + } + + /** + * @brief Gets the platform options + * + * @return Options as a string + */ + std::string getPlatformOptions() const { + return Snpe_PlatformConfig_GetPlatformOptions(handle()); + } + + /** + * @brief Sets the platform options + * + * @param[in] optionName Name of platform options" + * @param[in] value Value of specified optionName + * + * @return If true, add "optionName:value" to platform options if optionName don't exist, otherwise update the + * value of specified optionName. + * If false, the platform options will not be changed. + */ + bool setPlatformOptionValue(const std::string& optionName, const std::string& value){ + return Snpe_PlatformConfig_SetPlatformOptionValue(handle(), optionName.c_str(), value.c_str()); + } + + /** + * @brief Removes the platform options + * + * @param[in] optionName Name of platform options" + * @param[in] value Value of specified optionName + * + * @return If true, removed "optionName:value" to platform options if optionName don't exist, do nothing. + * If false, the platform options will not be changed. + */ + bool removePlatformOptionValue(const std::string& optionName, const std::string& value){ + return Snpe_PlatformConfig_RemovePlatformOptionValue(handle(), optionName.c_str(), value.c_str()); + } + + static void SetIsUserGLBuffer(bool isUserGLBuffer){ + Snpe_PlatformConfig_SetIsUserGLBuffer(isUserGLBuffer); + } + static bool GetIsUserGLBuffer(){ + return Snpe_PlatformConfig_GetIsUserGLBuffer(); + } + +}; + + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserGLConfig) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserGpuConfig) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, PlatformConfig) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/RuntimeList.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/RuntimeList.h new file mode 100644 index 00000000..2b699a7a --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/RuntimeList.h @@ -0,0 +1,203 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_RUNTIME_LIST_H +#define DL_SYSTEM_RUNTIME_LIST_H + +#include + +#include "DlSystem/DlEnums.h" +#include "DlSystem/DlError.h" + +#include "StringList.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE RuntimeList handle + */ +typedef void* Snpe_RuntimeList_Handle_t; + +/** + * @brief . + * + * Creates a new runtime list + * + */ +SNPE_API +Snpe_RuntimeList_Handle_t Snpe_RuntimeList_Create(); + + +/** + * Copy-Constructs a RuntimeList and returns a handle to it + * + * @param runtimeListHandle the other RuntimeList to copy + * + * @return the handle to the created RuntimeList + */ +SNPE_API +Snpe_RuntimeList_Handle_t Snpe_RuntimeList_CreateCopy(Snpe_RuntimeList_Handle_t runtimeListHandle); + +/** + * @brief Destroys the RuntimeList + * + * @param[in] runtimeListHandle : Handle needed to access the runtimeList + * + * @return Error code. Returns SNPE_SUCCESS if destruction successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeList_Delete(Snpe_RuntimeList_Handle_t runtimeListHandle); + +/** + * Copy-assigns the contents of srcHandle into dstHandle + * + * @param src Source RuntimeList handle + * + * @param dst Destination RuntimeList handle + * + * @return SNPE_SUCCESS on successful copy-assignment + */ +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeList_Assign(Snpe_RuntimeList_Handle_t src, Snpe_RuntimeList_Handle_t dst); + +/** + * @brief Returns the Runtime from list at position index + * + * @param[in] runtimeListHandle: Handle needed to access the runtimeList + * + * @param[in] index : position in runtimeList + * + * @return The Runtime from list at position index + */ +SNPE_API +Snpe_Runtime_t Snpe_RuntimeList_GetRuntime(Snpe_RuntimeList_Handle_t runtimeListHandle, int index); + +/** + * @brief Set the Runtime of the list at position index + * + * @param[in] runtimeListHandle : Handle needed to access the runtimeList + * + * @param[in] index : position in runtimeList + * + * @param[in] runtime : The Runtime to assign to position index + * + * @return SNPE_SUCCESS on success + */ +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeList_SetRuntime(Snpe_RuntimeList_Handle_t runtimeListHandle, size_t index, Snpe_Runtime_t runtime); + +/** + * @brief Adds runtime to the end of the runtime list + * order of precedence is former followed by latter entry + * + * @param[in] runtimeListHandle: Handle needed to access the runtimeList + * + * @param[in] runtime to add + * + * @return Error code. Ruturns SNPE_SUCCESS If the runtime added successfully + */ +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeList_Add(Snpe_RuntimeList_Handle_t runtimeListHandle, Snpe_Runtime_t runtime); + +/** + * @brief Removes the runtime from the list + * + * @param[in] runtimeListHandle: Handle needed to access the runtimeList + * + * @param[in] runtime to be removed + * + * @return Error code. Ruturns SNPE_SUCCESS If the runtime removed successfully + */ +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeList_Remove(Snpe_RuntimeList_Handle_t runtimeListHandle, Snpe_Runtime_t runtime) ; + +/** + * @brief Returns the number of runtimes in the list + * + * @param[in] runtimeListHandle: Handle needed to access the runtimeList + * + * @return number of entries in the runtimeList. + */ +SNPE_API +size_t Snpe_RuntimeList_Size(Snpe_RuntimeList_Handle_t runtimeListHandle) ; + +/** + * @brief Returns 1 if the list is empty + * + * @param[in] runtimeListHandle: Handle needed to access the runtimeList + * + * @return 1 if list empty, 0 otherwise. + */ +SNPE_API +int Snpe_RuntimeList_Empty(Snpe_RuntimeList_Handle_t runtimeListHandle) ; + +/** + * @brief . + * + * Removes all runtime from the list + * + * @param[in] runtimeListHandle: Handle needed to access the runtimeList + * + * @return Error code. Returns SNPE_SUCCESS if runtime list is cleared successfully. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeList_Clear(Snpe_RuntimeList_Handle_t runtimeListHandle); + +/** + * @brief Get a StringList of names from the runtime list in order of precedence + * + * @param runtimeListHandle Handle to a RuntimeList + * + * @return Handle to a StringList + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_RuntimeList_GetRuntimeListNames(Snpe_RuntimeList_Handle_t runtimeListHandle); + +/** + * @brief . + * + * @param[in] runtime const char* + * Returns a Runtime enum corresponding to the in param string + * + */ +SNPE_API +Snpe_Runtime_t Snpe_RuntimeList_StringToRuntime(const char* str); + +/** + * @brief . + * + * @param[in] runtime + * Returns a const char* corresponding to the in param runtime enum + * + */ +SNPE_API +const char* Snpe_RuntimeList_RuntimeToString(Snpe_Runtime_t runtime); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_RUNTIME_LIST_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/RuntimeList.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/RuntimeList.hpp new file mode 100644 index 00000000..a2abf2b7 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/RuntimeList.hpp @@ -0,0 +1,115 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "StringList.hpp" +#include "DlEnums.hpp" +#include "DlSystem/RuntimeList.h" + + + + + + +namespace DlSystem { + +class RuntimeList : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_RuntimeList_Delete}; + + static Runtime_t GetRuntime(HandleType handle, size_t idx){ + return static_cast(Snpe_RuntimeList_GetRuntime(handle, int(idx))); + } + static Snpe_ErrorCode_t SetRuntime(HandleType handle, size_t idx, Runtime_t runtime){ + return Snpe_RuntimeList_SetRuntime(handle, idx, static_cast(runtime)); + } + +private: + using RuntimeReference = WrapperDetail::MemberIndexedReference; + friend RuntimeReference; + +public: + + RuntimeList() + : BaseType(Snpe_RuntimeList_Create()) + { } + RuntimeList(const RuntimeList& other) + : BaseType(Snpe_RuntimeList_CreateCopy(other.handle())) + { } + RuntimeList(RuntimeList&& other) noexcept + : BaseType(std::move(other)) + { } + + RuntimeList(const Runtime_t& runtime) + : BaseType(Snpe_RuntimeList_Create()) + { + Snpe_RuntimeList_Add(handle(), static_cast(runtime)); + } + + RuntimeList& operator=(const RuntimeList& other){ + if(this != &other){ + Snpe_RuntimeList_Assign(other.handle(), handle()); + } + return *this; + } + + RuntimeList& operator=(RuntimeList&& other) noexcept{ + return moveAssign(std::move(other)); + } + + Runtime_t operator[](size_t idx) const{ + return GetRuntime(handle(), idx); + } + + RuntimeReference operator[](size_t idx) noexcept{ + return {*this, idx}; + } + + bool add(const Runtime_t& runtime){ + return SNPE_SUCCESS == Snpe_RuntimeList_Add(handle(), static_cast(runtime)); + } + + void remove(Runtime_t runtime) noexcept{ + Snpe_RuntimeList_Remove(handle(), static_cast(runtime)); + } + + size_t size() const noexcept{ + return Snpe_RuntimeList_Size(handle()); + } + + bool empty() const noexcept{ + return Snpe_RuntimeList_Empty(handle()); + } + + void clear() noexcept{ + Snpe_RuntimeList_Clear(handle()); + } + + StringList getRuntimeListNames() const{ + return moveHandle(Snpe_RuntimeList_GetRuntimeListNames(handle())); + } + + static Runtime_t stringToRuntime(const char* runtimeStr){ + return static_cast(Snpe_RuntimeList_StringToRuntime(runtimeStr)); + } + static const char* runtimeToString(Runtime_t runtime){ + return Snpe_RuntimeList_RuntimeToString(static_cast(runtime)); + } + +}; + + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, RuntimeList) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/SnpeApiExportDefine.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/SnpeApiExportDefine.h new file mode 100644 index 00000000..62c6718f --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/SnpeApiExportDefine.h @@ -0,0 +1,34 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +// Macro controlling visibility of SNPE API + +#ifdef __cplusplus +extern "C" { +#endif + +#ifndef SNPE_API +#define SNPE_API +#endif + +#ifdef __cplusplus +} // extern "C" +#endif diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/String.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/String.hpp new file mode 100644 index 00000000..85b2ef22 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/String.hpp @@ -0,0 +1,70 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + + +#include + + +#include "Wrapper.hpp" + +namespace DlSystem{ + + +// Just a backwards compatible wrapper for std::string +class String{ +public: + String() = delete; + explicit String(const std::string& str) + : m_String(str) + { } + explicit String(std::string&& str) noexcept + : m_String(std::move(str)) + { } + + explicit String(const char* str) + : m_String(str) + { } + + String(String&& other) noexcept = default; + String(const String& other) = delete; + + + String& operator=(String&& other) noexcept = default; + String& operator=(const String& other) = delete; + + bool operator<(const String& rhs) const noexcept{ return m_String < rhs.m_String; } + bool operator>(const String& rhs) const noexcept{ return m_String > rhs.m_String; } + bool operator<=(const String& rhs) const noexcept{ return m_String <= rhs.m_String; } + bool operator>=(const String& rhs) const noexcept{ return m_String >= rhs.m_String; } + bool operator==(const String& rhs) const noexcept{ return m_String == rhs.m_String; } + bool operator!=(const String& rhs) const noexcept{ return m_String != rhs.m_String; } + + + bool operator<(const std::string& rhs) const noexcept{ return m_String < rhs; } + bool operator>(const std::string& rhs) const noexcept{ return m_String > rhs; } + bool operator<=(const std::string& rhs) const noexcept{ return m_String <= rhs; } + bool operator>=(const std::string& rhs) const noexcept{ return m_String >= rhs; } + bool operator==(const std::string& rhs) const noexcept{ return m_String == rhs; } + bool operator!=(const std::string& rhs) const noexcept{ return m_String != rhs; } + + + const char* c_str() const noexcept{ return m_String.c_str(); } + + explicit operator std::string&() noexcept{ return m_String; } + explicit operator const std::string&() const noexcept{ return m_String; } + +private: + std::string m_String; +}; + + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, String) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/StringList.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/StringList.h new file mode 100644 index 00000000..faa793b3 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/StringList.h @@ -0,0 +1,154 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_STRING_LIST_H +#define DL_SYSTEM_STRING_LIST_H + +#ifdef __cplusplus +#include +#else +#include +#endif + +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + +#ifdef __cplusplus +extern "C" { +#endif + +/** + * A typedef to indicate a SNPE StringList handle + */ +typedef void* Snpe_StringList_Handle_t; + +/** + * Constructs a StringList and returns a handle to it + * + * @return the handle to the created StringList + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_StringList_Create(); + +/** + * Constructs a StringList and returns a handle to it + * + * @param[in] size : size of list + * + * @return the handle to the created StringList + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_StringList_CreateSize(size_t size); + +/** + * Constructs a StringList and returns a handle to it + * + * @param[in] other : StringList handle to be copied from + * + * @return the handle to the created StringList + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_StringList_CreateCopy(Snpe_StringList_Handle_t other); + +/** + * Destroys/frees a StringList + * + * @param[in] stringListHandle : Handle to access the stringList + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_StringList_Delete(Snpe_StringList_Handle_t stringListHandle); + + +/** + * Append a string to the list. + * + * @param[in] stringListHandle : Handle to access the stringList + * @param[in] str Null-terminated ASCII string to append to the list. + * + * @return SNPE_SUCCESS if Append operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_StringList_Append(Snpe_StringList_Handle_t stringListHandle, const char* string); + +/** + * Returns the string at the indicated position, + * or an empty string if the positions is greater than the size + * of the list. + * + * @param[in] stringListHandle : Handle to access the stringList + * @param[in] idx Position in the list of the desired string + * + * @return the string at the indicated position + */ +SNPE_API +const char* Snpe_StringList_At(Snpe_StringList_Handle_t stringListHandle, size_t idx); + +/** + * Pointer to the first string in the list. + * Can be used to iterate through the list. + * + * @param[in] stringListHandle : Handle to access the stringList + * + * @return Pointer to the first string in the list. + */ +SNPE_API +const char** Snpe_StringList_Begin(Snpe_StringList_Handle_t stringListHandle); + +/** + * Pointer to one after the last string in the list. + * Can be used to iterate through the list. + * + * @param[in] stringListHandle : Handle to access the stringList + * + * @return Pointer to one after the last string in the list + */ +SNPE_API +const char** Snpe_StringList_End(Snpe_StringList_Handle_t stringListHandle); + +/** + * Return the number of valid string pointers held by this list. + * + * @param[in] stringListHandle : Handle to access the stringList + * + * @return The size of the StringList + */ +SNPE_API +size_t Snpe_StringList_Size(Snpe_StringList_Handle_t stringListHandle); + +/** + * Copy-assigns the contents of src into dst + * + * @param src Source StringList handle + * @param dst Destination StringList handle + * + * @return SNPE_SUCCESS on successful copy-assignment + */ +SNPE_API +Snpe_ErrorCode_t Snpe_StringList_Assign(Snpe_StringList_Handle_t src, Snpe_StringList_Handle_t dst); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_STRING_LIST_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/StringList.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/StringList.hpp new file mode 100644 index 00000000..2fd84bf1 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/StringList.hpp @@ -0,0 +1,73 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "DlSystem/DlError.hpp" + +#include "DlSystem/StringList.h" + + +namespace DlSystem { + +class StringList : public Wrapper{ + friend BaseType; + using BaseType::BaseType; + static constexpr DeleteFunctionType DeleteFunction = Snpe_StringList_Delete; + +public: + StringList() + : BaseType(Snpe_StringList_Create()) + { } + explicit StringList(size_t length) + : BaseType(Snpe_StringList_CreateSize(length)) + { } + StringList(const StringList& other) + : BaseType(Snpe_StringList_CreateCopy(other.handle())) + { } + StringList(StringList&& other) noexcept + : BaseType(std::move(other)) + { } + + + StringList& operator=(const StringList& other){ + if(this != &other){ + Snpe_StringList_Assign(other.handle(), handle()); + } + return *this; + } + StringList& operator=(StringList&& other) noexcept{ + return moveAssign(std::move(other)); + } + + + DlSystem::ErrorCode append(const char* str){ + return static_cast(Snpe_StringList_Append(handle(), str)); + } + + const char* at(size_t idx) const noexcept{ + return Snpe_StringList_At(handle(), idx); + } + + const char** begin() const noexcept{ + return Snpe_StringList_Begin(handle()); + } + const char** end() const noexcept{ + return Snpe_StringList_End(handle()); + } + + size_t size() const noexcept{ + return Snpe_StringList_Size(handle()); + } + +}; + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, StringList) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorMap.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorMap.h new file mode 100644 index 00000000..aa367eda --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorMap.h @@ -0,0 +1,154 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_TENSORMAP_H +#define DL_SYSTEM_TENSORMAP_H + +#include "DlSystem/ITensor.h" +#include "DlSystem/StringList.h" +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + +#ifdef __cplusplus +extern "C" { +#endif + +/** + * A typedef to indicate a SNPE Tensor Map handle + */ +typedef void* Snpe_TensorMap_Handle_t; + + +/** + * Constructs a TensorMap and returns a handle to it + * + * @return the handle to the created TensorMap + */ +SNPE_API +Snpe_TensorMap_Handle_t Snpe_TensorMap_Create(); + + +/** + * Copy-Constructs a TensorMap and returns a handle to it + * + * @param tensorMapHandle the other TensorMap to copy + * + * @return the handle to the created TensorMap + */ +SNPE_API +Snpe_TensorMap_Handle_t Snpe_TensorMap_CreateCopy(Snpe_TensorMap_Handle_t tensorMapHandle); + +/** + * Copy-assigns the contents of srcHandle into dstHandle + * + * @param src Source TensorMap handle + * + * @param dst Destination TensorMap handle + * + * @return SNPE_SUCCESS on successful copy-assignment + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorMap_Assign(Snpe_TensorMap_Handle_t srcHandle, Snpe_TensorMap_Handle_t dstHandle); + + +/** + * Destroys/frees Tensor Map + * + * @param[in] handle : handle to tensorMap + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorMap_Delete(Snpe_TensorMap_Handle_t handle); + +/** + * @brief Adds a name and the corresponding tensor pointer + * to the map + * + * @param[in] handle : Handle to tensorMap + * @param[in] name : The name of the tensor + * @param[in] tensorHandle : Handle to access ITensor + * + * @note If a tensor with the same name already exists, the + * tensor is replaced with the existing tensor. + */ +SNPE_API +void Snpe_TensorMap_Add(Snpe_TensorMap_Handle_t handle, const char *name, Snpe_ITensor_Handle_t tensorHandle); + +/** + * @brief Removes a mapping of tensor and its name by its name + * + * @param[in] handle : Handle to tensorMap + * @param[in] name : The name of tensor to be removed + * + * @note If no tensor with the specified name is found, nothing + * is done. + */ +SNPE_API +void Snpe_TensorMap_Remove(Snpe_TensorMap_Handle_t handle, const char *name); + +/** + * @brief Returns the number of tensors in the map + * + * @param[in] handle : Handle to tensorMap + * + * @return Number of tensors in the map + */ +SNPE_API +size_t Snpe_TensorMap_Size(Snpe_TensorMap_Handle_t handle); + +/** + * @brief . + * + * @param[in] handle : Handle to tensorMap + * Removes all tensors from the map + */ +SNPE_API +void Snpe_TensorMap_Clear(Snpe_TensorMap_Handle_t handle); + +/** + * @brief Returns the tensor given its name. + * + * @param[in] handle : Handle to tensorMap + * @param[in] name : The name of the tensor to get. + * + * @return nullptr if no tensor with the specified name is + * found; otherwise, a valid pointer to the tensor. + */ +SNPE_API +Snpe_ITensor_Handle_t Snpe_TensorMap_GetTensor_Ref(Snpe_TensorMap_Handle_t handle, const char *name); + +/** + * @brief . + * + * @param[in] handle : Handle to tensorMap + * + * @return A StringList of the names of all tensors + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_TensorMap_GetTensorNames(Snpe_TensorMap_Handle_t handle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_TENSOR_MAP_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorMap.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorMap.hpp new file mode 100644 index 00000000..20a6c21f --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorMap.hpp @@ -0,0 +1,81 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "DlSystem/ITensor.hpp" +#include "DlSystem/StringList.hpp" +#include "DlSystem/DlError.hpp" + +#include "DlSystem/TensorMap.h" + +namespace DlSystem { + +class TensorMap : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_TensorMap_Delete}; +public: + + TensorMap() + : BaseType(Snpe_TensorMap_Create()) + { } + + TensorMap(const TensorMap& other) + : BaseType(Snpe_TensorMap_CreateCopy(other.handle())) + { } + + TensorMap(TensorMap&& other) noexcept + : BaseType(std::move(other)) + { } + + TensorMap& operator=(const TensorMap& other){ + if(this != &other){ + Snpe_TensorMap_Assign(other.handle(), handle()); + } + return *this; + } + TensorMap& operator=(TensorMap&& other) noexcept{ + return moveAssign(std::move(other)); + } + + DlSystem::ErrorCode add(const char* name, ITensor* tensor){ + if(!tensor) return DlSystem::ErrorCode::SNPE_CAPI_BAD_ARGUMENT; + Snpe_TensorMap_Add(handle(), name, getHandle(*tensor)); + return DlSystem::ErrorCode::NONE; + } + + void remove(const char* name) noexcept{ + Snpe_TensorMap_Remove(handle(), name); + } + + size_t size() const noexcept{ + return Snpe_TensorMap_Size(handle()); + } + + void clear() noexcept{ + Snpe_TensorMap_Clear(handle()); + } + + + ITensor* getTensor(const char* name) const noexcept{ + return makeReference(Snpe_TensorMap_GetTensor_Ref(handle(), name)); + } + + StringList getTensorNames() const{ + return moveHandle(Snpe_TensorMap_GetTensorNames(handle())); + } + +}; + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, TensorMap) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShape.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShape.h new file mode 100644 index 00000000..1fde628c --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShape.h @@ -0,0 +1,174 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_TENSOR_SHAPE_H +#define DL_SYSTEM_TENSOR_SHAPE_H + +#include + +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE TensorShape handle + */ +typedef void* Snpe_TensorShape_Handle_t; + + +/** + * @brief . + * + * Creates a new shape with a list of dims specified in array + * + * @param[in] dims The dimensions are specified in which the last + * element of the vector represents the fastest varying + * dimension and the zeroth element represents the slowest + * varying, etc. + * + * @param[in] size Size of the array. + * + * @return the handle to the created TensorShape + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_TensorShape_CreateDimsSize(const size_t *dims, size_t size); + +/** + * Constructs a TensorShape and returns a handle to it + * + * @return the handle to the created TensorShape + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_TensorShape_Create(); + +/** + * @brief . + * + * copy constructor. + * @param[in] other object to copy. + * + * @return the handle to the created TensorShape. + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_TensorShape_CreateCopy(Snpe_TensorShape_Handle_t other); + +/** + * Destroys/frees Tensor Shape + * + * @param[in] handle : handle to tensorShape + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShape_Delete(Snpe_TensorShape_Handle_t tensorShapeHandle); + +/** + * Copy-assigns the contents of srcHandle into dstHandle + * + * @param srcHandle Source TensorShape handle + * @param dstHandle Destination TensorShape handle + * + * @return SNPE_SUCCESS on successful copy-assignment + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShape_Assign(Snpe_TensorShape_Handle_t srcHandle, Snpe_TensorShape_Handle_t dstHandle); + +/** + * @brief . + * + * Concatenates additional dimensions specified in + * the array to the existing dimensions. + * + * @param[in] handle : handle to tensorShape + * @param[in] dims The dimensions are specified in which the last + * element of the vector represents the fastest varying + * dimension and the zeroth element represents the slowest + * varying, etc. + * + * @param[in] size Size of the array. + * + */ +SNPE_API +void Snpe_TensorShape_Concatenate(Snpe_TensorShape_Handle_t tensorShape, const size_t *dims, size_t size); + +/** + * @brief . + * + * @param[in] handle : handle to tensorShape + * + * Retrieves the rank i.e. number of dimensions. + * + * @return The rank + */ +SNPE_API +size_t Snpe_TensorShape_Rank(Snpe_TensorShape_Handle_t tensorShape); + +/** + * @brief . + * + * @param[in] handle : handle to tensorShape + * + * @param[in] index : Position in the dimension array. + * + * @return The dimension value in tensor shape + */ +SNPE_API +size_t Snpe_TensorShape_At(Snpe_TensorShape_Handle_t tensorShapeHandle, size_t index); + +/** + * @brief Set a value in a TensorShape at the provided index + * + * @param[in] handle : handle to tensorShape + * + * @param[in] index : Position in the dimension array. + * + * @param[in] value : Dimension value to set + * + * @return SNPE_SUCCESS on success + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShape_Set(Snpe_TensorShape_Handle_t tensorShapeHandle, size_t index, size_t value); + +/** + * @brief . + * + * Retrieves a pointer to the first dimension of shape + * + * @param[in] handle : handle to tensorShape + * + * @return nullptr if no dimension exists; otherwise, points to + * the first dimension. + * + */ +SNPE_API +const size_t* Snpe_TensorShape_GetDimensions(Snpe_TensorShape_Handle_t tensorShape); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_TENSOR_SHAPE_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShape.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShape.hpp new file mode 100644 index 00000000..776637c7 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShape.hpp @@ -0,0 +1,104 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include +#include +#include + +#include "Wrapper.hpp" + +#include "DlSystem/TensorShape.h" + +namespace DlSystem { + + +using Dimension = size_t; + + + +class TensorShape : public Wrapper { + friend BaseType; + using BaseType::BaseType; + +protected: + static constexpr DeleteFunctionType DeleteFunction{Snpe_TensorShape_Delete}; + +private: + using DimensionReference = WrapperDetail::MemberIndexedReference; + friend DimensionReference; + +public: + + TensorShape() + : BaseType(Snpe_TensorShape_Create()) + { } + + TensorShape(const TensorShape& other) + : BaseType(Snpe_TensorShape_CreateCopy(other.handle())) + { } + + TensorShape(TensorShape&& other) noexcept + : BaseType(std::move(other)) + { } + + TensorShape(std::initializer_list dims) + : BaseType(Snpe_TensorShape_CreateDimsSize(dims.begin(), dims.size())) + { } + + TensorShape& operator=(const TensorShape& other) noexcept{ + if(this != &other){ + Snpe_TensorShape_Assign(other.handle(), handle()); + } + return *this; + } + + TensorShape& operator=(TensorShape&& other) noexcept{ + return moveAssign(std::move(other)); + } + + TensorShape(const size_t *dims, size_t size) + : BaseType(Snpe_TensorShape_CreateDimsSize(dims, size)) + { } + + TensorShape(const std::vector& dims) + : TensorShape(dims.data(), dims.size()) + { } + + + void concatenate(const size_t *dims, size_t size){ + Snpe_TensorShape_Concatenate(handle(), dims, size); + } + + void concatenate(const size_t &dim){ + return concatenate(&dim, 1); + } + + size_t operator[](size_t idx) const{ + return Snpe_TensorShape_At(handle(), idx); + } + + DimensionReference operator[](size_t idx){ + return {*this, idx}; + } + + size_t rank() const{ + return Snpe_TensorShape_Rank(handle()); + } + + const size_t* getDimensions() const{ + return Snpe_TensorShape_GetDimensions(handle()); + } + + +}; + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, Dimension) +ALIAS_IN_ZDL_NAMESPACE(DlSystem, TensorShape) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShapeMap.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShapeMap.h new file mode 100644 index 00000000..520fa5ab --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShapeMap.h @@ -0,0 +1,163 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + + +/** + * @file + */ + +#ifndef _SNPE_TENSOR_SHAPE_MAP_H_ +#define _SNPE_TENSOR_SHAPE_MAP_H_ + + +#ifdef __cplusplus +#include +#else +#include +#endif + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" + +#include "DlSystem/TensorShape.h" +#include "DlSystem/StringList.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE TensorShapeMap handle + */ +typedef void* Snpe_TensorShapeMap_Handle_t; + +/** + * Constructs a TensorShapeMap and returns a handle to it + * + * @return the handle to the created TensorShapeMap + */ +SNPE_API +Snpe_TensorShapeMap_Handle_t Snpe_TensorShapeMap_Create(); + +/** + * @brief . + * + * copy constructor. + * + * @param[in] tsmHandle : Handle to the other object to copy. + * @return the handle to the created TensorShapeMap + */ +SNPE_API +Snpe_TensorShapeMap_Handle_t Snpe_TensorShapeMap_CreateCopy(Snpe_TensorShapeMap_Handle_t tsmHandle); + +/** + * Destroys/frees Tensor Shape Map + * + * @param[in] tsmhandle : handle to access Tensor Shape Map + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShapeMap_Delete(Snpe_TensorShapeMap_Handle_t tsmHandle); + +/** + * @brief . + * + * assignment operator. Copy-assigns from srcHandle to dstHandle + * @param[in] srcHandle : handle to source Tensor Shape Map object + * @param[out] dstHandle : handle to destination Tensor Shape Map object + * + * @return Returns SNPE_SUCCESS if Assignment successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShapeMap_Assign(Snpe_TensorShapeMap_Handle_t srcHandle, Snpe_TensorShapeMap_Handle_t dstHandle); + +/** + * @brief Adds a name and the corresponding tensor pointer + * to the map + * + * @param[in] tsmhandle : handle to access Tensor Shape Map + * @param[in] name The name of the tensor + * @param[in] tsHandle : Handle to access Tensor Shape + * + * @return Returns SNPE_SUCCESS if Add operation successful + * @note If a tensor with the same name already exists, no new + * tensor is added. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShapeMap_Add(Snpe_TensorShapeMap_Handle_t tsmHandle, const char* name, Snpe_TensorShape_Handle_t tsHandle); + +/** + * @brief Removes a mapping of tensor and its name by its name + * + * @param[in] tsmhandle : handle to access Tensor Shape Map + * @param[in] name The name of tensor to be removed + * @return Returns SNPE_SUCCESS if Remove operation successful + * + * @note If no tensor with the specified name is found, nothing + * is done. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShapeMap_Remove(Snpe_TensorShapeMap_Handle_t tsmHandle, const char* name); + +/** + * @brief Returns the number of tensors in the map + * @param[in] tsmhandle : handle to access Tensor Shape Map + * @return Returns number entries in TensorShapeMap + */ +SNPE_API +size_t Snpe_TensorShapeMap_Size(Snpe_TensorShapeMap_Handle_t tsmHandle); + +/** + * @brief . + * + * Removes all tensors from the map + * @param[in] tsmhandle : handle to access Tensor Shape Map + * @return Returns SNPE_SUCCESS if Clear operation successful + */ +SNPE_API +Snpe_ErrorCode_t Snpe_TensorShapeMap_Clear(Snpe_TensorShapeMap_Handle_t tsmHandle); + +/** + * @brief Returns the tensor given its name. + * + * @param[in] tsmhandle : handle to access Tensor Shape Map + * @param[in] name The name of the tensor to get. + * + * @return nullptr if no tensor with the specified name is + * found; otherwise, a valid Tensor Shape Handle. + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_TensorShapeMap_GetTensorShape(Snpe_TensorShapeMap_Handle_t tsmHandle, const char* name); + +/** + * @brief . + * + * @param[in] tsmHandle : handle to access Tensor Shape Map + * @return A stringList Handle to access names of all tensor shapes + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_TensorShapeMap_GetTensorShapeNames(Snpe_TensorShapeMap_Handle_t tsmHandle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_TENSOR_SHAPE_MAP_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShapeMap.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShapeMap.hpp new file mode 100644 index 00000000..8b79a6e2 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/TensorShapeMap.hpp @@ -0,0 +1,77 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include "DlSystem/StringList.hpp" +#include "DlSystem/TensorShape.hpp" +#include "DlSystem/DlError.hpp" + +#include "DlSystem/TensorShapeMap.h" + +namespace DlSystem { + +class TensorShapeMap : public Wrapper { + friend BaseType; + using BaseType::BaseType; + static constexpr DeleteFunctionType DeleteFunction{Snpe_TensorShapeMap_Delete}; + +public: + TensorShapeMap() + : BaseType(Snpe_TensorShapeMap_Create()) + { } + TensorShapeMap(const TensorShapeMap& other) + : BaseType(Snpe_TensorShapeMap_CreateCopy(other.handle())) + { } + TensorShapeMap(TensorShapeMap&& other) noexcept + : BaseType(std::move(other)) + { } + + TensorShapeMap& operator=(const TensorShapeMap& other){ + if(this != &other){ + Snpe_TensorShapeMap_Assign(other.handle(), handle()); + } + return *this; + } + TensorShapeMap& operator=(TensorShapeMap&& other) noexcept{ + return moveAssign(std::move(other)); + } + + DlSystem::ErrorCode add(const char *name, const TensorShape& tensorShape){ + return static_cast( + Snpe_TensorShapeMap_Add(handle(), name, getHandle(tensorShape)) + ); + } + + DlSystem::ErrorCode remove(const char* name) noexcept{ + return static_cast(Snpe_TensorShapeMap_Remove(handle(), name)); + } + + size_t size() const noexcept{ + return Snpe_TensorShapeMap_Size(handle()); + } + + DlSystem::ErrorCode clear() noexcept{ + return static_cast(Snpe_TensorShapeMap_Clear(handle())); + } + + TensorShape getTensorShape(const char* name) const noexcept{ + return moveHandle(Snpe_TensorShapeMap_GetTensorShape(handle(), name)); + } + + StringList getTensorShapeNames() const{ + return moveHandle(Snpe_TensorShapeMap_GetTensorShapeNames(handle())); + } + +}; + +} // ns DlSystem + + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, TensorShapeMap) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserBufferMap.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserBufferMap.h new file mode 100644 index 00000000..2da1c792 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserBufferMap.h @@ -0,0 +1,151 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_USER_BUFFER_MAP_H +#define DL_SYSTEM_USER_BUFFER_MAP_H + +#include "DlSystem/StringList.h" +#include "DlSystem/IUserBuffer.h" +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE UserBufferMap handle + */ +typedef void* Snpe_UserBufferMap_Handle_t; + +/** + * @brief . + * + * Creates a new empty UserBuffer map + */ +SNPE_API +Snpe_UserBufferMap_Handle_t Snpe_UserBufferMap_Create(); + +/** + * copy constructor. + * @param[in] other : Handle to the other userBufferMap to be copied from. + */ +SNPE_API +Snpe_UserBufferMap_Handle_t Snpe_UserBufferMap_CreateCopy(Snpe_UserBufferMap_Handle_t other); + + +/** + * @brief Adds a name and the corresponding UserBuffer pointer + * to the map + * + * @param[in] handle : Handle to access UserBufferMap + * @param[in] name : The name of the UserBuffer + * @param[in] bufferHandle : Handle to access UserBuffer + * + * @note If a UserBuffer with the same name already exists, the new + * UserBuffer pointer would be updated. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferMap_Add(Snpe_UserBufferMap_Handle_t handle, const char *name, Snpe_IUserBuffer_Handle_t bufferHandle); + +/** + * @brief Removes a mapping of one UserBuffer and its name by its name + * + * @param[in] handle : Handle to access UserBufferMap + * + * @param[in] name : The name of UserBuffer to be removed + * + * @note If no UserBuffer with the specified name is found, nothing + * is done. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferMap_Remove(Snpe_UserBufferMap_Handle_t handle, const char *name); + +/** + * @brief Returns the number of UserBuffers in the map + * @param[in] handle : Handle to access UserBufferMap + */ +SNPE_API +size_t Snpe_UserBufferMap_Size(Snpe_UserBufferMap_Handle_t handle); + +/** + * @brief . + * + * @param[in] handle : Handle to access UserBufferMap + * Removes all UserBuffers from the map + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferMap_Clear(Snpe_UserBufferMap_Handle_t handle); + +/** + * @brief Returns the UserBuffer given its name. + * + * @param[in] handle : Handle to access UserBufferMap + * + * @param[in] name : The name of the UserBuffer to get. + * + * @return nullptr if no UserBuffer with the specified name is + * found; otherwise, a valid pointer to the UserBuffer. + */ +SNPE_API +Snpe_IUserBuffer_Handle_t Snpe_UserBufferMap_GetUserBuffer_Ref(Snpe_UserBufferMap_Handle_t handle , const char *name); + +/** + * @brief . + * + * Returns the names of all UserBuffers + * + * @param[in] handle : Handle to access UserBufferMap + * + * @return A list of UserBuffer names. + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_UserBufferMap_GetUserBufferNames(Snpe_UserBufferMap_Handle_t handle); + +/** + * Copy-assigns the contents of srcHandle into dstHandle + * + * @param src Source UserBufferMap handle + * @param dst Destination UserBufferMap handle + * + * @return SNPE_SUCCESS on successful copy-assignment + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferMap_Assign(Snpe_UserBufferMap_Handle_t srcHandle, Snpe_UserBufferMap_Handle_t dstHandle); + +/** + * Destroys/frees UserBuffer Map + * + * @param[in] handle : Handle to access UserBuffer Map + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferMap_Delete(Snpe_UserBufferMap_Handle_t handle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_USER_BUFFER_MAP_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserBufferMap.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserBufferMap.hpp new file mode 100644 index 00000000..acf3207c --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserBufferMap.hpp @@ -0,0 +1,80 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include + +#include "Wrapper.hpp" +#include "DlSystem/DlError.hpp" +#include "DlSystem/StringList.hpp" +#include "DlSystem/IUserBuffer.hpp" + +#include "DlSystem/UserBufferMap.h" + +namespace DlSystem { + +class UserBufferMap : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserBufferMap_Delete}; + +public: + UserBufferMap() + : BaseType(Snpe_UserBufferMap_Create()) + { } + + UserBufferMap(const UserBufferMap& other) + : BaseType(Snpe_UserBufferMap_CreateCopy(other.handle())) + { } + UserBufferMap(UserBufferMap&& other) noexcept + : BaseType(std::move(other)) + { } + + UserBufferMap& operator=(const UserBufferMap& other){ + if(this != &other){ + Snpe_UserBufferMap_Assign(other.handle(), handle()); + } + return *this; + } + UserBufferMap& operator=(UserBufferMap&& other) noexcept{ + return moveAssign(std::move(other)); + } + + DlSystem::ErrorCode add(const char* name, IUserBuffer* buffer){ + if(!buffer) return ErrorCode::SNPE_CAPI_BAD_ARGUMENT; + return static_cast(Snpe_UserBufferMap_Add(handle(), name, getHandle(*buffer))); + } + + DlSystem::ErrorCode remove(const char* name) noexcept{ + return static_cast(Snpe_UserBufferMap_Remove(handle(), name)); + } + + size_t size() const noexcept{ + return Snpe_UserBufferMap_Size(handle()); + } + + DlSystem::ErrorCode clear() noexcept{ + return static_cast(Snpe_UserBufferMap_Clear(handle())); + } + + IUserBuffer* getUserBuffer(const char* name) const noexcept{ + return makeReference(Snpe_UserBufferMap_GetUserBuffer_Ref(handle(), name)); + } + + StringList getUserBufferNames() const{ + return moveHandle(Snpe_UserBufferMap_GetUserBufferNames(handle())); + } + +}; + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserBufferMap) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserMemoryMap.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserMemoryMap.h new file mode 100644 index 00000000..c927d33e --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserMemoryMap.h @@ -0,0 +1,156 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef DL_SYSTEM_USER_MEMORY_MAP_H +#define DL_SYSTEM_USER_MEMORY_MAP_H + +#include "DlSystem/StringList.h" +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE User Memory handle + */ +typedef void* Snpe_UserMemoryMap_Handle_t; + +/** + * @brief . + * + * Creates a new empty UserMemory map + */ +SNPE_API +Snpe_UserMemoryMap_Handle_t Snpe_UserMemoryMap_Create(); + +/** + * copy constructor. + * @param[in] other : Handle to the other object to copy. + */ +SNPE_API +Snpe_UserMemoryMap_Handle_t Snpe_UserMemoryMap_Copy(Snpe_UserMemoryMap_Handle_t other); + +/** + * Copy-assigns the contents of srcHandle into dstHandle + * + * @param[in] srcHandle Source UserMemoryMap handle + * + * @param[out] dstHandle Destination UserMemoryMap handle + * + * @return SNPE_SUCCESS on successful copy-assignment + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserMemoryMap_Assign(Snpe_UserMemoryMap_Handle_t srcHandle, Snpe_UserMemoryMap_Handle_t dstHandle); + +/** + * Destroys/frees UserMemory Map + * + * @param[in] handle : Handle to access UserMemory Map + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserMemoryMap_Delete(Snpe_UserMemoryMap_Handle_t handle); + +/** + * @brief Adds a name and the corresponding buffer address + * to the map + * + * @param[in] handle : Handle to access UserMemory Map + * @param[in] name : The name of the UserMemory + * @param[in] address : The pointer to the Buffer Memory + * + * @note If a UserBuffer with the same name already exists, the new + * address would be updated. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserMemoryMap_Add(Snpe_UserMemoryMap_Handle_t handle, const char *name, void *address); + +/** + * @brief Removes a mapping of one Buffer address and its name by its name + * + * @param[in] handle : Handle to access UserMemory Map + * @param[in] name : The name of Memory address to be removed + * + * @note If no UserBuffer with the specified name is found, nothing + * is done. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserMemoryMap_Remove(Snpe_UserMemoryMap_Handle_t handle, const char *name); + +/** + * @brief Returns the number of User Memory addresses in the map + * @param[in] handle : Handle to access UserMemory Map + */ +SNPE_API +size_t Snpe_UserMemoryMap_Size(Snpe_UserMemoryMap_Handle_t handle); + +/** + * @brief . + * + * Removes all User Memory from the map + * @param[in] handle : Handle to access UserMemory Map + */ +SNPE_API +Snpe_ErrorCode_t Snpe_UserMemoryMap_Clear(Snpe_UserMemoryMap_Handle_t handle); + +/** + * @brief . + * Returns the names of all User Memory + * + * @param[in] handle : Handle to access UserMemory Map + * + * @return Returns a handle to the stringList. + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_UserMemoryMap_GetUserBufferNames(Snpe_UserMemoryMap_Handle_t handle); + +/** + * @brief Returns the no of UserMemory addresses mapped to the buffer + * + * @param[in] handle : Handle to access UserMemory Map + * @param[in] name : The name of the UserMemory + * + */ +SNPE_API +size_t Snpe_UserMemoryMap_GetUserMemoryAddressCount(Snpe_UserMemoryMap_Handle_t handle, const char *name); + +/** + * @brief Returns address at a specified index corresponding to a UserMemory buffer name + * + * @param[in] handle : Handle to access UserMemory Map + * @param[in] name : The name of the buffer + * @param[in] index : The index in the list of addresses + * + */ +SNPE_API +void* Snpe_UserMemoryMap_GetUserMemoryAddressAtIndex(Snpe_UserMemoryMap_Handle_t handle, const char *name, uint32_t index); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // DL_SYSTEM_USER_MEMORY_MAP_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserMemoryMap.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserMemoryMap.hpp new file mode 100644 index 00000000..36e9cd37 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/DlSystem/UserMemoryMap.hpp @@ -0,0 +1,76 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "DlSystem/DlError.hpp" +#include "DlSystem/StringList.hpp" + +#include "DlSystem/UserMemoryMap.h" + +namespace DlSystem { + +class UserMemoryMap : public Wrapper { + friend BaseType; +// Use this to get free move Ctor and move assignment operator, provided this class does not specify +// as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserMemoryMap_Delete}; +public: + UserMemoryMap() + : BaseType(Snpe_UserMemoryMap_Create()) + { } + UserMemoryMap(const UserMemoryMap& other) + : BaseType(Snpe_UserMemoryMap_Copy(other.handle())) + { } + UserMemoryMap(UserMemoryMap&& other) noexcept + : BaseType(std::move(other)) + { } + + UserMemoryMap& operator=(const UserMemoryMap& other){ + if(this != &other){ + Snpe_UserMemoryMap_Assign(handle(), other.handle()); + } + return *this; + } + + DlSystem::ErrorCode add(const char* name, void* address) noexcept{ + return static_cast(Snpe_UserMemoryMap_Add(handle(), name, address)); + } + + DlSystem::ErrorCode remove(const char* name){ + return static_cast(Snpe_UserMemoryMap_Remove(handle(), name)); + } + + size_t size() const noexcept{ + return Snpe_UserMemoryMap_Size(handle()); + } + + DlSystem::ErrorCode clear() noexcept{ + return static_cast(Snpe_UserMemoryMap_Clear(handle())); + } + + StringList getUserBufferNames() const{ + return moveHandle(Snpe_UserMemoryMap_GetUserBufferNames(handle())); + } + + size_t getUserMemoryAddressCount(const char* name) const noexcept{ + return Snpe_UserMemoryMap_GetUserMemoryAddressCount(handle(), name); + } + + void* getUserMemoryAddressAtIndex(const char* name, uint32_t index) const noexcept{ + return Snpe_UserMemoryMap_GetUserMemoryAddressAtIndex(handle(), name, index); + } + +}; + + +} // ns DlSystem + +ALIAS_IN_ZDL_NAMESPACE(DlSystem, UserMemoryMap) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/PlatformValidator/PlatformValidator.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/PlatformValidator/PlatformValidator.h new file mode 100644 index 00000000..282ee547 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/PlatformValidator/PlatformValidator.h @@ -0,0 +1,107 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _PLATFORM_VALIDATOR_H_ +#define _PLATFORM_VALIDATOR_H_ + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" +#include "DlSystem/DlEnums.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * A typedef to indicate a SNPE PlatformValidator handle + */ +typedef void* Snpe_PlatformValidator_Handle_t; + +/** + * @brief . + * + * Creates a new Platform Validator + * + */ +SNPE_API +Snpe_PlatformValidator_Handle_t Snpe_PlatformValidator_Create(); + + +/** + * Destroys/frees Platform Validator + * + * @param[in] handle : Handle to access Platform Validator + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PlatformValidator_Delete(Snpe_PlatformValidator_Handle_t handle); + +/** + * @brief Sets the runtime processor for compatibility check + * + * @return Void + */ +SNPE_API +void Snpe_PlatformValidator_SetRuntime(Snpe_PlatformValidator_Handle_t handle, + Snpe_Runtime_t runtime, + bool unsignedPD=true); + +/** + * @brief Checks if the Runtime prerequisites for SNPE are available. + * + * @return 1 if the Runtime prerequisites are available, else 0. + */ +SNPE_API +int Snpe_PlatformValidator_IsRuntimeAvailable(Snpe_PlatformValidator_Handle_t handle, + bool unsignedPD=true); + +/** + * @brief Returns the core version for the Runtime selected. + * + * @return char* which contains the actual core version value + */ +SNPE_API +const char* Snpe_PlatformValidator_GetCoreVersion(Snpe_PlatformValidator_Handle_t handle); + +/** + * @brief Returns the library version for the Runtime selected. + * + * @return char* which contains the actual lib version value + */ +SNPE_API +const char* Snpe_PlatformValidator_GetLibVersion(Snpe_PlatformValidator_Handle_t handle); + +/** + * @brief Runs a small program on the runtime and Checks if SNPE is supported for Runtime. + * + * @return If 1, the device is ready for SNPE execution, else return 0. + */ +SNPE_API +int Snpe_PlatformValidator_RuntimeCheck(Snpe_PlatformValidator_Handle_t handle, + bool unsignedPD=true); + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _PLATFORM_VALIDATOR_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/PlatformValidator/PlatformValidator.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/PlatformValidator/PlatformValidator.hpp new file mode 100644 index 00000000..de52635c --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/PlatformValidator/PlatformValidator.hpp @@ -0,0 +1,57 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include + +#include "Wrapper.hpp" + +#include "DlSystem/DlEnums.hpp" + + +#include "PlatformValidator/PlatformValidator.h" + + +namespace SNPE { + +class PlatformValidator : public Wrapper { + friend BaseType; + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_PlatformValidator_Delete}; + +public: + PlatformValidator() + : BaseType(Snpe_PlatformValidator_Create()) + { } + + void setRuntime(DlSystem::Runtime_t runtime, bool unsignedPD=true){ + Snpe_PlatformValidator_SetRuntime(handle(), static_cast(runtime), unsignedPD); + } + + bool isRuntimeAvailable(bool unsignedPD=true){ + return Snpe_PlatformValidator_IsRuntimeAvailable(handle(), unsignedPD); + } + + std::string getCoreVersion(){ + return Snpe_PlatformValidator_GetCoreVersion(handle()); + } + + std::string getLibVersion(){ + return Snpe_PlatformValidator_GetLibVersion(handle()); + } + + bool runtimeCheck(bool unsignedPD=true){ + return Snpe_PlatformValidator_RuntimeCheck(handle(), unsignedPD); + } + +}; + +} // ns SNPE + +ALIAS_IN_ZDL_NAMESPACE(SNPE, PlatformValidator) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/ApplicationBufferMap.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/ApplicationBufferMap.h new file mode 100644 index 00000000..8a2bb7d2 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/ApplicationBufferMap.h @@ -0,0 +1,85 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef _SNPE_APPLICATION_BUFFER_MAP_H_ +#define _SNPE_APPLICATION_BUFFER_MAP_H_ + + +#ifdef __cplusplus +#include +#else +#include +#endif + + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" +#include "DlSystem/StringList.h" + + +#ifdef __cplusplus +extern "C" { +#endif + + +typedef void* Snpe_ApplicationBufferMap_Handle_t; + +SNPE_API +Snpe_ApplicationBufferMap_Handle_t Snpe_ApplicationBufferMap_Create(); + +SNPE_API +Snpe_ErrorCode_t Snpe_ApplicationBufferMap_Delete(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle); + + +SNPE_API +Snpe_ErrorCode_t Snpe_ApplicationBufferMap_Add(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle, + const char* name, + const uint8_t* buff, + size_t size); + +SNPE_API +Snpe_ErrorCode_t Snpe_ApplicationBufferMap_AddFloat(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle, + const char* name, + const float* buff, + size_t size); + +SNPE_API +Snpe_ErrorCode_t Snpe_ApplicationBufferMap_Remove(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle, + const char* name); + +SNPE_API +size_t Snpe_ApplicationBufferMap_Size(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_ApplicationBufferMap_Clear(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle); + + +SNPE_API +Snpe_StringList_Handle_t Snpe_ApplicationBufferMap_GetUserBufferNames(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle); + + +SNPE_API +Snpe_ErrorCode_t Snpe_ApplicationBufferMap_GetUserBuffer(Snpe_ApplicationBufferMap_Handle_t applicationBufferMapHandle, + const char* name, + size_t* size, + const uint8_t** data); + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_APPLICATION_BUFFER_MAP_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/ApplicationBufferMap.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/ApplicationBufferMap.hpp new file mode 100644 index 00000000..6ad745bb --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/ApplicationBufferMap.hpp @@ -0,0 +1,90 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include +#include +#include +#include + +#include "Wrapper.hpp" +#include "DlSystem/StringList.hpp" + +#include "SNPE/ApplicationBufferMap.h" + +namespace PSNPE { + +class ApplicationBufferMap : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_ApplicationBufferMap_Delete}; +public: + ApplicationBufferMap() + : BaseType(Snpe_ApplicationBufferMap_Create()){} + + explicit ApplicationBufferMap(const std::unordered_map> &buffer) + : ApplicationBufferMap(){ + for(const auto &kv: buffer){ + add(kv.first.c_str(), kv.second); + } + } + + void add(const char *name, const std::vector &buff){ + Snpe_ApplicationBufferMap_Add(handle(), name, buff.data(), buff.size()); + } + + void add(const char *name, const std::vector &buff){ + Snpe_ApplicationBufferMap_Add(handle(), name, reinterpret_cast(buff.data()), buff.size()*sizeof(float)); + } + + void remove(const char *name) noexcept{ + Snpe_ApplicationBufferMap_Remove(handle(), name); + } + + size_t size() const noexcept{ + return Snpe_ApplicationBufferMap_Size(handle()); + } + + void clear() noexcept{ + Snpe_ApplicationBufferMap_Clear(handle()); + } + + std::vector getUserBuffer(const char *name) const{ + size_t size{}; + const uint8_t *data{}; + Snpe_ApplicationBufferMap_GetUserBuffer(handle(), name, &size, &data); + + return std::vector(data, data + size); + } + + std::vector operator[](const char *name) const{ + return getUserBuffer(name); + } + + DlSystem::StringList getUserBufferNames() const{ + return moveHandle(Snpe_ApplicationBufferMap_GetUserBufferNames(handle())); + } + + std::unordered_map> getUserBuffer() const{ + std::unordered_map> toret; + for(auto name: getUserBufferNames()){ + toret.emplace(name, getUserBuffer(name)); + } + + return toret; + } + +}; + +} // ns PSNPE + + +ALIAS_IN_ZDL_NAMESPACE(PSNPE, ApplicationBufferMap) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/PSNPE.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/PSNPE.h new file mode 100644 index 00000000..2358d535 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/PSNPE.h @@ -0,0 +1,898 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022,2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _SNPE_PSNPE_H_ +#define _SNPE_PSNPE_H_ + + +#ifdef __cplusplus +#include +#else +#include +#endif + +#include "DlContainer/DlContainer.h" +#include "SNPE/ApplicationBufferMap.h" +#include "SNPE/RuntimeConfigList.h" +#include "SNPE/UserBufferList.h" +#include "DlSystem/TensorShape.h" +#include "DlSystem/IBufferAttributes.h" + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" + +#include "DlSystem/UserMemoryMap.h" + +#ifdef __cplusplus +extern "C" { +#endif + +/** + * A typedef to indicate the callback PSNPE handle of Async Output mode + */ +typedef void* Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t; + +//SNPE_API +//Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t Snpe_PSNPE_OutputAsyncCallbackParam_Create(size_t index, +// int status, +// const char* errorMsg); +// +//SNPE_API +//Snpe_ErrorCode_t Snpe_PSNPE_OutputAsyncCallbackParam_Delete(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t oacpHandle); + +// NOTE: we don't need _{Create,Delete} functions because the user does not create or delete these handles +// They're passed in to the callback functions they created + +/** + * @brief Get the data index of an output async PSNPE object + * + * @param[in] oacpHandle Handle to access the PSNPE object of output async mode + * + * @return The data idx for output async mode + */ +SNPE_API +size_t Snpe_PSNPE_OutputAsyncCallbackParam_GetDataIdx(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t oacpHandle); + +/** + * @brief Execute an output async PSNPE object + * + * @param[in] oacpHandle Handle to access the PSNPE object of output async mode + * + * @return True if executed successfully with outputAsync mode + */ +SNPE_API +int Snpe_PSNPE_OutputAsyncCallbackParam_GetExecuteStatus(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t oacpHandle); + +/** + * @brief Get the error message during the execution of PSNPE output async mode + * + * @param[in] oacpHandle Handle to access the PSNPE object of output async mode + * + * @return Error message + */ +SNPE_API +const char* Snpe_PSNPE_OutputAsyncCallbackParam_GetErrorMsg(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t oacpHandle); + +/** + * @brief Get the ID of an output async PSNPE object + * + * @param[in] oacpHandle Handle to access the PSNPE object of output async mode + * + * @return The id of an PSNPE object for output async mode + */ +SNPE_API +size_t Snpe_PSNPE_OutputAsyncCallbackParam_GetID(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t oacpHandle); + + + +/** + * A typedef to indicate the output callback of PSNPE handle of input-output async mode + */ +typedef void* Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t; + +/** + * @brief Get the data index of an input-output async PSNPE object + * + * @param[in] oacpHandle Handle to access the PSNPE object of input-output async mode + * + * @return The data index for input-output async mode + */ +SNPE_API +size_t Snpe_PSNPE_InputOutputAsyncCallbackParam_GetDataIdx(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle); + +/** + * @brief Execute an input-output async PSNPE object + * + * @param[in] oacpHandle Handle to access the PSNPE object of input-output async mode + * + * @return True if executed successfully with input-output async mode + */ +SNPE_API +int Snpe_PSNPE_InputOutputAsyncCallbackParam_GetExecuteStatus(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle); + +/** + * @brief Get the error message during the execution of PSNPE input-output async mode + * + * @param[in] oacpHandle Handle to access the PSNPE object of input-output async mode + * + * @return error message + */ +SNPE_API +const char* Snpe_PSNPE_InputOutputAsyncCallbackParam_GetErrorMsg(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle); + +/** + * @brief Get the names of output buffers to the network + * + * @param[in] ioacpHandle Handle to access the PSNPE object of input-output async mode + * + * @return Handle of output buffer name list + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_PSNPE_InputOutputAsyncCallbackParam_GetUserBufferNames(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle); + +/** + * @brief Get the output buffer map of PSNPE object for input-output async mode + * + * @param[in] ioacpHandle Handle to access the PSNPE object of input-output async mode + * + * @return The reference handle of output ApplicationBufferMap + */ +SNPE_API +Snpe_ApplicationBufferMap_Handle_t Snpe_PSNPE_InputOutputAsyncCallbackParam_GetOutputMap_Ref(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle); + +/** + * @brief Get the id of the output callback for input-output async mode + * + * @param[in] oacpHandle Handle to access the PSNPE object of input-output async mode + * + * @return The id for output callback for input-output async mode + */ +SNPE_API +size_t Snpe_PSNPE_InputOutputAsyncCallbackParam_GetID(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle); + +/** + * A typedef to indicate the input callback of PSNPE handle of input-output async mode + */ +typedef void* Snpe_PSNPE_InputOutputInputAsyncCallbackParam_Handle_t; + +/** + * @brief Get the input list for input callback of input-output async mode + * + * @param[in] ioacpHandle Handle to access the object of input callback of input-output async mode + * + * @return List the inputs + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_PSNPE_InputOutputInputAsyncCallbackParam_GetInputs(Snpe_PSNPE_InputOutputInputAsyncCallbackParam_Handle_t ioiacpHandle); + +/** + * @brief Get the input names for input callback of input-output async mode + * + * @param[in] ioacpHandle Handle to access the object of input callback of input-output async mode + * + * @return List the names of input + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_PSNPE_InputOutputInputAsyncCallbackParam_GetInputNames(Snpe_PSNPE_InputOutputInputAsyncCallbackParam_Handle_t ioiacpHandle); + +/** + * @brief Get the id of the input callback for input-output async mode + * + * @param[in] oacpHandle Handle to access the object of input-output async mode + * + * @return The id of input callback for input-output async mode + */ +SNPE_API +size_t Snpe_PSNPE_InputOutputInputAsyncCallbackParam_GetID(Snpe_PSNPE_InputOutputInputAsyncCallbackParam_Handle_t ioiacpHandle); + +/** + * @brief A struct to indicate userbuffer data type in output callback of input-output async mode + */ +typedef struct{ + /// data for the one output + const uint8_t* data; + /// the data size of this output + size_t size; +} Snpe_UserBufferData_t; + +/** + * @brief Get the output data of the output callback for input-output async mode + * + * @param[in] oacpHandle Handle to access the object of output callback of input-output async mode + * + * @param[in] name The output name of output callback of input-output async mode + * + * @return The output data of output callback for input-output async mode + */ +SNPE_API +Snpe_UserBufferData_t Snpe_PSNPE_InputOutputAsyncCallbackParam_GetUserBuffer(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t ioacpHandle, + const char* name); +/** + * A typedef to indicate build configuration + */ +typedef void* Snpe_BuildConfig_Handle_t; + +/** + * A typedef to indicate a PSNPE object + */ +typedef void* Snpe_PSNPE_Handle_t; + +/** + * A typedef to indicate if PSNPE object is built in serial or parallel, default = 0 + */ +typedef enum SNPE_API { + SNPE_PSNPE_BUILDMODE_SERIAL = 0, + SNPE_PSNPE_BUILDMODE_PARALLEL = 1 +} Snpe_PSNPE_BuildMode_t; + +/** + * A typedef to indicate if PSNPE objects are executed in sync mode or output async mode or input-output async mode, default = 0 + */ +typedef enum SNPE_API { + SNPE_PSNPE_INPUTOUTPUTTRANSMISSIONMODE_SYNC = 0, + SNPE_PSNPE_INPUTOUTPUTTRANSMISSIONMODE_OUTPUTASYNC = 1, + SNPE_PSNPE_INPUTOUTPUTTRANSMISSIONMODE_INPUTOUTPUTASYNC = 2 +} Snpe_PSNPE_InputOutputTransmissionMode_t; + +// BuildConfig +/** + * @brief Create the object of snpe build config + * + * @return the SNPE build handle + */ +SNPE_API +Snpe_BuildConfig_Handle_t Snpe_BuildConfig_Create(); + +/** + * @brief Release the object of snpe build config + * + * @param[in] buildConfigHandle Handle to access the object of snpe buid config + * + * @return The error of build config result + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_Delete(Snpe_BuildConfig_Handle_t buildConfigHandle); + +/** + * @brief Get the mode of build snpe object, serial or parallel + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The value of Snpe_PSNPE_BuildMode_t + */ +SNPE_API +Snpe_PSNPE_BuildMode_t Snpe_BuildConfig_GetBuildMode(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set the mode of build snpe object, serial or parallel + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] buildMode A typedef of Snpe_PSNPE_BuildMode_t + * + * @return The result of setting mode + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetBuildMode(Snpe_BuildConfig_Handle_t bcHandle, Snpe_PSNPE_BuildMode_t buildMode); + +/** + * @brief Set the dlc model + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] dlcHandle A handle of snpe DLC container + * + * @return The result of setting dlc model + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetContainer(Snpe_BuildConfig_Handle_t bcHandle, Snpe_DlContainer_Handle_t dlcHandle); + +/** + * @brief Get dlc container in snpe build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The reference handle of DLC container + */ +SNPE_API +Snpe_DlContainer_Handle_t Snpe_BuildConfig_GetContainer_Ref(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set output buffer names in snpe build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] slHandle A handle of the output layer name list + * + * @return The result of setting output names + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetOutputBufferNames(Snpe_BuildConfig_Handle_t bcHandle, Snpe_StringList_Handle_t slHandle); + +/** + * @brief Get output buffer names in snpe build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The reference handle of output buffer name list. + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_BuildConfig_GetOutputBufferNames_Ref(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set output buffer names in snpe build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] slHandle List of tensor names to output. An empty list will result in producing output for the final output tensor of the model. The list will be copied + * + * @return The result of setting output tensors + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetOutputTensors(Snpe_BuildConfig_Handle_t bcHandle, Snpe_StringList_Handle_t slHandle); + +/** + * @brief Get output tensors in snpe build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The reference handle of output tensor list + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_BuildConfig_GetOutputTensors_Ref(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set runtime config list for snpe buildConfig + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] rclHandle Handle to access the object of runtime config list + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetRuntimeConfigList(Snpe_BuildConfig_Handle_t bcHandle, Snpe_RuntimeConfigList_Handle_t rclHandle); + +/** + * @brief Get runtime config list for snpe buildConfig + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The reference handle of runtime config list + */ +SNPE_API +Snpe_RuntimeConfigList_Handle_t Snpe_BuildConfig_GetRuntimeConfigList_Ref(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Get input thread number of input data for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The number of input thread + */ +SNPE_API +size_t Snpe_BuildConfig_GetInputThreadNumbers(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set input thread number of input data for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] threadNumbers The number of input thread for input-output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetInputThreadNumbers(Snpe_BuildConfig_Handle_t bcHandle, size_t threadNumbers); + +/** + * @brief Get output thread number of output data for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The number of output thread + */ +SNPE_API +size_t Snpe_BuildConfig_GetOutputThreadNumbers(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set output thread number of output data for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] threadNumbers The number of output thread for input-output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetOutputThreadNumbers(Snpe_BuildConfig_Handle_t bcHandle, size_t threadNumbers); + +/** + * @brief Set output callback for output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] callbackFunc The ouutput callback function for output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetOutputCallback(Snpe_BuildConfig_Handle_t bcHandle, + void (*callbackFunc)(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t)); +/** + * @brief Set the id of output callback function for output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] id The id of output callback function + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetOutputCallbackID(Snpe_BuildConfig_Handle_t bcHandle, size_t id); + +/** + * @brief Set the inside output callback handle to NULL for output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_ClearOutputCallback(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set output callback for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] callbackFunc The output callback function for input-output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetInputOutputCallback(Snpe_BuildConfig_Handle_t bcHandle, + void (*callbackFunc)(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t)); + +/** + * @brief Set the id of output callback function for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] id The id of output callback function for input-output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetInputOutputCallbackID(Snpe_BuildConfig_Handle_t bcHandle, size_t id); + +/** + * @brief Set the inside output callback handle to NULL for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_ClearInputOutputCallback(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set input callback for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] callbackFunc The input callback function for input-output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetInputOutputInputCallback(Snpe_BuildConfig_Handle_t bcHandle, + Snpe_ApplicationBufferMap_Handle_t (*callbackFunc)( + Snpe_PSNPE_InputOutputInputAsyncCallbackParam_Handle_t + ) + ); + +/** + * @brief Set the id of input callback function for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] id The id of input callback function for input-output async mode + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetInputOutputInputCallbackID(Snpe_BuildConfig_Handle_t bcHandle, size_t id); + +/** + * @brief Set the inside input callback handle to NULL for input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_ClearInputOutputInputCallback(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set the input and output transmission mode including sync mode, output async mode and input-output async mode, defult is sync mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] iotMode The typedef of Snpe_PSNPE_InputOutputTransmissionMode_t + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetInputOutputTransmissionMode(Snpe_BuildConfig_Handle_t bcHandle, + Snpe_PSNPE_InputOutputTransmissionMode_t iotMode); + +/** + * @brief Get the input and output transmission mode including sync mode, output async mode and input-output async mode + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The typedef of Snpe_PSNPE_InputOutputTransmissionMode_t + */ +SNPE_API +Snpe_PSNPE_InputOutputTransmissionMode_t Snpe_BuildConfig_GetInputOutputTransmissionMode(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set the profiling level for PSNPE build config, default is SNPE_PROFILING_LEVEL_OFF + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] profilingLevel The typedef of Snpe_ProfilingLevel_t + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetProfilingLevel(Snpe_BuildConfig_Handle_t bcHandle, Snpe_ProfilingLevel_t profilingLevel); + +/** + * @brief Get the profiling level for PSNPE build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The typedef of Snpe_ProfilingLevel_t + */ +SNPE_API +Snpe_ProfilingLevel_t Snpe_BuildConfig_GetProfilingLevel(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief To be deprecated, set the encode value when you want to divide one image into 2 or 4 parts to run, default is 0 which means the input don't need dividing. + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] encode0 The uint64 value of encode0 + * + * @param[in] encode1 The uint64 value of encode1 + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetEncode(Snpe_BuildConfig_Handle_t bcHandle, uint64_t encode0, uint64_t encode1); + +/** + * @brief To be deprecated, set the encode0 value for snpe build config which is a special feature used in SM8250 + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] encode0 The uint64 value of encode0 + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetEncode0(Snpe_BuildConfig_Handle_t bcHandle, uint64_t encode0); + +/** + * @brief To be deprecated, set the encode1 value for snpe build config which is a special feature used in SM8250 + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] encode1 The uint64 value of encode1 + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetEncode1(Snpe_BuildConfig_Handle_t bcHandle, uint64_t encode1); + +/** + * @brief To be deprecated, get the encode0 and encode1 value for snpe build config which is a special feature used in SM8250 + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The uint64 value of encode + */ +SNPE_API +uint64_t* Snpe_BuildConfig_GetEncode(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief To be deprecated, get the encode0 value for snpe build config which is a special feature used in SM8250 + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The uint64 value of encode0 + */ +SNPE_API +uint64_t Snpe_BuildConfig_GetEncode0(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief To be deprecated, get the encode1 value for snpe build config which is a special feature used in SM8250 + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The uint64 value of encode1 + */ +SNPE_API +uint64_t Snpe_BuildConfig_GetEncode1(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set true or false for enabling init cache for snpe build config, enabling init cache = 1 + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] enableInitCache True for enabing init cache + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetEnableInitCache(Snpe_BuildConfig_Handle_t bcHandle, int enableInitCache); + +/** + * @brief Get the satus of enabling init cache for snpe build config, enabling init cache = 1. + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] enableInitCache True for enabing init cache + * + * @return 1 or 0 for enabling init cache + */ +SNPE_API +int Snpe_BuildConfig_GetEnableInitCache(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Handle needed to access the platformConfig. + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] platformOptions Options as a const char* + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetPlatformOptions(Snpe_BuildConfig_Handle_t bcHandle, const char* platformOptions); + +/** + * @brief Get the optional platform features for snpe build config + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return Options as a const char* + */ +SNPE_API +const char* Snpe_BuildConfig_GetPlatformOptions(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Set the path directory of output diag log you want to save + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @param[in] diaglogOutputDir The string directory + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_BuildConfig_SetDiaglogOutputDir(Snpe_BuildConfig_Handle_t bcHandle, const char* diaglogOutputDir); + +/** + * @brief Get the path of output diag log + * + * @param[in] bcHandle Handle to access the object of snpe buid config + * + * @return The string directory + */ +SNPE_API +const char* Snpe_BuildConfig_GetDiaglogOutputDir(Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Create the handle of PSNPE object + * + * @return The handle of PSNPE object + */ +SNPE_API +Snpe_PSNPE_Handle_t Snpe_PSNPE_Create(); + +/** + * @brief Release the handle of PSNPE object + * + * @param[in] psnpeHandle Handle to access the PSNPE object + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_Delete(Snpe_PSNPE_Handle_t psnpeHandle); + +/** + * @brief Build the instance of PSNPE object accorading of snpe build config + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_Build(Snpe_PSNPE_Handle_t psnpeHandle, Snpe_BuildConfig_Handle_t bcHandle); + +/** + * @brief Execute PSNPE object for sync mode. + * + * @param[in] psnpeHandle Handle to access the PSNPE object + * + * @param[in] inputBufferListHandle Handle to access the input user buffer list + * + * @param[in] outputBufferListHandle Handle to access the output user buffer list + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_Execute(Snpe_PSNPE_Handle_t psnpeHandle, + Snpe_UserBufferList_Handle_t inputBufferListHandle, + Snpe_UserBufferList_Handle_t outputBufferListHandle); + +/** + * @brief Execute PSNPE object for input-output async mode + * + * @param[in] psnpeHandle Handle to access the PSNPE object + * + * @param[in] inputMapHandle Handle to access the input buffer map + * + * @param[in] dataIndex The index of input data + * + * @param[in] isTF8buff If the input buffer is TF8 + * + * @param[in] isTF8Outputbuff If the output buffer is TF8 + * + * @return The result error message + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_ExecuteInputOutputAsync(Snpe_PSNPE_Handle_t psnpeHandle, + Snpe_StringList_Handle_t inputMapHandle, + size_t dataIndex, + int isTF8buff, + int isTF8Outputbuff); + +/** + * @brief Get the input tensor names for PSNPE object. + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @return The string list of input tensor names + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_PSNPE_GetInputTensorNames(Snpe_PSNPE_Handle_t psnpeHandle); + +/** + * @brief Get the output tensor names for PSNPE object + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @return The string list of output tensor names + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_PSNPE_GetOutputTensorNames(Snpe_PSNPE_Handle_t psnpeHandle); + +/** + * @brief Get the input dimension shape for PSNPE object + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @return The tensor shape of input dimension + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_PSNPE_GetInputDimensions(Snpe_PSNPE_Handle_t psnpeHandle); + +/** + * @brief Get the input dimension shape for the specific input name for PSNPE object + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @param[in] name The name of input data + * + * @return The tensor shape of a specific input name + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_PSNPE_GetInputDimensions_Name(Snpe_PSNPE_Handle_t psnpeHandle, const char* name); + +/** + * @brief Get the number of elements in each dimension for input and output buffer + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @param[in] name The name of input and output buffer + * + * @return Dimension size + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_PSNPE_GetBufferAttributesDims(Snpe_PSNPE_Handle_t psnpeHandle, const char* name); + +/* To be deprecated, please use new api Snpe_PSNPE_RegisterUserMemoryMappedBuffers */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_RegisterIonBuffers(Snpe_PSNPE_Handle_t psnpeHandle, Snpe_UserMemoryMap_Handle_t ionBufferMapHandle); + +/* To be deprecated, please use new api Snpe_PSNPE_DeregisterUserMemoryMappedBuffers */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_DeregisterIonBuffers(Snpe_PSNPE_Handle_t psnpeHandle, Snpe_StringList_Handle_t ionBufferNames); + +/** + * @brief Register Client Memory-Mapped Buffers (Example ION buffers in Android) + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] bufferMapHandle A UserMemoryMap of virtual addresses + * + * @note UserBuffer type passed for registration must match the data type of the tensor in the dlc + * For regular UserBuffers SNPE performs an online data conversion (quantization or + * dequantization etc). This is not possible for memory mapped buffers hence can lead to + * issues during execution or accuracy degradation + * + * @return SNPE_SUCCESS upon successful memory mapped buffer registration + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_RegisterUserMemoryMappedBuffers(Snpe_PSNPE_Handle_t psnpeHandle, Snpe_UserMemoryMap_Handle_t bufferMapHandle); + +/** + * @brief Deregister Client Memory-Mapped Buffers (Example ION buffers in Android) + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] bufferNamesHandle A StringList of memory mapped buffer names + * + * @return SNPE_SUCCESS upon successful memory mapped buffer deregistration + */ +SNPE_API +Snpe_ErrorCode_t Snpe_PSNPE_DeregisterUserMemoryMappedBuffers(Snpe_PSNPE_Handle_t psnpeHandle, Snpe_StringList_Handle_t bufferNamesHandle); + +/** + * @brief Get the error message during the failed execution + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @return The error message + */ +SNPE_API +const char* Snpe_PSNPE_GetLastErrorString(Snpe_PSNPE_Handle_t psnpeHandle); + +/** + * @brief Get the handle of IBufferAttributes + * + * @param[in] bcHandle Handle to access the PSNPE object + * + * @param[in] name The name of attribute buffer + * + * @return Handle to access IBufferAttributes + */ +SNPE_API +Snpe_IBufferAttributes_Handle_t Snpe_PSNPE_GetInputOutputBufferAttributes(Snpe_PSNPE_Handle_t psnpeHandle, const char *name); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_PSNPE_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/PSNPE.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/PSNPE.hpp new file mode 100644 index 00000000..bd3af1ac --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/PSNPE.hpp @@ -0,0 +1,537 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include +#include +#include +#include +#include + + +#include "Wrapper.hpp" + + +#include "DlSystem/DlEnums.hpp" +#include "DlSystem/DlVersion.hpp" +#include "DlSystem/StringList.hpp" +#include "DlSystem/DlOptional.hpp" +#include "DlSystem/IBufferAttributes.hpp" +#include "DlSystem/UserMemoryMap.hpp" + +#include "SNPE/UserBufferList.hpp" +#include "SNPE/ApplicationBufferMap.hpp" +#include "SNPE/RuntimeConfigList.hpp" +#include "DlContainer/IDlContainer.hpp" + +#include "SNPE/RuntimeConfigList.hpp" + + +#include "SNPE/PSNPE.h" + +namespace PSNPE{ + +enum BuildMode { + SERIAL = 0, + PARALLEL = 1 +}; +/** + * @brief Input and output transmission mode + */ +enum InputOutputTransmissionMode { + sync = 0, + outputAsync = 1, + inputOutputAsync = 2 +}; + + +struct OutputAsyncCallbackParam : public Wrapper { +private: + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{NoOpDeleter}; + + + template + using DataIndexReference = WrapperDetail::GenericConstMemberReference + ; + + + template + using ExecuteStatusReference = WrapperDetail::GenericConstMemberReference + >; + + + static std::string ErrMsgGetter(Snpe_DlVersion_Handle_t handle){ + return Snpe_PSNPE_OutputAsyncCallbackParam_GetErrorMsg(handle); + } + template + using ErrorMsgReference = WrapperDetail::GenericConstMemberReference + ; + + template + using CallbackIDReference = WrapperDetail::GenericConstMemberReference + ; + + + + +public: + OutputAsyncCallbackParam() = delete; + OutputAsyncCallbackParam(OutputAsyncCallbackParam&& other) noexcept + : BaseType(std::move(other)) + { } + + DataIndexReference dataIndex{*this}; + ExecuteStatusReference executeStatus{*this}; + ErrorMsgReference errorMsg{*this}; + + CallbackIDReference callbackID{*this}; +}; + + + +struct InputOutputInputAsyncCallbackParam : public Wrapper { +private: + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{NoOpDeleter}; + + + static std::vector GetInputs(HandleType handle){ + DlSystem::StringList inputs(moveHandle(Snpe_PSNPE_InputOutputInputAsyncCallbackParam_GetInputs(handle))); + + return std::vector(inputs.begin(), inputs.end()); + } + + template + using InputsReference = WrapperDetail::GenericConstMemberReference + ; + + + static DlSystem::StringList GetInputNames(HandleType handle){ + return moveHandle(Snpe_PSNPE_InputOutputInputAsyncCallbackParam_GetInputNames(handle)); + } + template + using InputNamesReference = WrapperDetail::GenericConstMemberReference + ; + + template + using CallbackIDReference = WrapperDetail::GenericConstMemberReference + ; + + +public: + InputOutputInputAsyncCallbackParam() = delete; + InputOutputInputAsyncCallbackParam(InputOutputInputAsyncCallbackParam&& other) noexcept + : BaseType(std::move(other)) + { } + + InputsReference> inputs{*this}; + InputNamesReference inputNames{*this}; + CallbackIDReference callbackID{*this}; + +}; + + + + + +struct InputOutputAsyncCallbackParam : public Wrapper { +private: + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{NoOpDeleter}; + + template + using DataIndexReference = WrapperDetail::GenericConstMemberReference + ; + + static bool GetExecuteStatus(HandleType handle){ + return Snpe_PSNPE_InputOutputAsyncCallbackParam_GetExecuteStatus(handle); + } + template + using ExecuteStatusReference = WrapperDetail::GenericConstMemberReference + ; + + static std::string ErrMsgGetter(Snpe_DlVersion_Handle_t handle){ + return Snpe_PSNPE_OutputAsyncCallbackParam_GetErrorMsg(handle); + } + template + using ErrorMsgReference = WrapperDetail::GenericConstMemberReference + ; + + + + // This should work + static ApplicationBufferMap GetOutputMap(HandleType handle){ + return moveHandle(Snpe_PSNPE_InputOutputAsyncCallbackParam_GetOutputMap_Ref(handle), true); + } + + template + using OutputMapReference = WrapperDetail::GenericConstMemberReference + ; + + template + using CallbackIDReference = WrapperDetail::GenericConstMemberReference + ; + +public: + + InputOutputAsyncCallbackParam(InputOutputAsyncCallbackParam&& other) noexcept + : BaseType(std::move(other)) + { } + + DataIndexReference dataIndex{*this}; + OutputMapReference outputMap{*this}; /// OOOH, this will be super tricky to not have a copy every time + ExecuteStatusReference executeStatus{*this}; + ErrorMsgReference errorMsg{*this}; + CallbackIDReference callbackID{*this}; +}; + +/** + * @brief This callback is called when the output data is ready, only use for Output Async mode + */ +using OutputAsyncCallbackFunc = std::function; +/** + * @brief This callback is called when the output data is ready, only use for Output-Input Async mode + */ +using InputOutputAsyncCallbackFunc = std::function; +/** + * @brief This callback is called when the input data is ready,only use for Output-Input Async mode + */ +using InputOutputAsyncInputCallback = std::function(InputOutputInputAsyncCallbackParam)>; + + +struct BuildConfig final { + BuildMode buildMode = BuildMode::SERIAL; ///< Specify build in serial mode or parallel mode + zdl::DlContainer::IDlContainer* container;///< The opened container ptr + zdl::DlSystem::StringList outputBufferNames;///< Specify the output layer name + zdl::DlSystem::StringList outputTensors;///< Specify the output layer name + RuntimeConfigList runtimeConfigList;///< The runtime config list for PSNPE, @see RuntimeConfig + size_t inputThreadNumbers = 1;///< Specify the number of threads used in the execution phase to process input data, only used in inputOutputAsync mode + size_t outputThreadNumbers = 1;///< Specify the number of threads used in the execution phase to process output data, only used in inputOutputAsync and outputAsync mode + OutputAsyncCallbackFunc outputCallback;///< The callback to deal with output data ,only used in outputAsync mode + InputOutputAsyncCallbackFunc inputOutputCallback;///< The callback to deal with output data ,only used in inputOutputAsync mode + InputOutputAsyncInputCallback inputOutputInputCallback;///< The callback to deal with input data ,only used in inputOutputAsync mode + InputOutputTransmissionMode inputOutputTransmissionMode = InputOutputTransmissionMode::sync;///< Specify execution mode + zdl::DlSystem::ProfilingLevel_t profilingLevel = zdl::DlSystem::ProfilingLevel_t::OFF;///< Specify profiling level for Diaglog + uint64_t encode[2] = {0, 0}; + bool enableInitCache = false; + std::string platformOptions; + std::string diaglogOutputDir = "./diaglogs/"; ///< Specify a diaglog output directory to save the generated Diaglog files. + + size_t callbackID{}; +}; + + + + + +class PSNPE : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_PSNPE_Delete}; +// struct BuildConfigInternal : public Wrapper{ +// +// }; +public: + PSNPE() + : BaseType(Snpe_PSNPE_Create()) + { } + +private: + + template + static std::unordered_map& getCallbackMap(){ + static std::unordered_map toret; + return toret; + } + template + static std::mutex& getCallbackMapMutex(){ + static std::mutex mtx; + return mtx; + } + + static void outputCallbackTrampoline(Snpe_PSNPE_OutputAsyncCallbackParam_Handle_t paramHandle){ + OutputAsyncCallbackParam param(moveHandle(paramHandle)); + std::function callback; + { + std::lock_guard lk(getCallbackMapMutex()); + callback = getCallbackMap()[param.callbackID]; + } + callback(std::move(param)); + } + static void inputOutputCallbackTrampoline(Snpe_PSNPE_InputOutputAsyncCallbackParam_Handle_t paramHandle){ + InputOutputAsyncCallbackParam param(moveHandle(paramHandle)); + std::function callback; + { + std::lock_guard lk(getCallbackMapMutex()); + callback = getCallbackMap()[param.callbackID]; + } + callback(std::move(param)); + } + + static Snpe_ApplicationBufferMap_Handle_t inputOutputInputCallbackTrampoline( + Snpe_PSNPE_InputOutputInputAsyncCallbackParam_Handle_t paramHandle + ){ + InputOutputInputAsyncCallbackParam param(moveHandle(paramHandle)); + + std::function(InputOutputInputAsyncCallbackParam)> callback; + { + std::lock_guard lk(getCallbackMapMutex()); + callback = getCallbackMap()[param.callbackID]; + } + auto abm = callback(std::move(param)); + return WrapperDetail::HandleReleaser::release(*abm); + } + + template + class CallbackIdManager{ + public: + ~CallbackIdManager(){ + clear(); + } + std::pair registerCallback(WrapperCallbackType func){ + size_t id = get(); + + std::lock_guard lk(getCallbackMapMutex()); + getCallbackMap()[id] = std::move(func); + return {id, CapiCallback}; + } + private: + size_t m_CallbackId{}; + + void clear(){ + if(m_CallbackId){ + std::lock_guard lk(getCallbackMapMutex()); + getCallbackMap().erase(m_CallbackId); + } + } + + size_t get(){ + static std::atomic id{0}; + clear(); + m_CallbackId = ++id; + return m_CallbackId; + } + + }; + CallbackIdManager outputCallbackIdManager; + + CallbackIdManager inputOutputCallbackIdManager; + + CallbackIdManager inputOutputInputCallbackIdManager; + + +public: + + + + bool build(BuildConfig& buildConfig) noexcept{ + // Copy the BuildConfig across the CAPI boundary + + Snpe_BuildConfig_Handle_t bcHandle = Snpe_BuildConfig_Create(); + + Snpe_BuildConfig_SetBuildMode(bcHandle, static_cast(buildConfig.buildMode)); + Snpe_BuildConfig_SetContainer(bcHandle, getHandle(buildConfig.container)); + Snpe_BuildConfig_SetOutputBufferNames(bcHandle, getHandle(buildConfig.outputBufferNames)); + Snpe_BuildConfig_SetOutputTensors(bcHandle, getHandle(buildConfig.outputTensors)); + Snpe_BuildConfig_SetRuntimeConfigList(bcHandle, getHandle(buildConfig.runtimeConfigList)); + + Snpe_BuildConfig_SetInputThreadNumbers(bcHandle, buildConfig.inputThreadNumbers); + Snpe_BuildConfig_SetOutputThreadNumbers(bcHandle, buildConfig.outputThreadNumbers); + + + if(buildConfig.outputCallback){ + auto id_callback = outputCallbackIdManager.registerCallback(buildConfig.outputCallback); + Snpe_BuildConfig_SetOutputCallbackID(bcHandle, id_callback.first); + Snpe_BuildConfig_SetOutputCallback(bcHandle, id_callback.second); + } + + if(buildConfig.inputOutputCallback){ + auto id_callback = inputOutputCallbackIdManager.registerCallback(buildConfig.inputOutputCallback); + Snpe_BuildConfig_SetInputOutputCallbackID(bcHandle, id_callback.first); + Snpe_BuildConfig_SetInputOutputCallback(bcHandle, id_callback.second); + } + + if(buildConfig.inputOutputInputCallback){ + auto id_callback = inputOutputInputCallbackIdManager.registerCallback(buildConfig.inputOutputInputCallback); + Snpe_BuildConfig_SetInputOutputInputCallbackID(bcHandle, id_callback.first); + Snpe_BuildConfig_SetInputOutputInputCallback(bcHandle, id_callback.second); + } + + + Snpe_BuildConfig_SetInputOutputTransmissionMode(bcHandle, + static_cast(buildConfig.inputOutputTransmissionMode)); + + Snpe_BuildConfig_SetProfilingLevel(bcHandle, static_cast(buildConfig.profilingLevel)); + Snpe_BuildConfig_SetEncode(bcHandle, buildConfig.encode[0], buildConfig.encode[1]); + Snpe_BuildConfig_SetEnableInitCache(bcHandle, buildConfig.enableInitCache); + Snpe_BuildConfig_SetPlatformOptions(bcHandle, buildConfig.platformOptions.c_str()); + Snpe_BuildConfig_SetDiaglogOutputDir(bcHandle, buildConfig.diaglogOutputDir.c_str()); + + + auto status = Snpe_PSNPE_Build(handle(), bcHandle); + Snpe_BuildConfig_Delete(bcHandle); + + + return status == SNPE_SUCCESS; + } + + /** + * @brief Execute snpe instances in Async Output mode and Sync mode + * + * @param[in] inputBufferList A list of user buffers that contains the input data + * + * @param[in,out] outputBufferList A list of user buffers that will hold the output data + * + */ + bool execute(UserBufferList& inputBufferList, UserBufferList& outputBufferList) noexcept{ + return SNPE_SUCCESS == Snpe_PSNPE_Execute(handle(), getHandle(inputBufferList), getHandle(outputBufferList)); + } + + /** + * @brief Execute snpe instances in Async Input/Output mode + * + * @param[in]inputMap A map of input buffers that contains input data. The names of buffers + * need to be matched with names retrived through getInputTensorNames() + * + * @param dataIndex Index of the input data + * + * @param isTF8buff Whether prefer to using 8 bit quantized element for inference + * + * @return True if executed successfully; flase, otherwise. + */ + bool executeInputOutputAsync(const DlSystem::StringList& inputMap, size_t dataIndex, bool isTF8buff, bool isTF8Outputbuff) noexcept{ + return SNPE_SUCCESS == Snpe_PSNPE_ExecuteInputOutputAsync(handle(), getHandle(inputMap), dataIndex, isTF8buff, isTF8Outputbuff); + } + bool executeInputOutputAsync(const std::vector& inputMap, size_t dataIndex, bool isTF8buff, bool isTF8Outputbuff) noexcept{ + DlSystem::StringList sl(inputMap.size()); + for(auto&& e : inputMap) sl.append(e.c_str()); + return executeInputOutputAsync(sl, dataIndex, isTF8buff, isTF8Outputbuff); + } + + bool executeInputOutputAsync(const DlSystem::StringList& inputMap, size_t dataIndex, bool isTF8buff) noexcept{ + return executeInputOutputAsync(inputMap, dataIndex, isTF8buff, isTF8buff); + } + bool executeInputOutputAsync(const std::vector& inputMap, size_t dataIndex, bool isTF8buff) noexcept{ + return executeInputOutputAsync(inputMap, dataIndex, isTF8buff, isTF8buff); + } + + + + /** + * @brief Returns the input layer names of the network. + * + * @return StringList which contains the input layer names + */ + const DlSystem::StringList getInputTensorNames() const noexcept{ + return moveHandle(Snpe_PSNPE_GetInputTensorNames(handle())); + } + + /** + * @brief Returns the output layer names of the network. + * + * @return StringList which contains the output layer names + */ + const DlSystem::StringList getOutputTensorNames() const noexcept{ + return moveHandle(Snpe_PSNPE_GetOutputTensorNames(handle())); + } + + /** + * @brief Returns the input tensor dimensions of the network. + * + * @return TensorShape which contains the dimensions. + */ + const DlSystem::TensorShape getInputDimensions() const noexcept{ + return moveHandle(Snpe_PSNPE_GetInputDimensions(handle())); + } + + const zdl::DlSystem::TensorShape getInputDimensions(const char *name) const noexcept{ + return moveHandle(Snpe_PSNPE_GetInputDimensions_Name(handle(), name)); + } + + /** + * @brief Returns attributes of buffers. + * + * @see zdl::SNPE + * + * @return BufferAttributes of input/output tensor named. + */ + zdl::DlSystem::TensorShape getBufferAttributesDims(const char *name) const noexcept{ + return moveHandle(Snpe_PSNPE_GetBufferAttributesDims(handle(), name)); + } + + DlSystem::Optional getInputOutputBufferAttributes(const char *name) const noexcept{ + return { + new DlSystem::IBufferAttributes(moveHandle(Snpe_PSNPE_GetInputOutputBufferAttributes(handle(), name))), + DlSystem::Optional::LIFECYCLE::POINTER_OWNED + }; + } + /* To be deprecated, please use new api registerMemoryMappedBuffers */ + bool registerIonBuffers(const DlSystem::UserMemoryMap& ionBufferMap) const noexcept{ + return SNPE_SUCCESS == Snpe_PSNPE_RegisterIonBuffers(handle(), getHandle(ionBufferMap)); + } + /* To be deprecated, please use new api deregisterMemoryMappedBuffers */ + bool deregisterIonBuffers(const DlSystem::StringList& ionBufferNames) const noexcept{ + return SNPE_SUCCESS == Snpe_PSNPE_DeregisterIonBuffers(handle(), getHandle(ionBufferNames)); + } + + bool registerMemoryMappedBuffers(const DlSystem::UserMemoryMap& memoryMappedBufferMap) noexcept{ + return SNPE_SUCCESS == Snpe_PSNPE_RegisterUserMemoryMappedBuffers(handle(), getHandle(memoryMappedBufferMap)); + } + + bool deregisterMemoryMappedBuffers(const DlSystem::StringList& bufferNames) noexcept{ + return SNPE_SUCCESS == Snpe_PSNPE_DeregisterUserMemoryMappedBuffers(handle(), getHandle(bufferNames)); + } + + const char* getLastErrorString(){ + return Snpe_PSNPE_GetLastErrorString(handle()); + } + +private: + PSNPE(const PSNPE&) = delete; + PSNPE& operator=(const PSNPE&) = delete; + +}; + +} // ns PSNPE + + + +ALIAS_IN_ZDL_NAMESPACE(PSNPE, BuildMode) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, InputOutputTransmissionMode) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, OutputAsyncCallbackParam) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, InputOutputAsyncCallbackParam) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, InputOutputInputAsyncCallbackParam) + +ALIAS_IN_ZDL_NAMESPACE(PSNPE, OutputAsyncCallbackFunc) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, InputOutputAsyncCallbackFunc) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, InputOutputAsyncInputCallback) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, BuildConfig) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, PSNPE) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/RuntimeConfigList.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/RuntimeConfigList.h new file mode 100644 index 00000000..59295d59 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/RuntimeConfigList.h @@ -0,0 +1,118 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef _SNPE_RUNTIME_CONFIG_LIST_H_ +#define _SNPE_RUNTIME_CONFIG_LIST_H_ + + +#ifdef __cplusplus +#include +#else +#include +#endif + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" + +#include "DlSystem/DlEnums.h" +#include "DlSystem/RuntimeList.h" +#include "DlSystem/TensorShapeMap.h" + + +#ifdef __cplusplus +extern "C" { +#endif + +typedef void* Snpe_RuntimeConfig_Handle_t; + +SNPE_API +Snpe_RuntimeConfig_Handle_t Snpe_RuntimeConfig_Create(); + +SNPE_API +Snpe_RuntimeConfig_Handle_t Snpe_RuntimeConfig_CreateCopy(Snpe_RuntimeConfig_Handle_t rcHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfig_Delete(Snpe_RuntimeConfig_Handle_t rcHandle); + + +SNPE_API +Snpe_Runtime_t Snpe_RuntimeConfig_GetRuntime(Snpe_RuntimeConfig_Handle_t rcHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfig_SetRuntime(Snpe_RuntimeConfig_Handle_t rcHandle, Snpe_Runtime_t runtime); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfig_SetRuntimeList(Snpe_RuntimeConfig_Handle_t rcHandle, Snpe_RuntimeList_Handle_t rlHandle); + +SNPE_API +Snpe_RuntimeList_Handle_t Snpe_RuntimeConfig_GetRuntimeList_Ref(Snpe_RuntimeConfig_Handle_t rcHandle); + +SNPE_API +Snpe_PerformanceProfile_t Snpe_RuntimeConfig_GetPerformanceProfile(Snpe_RuntimeConfig_Handle_t rcHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfig_SetPerformanceProfile(Snpe_RuntimeConfig_Handle_t rcHandle, Snpe_PerformanceProfile_t perfProfile); + +SNPE_API +int Snpe_RuntimeConfig_GetEnableCPUFallback(Snpe_RuntimeConfig_Handle_t rcHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfig_SetEnableCPUFallback(Snpe_RuntimeConfig_Handle_t rcHandle, int enableCpuFallback); + + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfig_SetInputDimensionsMap(Snpe_RuntimeConfig_Handle_t rcHandle, Snpe_TensorShapeMap_Handle_t tsmHandle); + +SNPE_API +Snpe_TensorShapeMap_Handle_t Snpe_RuntimeConfig_GetInputDimensionsMap_Ref(Snpe_RuntimeConfig_Handle_t rcHandle); + + + +typedef void* Snpe_RuntimeConfigList_Handle_t; + +SNPE_API +Snpe_RuntimeConfigList_Handle_t Snpe_RuntimeConfigList_Create(); + +SNPE_API +Snpe_RuntimeConfigList_Handle_t Snpe_RuntimeConfigList_CreateSize(size_t size); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfigList_Delete(Snpe_RuntimeConfigList_Handle_t rclHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfigList_PushBack(Snpe_RuntimeConfigList_Handle_t rclHandle, Snpe_RuntimeConfig_Handle_t rcHandle); + +SNPE_API +Snpe_RuntimeConfig_Handle_t Snpe_RuntimeConfigList_At_Ref(Snpe_RuntimeConfigList_Handle_t rclHandle, size_t idx); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfigList_Assign(Snpe_RuntimeConfigList_Handle_t rclSrcHandle, Snpe_RuntimeConfigList_Handle_t rclDstHandle); + +SNPE_API +size_t Snpe_RuntimeConfigList_Size(Snpe_RuntimeConfigList_Handle_t rclHandle); + +SNPE_API +size_t Snpe_RuntimeConfigList_Capacity(Snpe_RuntimeConfigList_Handle_t rclHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_RuntimeConfigList_Clear(Snpe_RuntimeConfigList_Handle_t rclHandle); + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_RUNTIME_CONFIG_LIST_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/RuntimeConfigList.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/RuntimeConfigList.hpp new file mode 100644 index 00000000..faf052c5 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/RuntimeConfigList.hpp @@ -0,0 +1,153 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + + +#include "DlSystem/DlEnums.hpp" +#include "DlSystem/RuntimeList.hpp" +#include "DlSystem/TensorShapeMap.hpp" + + +#include "SNPE/RuntimeConfigList.h" + +namespace PSNPE { + + + +struct RuntimeConfig : public Wrapper { +private: + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_RuntimeConfig_Delete}; + + template + using RuntimeReference = WrapperDetail::GenericMemberReference + , + CastingSetter >; + + + template + using RuntimeListReference = WrapperMemberReference< + RuntimeListType, + Snpe_RuntimeList_Handle_t, + Snpe_RuntimeConfig_GetRuntimeList_Ref, + Snpe_RuntimeConfig_SetRuntimeList + >; + + template + using InputDimensionsMapReference = WrapperMemberReference< + InputDimensionsMapType, + Snpe_TensorShapeMap_Handle_t, + Snpe_RuntimeConfig_GetInputDimensionsMap_Ref, + Snpe_RuntimeConfig_SetInputDimensionsMap + >; + + template + using PerfProfileReference = WrapperDetail::GenericMemberReference + , + CastingSetter >; + + template + using EnableCPUFallbackReference = WrapperDetail::GenericMemberReference + , + CastingSetter >; + +public: + RuntimeConfig() + : BaseType(Snpe_RuntimeConfig_Create()) + { } + RuntimeConfig(const RuntimeConfig& other) + : BaseType(Snpe_RuntimeConfig_CreateCopy(other.handle())) + { } + + RuntimeConfig(RuntimeConfig&& other) noexcept + : BaseType(std::move(other)) + { } + + RuntimeConfig& operator=(RuntimeConfig&& other) noexcept{ + return moveAssign(std::move(other)); + } + + + RuntimeReference runtime{*this, DlSystem::Runtime_t::CPU_FLOAT32}; + RuntimeListReference runtimeList{*this}; + PerfProfileReference perfProfile{*this, DlSystem::PerformanceProfile_t::HIGH_PERFORMANCE}; + InputDimensionsMapReference inputDimensionsMap{*this}; + EnableCPUFallbackReference enableCPUFallback{*this, false}; + +}; + + +class RuntimeConfigList : public Wrapper { +private: + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_RuntimeConfigList_Delete}; + +public: + RuntimeConfigList() + : BaseType(Snpe_RuntimeConfigList_Create()) + { } + RuntimeConfigList(size_t size) + : BaseType(Snpe_RuntimeConfigList_CreateSize(size)) + { } + + RuntimeConfigList(RuntimeConfigList&& other) noexcept + : BaseType(std::move(other)) + { } + + RuntimeConfigList& operator=(RuntimeConfigList&& other) noexcept{ + return moveAssign(std::move(other)); + } + RuntimeConfigList& operator=(const RuntimeConfigList& other){ + Snpe_RuntimeConfigList_Assign(other.handle(), handle()); + return *this; + } + + + + void push_back(const RuntimeConfig& runtimeConfig){ + Snpe_RuntimeConfigList_PushBack(handle(), getHandle(runtimeConfig)); + } + + RuntimeConfig& operator[](size_t index){ + return *makeReference(Snpe_RuntimeConfigList_At_Ref(handle(), index)); + } + const RuntimeConfig& operator[](size_t index) const{ + return *makeReference(Snpe_RuntimeConfigList_At_Ref(handle(), index)); + } + + size_t size() const noexcept{ + return Snpe_RuntimeConfigList_Size(handle()); + } + size_t capacity() const noexcept{ + return Snpe_RuntimeConfigList_Capacity(handle()); + } + + void clear() noexcept{ + Snpe_RuntimeConfigList_Clear(handle()); + } + +}; + +} // ns PSNPE + + +ALIAS_IN_ZDL_NAMESPACE(PSNPE, RuntimeConfig) +ALIAS_IN_ZDL_NAMESPACE(PSNPE, RuntimeConfigList) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPE.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPE.h new file mode 100644 index 00000000..eb05473a --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPE.h @@ -0,0 +1,336 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================= +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= + +/** + * @file + */ + +#ifndef _SNPE_SNPE_H_ +#define _SNPE_SNPE_H_ + + +#include "DlSystem/IBufferAttributes.h" +#include "DlSystem/ITensor.h" +#include "DlSystem/TensorShape.h" +#include "DlSystem/TensorMap.h" +#include "DlSystem/StringList.h" +#include "DlSystem/IUserBuffer.h" +#include "DlSystem/UserBufferMap.h" +#include "DlSystem/UserMemoryMap.h" +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" + +#include "DiagLog/IDiagLog.h" + +#ifdef __cplusplus +extern "C" { +#endif + +/** + * A typedef to indicate a SNPE handle + */ +typedef void* Snpe_SNPE_Handle_t; + +/** + * Destroys/frees a SNPE object + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_Delete(Snpe_SNPE_Handle_t snpeHandle); + +/** + * @brief Gets the names of input tensors to the network + * + * To support multiple input scenarios, where multiple tensors are + * passed through execute() in a TensorMap, each tensor needs to + * be uniquely named. The names of tensors can be retrieved + * through this function. + * + * In the case of a single input, one name will be returned. + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @return A StringList of input tensor names. + * + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_SNPE_GetInputTensorNames(Snpe_SNPE_Handle_t snpeHandle); + +/** + * @brief Gets the names of output tensors to the network + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @return List of output tensor names. + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_SNPE_GetOutputTensorNames(Snpe_SNPE_Handle_t snpeHandle); + +/** + * @brief Gets the names of output tensor from the input layer name + * + * @param[in] snpeHandle Handle to access the SNPE object + * @param[in] name Layer name + * + * @return Output tensor names. + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_SNPE_GetOutputTensorNamesByLayerName(Snpe_SNPE_Handle_t snpeHandle, const char* name); + + +/** + * @brief Processes the input data and returns the output + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] inputHandle A map of tensors that contains the input data for + * each input. The names of tensors needs to be + * matched with names retrieved through + * getInputTensorNames() + * + * @param[in,out] outputHandle An empty map of tensors that will contain the output + * data of potentially multiple layers (the key + * in the map is the layer name) upon return + * + * @note output TensorMap has to be empty. To forward propagate + * and get results in user-supplied tensors, use + * Snpe_SNPE_ExecuteUserBuffers(). + * + * @return SNPE_SUCCESS upon successful execution + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_ExecuteITensors(Snpe_SNPE_Handle_t snpeHandle, Snpe_TensorMap_Handle_t inputHandle, Snpe_TensorMap_Handle_t outputHandle); + +/** + * @brief Processes the input data and returns the output + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] inputHandle A single tensor contains the input data. + * + * @param[in,out] outputHandle An empty map of tensors that will contain the output + * data of potentially multiple layers (the key + * in the map is the layer name) upon return + * + * @note output TensorMap has to be empty. To forward propagate + * and get results in user-supplied tensors, use + * Snpe_SNPE_ExecuteUserBuffers. + * + * @return SNPE_SUCCESS upon successful execution + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_ExecuteITensor(Snpe_SNPE_Handle_t snpeHandle, Snpe_ITensor_Handle_t inputHandle, Snpe_TensorMap_Handle_t outputHandle); + +/** + * @brief Processes the input data and returns the output, using + * user-supplied buffers + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] inputHandle A map of UserBuffers that contains the input data for + * each input. The names of UserBuffers needs to be + * matched with names retrieved through + * getInputTensorNames() + * + * @param[in,out] outputHandle A map of UserBuffers that will hold the output + * data of potentially multiple layers (the key + * in the map is the UserBuffer name) + * + * @note input and output UserBuffer maps must be fully pre-populated. with + * dimensions matching what the network expects. + * For example, if there are 5 output UserBuffers they all have to be + * present in map. + * + * Caller must guarantee that for the duration of execute(), the buffer + * stored in UserBuffer would remain valid. For more detail on buffer + * ownership and lifetime requirements, please refer to zdl::DlSystem::UserBuffer + * documentation. + * + * @return SNPE_SUCCESS upon successful execution + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_ExecuteUserBuffers(Snpe_SNPE_Handle_t snpeHandle, Snpe_UserBufferMap_Handle_t inputHandle, Snpe_UserBufferMap_Handle_t outputHandle); + + +/** + * @brief Register Client ION Buffers + * + * @note To be deprecated, please use new api Snpe_SNPE_RegisterUserMemoryMappedBuffers + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] ionBufferMapHandle A UserMemoryMap of virtual addresses + * + * @return SNPE_SUCCESS upon successful ION Buffer registration + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_RegisterIonBuffers(Snpe_SNPE_Handle_t snpeHandle, Snpe_UserMemoryMap_Handle_t ionBufferMapHandle); + +/** + * @brief Deregister Client ION Buffers + * + * @note To be deprecated, please use new api Snpe_SNPE_DeregisterUserMemoryMappedBuffers + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] ionBufferNamesHandle A StringList of ION Buffer names + * + * @return SNPE_SUCCESS upon successful ION Buffer deregistration + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_DeregisterIonBuffers(Snpe_SNPE_Handle_t snpeHandle, Snpe_StringList_Handle_t ionBufferNamesHandle); + +/** + * @brief Register Client Memory-Mapped Buffers (Example ION buffers in Android) + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] bufferMapHandle A UserMemoryMap of virtual addresses + * + * @note UserBuffer type passed for registration must match the data type of the tensor in the dlc + * For regular UserBuffers SNPE performs an online data conversion (quantization or + * dequantization etc). This is not possible for memory mapped buffers hence can lead to + * issues during execution or accuracy degradation + * + * @return SNPE_SUCCESS upon successful memory mapped buffer registration + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_RegisterUserMemoryMappedBuffers(Snpe_SNPE_Handle_t snpeHandle, Snpe_UserMemoryMap_Handle_t bufferMapHandle); + +/** + * @brief Deregister Client Memory-Mapped Buffers (Example ION buffers in Android) + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] bufferNamesHandle A StringList of memory mapped buffer names + * + * @return SNPE_SUCCESS upon successful memory mapped buffer deregistration + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPE_DeregisterUserMemoryMappedBuffers(Snpe_SNPE_Handle_t snpeHandle, Snpe_StringList_Handle_t bufferNamesHandle); + +/** + * @brief Returns the version string embedded at model conversion + * time. + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @return Model version string, which is a free-form string + * supplied at the time of the conversion + * + */ +SNPE_API +const char* Snpe_SNPE_GetModelVersion(Snpe_SNPE_Handle_t snpeHandle); + +/** + * @brief Returns the dimensions of the input data to the model in the + * form of TensorShape. The dimensions in TensorShape corresponds to + * what the tensor dimensions would need to be for an input tensor to + * the model. + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] name input name. + * + * @note Note that this function only makes sense for networks + * that have a fixed input size. For networks in which the + * input size varies with each call of Execute(), this + * function should not be used. + * + * @return a TensorShape that maintains dimensions, + * matching the tensor dimensions for input to the model, + * where the last entry is the fastest varying dimension, etc. + * + * @see Snpe_ITensor_Handle_t + * @see Snpe_TensorShape_Handle_t + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_SNPE_GetInputDimensions(Snpe_SNPE_Handle_t snpeHandle, const char* name); + +/** + * @brief Returns the dimensions of the first input's data to the model in the + * form of TensorShape. The dimensions in TensorShape corresponds to + * what the tensor dimensions would need to be for an input tensor to + * the model. + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @note Note that this function only makes sense for networks + * that have a fixed input size. For networks in which the + * input size varies with each call of Execute(), this + * function should not be used. + * + * @return a TensorShape that maintains dimensions, + * matching the tensor dimensions for first input to the model, + * where the last entry is the fastest varying dimension, etc. + * + * @see Snpe_ITensor_Handle_t + * @see Snpe_TensorShape_Handle_t + */ +SNPE_API +Snpe_TensorShape_Handle_t Snpe_SNPE_GetInputDimensionsOfFirstTensor(Snpe_SNPE_Handle_t snpeHandle); + +/** + * @brief Gets the output layer(s) for the network. + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @note The output layers returned by this function may be + * different than those specified when the network was created + * via the @ref CAPI_SNPEBuilder "SNPEBuilder". For example, if the + * network was created in debug mode with no explicit output + * layers specified, this will contain all layers. + * + * + * @return A StringList of output layer names. + */ +SNPE_API +Snpe_StringList_Handle_t Snpe_SNPE_GetOutputLayerNames(Snpe_SNPE_Handle_t snpeHandle); + +/** + * @brief Returns attributes of buffers used to feed input tensors and receive result from output tensors. + * + * @param[in] snpeHandle Handle to access the SNPE object + * + * @param[in] name Tensor name. + * + * @return BufferAttributes of input/output tensor named + */ +SNPE_API +Snpe_IBufferAttributes_Handle_t Snpe_SNPE_GetInputOutputBufferAttributes(Snpe_SNPE_Handle_t snpeHandle, const char *name); + +/** + * @brief . + * + * Get the diagnostic logging interface + * + * @param[in] snpeHandle Handle to access the SNPE object + * + */ +SNPE_API +Snpe_IDiagLog_Handle_t Snpe_SNPE_GetDiagLogInterface_Ref(Snpe_SNPE_Handle_t snpeHandle); + + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPE.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPE.hpp new file mode 100644 index 00000000..d4ad18df --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPE.hpp @@ -0,0 +1,125 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "DlSystem/StringList.hpp" +#include "DlSystem/TensorMap.hpp" +#include "DlSystem/UserBufferMap.hpp" +#include "DlSystem/UserMemoryMap.hpp" +#include "DlSystem/IBufferAttributes.hpp" +#include "DiagLog/IDiagLog.hpp" + +#include "DlSystem/DlOptional.hpp" + + +#include "SNPE/SNPE.h" + +namespace SNPE{ + +class SNPE : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_SNPE_Delete}; + + template + static DlSystem::Optional makeOptional(H handle){ + return DlSystem::Optional(T(moveHandle(handle))); + } +public: + + DlSystem::Optional getInputTensorNames() const noexcept{ + return makeOptional(Snpe_SNPE_GetInputTensorNames(handle())); + } + + DlSystem::Optional getOutputTensorNames() const noexcept{ + return makeOptional(Snpe_SNPE_GetOutputTensorNames(handle())); + } + + DlSystem::StringList getOutputTensorNamesByLayerName(const char *name) const noexcept{ + return moveHandle(Snpe_SNPE_GetOutputTensorNamesByLayerName(handle(), name)); + } + + bool execute(const DlSystem::TensorMap& input, DlSystem::TensorMap& output) noexcept{ + return SNPE_SUCCESS == Snpe_SNPE_ExecuteITensors(handle(), getHandle(input), getHandle(output)); + } + + + bool execute(const DlSystem::ITensor* input, DlSystem::TensorMap& output) noexcept{ + if(!input) return false; + return SNPE_SUCCESS == Snpe_SNPE_ExecuteITensor(handle(), getHandle(*input), getHandle(output)); + } + + bool execute(const DlSystem::UserBufferMap& input, const DlSystem::UserBufferMap& output) noexcept{ + return SNPE_SUCCESS == Snpe_SNPE_ExecuteUserBuffers(handle(), getHandle(input), getHandle(output)); + } + + + /* To be deprecated, please use new api registerMemoryMappedBuffers */ + bool registerIonBuffers(const DlSystem::UserMemoryMap& ionBufferMap) noexcept{ + return SNPE_SUCCESS == Snpe_SNPE_RegisterUserMemoryMappedBuffers(handle(), getHandle(ionBufferMap)); + } + + /* To be deprecated, please use new api deregisterMemoryMappedBuffers */ + bool deregisterIonBuffers(const DlSystem::StringList& ionBufferNames) noexcept{ + return SNPE_SUCCESS == Snpe_SNPE_DeregisterUserMemoryMappedBuffers(handle(), getHandle(ionBufferNames)); + } + + bool registerMemoryMappedBuffers(const DlSystem::UserMemoryMap& memoryMappedBufferMap) noexcept{ + return SNPE_SUCCESS == Snpe_SNPE_RegisterUserMemoryMappedBuffers(handle(), getHandle(memoryMappedBufferMap)); + } + + bool deregisterMemoryMappedBuffers(const DlSystem::StringList& bufferNames) noexcept{ + return SNPE_SUCCESS == Snpe_SNPE_DeregisterUserMemoryMappedBuffers(handle(), getHandle(bufferNames)); + } + + std::string getModelVersion() const{ + auto str = Snpe_SNPE_GetModelVersion(handle()); + return str ? str : ""; + } + + DlSystem::Optional getInputDimensions() const noexcept{ + return makeOptional(Snpe_SNPE_GetInputDimensionsOfFirstTensor(handle())); + } + + DlSystem::Optional getInputDimensions(const char* name) const noexcept{ + return makeOptional(Snpe_SNPE_GetInputDimensions(handle(), name)); + } + + DlSystem::Optional getOutputLayerNames() const noexcept{ + return makeOptional(Snpe_SNPE_GetOutputLayerNames(handle())); + } + + + DlSystem::Optional getInputOutputBufferAttributes(const char* name) const noexcept{ + return DlSystem::Optional( + new DlSystem::IBufferAttributes(moveHandle(Snpe_SNPE_GetInputOutputBufferAttributes(handle(), name))), + DlSystem::Optional::LIFECYCLE::POINTER_OWNED + ); + } + + DlSystem::Optional getDiagLogInterface() noexcept{ + auto diagLogHandle = Snpe_SNPE_GetDiagLogInterface_Ref(handle()); + if(!diagLogHandle) return {}; + // Bind lifespan of this reference to this object + auto toret = makeReference(diagLogHandle); + return {toret, DlSystem::Optional::LIFECYCLE::POINTER_NOT_OWNED}; + } + +private: + SNPE(const SNPE&) = delete; + SNPE& operator=(const SNPE&) = delete; + +}; + +} // ns SNPE + +ALIAS_IN_ZDL_NAMESPACE(SNPE, SNPE) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEBuilder.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEBuilder.h new file mode 100644 index 00000000..6adcebad --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEBuilder.h @@ -0,0 +1,334 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _SNPE_BUILDER_H_ +#define _SNPE_BUILDER_H_ + +#include "SNPE/SNPE.h" +#include "DlSystem/DlEnums.h" +#include "DlSystem/DlError.h" +#include "DlSystem/IOBufferDataTypeMap.h" +#include "DlSystem/TensorShapeMap.h" +#include "DlSystem/RuntimeList.h" +#include "DlSystem/PlatformConfig.h" +#include "DlContainer/DlContainer.h" + +#ifdef __cplusplus +extern "C" { +#endif + + + +/** + * A typedef to indicate a SNPEBuilder handle + */ +typedef void* Snpe_SNPEBuilder_Handle_t; + +/** + * The builder class for creating SNPE objects. + * Not meant to be extended. + */ + + +/** + * @brief Constructor of NeuralNetwork Builder ith a supplied model. + * + * @param[in] containerHandle A DlContainer holding the model. + * + * @return A new instance of a SNPEBuilder object + * that can be used to configure and build + * an instance of SNPE. + * + */ +SNPE_API +Snpe_SNPEBuilder_Handle_t Snpe_SNPEBuilder_Create(Snpe_DlContainer_Handle_t containerHandle); + +/** + * Destroys/frees a SNPEBuilder object + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @return SNPE_SUCCESS if Delete operation successful. + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_Delete(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle); + +/** + * @brief Requests a performance profile. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] performanceProfile The target performance profile. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetPerformanceProfile(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_PerformanceProfile_t performanceProfile); + +/** + * @brief Sets the profiling level. Default profiling level for + * SNPEBuilder is off. Off and basic only applies to DSP runtime. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] profilingLevel The target profiling level. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetProfilingLevel(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_ProfilingLevel_t profilingLevel); + +/** + * @brief Sets a preference for execution priority. + * + * This allows the caller to give coarse hint to SNPE runtime + * about the priority of the network. SNPE runtime is free to use + * this information to co-ordinate between different workloads + * that may or may not extend beyond SNPE. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] priority The target performance profile. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetExecutionPriorityHint(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_ExecutionPriorityHint_t priority); + +/** + * @brief Sets the layers that will generate output. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] outputLayerNames List of layer names to + * output. An empty list will + * result in only the final + * layer of the model being + * the output layer. The list + * will be copied. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetOutputLayers(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_StringList_Handle_t outputLayerNames); + +/** + * @brief Sets the output tensor names. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] outputTensorNames List of tensor names to + * output. An empty list will + * result in producing output for the final + * output tensor of the model. + * The list will be copied. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetOutputTensors(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_StringList_Handle_t outputTensorNames); + +/** + * @brief Sets whether this neural network will perform inference with + * input from user-supplied buffers, and write output to user-supplied + * buffers. Default behaviour is to use tensors created by + * ITensorFactory. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] bufferMode Boolean whether to use user-supplied buffer or not. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetUseUserSuppliedBuffers(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, int bufferMode); + +/** + * @brief Sets the debug mode of the runtime. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] debugMode This enables debug mode for the runtime. It + * does two things. For an empty + * outputLayerNames list, all layers will be + * output. It might also disable some internal + * runtime optimizations (e.g., some networks + * might be optimized by combining layers, + * etc.). + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetDebugMode(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, int debugMode); + + + +/** + * @brief Sets network's input dimensions to enable resizing of + * the spatial dimensions of each layer for fully convolutional networks, + * and the batch dimension for all networks. + * + * @param[in] tensorShapeMapHandle : Handle to the map of input names and their new dimensions. + * The new dimensions overwrite the input dimensions + * embedded in the model and then resize each layer + * of the model. If the model contains + * layers whose dimensions cannot be resized e.g FullyConnected, + * exception will be thrown when SNPE instance is actually built. + * In general the batch dimension is always resizable. + * After resizing of layers' dimensions in model based + * on new input dimensions, the new model is revalidated + * against all runtime constraints, whose failures may + * result in cpu fallback situation. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetInputDimensions(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_TensorShapeMap_Handle_t inputDimensionsMapHandle); + +/** + * @brief Sets the mode of init caching functionality. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] mode Boolean. This flag enables/disables the functionality of init caching. + * When init caching functionality is enabled, a set of init caches + * will be created during network building/initialization process + * and will be added to DLC container. If such DLC container is saved + * by the user, in subsequent network building/initialization processes + * these init caches will be loaded from the DLC so as to reduce initialization time. + * In disable mode, no init caches will be added to DLC container. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetInitCacheMode(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, int cacheMode); + +/** + * @brief Returns an instance of SNPE based on the current parameters. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @return A new instance of a @ref CAPI_SNPE "SNPE" object that can be used + * to execute models or null if any errors occur. + */ +SNPE_API +Snpe_SNPE_Handle_t Snpe_SNPEBuilder_Build(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle); + +/** + * @brief Sets the platform configuration. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] platformConfig The platform configuration. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetPlatformConfig(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_PlatformConfig_Handle_t platformConfigHandle); + +/** + * @brief Sets network's runtime order of precedence. Example: + * CPU_FLOAT32, GPU_FLOAT16, AIP_FIXED8_TF + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] runtimeListHandle The list of runtime in order of precedence + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetRuntimeProcessorOrder(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_RuntimeList_Handle_t runtimeListHandle); + +/** + * @brief Sets the unconsumed tensors as output + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] setOutput Boolean. This enables unconsumed tensors (i.e) + * outputs which are not inputs to any + * layer (basically dead ends) to be marked + * for output + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetUnconsumedTensorsAsOutputs(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, int setOutput); + +/** + * @brief Execution terminated when exceeding time limit. + * Only valid for dsp runtime currently. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] timeout Time limit value in microseconds + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetTimeOut(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, uint64_t timeoutMicroSec); + + +/** + * @brief Sets the datatype of the buffer. + * Only valid for dsp runtime currently. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] dataTypeMapHandle Map of the buffer names and the datatype that needs to be set. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetBufferDataType(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, Snpe_IOBufferDataTypeMap_Handle_t dataTypeMapHandle); + +/** + * @brief Sets up the entire initialization callflow to + * happen on the user's thread + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] singleThreadedInit Flag indicating user's intent to perform initialization callflow + * on caller's thread. + * When set to 1, initialization will happen on the user's thread + * When set to 0, initialization will happen on a new thread. This is the default + * behavior (analogous to not calling this API) +*/ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetSingleThreadedInit(Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, int singleThreadedInit); + +/** + * @brief Sets the fixed point execution mode for CPU runtime. + * If a floating point DLC is executed with this option set, the program will be terminated with an exception. + * If a quantized DLC is executed without this option set, the execution will be in floating point mode in CPU. + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] cpuFxpMode Boolean If set to true, enables the fixed point mode. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetCpuFixedPointMode( + Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, bool cpuFxpMode); + +/** + * @brief Sets model name for logging + * + * @param[in] snpeBuilderHandle Handle to access the SNPEBuilder object + * + * @param[in] modelName String Model name for logging. + * + */ +SNPE_API +Snpe_ErrorCode_t Snpe_SNPEBuilder_SetModelName( + Snpe_SNPEBuilder_Handle_t snpeBuilderHandle, const char *modelName); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_BUILDER_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEBuilder.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEBuilder.hpp new file mode 100644 index 00000000..37995f4e --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEBuilder.hpp @@ -0,0 +1,136 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include + + +#include "Wrapper.hpp" +#include "SNPE.hpp" +#include "DlSystem/RuntimeList.hpp" +#include "DlContainer/IDlContainer.hpp" +#include "DlSystem/PlatformConfig.hpp" +#include "DlSystem/TensorShapeMap.hpp" + +#include "DlSystem/DlEnums.hpp" + +#include "DlSystem/IOBufferDataTypeMap.hpp" + +#include "SNPE/SNPEBuilder.h" + + +namespace SNPE { + +class SNPEBuilder : public Wrapper { + friend BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_SNPEBuilder_Delete}; +public: + + explicit SNPEBuilder(DlContainer::IDlContainer *container) + : BaseType(Snpe_SNPEBuilder_Create(getHandle(container))) + { } + + + SNPEBuilder& setPerformanceProfile(DlSystem::PerformanceProfile_t performanceProfile){ + Snpe_SNPEBuilder_SetPerformanceProfile(handle(), static_cast(performanceProfile)); + return *this; + } + + SNPEBuilder& setProfilingLevel(DlSystem::ProfilingLevel_t profilingLevel){ + Snpe_SNPEBuilder_SetProfilingLevel(handle(), static_cast(profilingLevel)); + return *this; + } + + SNPEBuilder& setExecutionPriorityHint(DlSystem::ExecutionPriorityHint_t priority){ + Snpe_SNPEBuilder_SetExecutionPriorityHint(handle(), static_cast(priority)); + return *this; + } + + SNPEBuilder& setOutputLayers(const DlSystem::StringList& outputLayerNames){ + Snpe_SNPEBuilder_SetOutputLayers(handle(), getHandle(outputLayerNames)); + return *this; + } + + SNPEBuilder& setOutputTensors(const DlSystem::StringList& outputTensorNames){ + Snpe_SNPEBuilder_SetOutputTensors(handle(), getHandle(outputTensorNames)); + return *this; + } + + SNPEBuilder& setUseUserSuppliedBuffers(int bufferMode){ + Snpe_SNPEBuilder_SetUseUserSuppliedBuffers(handle(), bufferMode); + return *this; + } + + SNPEBuilder& setDebugMode(int debugMode){ + Snpe_SNPEBuilder_SetDebugMode(handle(), debugMode); + return *this; + } + + SNPEBuilder& setInputDimensions(const DlSystem::TensorShapeMap& inputDimensionsMap){ + Snpe_SNPEBuilder_SetInputDimensions(handle(), getHandle(inputDimensionsMap)); + return *this; + } + + SNPEBuilder& setInitCacheMode(int cacheMode){ + Snpe_SNPEBuilder_SetInitCacheMode(handle(), cacheMode); + return *this; + } + + SNPEBuilder& setPlatformConfig(const DlSystem::PlatformConfig& platformConfigHandle){ + Snpe_SNPEBuilder_SetPlatformConfig(handle(), getHandle(platformConfigHandle)); + return *this; + } + + SNPEBuilder& setRuntimeProcessorOrder(const DlSystem::RuntimeList& runtimeList){ + Snpe_SNPEBuilder_SetRuntimeProcessorOrder(handle(), getHandle(runtimeList)); + return *this; + } + + SNPEBuilder& setUnconsumedTensorsAsOutputs(int setOutput){ + Snpe_SNPEBuilder_SetUnconsumedTensorsAsOutputs(handle(), setOutput); + return *this; + } + + SNPEBuilder& setTimeOut(uint64_t timeoutMicroSec){ + Snpe_SNPEBuilder_SetTimeOut(handle(), timeoutMicroSec); + return *this; + } + + + SNPEBuilder& setBufferDataType(const DlSystem::IOBufferDataTypeMap& dataTypeMap){ + Snpe_SNPEBuilder_SetBufferDataType(handle(), getHandle(dataTypeMap)); + return *this; + } + + SNPEBuilder& setSingleThreadedInit(int singleThreadedInit){ + Snpe_SNPEBuilder_SetSingleThreadedInit(handle(), singleThreadedInit); + return *this; + } + + SNPEBuilder& setCpuFixedPointMode(bool cpuFxpMode){ + Snpe_SNPEBuilder_SetCpuFixedPointMode(handle(), cpuFxpMode); + return *this; + } + + SNPEBuilder& setModelName(DlSystem::String modelName){ + Snpe_SNPEBuilder_SetModelName(handle(), modelName.c_str()); + return *this; + } + + std::unique_ptr build() noexcept{ + auto h = Snpe_SNPEBuilder_Build(handle()); + return h ? makeUnique(h) : nullptr; + } + +}; + +} // ns SNPE + + +ALIAS_IN_ZDL_NAMESPACE(SNPE, SNPEBuilder) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEFactory.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEFactory.hpp new file mode 100644 index 00000000..6c2486ee --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEFactory.hpp @@ -0,0 +1,88 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" + +#include "DlSystem/DlEnums.hpp" +#include "DlSystem/DlVersion.hpp" +#include "DlSystem/ITensorFactory.hpp" +#include "DlSystem/IUserBufferFactory.hpp" + + +#include "SNPE/SNPEUtil.h" +#include "DlSystem/DlEnums.h" + +namespace SNPE { + + +class SNPEFactory { +public: + + + static bool isRuntimeAvailable(DlSystem::Runtime_t runtime){ + return Snpe_Util_IsRuntimeAvailable(static_cast(runtime)); + } + + static bool isRuntimeAvailable(DlSystem::Runtime_t runtime, DlSystem::RuntimeCheckOption_t option){ + return Snpe_Util_IsRuntimeAvailableCheckOption(static_cast(runtime), + static_cast(option)); + } + + static DlSystem::ITensorFactory& getTensorFactory(){ + static DlSystem::ITensorFactory iTensorFactory; + return iTensorFactory; + } + + static DlSystem::IUserBufferFactory& getUserBufferFactory(){ + static DlSystem::IUserBufferFactory iUserBufferFactory; + return iUserBufferFactory; + } + + static DlSystem::Version_t getLibraryVersion(){ + return WrapperDetail::moveHandle(Snpe_Util_GetLibraryVersion()); + } + + static bool setSNPEStorageLocation(const char* storagePath){ + return SNPE_SUCCESS == Snpe_Util_SetSNPEStorageLocation(storagePath); + } + + static bool addOpPackage(const std::string& regLibraryPath){ + return SNPE_SUCCESS == Snpe_Util_AddOpPackage(regLibraryPath.c_str()); + } + + static bool isGLCLInteropSupported(){ + return Snpe_Util_IsGLCLInteropSupported(); + } + + static const char* getLastError(){ + return Snpe_Util_GetLastError(); + } + + static bool initializeLogging(const DlSystem::LogLevel_t& level){ + return Snpe_Util_InitializeLogging(static_cast(level)); + } + + static bool initializeLogging(const DlSystem::LogLevel_t& level, const std::string& logPath){ + return Snpe_Util_InitializeLoggingPath(static_cast(level), logPath.c_str()); + } + + static bool setLogLevel(const DlSystem::LogLevel_t& level){ + return Snpe_Util_SetLogLevel(static_cast(level)); + } + + static bool terminateLogging(){ + return Snpe_Util_TerminateLogging(); + } +}; + + +} // ns SNPE + + +ALIAS_IN_ZDL_NAMESPACE(SNPE, SNPEFactory) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEUtil.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEUtil.h new file mode 100644 index 00000000..a3e1d1e1 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/SNPEUtil.h @@ -0,0 +1,354 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022-2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +/** + * @file + */ + +#ifndef _SNPE_UTIL_H_ +#define _SNPE_UTIL_H_ + +#include "SNPE/SNPE.h" +#include "DlSystem/DlEnums.h" +#include "DlSystem/DlError.h" +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/IUserBuffer.h" +#include "DlSystem/ITensor.h" +#include "DlSystem/TensorShape.h" +#include "DlSystem/DlVersion.h" + +#ifdef __cplusplus +extern "C" { +#endif + + +/** + * @brief Creates a UserBuffer + * + * @param[in] buffer Pointer to the buffer that the caller supplies + * + * @param[in] bufSize Buffer size, in bytes + * + * @param[in] stridesHandle Total number of bytes between elements in each dimension. + * E.g. A tightly packed tensor of floats with dimensions [4, 3, 2] would have strides of [24, 8, 4]. + * + * @param[in] userBufferEncodingHandle Handle to a UserBufferEncoding object + * + * @note Caller has to ensure that memory pointed to by buffer stays accessible + * for the lifetime of the object created + * + * @return Handle to the created UserBuffer + */ +SNPE_API +Snpe_IUserBuffer_Handle_t Snpe_Util_CreateUserBuffer(void *buffer, + size_t bufSize, + Snpe_TensorShape_Handle_t stridesHandle, + Snpe_IUserBuffer_Handle_t userBufferEncodingHandle); + +/** + * @brief Creates a UserBuffer with a provided UserBufferSource + * + * @param[in] buffer Pointer to the buffer that the caller supplies + * + * @param[in] bufSize Buffer size, in bytes + * + * @param[in] stridesHandle Total number of bytes between elements in each dimension. + * E.g. A tightly packed tensor of floats with dimensions [4, 3, 2] would have strides of [24, 8, 4]. + * + * @param[in] userBufferEncodingHandle Handle to a UserBufferEncoding object + * + * @param[in] userBufferSourceHandle Handle to a UserBufferSource object + * + * @return Handle to the created UserBuffer + */ +SNPE_API +Snpe_IUserBuffer_Handle_t Snpe_Util_CreateUserBufferFromSource(void *buffer, + size_t bufSize, + Snpe_TensorShape_Handle_t stridesHandle, + Snpe_IUserBuffer_Handle_t userBufferEncodingHandle, + Snpe_UserBufferSource_Handle_t userBufferSourceHandle); + +/** + * @brief Creates a UserBuffer + * + * @param[in] buffer Pointer to the buffer that the caller supplies + * + * @param[in] bufSize Buffer size, in bytes + * + * @param[in] stridesHandle Total number of bytes between elements in each dimension. + * E.g. A tightly packed tensor of floats with dimensions [4, 3, 2] would have strides of [24, 8, 4]. + * + * @param[in] userBufferEncodingHandle Reference to an UserBufferEncoding object + * + * @param[in] userBufferSourceHandle Reference to an UserBufferSource object + * + * @note Caller has to ensure that memory pointed to by buffer stays accessible + * for the lifetime of the object created + * + * @return the created UserBuffer + * + */ +SNPE_API +Snpe_IUserBuffer_Handle_t Snpe_Util_CreateUserGlBuffer(void *buffer, + size_t bufSize, + Snpe_TensorShape_Handle_t stridesHandle, + Snpe_IUserBuffer_Handle_t userBufferEncodingHandle, + Snpe_IUserBuffer_Handle_t userBufferSourceHandle); + +/** + * Creates a new ITensor with uninitialized data. + * + * ITensor buffer size assumes float32 encoding for each element. + * (i.e., a tensor with dimensions (2,3) will be represented by (2 * 3) * 4 = 24 bytes in memory) + * + * The strides for the tensor will match the tensor dimensions + * (i.e., the tensor data is contiguous in memory). + * + * @param[in] shapeHandle The dimensions for the tensor in which the last + * element of the vector represents the fastest varying + * dimension and the zeroth element represents the slowest + * varying, etc. + * + * @return The created tensor + */ +SNPE_API +Snpe_ITensor_Handle_t Snpe_Util_CreateITensor(Snpe_TensorShape_Handle_t shapeHandle); + +/** + * Create a new ITensor with specific data. + * (i.e. the tensor data is contiguous in memory). This tensor is + * primarily used to create a tensor where tensor size can't be + * computed directly from dimension. One such example is + * NV21-formatted image, or any YUV formatted image + * + * @param[in] shapeHandle The dimensions for the tensor in which the last + * element of the vector represents the fastest varying + * dimension and the zeroth element represents the slowest + * varying, etc. + * + * @param[in] data The actual data with which the Tensor object is filled. + * + * @param[in] dataSize The size of data + * + * @return A handle to the created tensor + */ +SNPE_API +Snpe_ITensor_Handle_t Snpe_Util_CreateITensorDataSize(Snpe_TensorShape_Handle_t shapeHandle, const uint8_t* data, size_t dataSize); + +/** + * Create a new ITensor with specific data. + * (i.e. the tensor data is contiguous in memory). This tensor is + * primarily used to create a tensor where tensor size can't be + * computed directly from dimension. One such example is + * NV21-formatted image, or any YUV formatted image + * + * @param[in] shapeHandle The dimensions for the tensor in which the last + * element of the vector represents the fastest varying + * dimension and the zeroth element represents the slowest + * varying, etc. + * + * @param[in] data The actual data with which the Tensor object is filled. + * + * @param[in] dataSize The size of data + * + * @return the created tensor + */ +SNPE_API +Snpe_ITensor_Handle_t Snpe_Util_CreateITensor_NV21(Snpe_TensorShape_Handle_t shapeHandle, unsigned char *data, size_t dataSize); + +/** + * Indicates whether the supplied runtime is available on the + * current platform. + * + * @param[in] runtime The target runtime to check. + * + * @return Boolean: Non-zero if the supplied runtime is available; 0 otherwise + * + */ +SNPE_API +int Snpe_Util_IsRuntimeAvailable(Snpe_Runtime_t runtime); + +/** + * Indicates whether the supplied runtime is available on the + * current platform. + * + * @param[in] runtime The target runtime to check. + * + * @param[in] runtimeCheckOption Extent to perform runtime available check. + * + * @return Boolean: Non-zero if the supplied runtime is available; 0 otherwise + * + */ +SNPE_API +int Snpe_Util_IsRuntimeAvailableCheckOption(Snpe_Runtime_t runtime, Snpe_RuntimeCheckOption_t runtimeCheckOption); + + +/** + * Gets the version of the SNPE library. + * + * @return Version of the SNPE library. + * + */ +SNPE_API +Snpe_DlVersion_Handle_t Snpe_Util_GetLibraryVersion(); + +/** + * Set the SNPE storage location for all SNPE instances in this + * process. Note that this may only be called once, and if so + * must be called before creating any SNPE instances. + * + * @param[in] storagePath Absolute path to a directory which SNPE may + * use for caching and other storage purposes. + * + * @return Boolean: Non-zero if the supplied path was succesfully set as + * the SNPE storage location, 0 otherwise. + * + */ +SNPE_API +int Snpe_Util_SetSNPEStorageLocation(const char* storagePath); + +/** + * @brief Register a user-defined op package with SNPE. + * + * @param[in] regLibraryPath Path to the registration library + * that allows clients to register a set of operations that are + * part of the package, and share op info with SNPE + * + * @return Boolean: Non-zero if successful, 0 otherwise. + */ +SNPE_API +int Snpe_Util_AddOpPackage(const char* regLibraryPath ); + +/** + * Indicates whether the OpenGL and OpenCL interoperability is supported + * on GPU platform. + * + * @return Boolean: Non-zero if the OpenGL and OpenCl interop is supported; 0 otherwise + * + */ +SNPE_API +int Snpe_Util_IsGLCLInteropSupported(); + +/** + * @return A string description of the last error + */ +SNPE_API +const char* Snpe_Util_GetLastError(); + +/** + * Initializes logging with the specified log level. + * initializeLogging with level, is used on Android platforms + * and after successful initialization, SNPE + * logs are printed in android logcat logs. + * + * It is recommended to initializeLogging before creating any + * SNPE instances, in order to capture information related to + * core initialization. If this is called again after first + * time initialization, subsequent calls are ignored. + * Also, Logging can be re-initialized after a call to + * terminateLogging API by calling initializeLogging again. + * + * A typical usage of Logging life cycle can be + * initializeLogging() + * any other SNPE API like isRuntimeAvailable() + * * setLogLevel() - optional - can be called anytime + * between initializeLogging & terminateLogging + * SNPE instance creation, inference, destroy + * terminateLogging(). + * + * Please note, enabling logging can have performance impact. + * + * @param[in] level Log level (LOG_INFO, LOG_WARN, etc.). + * + * @return Boolean: non-zero if successful, 0 otherwise. + */ +SNPE_API +int Snpe_Util_InitializeLogging(Snpe_LogLevel_t level); + +/** + * Initializes logging with the specified log level and log path. + * initializeLogging with level & log path, is used on non Android + * platforms and after successful initialization, SNPE + * logs are printed in std output & into log files created in the + * log path. + * + * It is recommended to initializeLogging before creating any + * SNPE instances, in order to capture information related to + * core initialization. If this is called again after first + * time initialization, subsequent calls are ignored. + * Also, Logging can be re-initialized after a call to + * terminateLogging API by calling initializeLogging again. + * + * A typical usage of Logging life cycle can be + * initializeLogging() + * any other SNPE API like isRuntimeAvailable() + * * setLogLevel() - optional - can be called anytime + * between initializeLogging & terminateLogging + * SNPE instance creation, inference, destroy + * terminateLogging() + * + * Please note, enabling logging can have performance impact + * + * @param[in] level Log level (LOG_INFO, LOG_WARN, etc.). + * + * @param[in] logPath of directory to store logs. + * If path is empty, the default path is "./Log". + * For android, the log path is ignored. + * + * @return Boolean: non-zero if successful, 0 otherwise. + */ +SNPE_API +int Snpe_Util_InitializeLoggingPath(Snpe_LogLevel_t level, const char* logPath); + +/** + * Updates the current logging level with the specified level. + * setLogLevel is optional, called anytime after initializeLogging + * and before terminateLogging, to update the log level set. + * Log levels can be updated multiple times by calling setLogLevel + * A call to setLogLevel() is ignored if it is made before + * initializeLogging() or after terminateLogging() + * + * @param[in] level Log level (LOG_INFO, LOG_WARN, etc.). + * + * @return Boolean: non-zero if successful, 0 otherwise. + */ +SNPE_API +int Snpe_Util_SetLogLevel(Snpe_LogLevel_t level); + +/** + * Terminates logging. + * + * It is recommended to terminateLogging after initializeLogging + * in order to disable logging information. + * If this is called before initialization or after first time termination, + * calls are ignored. + * + * @warning Snpe_Util_TerminateLogging() must not be called while another thread is executing. + * In a multi-threaded use case, the individual threads must have a cooperative life cycle + * management strategy for the logger. + * + * @return Boolean: non-zero if successful, 0 otherwise. + */ +SNPE_API +int Snpe_Util_TerminateLogging(); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_UTIL_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/UserBufferList.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/UserBufferList.h new file mode 100644 index 00000000..e6a42ddb --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/UserBufferList.h @@ -0,0 +1,77 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2022,2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef _SNPE_USER_BUFFER_LIST_H_ +#define _SNPE_USER_BUFFER_LIST_H_ + + +#ifdef __cplusplus +#include +#else +#include +#endif + +#include "DlSystem/SnpeApiExportDefine.h" +#include "DlSystem/DlError.h" + +#include "DlSystem/UserBufferMap.h" + +#ifdef __cplusplus +extern "C" { +#endif + +typedef void* Snpe_UserBufferList_Handle_t; + +SNPE_API +Snpe_UserBufferList_Handle_t Snpe_UserBufferList_Create(); + +SNPE_API +Snpe_UserBufferList_Handle_t Snpe_UserBufferList_CreateCopy(Snpe_UserBufferList_Handle_t userBufferListHandle); + +SNPE_API +Snpe_UserBufferList_Handle_t Snpe_UserBufferList_CreateSize(size_t size); + +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferList_Delete(Snpe_UserBufferList_Handle_t userBufferListHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferList_PushBack(Snpe_UserBufferList_Handle_t userBufferListHandle, + Snpe_UserBufferMap_Handle_t userBufferMapHandle); + +SNPE_API +Snpe_UserBufferMap_Handle_t Snpe_UserBufferList_At_Ref(Snpe_UserBufferList_Handle_t userBufferListHandle, + size_t idx); + +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferList_Assign(Snpe_UserBufferList_Handle_t srcUserBufferListHandle, + Snpe_UserBufferList_Handle_t dstUserBufferListHandle); + +SNPE_API +size_t Snpe_UserBufferList_Size(Snpe_UserBufferList_Handle_t userBufferListHandle); + +SNPE_API +size_t Snpe_UserBufferList_Capacity(Snpe_UserBufferList_Handle_t userBufferListHandle); + +SNPE_API +Snpe_ErrorCode_t Snpe_UserBufferList_Clear(Snpe_UserBufferList_Handle_t userBufferListHandle); + + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif // _SNPE_USER_BUFFER_LIST_H_ diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/UserBufferList.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/UserBufferList.hpp new file mode 100644 index 00000000..fec82dbc --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SNPE/UserBufferList.hpp @@ -0,0 +1,76 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#include "Wrapper.hpp" +#include "DlSystem/UserBufferMap.hpp" + +#include "SNPE/UserBufferList.h" + + +namespace PSNPE { + +class UserBufferList : public Wrapper { + friend BaseType; + // Use this to get free move Ctor and move assignment operator, provided this class does not specify + // as copy assignment operator or copy Ctor + using BaseType::BaseType; + + static constexpr DeleteFunctionType DeleteFunction{Snpe_UserBufferList_Delete}; + +public: + UserBufferList() + : BaseType(Snpe_UserBufferList_Create()) + { } + explicit UserBufferList(size_t size) + : BaseType(Snpe_UserBufferList_CreateSize(size)) + { } + + UserBufferList(const UserBufferList& other) + : BaseType(Snpe_UserBufferList_CreateCopy(other.handle())) + { } + UserBufferList(UserBufferList&& other) noexcept + : BaseType(std::move(other)) + { } + + UserBufferList& operator=(const UserBufferList& other){ + if(this != &other){ + Snpe_UserBufferList_Assign(other.handle(), handle()); + } + return *this; + } + UserBufferList& operator=(UserBufferList&& other){ + return moveAssign(std::move(other)); + } + + + void push_back(const DlSystem::UserBufferMap& userBufferMap){ + Snpe_UserBufferList_PushBack(handle(), getHandle(userBufferMap)); + } + + DlSystem::UserBufferMap& operator[](size_t idx){ + return *makeReference(Snpe_UserBufferList_At_Ref(handle(), idx)); + } + + size_t size() const noexcept{ + return Snpe_UserBufferList_Size(handle()); + } + + size_t capacity() const noexcept{ + return Snpe_UserBufferList_Capacity(handle()); + } + + void clear() noexcept{ + Snpe_UserBufferList_Clear(handle()); + } +}; + + +} // ns PSNPE + +ALIAS_IN_ZDL_NAMESPACE(PSNPE, UserBufferList) diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoBase.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoBase.h new file mode 100644 index 00000000..f7af604a --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoBase.h @@ -0,0 +1,546 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2019-2022 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef SNPE_UDO_BASE_H +#define SNPE_UDO_BASE_H + +#include + +// Provide values to use for API version. +#define API_VERSION_MAJOR 1 +#define API_VERSION_MINOR 6 +#define API_VERSION_TEENY 0 + +/** @addtogroup c_plus_plus_apis C++ +@{ */ + +// Defines a bitmask of enum values. +typedef uint32_t SnpeUdo_Bitmask_t; +typedef SnpeUdo_Bitmask_t Udo_Bitmask_t; + +// A string of characters, rather than an array of bytes. +// Assumed to be UTF-8. +typedef char* SnpeUdo_String_t; +typedef SnpeUdo_String_t Udo_String_t; + +// The maximum allowable length of a SnpeUdo_String_t in bytes, +// including null terminator. SNPE will truncate strings longer +// than this. +#define SNPE_UDO_MAX_STRING_SIZE 1024 + +/** + * An enum which holds the various error types. + * The error types are divided to classes : + * 0 - 99 : generic errors + * 100 - 200 : errors related to configuration + * + */ +typedef enum +{ + /// No Error + SNPE_UDO_NO_ERROR = 0, UDO_NO_ERROR = 0, + /// Unsupported value for core type + SNPE_UDO_WRONG_CORE = 1, UDO_WRONG_CORE = 1, + /// Invalid attribute/argument passed into UDO API + SNPE_UDO_INVALID_ARGUMENT = 2, UDO_INVALID_ARGUMENT = 2, + /// Unsupported feature error + SNPE_UDO_UNSUPPORTED_FEATURE = 3, UDO_UNSUPPORTED_FEATURE = 3, + /// Error relating to memory allocation + SNPE_UDO_MEM_ALLOC_ERROR = 4, UDO_MEM_ALLOC_ERROR = 4, + /* Configuration Specific errors */ + /// No op with given attributes available in library + SNPE_UDO_WRONG_OPERATION = 100, UDO_WRONG_OPERATION = 100, + /// Unsupported value for core type in UDO configuration + SNPE_UDO_WRONG_CORE_TYPE = 101, UDO_WRONG_CORE_TYPE = 101, + /// Wrong number of params in UDO definition + SNPE_UDO_WRONG_NUM_OF_PARAMS = 102, UDO_WRONG_NUM_OF_PARAMS = 102, + /// Wrong number of dimensions for tensor(s) in UDO definition + SNPE_UDO_WRONG_NUM_OF_DIMENSIONS = 103, UDO_WRONG_NUM_OF_DIMENSIONS = 103, + /// Wrong number of input tensors in UDO definition + SNPE_UDO_WRONG_NUM_OF_INPUTS = 104, UDO_WRONG_NUM_OF_INPUTS = 104, + /// Wrong number of output tensors in UDO definition + SNPE_UDO_WRONG_NUM_OF_OUTPUTS = 105, UDO_WRONG_NUM_OF_OUTPUTS = 105, + SNPE_UDO_PROGRAM_CACHE_NOT_FOUND = 106, UDO_PROGRAM_CACHE_NOT_FOUND = 106, + SNPE_UDO_UNKNOWN_ERROR = 0xFFFFFFFF, UDO_UNKNOWN_ERROR = 0xFFFFFFFF +} SnpeUdo_ErrorType_t; + +typedef SnpeUdo_ErrorType_t Udo_ErrorType_t; + +/** + * An enum which holds the various data types. + * Designed to be used as single values or combined into a bitfield parameter + * (0x1, 0x2, 0x4, etc) + * \n FIXED_XX types are targeted for data in tensors. + * \n UINT / INT types are targeted for scalar params + */ +typedef enum +{ + /// data type: 16-bit floating point + SNPE_UDO_DATATYPE_FLOAT_16 = 0x01, UDO_DATATYPE_FLOAT_16 = 0x01, + /// data type: 32-bit floating point + SNPE_UDO_DATATYPE_FLOAT_32 = 0x02, UDO_DATATYPE_FLOAT_32 = 0x02, + /// data type: 4-bit fixed point + SNPE_UDO_DATATYPE_FIXED_4 = 0x04, UDO_DATATYPE_FIXED_4 = 0x04, + /// data type: 8-bit fixed point + SNPE_UDO_DATATYPE_FIXED_8 = 0x08, UDO_DATATYPE_FIXED_8 = 0x08, + /// data type: 16-bit fixed point + SNPE_UDO_DATATYPE_FIXED_16 = 0x10, UDO_DATATYPE_FIXED_16 = 0x10, + /// data type: 32-bit fixed point + SNPE_UDO_DATATYPE_FIXED_32 = 0x20, UDO_DATATYPE_FIXED_32 = 0x20, + /// data type: 8-bit unsigned integer + SNPE_UDO_DATATYPE_UINT_8 = 0x100, UDO_DATATYPE_UINT_8 = 0x100, + /// data type: 16-bit unsigned integer + SNPE_UDO_DATATYPE_UINT_16 = 0x200, UDO_DATATYPE_UINT_16 = 0x200, + /// data type: 32-bit unsigned integer + SNPE_UDO_DATATYPE_UINT_32 = 0x400, UDO_DATATYPE_UINT_32 = 0x400, + /// data type: 8-bit signed integer + SNPE_UDO_DATATYPE_INT_8 = 0x1000, UDO_DATATYPE_INT_8 = 0x1000, + /// data type: 16-bit signed integer + SNPE_UDO_DATATYPE_INT_16 = 0x2000, UDO_DATATYPE_INT_16 = 0x2000, + /// data type: 32-bit signed integer + SNPE_UDO_DATATYPE_INT_32 = 0x4000, UDO_DATATYPE_INT_32 = 0x4000, + SNPE_UDO_DATATYPE_LAST = 0xFFFFFFFF, UDO_DATATYPE_LAST = 0xFFFFFFFF +} SnpeUdo_DataType_t; + +typedef SnpeUdo_DataType_t Udo_DataType_t; + +/** + * An enum which holds the various layouts. + * Designed to be used as single values or combined into a bitfield parameter + * (0x1, 0x2, 0x4, etc) + */ +typedef enum +{ + /// data layout (4D): NHWC (batch-height-width-channel) + SNPE_UDO_LAYOUT_NHWC = 0x01, UDO_LAYOUT_NHWC = 0x01, + /// data layout (4D): NCHW (batch-channel-height-width) + SNPE_UDO_LAYOUT_NCHW = 0x02, UDO_LAYOUT_NCHW = 0x02, + /// data layout (5D): NDHWC (batch-depth-height-width-channel) + SNPE_UDO_LAYOUT_NDHWC = 0x04, UDO_LAYOUT_NDHWC = 0x04, + SNPE_UDO_LAYOUT_GPU_OPTIMAL1 = 0x08, UDO_LAYOUT_GPU_OPTIMAL1 = 0x08, + SNPE_UDO_LAYOUT_GPU_OPTIMAL2 = 0x10, UDO_LAYOUT_GPU_OPTIMAL2 = 0x10, + SNPE_UDO_LAYOUT_DSP_OPTIMAL1 = 0x11, UDO_LAYOUT_DSP_OPTIMAL1 = 0x11, + SNPE_UDO_LAYOUT_DSP_OPTIMAL2 = 0x12, UDO_LAYOUT_DSP_OPTIMAL2 = 0x12, + // Indicates no data will be allocated for this tensor. + // Used to specify optional inputs/outputs positionally. + SNPE_UDO_LAYOUT_NULL = 0x13, UDO_LAYOUT_NULL = 0x13, + SNPE_UDO_LAYOUT_LAST = 0xFFFFFFFF, UDO_LAYOUT_LAST = 0xFFFFFFFF +} SnpeUdo_TensorLayout_t; + +typedef SnpeUdo_TensorLayout_t Udo_TensorLayout_t; + +/** + * An enum which holds the UDO library Core type . + * Designed to be used as single values or combined into a bitfield parameter + * (0x1, 0x2, 0x4, etc) + */ +typedef enum +{ + /// Library target IP Core is undefined + SNPE_UDO_CORETYPE_UNDEFINED = 0x00, UDO_CORETYPE_UNDEFINED = 0x00, + /// Library target IP Core is CPU + SNPE_UDO_CORETYPE_CPU = 0x01, UDO_CORETYPE_CPU = 0x01, + /// Library target IP Core is GPU + SNPE_UDO_CORETYPE_GPU = 0x02, UDO_CORETYPE_GPU = 0x02, + /// Library target IP Core is DSP + SNPE_UDO_CORETYPE_DSP = 0x04, UDO_CORETYPE_DSP = 0x04, + SNPE_UDO_CORETYPE_LAST = 0xFFFFFFFF, UDO_CORETYPE_LAST = 0xFFFFFFFF +} SnpeUdo_CoreType_t; + +typedef SnpeUdo_CoreType_t Udo_CoreType_t; + +/** + * An enum to specify the parameter type : Scalar or Tensor + */ +typedef enum +{ + /// UDO static param type: scalar + SNPE_UDO_PARAMTYPE_SCALAR = 0x00, UDO_PARAMTYPE_SCALAR = 0x00, + /// UDO static param type: string + SNPE_UDO_PARAMTYPE_STRING = 0x01, UDO_PARAMTYPE_STRING = 0x01, + /// UDO static param type: tensor + SNPE_UDO_PARAMTYPE_TENSOR = 0x02, UDO_PARAMTYPE_TENSOR = 0x02, + SNPE_UDO_PARAMTYPE_LAST = 0xFFFFFFFF, UDO_PARAMTYPE_LAST = 0xFFFFFFFF +} SnpeUdo_ParamType_t; + +typedef SnpeUdo_ParamType_t Udo_ParamType_t; + +/** + * An enum to specify quantization type + */ +typedef enum +{ + /// Tensor Quantization type: NONE. Signifies unquantized tensor data + SNPE_UDO_QUANTIZATION_NONE = 0x00, UDO_QUANTIZATION_NONE = 0x00, + /// Tensor Quantization type: Tensorflow-style + SNPE_UDO_QUANTIZATION_TF = 0x01, UDO_QUANTIZATION_TF = 0x01, + SNPE_UDO_QUANTIZATION_QMN = 0x02, UDO_QUANTIZATION_QMN = 0x02, + SNPE_UDO_QUANTIZATION_LAST = 0xFFFFFFFF, UDO_QUANTIZATION_LAST = 0xFFFFFFFF +} SnpeUdo_QuantizationType_t; + +typedef SnpeUdo_QuantizationType_t Udo_QuantizationType_t; + +/** + * @brief A struct which is used to provide a version number using 3 values : major, minor, teeny + * + */ +typedef struct +{ + /// version field: major - for backward-incompatible changes + uint32_t major; + /// version field: minor - for backward-compatible feature updates + uint32_t minor; + /// version field: teeny - for minor bug-fixes and clean-up + uint32_t teeny; +} SnpeUdo_Version_t; + +typedef SnpeUdo_Version_t Udo_Version_t; + +/** + * @brief A struct returned from version query, contains the Library version and API version + * + */ +typedef struct +{ + /// Version of UDO library. Controlled by users + SnpeUdo_Version_t libVersion; + /// Version of SNPE UDO API used in compiling library. Determined by SNPE + SnpeUdo_Version_t apiVersion; +} SnpeUdo_LibVersion_t; + +/** + * @brief A struct returned from version query, contains the package version + * + */ +typedef struct +{ + /// Version of UDO API used in package. + Udo_Version_t apiVersion; +} Udo_PkgVersion_t; + +/** + * @brief A union to hold the value of a generic type. Allows defining a parameter struct + * in a generic way, with a "value" location that holds the data regardless of the type. + * + */ +typedef union +{ + /// value type: float + float floatValue; + /// value type: unsigned 32-bit integer + uint32_t uint32Value; + /// value type: signed 32-bit integer + int32_t int32Value; + /// value type: unsigned 16-bit integer + uint16_t uint16Value; + /// value type: signed 16-bit integer + int16_t int16Value; + /// value type: unsigned 8-bit integer + uint8_t uint8Value; + /// value type: signed 8-bit integer + int8_t int8Value; +} SnpeUdo_Value_t; + +typedef SnpeUdo_Value_t Udo_Value_t; + +/** + * @brief A struct which defines a scalar parameter : name, data type, and union of values + * + */ +typedef struct +{ + /// The parameter data type : float, int, etc. + SnpeUdo_DataType_t dataType; + /// a union of specified type which holds the data + SnpeUdo_Value_t dataValue; +} SnpeUdo_ScalarParam_t; + +typedef SnpeUdo_ScalarParam_t Udo_ScalarParam_t; + +/** + * @brief A struct which defines the quantization parameters in case of Tensorflow style quantization + * + */ +typedef struct +{ + /// minimum value of the quantization range of data + float minValue; + /// maximum value of the quantization range of data + float maxValue; +} SnpeUdo_TFQuantize_t; + +typedef SnpeUdo_TFQuantize_t Udo_TFQuantize_t; + +/** + * @brief A struct which defines the quantization type, and union of supported quantization structs + * + */ +typedef struct +{ + /// quantization type (only TF-style currently supported) + SnpeUdo_QuantizationType_t quantizeType; + union + { + /// TF-style min-max quantization ranges + SnpeUdo_TFQuantize_t TFParams; + }; +} SnpeUdo_QuantizeParams_t; + +typedef SnpeUdo_QuantizeParams_t Udo_QuantizeParams_t; + +/** + * @brief A struct which defines the datatype associated with a specified core-type + * This should be used to denote the datatypes for a single tensor info, depending + * on the intended execution core. + * + */ +typedef struct +{ + /// The IP Core + SnpeUdo_CoreType_t coreType; + /// The associated datatype for this coreType + SnpeUdo_DataType_t dataType; +} SnpeUdo_PerCoreDatatype_t; + +typedef SnpeUdo_PerCoreDatatype_t Udo_PerCoreDatatype_t; + +/** + * @brief A struct which defines a tensor parameter : name, data type, layout, quantization, more. + * Also holds a pointer to the tensor data. + * + */ +typedef struct +{ + /// The maximum allowable dimensions of the tensor. The memory held in + /// _tensorData_ is guaranteed to be large enough for this. + uint32_t* maxDimensions; + /// The current dimensions of the tensor. An operation may modify the current + /// dimensions of its output, to indicate cases where the output has been + /// "resized". + /// Note that for static parameters, the current and max dimensions must + /// match. + uint32_t* currDimensions; + /// Quantization params applicable to the tensor. Currently only supports + /// Tensorflow quantization style. + SnpeUdo_QuantizeParams_t quantizeParams; + /// Number of dimensions to the tensor: 3D, 4D, etc. + uint32_t tensorRank; + /// The parameter data type: float, int, etc. + SnpeUdo_DataType_t dataType; + /// The tensor layout type: NCHW, NHWC, etc. + SnpeUdo_TensorLayout_t layout; + /// Opaque pointer to tensor data. User may be required to re-interpret the pointer + /// based on core-specific definitions. + void* tensorData; +} SnpeUdo_TensorParam_t; + +typedef SnpeUdo_TensorParam_t Udo_TensorParam_t; + +/** + * @brief A struct which defines tensor information for activation tensors only + * + * It describes an activation tensor object using its name, the intended layout and the datatype + * it will take depending on the intended runtime core. The repeated field indicates that + * that the tensor info describes several input/output activation tensors, which all share the + * aforementioned properties. + */ +typedef struct +{ + /// The tensor name + SnpeUdo_String_t tensorName; + /// The tensor layout type: NCHW, NHWC, etc. + SnpeUdo_TensorLayout_t layout; + /// The per core datatype: {SNPE_UDO_DATATYPE, SNPE_UDO_CORE_TYPE} + SnpeUdo_PerCoreDatatype_t* perCoreDatatype; + /// A boolean field indicating that this tensorinfo will be repeated e.x for ops such as Concat or Split + bool repeated; + /// A boolean field indicating whether input is static or not. + bool isStatic; +} SnpeUdo_TensorInfo_t; + +typedef SnpeUdo_TensorInfo_t Udo_TensorInfo_t; + +/** + * @brief struct which defines a UDO parameter - a union of scalar, tensor and string parameters + * + */ +typedef struct +{ + /// Type is scalar or tensor + SnpeUdo_ParamType_t paramType; + /// The param name, for example : "offset", "activation_type" + SnpeUdo_String_t paramName; + union + { + /// scalar param value + SnpeUdo_ScalarParam_t scalarParam; + /// tensor param value + SnpeUdo_TensorParam_t tensorParam; + /// string param value + SnpeUdo_String_t stringParam; + }; +} SnpeUdo_Param_t; + +typedef SnpeUdo_Param_t Udo_Param_t; + +/** + * @brief A struct which defines Operation information which is specific for IP core (CPU, GPU, DSP ...) + * + */ +typedef struct +{ + /// The IP Core + SnpeUdo_CoreType_t udoCoreType; + /// Bitmask, defines supported internal calculation types (like FLOAT_32, etc) + /// Based on SnpeUdo_DataType + SnpeUdo_Bitmask_t operationCalculationTypes; +} SnpeUdo_OpCoreInfo_t; + +typedef SnpeUdo_OpCoreInfo_t Udo_OpCoreInfo_t; + +/** + * @brief A struct which defines the common and core-specific Operation information + * + */ +typedef struct +{ + /// Operation type + SnpeUdo_String_t operationType; + /// A bitmask describing which IP Cores (CPU, GPU, DSP ...) support this operation + /// Translated based on SnpeUdo_CoreType + SnpeUdo_Bitmask_t supportedByCores; + /// Number of static parameters defined by the op + uint32_t numOfStaticParams; + /// Array of static parameters. Can be scalar or tensor params + SnpeUdo_Param_t* staticParams; + /// Number of input tensors this op receives + uint32_t numOfInputs; + /// Array of input tensor names to this operation + SnpeUdo_String_t* inputNames; + /// Number of output tensors this op receives + uint32_t numOfOutputs; + /// Array of output tensor names to this operation + SnpeUdo_String_t* outputNames; + /// Number of cores that the op can execute on + uint32_t numOfCoreInfo; + /// Array of per-core information entries + SnpeUdo_OpCoreInfo_t* opPerCoreInfo; + /// Array of input tensor infos for this operation + SnpeUdo_TensorInfo_t* inputInfos; + /// Array of output tensor infos for this operation + SnpeUdo_TensorInfo_t* outputInfos; +} SnpeUdo_OperationInfo_t; + +typedef SnpeUdo_OperationInfo_t Udo_OperationInfo_t; + +/** + * @brief A struct which provides the implementation library info : type, name + * + */ +typedef struct +{ + /// Defines the IP Core that this implementation library is targeting + SnpeUdo_CoreType_t udoCoreType; + /// library name. will be looked at in the standard library path + SnpeUdo_String_t libraryName; +} SnpeUdo_LibraryInfo_t; + +typedef SnpeUdo_LibraryInfo_t Udo_LibraryInfo_t; + +/** + * @brief A struct returned by the registration library and contains information on the UDO package : + * name, operations, libraries, etc. + * + */ +typedef struct +{ + /// A string containing the package name + SnpeUdo_String_t packageName; + /// A bitmask describing supported IP cores (CPU, GPU, DSP ...) + /// Translated based on SnpeUdo_CoreType + SnpeUdo_Bitmask_t supportedCoreTypes; + /// The number of implementation libraries in the package + uint32_t numOfImplementationLib; + /// Array of implementation libraries names/types + SnpeUdo_LibraryInfo_t* implementationLib; + /// A string containing all operation types separated by space + SnpeUdo_String_t operationsString; + /// Number of supported operations + uint32_t numOfOperations; + /// Array of Operation info structs. Each entry describes one + /// Operation (name, params, inputs, outputs) + SnpeUdo_OperationInfo_t* operationsInfo; +} SnpeUdo_RegInfo_t; + +typedef SnpeUdo_RegInfo_t Udo_RegInfo_t; + +/** +* @brief A struct returned by the implementation library and contains information on the +* specific library: name, IP Core, operations, etc. +* +*/ +typedef struct +{ + /// Defines the IP Core that this implementation library is targeting + SnpeUdo_CoreType_t udoCoreType; + /// A string containing the package name + SnpeUdo_String_t packageName; + /// A string containing all operation types separated by space + SnpeUdo_String_t operationsString; + /// Number of supported operations + uint32_t numOfOperations; +} SnpeUdo_ImpInfo_t; + +typedef SnpeUdo_ImpInfo_t Udo_ImpInfo_t; + +/** + * @brief This struct defines an operation. It is used for validation + * or creation of an operation. + * In case of using it for creation, the static params which are tensors + * contain pointers to the real data (weights, for example), and input/output + * tensors also include pointers to the buffers used. + */ +typedef struct +{ + /// The IP Core that the operation is defined for - CPU, GPU, DSP... + SnpeUdo_CoreType_t udoCoreType; + /// Operation type + SnpeUdo_String_t operationType; + /// The number of static parameters provided in the staticParams array. + /// this number has to match the number provided by the UDO Registration library information + uint32_t numOfStaticParams; + /// Array of static parameters + SnpeUdo_Param_t* staticParams; + /// The number of input parameters provided in inputs array. + /// this number has to match the number provided by the UDO Registration library information + uint32_t numOfInputs; + /// Array of input tensors, providing layout, data type, sizes, etc + /// When used to create an operation, also contains the initial location of the data + SnpeUdo_TensorParam_t* inputs; + /// The number of output parameters provided in inputs array. + /// this number has to match the number provided by the UDO Registration library information + uint32_t numOfOutputs; + /// Array of output tensors, providing layout, data type, sizes, etc + /// When used to create an operation, also contains the initial location of the data + SnpeUdo_TensorParam_t* outputs; +} SnpeUdo_OpDefinition_t; + +typedef SnpeUdo_OpDefinition_t Udo_OpDefinition_t; + +/** @} */ /* end_addtogroup c_plus_plus_apis C++ */ + +#endif //SNPE_UDO_BASE_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoReg.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoReg.h new file mode 100644 index 00000000..2166be59 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoReg.h @@ -0,0 +1,117 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2019-2020 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef SNPE_UDO_REG_H +#define SNPE_UDO_REG_H + +#include "SnpeUdo/UdoShared.h" + +#ifdef __cplusplus +extern "C" +{ +#endif + +/** @addtogroup c_plus_plus_apis C++ +@{ */ + +/** + * @brief Initialize the shared library's data structures. Calling any other + * library function before this one will result in an error being returned. + * + * @return Error code + */ +SnpeUdo_ErrorType_t +SnpeUdo_initRegLibrary(void); + +typedef SnpeUdo_ErrorType_t +(*SnpeUdo_InitRegLibraryFunction_t)(void); + +/** + * @brief A function to query the API version of the UDO registration library. + * The function populates a SnpeUdo_LibVersion_t struct, which contains a SnpeUdo_Version_t + * struct for API version and library version. + * + * @param[in, out] version A pointer to struct which contains major, minor, teeny information for + * library and api versions. + * + * @return Error code + */ +SnpeUdo_ErrorType_t +SnpeUdo_getRegLibraryVersion(SnpeUdo_LibVersion_t** version); + +typedef SnpeUdo_ErrorType_t +(*SnpeUdo_getRegLibraryVersion_t)(SnpeUdo_LibVersion_t** version); + +/** + * @brief Release the shared library's data structures, and invalidate any + * handles returned by the library. The behavior of any outstanding + * asynchronous calls made to this library when this function is called + * are undefined. All library functions (except SnpeUdo_InitRegLibrary) will + * return an error after this function has been successfully called. + * + * It should be possible to call SnpeUdo_InitRegLibrary after calling this + * function, and re-initialize the library. + * + * @return Error code + */ +SnpeUdo_ErrorType_t +SnpeUdo_terminateRegLibrary(void); + +typedef SnpeUdo_ErrorType_t +(*SnpeUdo_TerminateRegLibraryFunction_t)(void); + + +/** + * @brief A function to query the info on the UDO set. + * The function populates a structure which contains information about + * the package and operations contained in it. + * + * @param[in, out] registrationInfo A struct which contains information on the set of UDOs + * + * @return Error code + * + */ +SnpeUdo_ErrorType_t +SnpeUdo_getRegInfo(SnpeUdo_RegInfo_t** registrationInfo); + +typedef SnpeUdo_ErrorType_t +(*SnpeUdo_GetRegInfoFunction_t)(SnpeUdo_RegInfo_t** registrationInfo); + +/** + * @brief A function to validate that a set of params is supported by an operation + * The function receives an operation definition struct, and returns if this configuration is + * supported (e.g. if an operation can be created using this configuration) + * + * @param[in] opDefinition A struct of SnpeUdo_OpDefinition type, containing the information needed to + * validate that an operation can be created with this configuration. + * + * @return Error code, indicating is the operation can be created on this set or not. + * + */ +SnpeUdo_ErrorType_t +SnpeUdo_validateOperation(SnpeUdo_OpDefinition_t* opDefinition); + +typedef SnpeUdo_ErrorType_t +(*SnpeUdo_ValidateOperationFunction_t)(SnpeUdo_OpDefinition_t* opDefinition); + +/** @} */ /* end_addtogroup c_plus_plus_apis C++ */ + +#ifdef __cplusplus +} // extern "C" +#endif + +#endif //SNPE_UDO_REG_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoShared.h b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoShared.h new file mode 100644 index 00000000..816a8a74 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/SnpeUdo/UdoShared.h @@ -0,0 +1,57 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +//============================================================================== +// +// Copyright (c) 2019-2021 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================== + +#ifndef SNPE_UDO_SHARED_H +#define SNPE_UDO_SHARED_H + +#include "SnpeUdo/UdoBase.h" + +#ifdef __cplusplus +extern "C" +{ +#endif + +/** @addtogroup c_plus_plus_apis C++ +@{ */ + +/** + * @brief A function to return the various versions as they relate to the UDO + * The function returns a struct containing the the following: + * libVersion: the version of the implementation library compiled for the UDO. Set by user + * apiVersion: the version of the UDO API used in compiling the implementation library. + * Set by SNPE + * + * @param[in, out] version A pointer to Version struct of type SnpeUdo_LibVersion_t + * + * @return Error code + * + */ +SnpeUdo_ErrorType_t +SnpeUdo_getVersion (SnpeUdo_LibVersion_t** version); + +typedef SnpeUdo_ErrorType_t +(*SnpeUdo_GetVersionFunction_t) (SnpeUdo_LibVersion_t** version); + +typedef SnpeUdo_GetVersionFunction_t Udo_GetVersionFunction_t; + +#ifdef __cplusplus +} // extern "C" +#endif + +/** @} */ /* end_addtogroup c_plus_plus_apis C++ */ + +#endif // SNPE_UDO_SHARED_H diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/Wrapper.hpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/Wrapper.hpp new file mode 100644 index 00000000..5f908f15 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inc/zdl/Wrapper.hpp @@ -0,0 +1,449 @@ +//============================================================================= +// +// Copyright (c) 2023 Qualcomm Technologies, Inc. +// All Rights Reserved. +// Confidential and Proprietary - Qualcomm Technologies, Inc. +// +//============================================================================= +#pragma once + +#define SNPE_WRAPPER_TYPES + +#include +#include +#include +#include + +#include + +#include + + +#include "DlSystem/DlError.h" + +// Put type aliases in zdl::namespace +#define ALIAS_IN_ZDL_NAMESPACE(ns, type) namespace zdl{ namespace ns { using type = ::ns::type; }} + + +// Uncomment to print info from the Wrapper base class +//#define WRAPPER_DEBUG_PRINTS + + +#ifdef WRAPPER_DEBUG_PRINTS + +#ifdef _MSC_VER +#define WRAPPER_FUNCTION_NAME __FUNCTION__ +#define WRAPPER_TRACE() std::cout << __LINE__ << ":\t" << WRAPPER_FUNCTION_NAME << std::endl +#define WRAPPER_ETRACE() std::cout << __LINE__ << ":\t" << WRAPPER_FUNCTION_NAME << std::endl +#else +#define WRAPPER_FUNCTION_NAME __PRETTY_FUNCTION__ +#define WRAPPER_TRACE() std::cout << "\e[33m" << __LINE__ << ":\t" << WRAPPER_FUNCTION_NAME << "\e[0m" << std::endl +#define WRAPPER_ETRACE() std::cout << "\e[31m" << __LINE__ << ":\t" << WRAPPER_FUNCTION_NAME << "\e[0m" << std::endl +#endif + +#include +#else +#define WRAPPER_TRACE() do{}while(0) +#define WRAPPER_ETRACE() do{}while(0) +#endif + + +namespace WrapperDetail { + + +template +using GetterFuncType = MemberType(*)(HandleType); + +template +using SetterFuncType = Snpe_ErrorCode_t(*)(HandleType, MemberType); + + + +// Allow Wrappers to have members that require CAPI calls for access +template GetterFunc, + SetterFuncType SetterFunc +> +class GenericMemberReference{ + OwnerType& owner; +public: + + + ~GenericMemberReference() = default; + GenericMemberReference() = delete; + + GenericMemberReference(const GenericMemberReference&) = delete; + GenericMemberReference(GenericMemberReference&&) noexcept = default; + + GenericMemberReference(OwnerType& owner) + : owner{owner} + { } + explicit GenericMemberReference(OwnerType& owner, MemberType member) + : owner{owner} + { + operator=(member); + } + GenericMemberReference& operator=(MemberType member){ + SetterFunc(owner.handle(), member); + return *this; + } + + operator MemberType() const{ + return GetterFunc(owner.handle()); + } + + GenericMemberReference& + operator=(const GenericMemberReference& other){ + return operator=(other.operator MemberType()); + } + + MemberType operator()() const{ + return operator MemberType(); + } + +}; + +// Allow Wrappers to have members that require CAPI calls for access +template GetterFunc +> +class GenericConstMemberReference{ + + OwnerType& owner; + +public: + ~GenericConstMemberReference() = default; + GenericConstMemberReference() = delete; + + GenericConstMemberReference(const GenericConstMemberReference&) = delete; + GenericConstMemberReference(GenericConstMemberReference&&) noexcept = default; + + GenericConstMemberReference(OwnerType& owner) + : owner{owner} + { } + + operator MemberType() const{ + return GetterFunc(owner.handle()); + } + + + template::value,int>::Type=0> + operator const char*() const{ + thread_local std::string tlss; + tlss = operator MemberType(); + return tlss.c_str(); + } + + MemberType operator()() const{ + return operator MemberType(); + } + +}; + + + +// Allows returning references to literals through the CAPI's _Get and _Set functions +template +using GetterIndexedFuncType = MemberType(*)(HandleType, IndexType); + +template +using SetterIndexedFuncType = Snpe_ErrorCode_t(*)(HandleType, IndexType, MemberType); + +template GetterFunc, + SetterIndexedFuncType SetterFunc +> +class MemberIndexedReference{ + OwnerType& owner; + IndexType idx; + +public: + MemberIndexedReference(OwnerType& owner, IndexType idx) + : owner{owner}, + idx{idx} + { } + MemberIndexedReference(const MemberIndexedReference&) noexcept = default; + MemberIndexedReference(MemberIndexedReference&&) noexcept = default; + + MemberIndexedReference& operator=(const MemberIndexedReference&) noexcept = default; + MemberIndexedReference& operator=(MemberIndexedReference&&) noexcept = default; + + MemberIndexedReference operator=(MemberType member){ + SetterFunc(owner.handle(), idx, member); + return *this; + } + + operator MemberType() const{ + return GetterFunc(owner.handle(), idx); + } + +}; + + + +// Allow moving ownership of handles +template +struct HandleMover { + Handle handle; + bool isReference; +}; + +template +HandleMover moveHandle(Handle handle, bool isReference = false){ + return {handle, isReference}; +} + +// Virtual base class to allow for WrapperStorage to hold pointers to any Wrapper type +class WrapperBase{ +public: + virtual ~WrapperBase() = default; +}; + +// Storage type for Wrappers. Will have a set if the CAPI type is capable of creating reference handles +template +struct WrapperStorage{ + Handle handle; + bool isReference; + constexpr WrapperStorage(Handle handle = {}, bool isReference = false) noexcept + : handle{handle}, + isReference{isReference} + { } +}; + +template +struct WrapperStorage{ + Handle handle; + bool isReference; + mutable std::set> referencedObjects; + WrapperStorage(Handle handle = {}, bool isReference = false) noexcept + : handle{handle}, + isReference{isReference} + { } +}; + +// Allow a handle to be unbound from a Wrapper +struct HandleReleaser{ + template + static typename WrapperType::HandleType release(WrapperType& wrapper){ + auto toret = wrapper.m_Storage.handle; + wrapper.m_Storage.handle = {}; + return toret; + } +}; + +} // ns WrapperDetail + + + +// The base class for all Wrappers around the CAPI +// NOTE: This Wrapper class leverages the Curiously Recurring Template Pattern (CRTP) +template +class Wrapper : public WrapperDetail::WrapperBase{ + friend struct WrapperDetail::HandleReleaser; + // Allow certain types to access getHandle() and handle() + template + friend class Wrapper; + + template, + WrapperDetail::SetterIndexedFuncType> + friend class WrapperDetail::MemberIndexedReference; + + template> + friend class WrapperDetail::GenericConstMemberReference; + + template, WrapperDetail::SetterFuncType> + friend class WrapperDetail::GenericMemberReference; + + + +protected: + using HandleType = Handle; + using BaseType = Wrapper; + using DeleteFunctionType = Snpe_ErrorCode_t(*)(Handle); + + using StorageType = WrapperDetail::WrapperStorage; + + + template Getter> + static WrapperValueType CastingGetter(HandleType handle){ + return static_cast(Getter(handle)); + } + template Setter> + static Snpe_ErrorCode_t CastingSetter(HandleType handle, WrapperValueType value){ + return Setter(handle,static_cast(value)); + } + + + template + struct WrapperMemberReference{ + Derived& owner; + + WrapperMemberReference(Derived& owner) + : owner{owner} + { } + WrapperMemberReference(Derived& owner, const RlType& other) + : owner{owner} + { + operator=(other); + } + + WrapperMemberReference& operator=(const RlType& rl){ + Setter(getHandle(owner), getHandle(rl)); + return *this; + } + + operator RlType&() { + return *owner.template makeReference( Getter(getHandle(owner)) ); + } + operator RlType&() const { + return *owner.template makeReference( Getter(getHandle(owner)) ); + } + + RlType& operator()(){ + return operator RlType&(); + } + const RlType& operator()() const{ + return operator RlType&(); + } + }; + + // For Factory/Singleton types, we need a way for the deleter to do nothing + static Snpe_ErrorCode_t NoOpDeleter(Handle){ + return SNPE_SUCCESS; + } + + // Simplify calls to WrapperDetail::moveHandle. Can be removed, but will require updating all calls to moveHandle + template + static WrapperDetail::HandleMover moveHandle(H handle, bool isReference = false){ + return WrapperDetail::moveHandle(handle, isReference); + } + + + HandleType& handle() noexcept{ return m_Storage.handle; } + const HandleType& handle() const noexcept{ return m_Storage.handle; } + + bool isReference() const noexcept{ return m_Storage.isReference; } + + void Dtor(){ + if(!isReference() && !handle()){ + if(Derived::DeleteFunction != NoOpDeleter){ + WRAPPER_ETRACE(); + } + } + if(!isReference() && handle()){ + WRAPPER_TRACE(); +#ifdef WRAPPER_DEBUG_PRINTS + auto status = Derived::DeleteFunction(handle()); + if(status != SNPE_SUCCESS){ + WRAPPER_ETRACE(); + } +#else + Derived::DeleteFunction(handle()); +#endif + + handle() = nullptr; + } else { + WRAPPER_TRACE(); + } + } + +protected: + + // Only compile these if the class creates references. This will save memory and time + template::type=0> + void addReference(WrapperBase* wrapperBase) const{ // accesses mutable member + if(!wrapperBase){ + WRAPPER_ETRACE(); + } + m_Storage.referencedObjects.insert(std::unique_ptr(wrapperBase)); + } + + template::type=0> + T* makeReference(H referenceHandle) const{ + if(!referenceHandle){ + WRAPPER_ETRACE(); + return nullptr; + } + auto refObj = new T(moveHandle(referenceHandle, true)); + addReference(refObj); + return refObj; + } + + // This will be used to access another Wrapped type's handles once handle() is made protected + template + static OtherHandle getHandle(const Wrapper& otherObject){ + return otherObject.handle(); + } + + template + static OtherHandle getHandle(const Wrapper* otherObject){ + if(!otherObject) return {}; + return getHandle(*otherObject); + } + + template + static std::unique_ptr makeUnique(H handle){ + if(!handle) return {}; + return std::unique_ptr(new T(moveHandle(handle))); + } + + +public: + ~Wrapper(){ + Dtor(); + } +protected: + // Only derived types should have access to this + Wrapper(HandleType handle, bool isReference = false) + : m_Storage{handle, isReference} + { WRAPPER_TRACE(); } + +public: + // We should never have an empty wrapper + Wrapper() = delete; + + // Move semantics are essentially free for all wrapper types + Wrapper(Wrapper&& other) noexcept + : m_Storage{std::move(other.m_Storage)} + { + WRAPPER_TRACE(); + other.handle() = nullptr; + } + Wrapper(const Wrapper&) = delete; + + + Wrapper& operator=(Wrapper&& other) noexcept{ + WRAPPER_TRACE(); + if(this != &other){ + std::swap(m_Storage, other.m_Storage); + other.Dtor(); + } + return *this; + } + Wrapper& operator=(const Wrapper&) = delete; + + + // Allow a CAPI handle to be taken over by a Wrapper + Wrapper(WrapperDetail::HandleMover handleMover) noexcept + : Wrapper(handleMover.handle, handleMover.isReference) + { WRAPPER_TRACE(); } + +protected: + // Simplify Derived's move assignment operators + Derived& moveAssign(Derived&& other) noexcept{ WRAPPER_TRACE(); + return static_cast(operator=(std::move(other))); + } + + +private: + StorageType m_Storage; + +}; diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inference.cpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inference.cpp new file mode 100644 index 00000000..a0a829d4 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inference.cpp @@ -0,0 +1,147 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +#include +#include +#include + +#include +#include +#include +#include +#include +#include +#include + +#include "android/log.h" + +#include "hpp/CheckRuntime.hpp" +#include "hpp/LoadContainer.hpp" +#include "hpp/SetBuilderOptions.hpp" +#include "hpp/LoadInputTensor.hpp" +#include "hpp/CreateUserBuffer.hpp" +#include "hpp/Util.hpp" + +std::unique_ptr snpe_dsp; +std::unique_ptr snpe_cpu; +static zdl::DlSystem::Runtime_t runtime = zdl::DlSystem::Runtime_t::CPU; +static zdl::DlSystem::RuntimeList runtimeList; +bool useUserSuppliedBuffers = true; +bool useIntBuffer = false; + +std::string dlc_path; + +std::string build_network(const uint8_t * dlc_buffer, const size_t dlc_size) +{ + std::string outputLogger; + bool usingInitCaching = true; + + std::unique_ptr container; + container = loadContainerFromBuffer(dlc_buffer, dlc_size); + if (container == nullptr) { + LOGE("Error while opening the container file."); + return "Error while opening the container file.\n"; + } + + runtimeList.clear(); + // Build for DSP runtime + zdl::DlSystem::Runtime_t runtime = zdl::DlSystem::Runtime_t::DSP; + if(runtime != zdl::DlSystem::Runtime_t::UNSET) + { + bool ret = runtimeList.add(checkRuntime(runtime)); + if(ret == false){ + LOGE("Cannot set runtime"); + return outputLogger + "Cannot set runtime"; + } + } else return outputLogger + "\nCannot set runtime"; + + snpe_dsp = setBuilderOptions(container, runtime, runtimeList, useUserSuppliedBuffers, usingInitCaching); + + if (snpe_dsp == nullptr) { + LOGE("SNPE Prepare failed: Builder option failed for DSP runtime"); + outputLogger += "DSP Build = Failed ; "; +// return outputLogger + "SNPE Prepare failed for DSP runtime"; + } + outputLogger += "DSP Build = OK ; "; + if (usingInitCaching) { + if (container->save(dlc_path)) { + LOGI("Saved container into archive successfully"); +// outputLogger += "\nSaved container cache"; + } else LOGE("Failed to save container into archive"); + } + + // Build for CPU runtime + runtimeList.clear(); + runtime = zdl::DlSystem::Runtime_t::CPU; + snpe_cpu = setBuilderOptions(container, runtime, runtimeList, useUserSuppliedBuffers, usingInitCaching); + if (snpe_cpu == nullptr) { + LOGE("SNPE Prepare failed: Builder option failed for CPU runtime"); + return outputLogger += "CPU Build = Failed ; "; + } + + outputLogger += "CPU Build = OK ; "; + return outputLogger; +} + +// input vector, runtime +std::string execute_net(std::vector inputVec, int arrayLength, + std::vector & outputVec, std::string runtime) { + bool execStatus; + std::unique_ptr snpe; + + // Transfer object properties + if (runtime =="CPU") { + snpe = std::move(snpe_cpu); + LOGI("Executing on CPU runtime..."); + } else snpe = std::move(snpe_dsp); + + // do some exception checking + if (snpe == nullptr) + return "SNPE " + runtime + " is NULL ptr"; + + zdl::DlSystem::UserBufferMap inputMap, outputMap; + std::vector > snpeUserBackedInputBuffers, snpeUserBackedOutputBuffers; + std::unordered_map > applicationOutputBuffers; + + // create UB_TF_N type buffer, if : useIntBuffer=True + int bitWidth = 32; + if(useIntBuffer) + bitWidth = 8; // set 16 for INT_16 activations + + LOGI("Using UserBuffer with bit-width = %d", bitWidth); + + createOutputBufferMap(outputMap, applicationOutputBuffers, snpeUserBackedOutputBuffers, snpe, useIntBuffer, bitWidth); + + std::unordered_map > applicationInputBuffers; + createInputBufferMap(inputMap, applicationInputBuffers, snpeUserBackedInputBuffers, snpe, useIntBuffer, bitWidth); + + if(!loadInputUserBuffer(applicationInputBuffers, snpe, inputVec, arrayLength, inputMap, bitWidth)) + return "\nFailed to load Input UserBuffer"; + + // Execute the input buffer map on the model with SNPE + execStatus = snpe->execute(inputMap, outputMap); + // Save the execution results only if successful + if (execStatus == true) { + LOGI("SNPE Exec Success !!!"); + // save output tensor + size_t batchSize = 1; + if(!saveOutput(outputMap, applicationOutputBuffers, outputVec, batchSize, useIntBuffer, bitWidth)) + return "\nFailed to Save Output Tensor"; + + } else return "\nSNPE Execute Failed\n"; + + // Transfer object properties + if (runtime == "CPU") { + snpe_cpu = std::move(snpe); + LOGI("Transferred back object to CPU runtime..."); + } else snpe_dsp = std::move(snpe); + +// snpe.reset(); + return ""; +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inference_helper.cpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inference_helper.cpp new file mode 100644 index 00000000..ddc4a8bc --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/inference_helper.cpp @@ -0,0 +1,456 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +#include +#include +#include +#include "android/log.h" + +#include "zdl/SNPE/SNPE.hpp" +#include "zdl/SNPE/SNPEFactory.hpp" +#include "zdl/DlSystem/DlVersion.hpp" +#include "zdl/DlSystem/DlEnums.hpp" +#include "zdl/DlSystem/String.hpp" +#include "zdl/DlContainer/IDlContainer.hpp" +#include "zdl/SNPE/SNPEBuilder.hpp" +#include "zdl/DlSystem/ITensor.hpp" +#include "zdl/DlSystem/StringList.hpp" +#include "zdl/DlSystem/TensorMap.hpp" +#include "zdl/DlSystem/TensorShape.hpp" +#include "DlSystem/ITensorFactory.hpp" + +#include "hpp/LoadInputTensor.hpp" +#include "hpp/Util.hpp" +#include "inference.h" + + +bool SetAdspLibraryPath(std::string nativeLibPath) { + nativeLibPath += ";/vendor/lib/rfsa/adsp;/vendor/dsp/cdsp;/system/lib/rfsa/adsp;/system/vendor/lib/rfsa/adsp;/dsp"; + + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "ADSP Lib Path = %s \n", nativeLibPath.c_str()); + std::cout << "ADSP Lib Path = " << nativeLibPath << std::endl; + + return setenv("ADSP_LIBRARY_PATH", nativeLibPath.c_str(), 1 /*override*/) == 0; +} + + +std::unique_ptr loadContainerFromFile(std::string containerPath) +{ + std::unique_ptr container; + container = zdl::DlContainer::IDlContainer::open(zdl::DlSystem::String(containerPath.c_str())); + return container; +} + +std::unique_ptr loadContainerFromBuffer(const uint8_t * buffer, const size_t size) +{ + std::unique_ptr container; + container = zdl::DlContainer::IDlContainer::open(buffer, size); + return container; +} + +zdl::DlSystem::Runtime_t checkRuntime(zdl::DlSystem::Runtime_t runtime) +{ + static zdl::DlSystem::Version_t Version = zdl::SNPE::SNPEFactory::getLibraryVersion(); + + LOGI("SNPE Version = %s", Version.asString().c_str()); //Print Version number + +// if (!zdl::SNPE::SNPEFactory::isRuntimeAvailable(runtime)) { +// LOGE("Selected runtime not present. Falling back to GPU."); +// runtime = zdl::DlSystem::Runtime_t::GPU; +// if (!zdl::SNPE::SNPEFactory::isRuntimeAvailable(runtime)){ +// LOGE("Selected runtime not present. Falling back to CPU."); +// runtime = zdl::DlSystem::Runtime_t::CPU; +// } +// } + + return runtime; +} + +std::unique_ptr setBuilderOptions(std::unique_ptr & container, + zdl::DlSystem::Runtime_t runtime, + zdl::DlSystem::RuntimeList runtimeList, + bool useUserSuppliedBuffers, + bool useCaching) +{ + std::unique_ptr snpe; + zdl::SNPE::SNPEBuilder snpeBuilder(container.get()); + + if(runtimeList.empty()) + { + runtimeList.add(runtime); + } + + std::string platformOptionStr = "useAdaptivePD:ON"; +// if (isSignedStatus == UNSIGNED_PD) { + // use unsignedPD feature for untrusted app. + // platformOptionStr += "unsignedPD:ON"; +// } + zdl::DlSystem::PlatformConfig platformConfig; + bool setSuccess = platformConfig.setPlatformOptions(platformOptionStr); + if (!setSuccess) + LOGE("=========> failed to set platformconfig: %s", platformOptionStr.c_str()); + else + LOGI("=========> platformconfig set: %s", platformOptionStr.c_str()); + + bool isValid = platformConfig.isOptionsValid(); + if (!isValid) + LOGE("=========> platformconfig option is invalid"); + else + LOGE("=========> platformconfig option: valid"); + + zdl::DlSystem::StringList outputLayerList; + outputLayerList.append("Identity:0"); + outputLayerList.append("Identity_1:0"); + + snpe = snpeBuilder.setOutputTensors(outputLayerList) + .setPerformanceProfile(zdl::DlSystem::PerformanceProfile_t::BURST) + .setExecutionPriorityHint( + zdl::DlSystem::ExecutionPriorityHint_t::HIGH) + .setRuntimeProcessorOrder(runtimeList) + .setUseUserSuppliedBuffers(useUserSuppliedBuffers) + .setPlatformConfig(platformConfig) + .setInitCacheMode(useCaching).setUnconsumedTensorsAsOutputs(true).build(); + return snpe; +} + +std::unique_ptr loadInputTensor (std::unique_ptr& snpe , std::vector& inp_raw) { + std::unique_ptr input; + const auto &strList_opt = snpe->getInputTensorNames(); + if (!strList_opt) throw std::runtime_error("Error obtaining Input tensor names"); + const auto &strList = *strList_opt; + // Make sure the network requires only a single input + assert (strList.size() == 1); + + const auto &inputDims_opt = snpe->getInputDimensions(strList.at(0)); + const auto &inputShape = *inputDims_opt; + + input = zdl::SNPE::SNPEFactory::getTensorFactory().createTensor(inputShape); + + if (input->getSize() != inp_raw.size()) { + std::string errStr = "Size of input does not match network.\n Expecting: " + std::to_string(input->getSize()); + errStr += "; Got: " + std::to_string(inp_raw.size()) + "\n"; + LOGE("%s",errStr.c_str()); + return nullptr; + } + + /* Copy the loaded input file contents into the networks input tensor. + SNPE's ITensor supports C++ STL functions like std::copy() */ + std::copy(inp_raw.begin(), inp_raw.end(), input->begin()); + return input; +} + +// ==============================User Buffer func=================================== // +// ================================================================================= // +size_t resizable_dim; + +size_t calcSizeFromDims(const zdl::DlSystem::Dimension *dims, size_t rank, size_t elementSize ){ + if (rank == 0) return 0; + size_t size = elementSize; + while (rank--) { + (*dims == 0) ? size *= resizable_dim : size *= *dims; + dims++; + } + return size; +} + +void createUserBuffer(zdl::DlSystem::UserBufferMap& userBufferMap, + std::unordered_map>& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + const char * name, // snpe->getOutputTensorNames(); + const bool isTfNBuffer, + int bitWidth) +{ + // get attributes of buffer by name + auto bufferAttributesOpt = snpe->getInputOutputBufferAttributes(name); + if (!bufferAttributesOpt) throw std::runtime_error(std::string("Error obtaining attributes for input tensor ") + name); + + // calculate the size of buffer required by the input tensor + const zdl::DlSystem::TensorShape& bufferShape = (*bufferAttributesOpt)->getDims(); + + size_t bufferElementSize = 0; + if (isTfNBuffer) { + bufferElementSize = bitWidth / 8; + } + else { + bufferElementSize = sizeof(float); + } + + // Calculate the stride based on buffer strides. + // Note: Strides = Number of bytes to advance to the next element in each dimension. + + std::vector strides(bufferShape.rank()); + strides[strides.size() - 1] = bufferElementSize; + size_t stride = strides[strides.size() - 1]; + for (size_t i = bufferShape.rank() - 1; i > 0; i--) + { +// (bufferShape[i] == 0) ? stride *= getResizableDim() : stride *= bufferShape[i]; + stride *= bufferShape[i]; + strides[i-1] = stride; + } + + size_t bufSize = calcSizeFromDims(bufferShape.getDimensions(), bufferShape.rank(), bufferElementSize); + + // set the buffer encoding type + std::unique_ptr userBufferEncoding; + if (isTfNBuffer) + userBufferEncoding = std::unique_ptr(new zdl::DlSystem::UserBufferEncodingTfN(0,1.0, bitWidth)); + else + userBufferEncoding = std::unique_ptr(new zdl::DlSystem::UserBufferEncodingFloat()); + + // create user-backed storage to load input data onto it + applicationBuffers.emplace(name, std::vector(bufSize)); + + // create SNPE user buffer from the user-backed buffer + zdl::DlSystem::IUserBufferFactory& ubFactory = zdl::SNPE::SNPEFactory::getUserBufferFactory(); + snpeUserBackedBuffers.push_back(ubFactory.createUserBuffer(applicationBuffers.at(name).data(), + bufSize, + strides, + userBufferEncoding.get())); + if (snpeUserBackedBuffers.back() == nullptr) + throw std::runtime_error(std::string("Error while creating user buffer.")); + + // add the user-backed buffer to the inputMap, which is later on fed to the network for execution + userBufferMap.add(name, snpeUserBackedBuffers.back().get()); +} + +void createOutputBufferMap(zdl::DlSystem::UserBufferMap& outputMap, + std::unordered_map>& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + bool isTfNBuffer, + int bitWidth) +{ + // get input tensor names of the network that need to be populated + LOGI("Creating Output Buffer"); + const auto& outputNamesOpt = snpe->getOutputTensorNames(); + if (!outputNamesOpt) throw std::runtime_error("Error obtaining output tensor names"); + const zdl::DlSystem::StringList& outputNames = *outputNamesOpt; + + // create SNPE user buffers for each application storage buffer + for (const char *name : outputNames) { +// LOGI("Creating output buffer %s", name); + createUserBuffer(outputMap, applicationBuffers, snpeUserBackedBuffers, snpe, name, isTfNBuffer, bitWidth); + } +} + +void createInputBufferMap(zdl::DlSystem::UserBufferMap& inputMap, + std::unordered_map>& applicationBuffers, + std::vector>& snpeUserBackedBuffers, + std::unique_ptr& snpe, + bool isTfNBuffer, + int bitWidth) +{ +// LOGI("Creating Input Buffer"); + // get input tensor names of the network that need to be populated + const auto& inputNamesOpt = snpe->getInputTensorNames(); + if (!inputNamesOpt) throw std::runtime_error("Error obtaining input tensor names"); + const zdl::DlSystem::StringList& inputNames = *inputNamesOpt; + assert(inputNames.size() > 0); + + // create SNPE user buffers for each application storage buffer + for (const char *name : inputNames) { +// LOGI("Input Buffer = %s", name); + createUserBuffer(inputMap, applicationBuffers, snpeUserBackedBuffers, snpe, name, isTfNBuffer, bitWidth); + } +} + +bool FloatToTfN(uint8_t* out, + unsigned char& stepEquivalentTo0, + float& quantizedStepSize, + float* in, + size_t numElement, + int bitWidth) +{ + float trueMin = std::numeric_limits ::max(); + float trueMax = std::numeric_limits ::min(); + + for (size_t i = 0; i < numElement; ++i) { + trueMin = fmin(trueMin, in[i]); + trueMax = fmax(trueMax, in[i]); + } + + double encodingMin; + double encodingMax; + double stepCloseTo0; + double trueBitWidthMax = pow(2, bitWidth) -1; + + if (trueMin > 0.0f) { + stepCloseTo0 = 0.0; + encodingMin = 0.0; + encodingMax = trueMax; + } else if (trueMax < 0.0f) { + stepCloseTo0 = trueBitWidthMax; + encodingMin = trueMin; + encodingMax = 0.0; + } else { + double trueStepSize = static_cast (trueMax - trueMin) / trueBitWidthMax; + stepCloseTo0 = -trueMin / trueStepSize; + if (stepCloseTo0==round(stepCloseTo0)) { + // 0.0 is exactly representable + encodingMin = trueMin; + encodingMax = trueMax; + } else { + stepCloseTo0 = round(stepCloseTo0); + encodingMin = (0.0 - stepCloseTo0) * trueStepSize; + encodingMax = (trueBitWidthMax - stepCloseTo0) * trueStepSize; + } + } + + const double minEncodingRange = 0.01; + double encodingRange = encodingMax - encodingMin; + quantizedStepSize = encodingRange / trueBitWidthMax; + stepEquivalentTo0 = static_cast (round(stepCloseTo0)); + + if (encodingRange < minEncodingRange) { + LOGE("Expect the encoding range to be larger than %f", minEncodingRange); + LOGE("Got: %f", encodingRange); + return false; + } else { + for (size_t i = 0; i < numElement; ++i) { + int quantizedValue = round(trueBitWidthMax * (in[i] - encodingMin) / encodingRange); + + if (quantizedValue < 0) + quantizedValue = 0; + else if (quantizedValue > (int)trueBitWidthMax) + quantizedValue = (int)trueBitWidthMax; + + if(bitWidth == 8){ + out[i] = static_cast (quantizedValue); + } + else if(bitWidth == 16){ + uint16_t *temp = (uint16_t *)out; + temp[i] = static_cast (quantizedValue); + } + } + } + return true; +} + +bool loadByteDataFileBatchedTfN(float *inVector, int arrayLength, std::vector& loadVector, size_t offset, + unsigned char& stepEquivalentTo0, float& quantizedStepSize, int bitWidth) +{ + // loadVector = applicationBuffer + size_t dataStartPos = 0; + if(!FloatToTfN(&loadVector[dataStartPos], stepEquivalentTo0, quantizedStepSize, inVector, arrayLength, bitWidth)) + return false; + + return true; +} + +bool loadInputUserBuffer(std::unordered_map>& applicationBuffers, + std::unique_ptr& snpe, + std::vector inVector, + int arrayLength, + zdl::DlSystem::UserBufferMap& inputMap, + int bitWidth) { + // get input tensor names of the network that need to be populated + const auto &inputNamesOpt = snpe->getInputTensorNames(); + if (!inputNamesOpt) throw std::runtime_error("Error obtaining input tensor names"); + const zdl::DlSystem::StringList &inputNames = *inputNamesOpt; + assert(inputNames.size() > 0); + + if (inputNames.size()) LOGI("Processing DNN Input: "); + + for (size_t j = 0; j < inputNames.size(); j++) { + const char *name = inputNames.at(j); +// LOGI("Filling %s buffer ", name); + + if(bitWidth == 8 || bitWidth == 16) { + // load user-buffer tf-N + unsigned char stepEquivalentTo0; + float quantizedStepSize; + if (!loadByteDataFileBatchedTfN(inVector[j], arrayLength, applicationBuffers.at(name), 0, + stepEquivalentTo0, quantizedStepSize, bitWidth)) + return false; + + auto userBufferEncoding = dynamic_cast(&inputMap.getUserBuffer( + name)->getEncoding()); + userBufferEncoding->setStepExactly0(stepEquivalentTo0); + userBufferEncoding->setQuantizedStepSize(quantizedStepSize); + } else { + // load user-buffer float + std::vector & loadVector = applicationBuffers.at(name); + loadVector.resize( arrayLength * 4); + // in.read( reinterpret_cast (&loadVector[offset * length/ sizeof(T) ]), length) + float * accumulator = reinterpret_cast (&loadVector[0]); + for (int idx=0; idx < arrayLength; ++idx) { + accumulator[idx] = inVector[j][idx]; +// LOGI("%d -> %f", idx, accumulator[idx]); + } + } + } + return true; +} +// ======================================SAve UB Buffers==================== // +// ========================================================================= // +void TfNToFloat(float *out, + uint8_t *in, + const unsigned char stepEquivalentTo0, + const float quantizedStepSize, + size_t numElement, + int bitWidth) +{ + for (size_t i = 0; i < numElement; ++i) { + if (8 == bitWidth) { + double quantizedValue = static_cast (in[i]); + double stepEqTo0 = static_cast (stepEquivalentTo0); + out[i] = static_cast ((quantizedValue - stepEqTo0) * quantizedStepSize); + } + else if (16 == bitWidth) { + uint16_t *temp = (uint16_t *)in; + double quantizedValue = static_cast (temp[i]); + double stepEqTo0 = static_cast (stepEquivalentTo0); + out[i] = static_cast ((quantizedValue - stepEqTo0) * quantizedStepSize); + } + } +} + +bool saveOutput (zdl::DlSystem::UserBufferMap& outputMap, + std::unordered_map>& applicationOutputBuffers, + std::vector & outputVec, + size_t batchSize, + bool isTfNBuffer, + int bitWidth) { + // Get all output buffer names from the network + const zdl::DlSystem::StringList &outputBufferNames = outputMap.getUserBufferNames(); + + int elementSize = bitWidth / 8; + int index = 0; + + // Iterate through output buffers and print each output to a raw file + for (auto &name : outputBufferNames) { + for (size_t i = 0; i < batchSize; i++) { + auto bufferPtr = outputMap.getUserBuffer(name); + + if (isTfNBuffer) { + zdl::DlSystem::UserBufferEncodingTfN ubetfN = dynamic_cast( + outputMap.getUserBuffer(name)->getEncoding()); + + // set output size + std::vector output; + output.resize( + applicationOutputBuffers.at(name).size() * sizeof(float) / elementSize); + // convert output to float + TfNToFloat(reinterpret_cast(&output[0]), + applicationOutputBuffers.at(name).data(), + ubetfN.getStepExactly0(), ubetfN.getQuantizedStepSize(), + applicationOutputBuffers.at(name).size() / elementSize, bitWidth); + } else { +// LOGI("Saving output for %s", name); + outputVec[index] = (float *) applicationOutputBuffers.at(name).data(); +// for ( int s = 0; s < 3; s++ ) +// LOGI("out[%d][%d] = %f ", index, s, outputVec[index][s]); + index++; + } + } + } + return true; + +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/native-lib.cpp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/native-lib.cpp new file mode 100644 index 00000000..453a3656 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/cpp/native-lib.cpp @@ -0,0 +1,171 @@ +// -*- mode: cpp -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +#include +#include +#include +#include +#include "hpp/inference.h" + +extern "C" +JNIEXPORT jstring JNICALL +Java_com_qualcomm_qti_qa_ml_QaClient_queryRuntimes(JNIEnv *env, + jobject thiz, + jstring native_dir_path) { + const char *cstr = env->GetStringUTFChars(native_dir_path, NULL); + env->ReleaseStringUTFChars(native_dir_path, cstr); + + std::string runT_Status; + std::string nativeLibPath = std::string(cstr); + +// runT_Status += "\nLibs Path : " + nativeLibPath + "\n"; + + if (!SetAdspLibraryPath(nativeLibPath)) { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "Failed to set ADSP Library Path\n"); + + runT_Status += "\nFailed to set ADSP Library Path\nTerminating"; + return env->NewStringUTF(runT_Status.c_str()); + } + // ====================================================================================== // + runT_Status = "Querying Runtimes : \n\n"; + // DSP unsignedPD check + if (!zdl::SNPE::SNPEFactory::isRuntimeAvailable(zdl::DlSystem::Runtime_t::DSP,zdl::DlSystem::RuntimeCheckOption_t::UNSIGNEDPD_CHECK)) { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "UnsignedPD DSP runtime : Absent\n"); + runT_Status += "UnsignedPD DSP runtime : Absent\n"; + } + else { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "UnsignedPD DSP runtime : Present\n"); + runT_Status += "UnsignedPD DSP runtime : Present\n"; + } + // DSP signedPD check + if (!zdl::SNPE::SNPEFactory::isRuntimeAvailable(zdl::DlSystem::Runtime_t::DSP)) { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "DSP runtime : Absent\n"); + runT_Status += "DSP runtime : Absent\n"; + } + else { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "DSP runtime : Present\n"); + runT_Status += "DSP runtime : Present\n"; + } + // GPU check + if (!zdl::SNPE::SNPEFactory::isRuntimeAvailable(zdl::DlSystem::Runtime_t::GPU)) { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "GPU runtime : Absent\n"); + runT_Status += "GPU runtime : Absent\n"; + } + else { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "GPU runtime : Present\n"); + runT_Status += "GPU runtime : Present\n"; + } + // CPU check + if (!zdl::SNPE::SNPEFactory::isRuntimeAvailable(zdl::DlSystem::Runtime_t::CPU)) { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "CPU runtime : Absent\n"); + runT_Status += "CPU runtime : Absent\n"; + } + else { + __android_log_print(ANDROID_LOG_INFO, "SNPE ", "CPU runtime : Present\n"); + runT_Status += "CPU runtime : Present\n"; + } + + return env->NewStringUTF(runT_Status.c_str()); +} + + +extern "C" +JNIEXPORT jstring JNICALL +Java_com_qualcomm_qti_qa_ml_QaClient_initSNPE(JNIEnv *env, + jobject thiz, + jobject asset_manager, jstring model) { + LOGI("Reading SNPE DLC ..."); + std::string result; + + AAssetManager* mgr = AAssetManager_fromJava(env, asset_manager); + + //Converting the model name to string + const char *accl_name = env->GetStringUTFChars(model, NULL); + //AAsset* asset = AAssetManager_open(mgr, "alberta_int.dlc", AASSET_MODE_UNKNOWN); + AAsset* asset; + if(*accl_name == 'alberta'){ + asset = AAssetManager_open(mgr, "alberta_float.dlc", AASSET_MODE_UNKNOWN); + } + else if(*accl_name=='mobile_bert'){ + asset = AAssetManager_open(mgr, "mobile_bert_float.dlc", AASSET_MODE_UNKNOWN); + } + else{ + asset = AAssetManager_open(mgr, "electra_small_squad2_cached.dlc", AASSET_MODE_UNKNOWN); + } + + if (NULL == asset) { + LOGE("Failed to load ASSET, needed to load DLC\n"); + result = "Failed to load ASSET, needed to load DLC\n"; + return env->NewStringUTF(result.c_str()); + } + long dlc_size = AAsset_getLength(asset); + + char* dlc_buffer = (char*) malloc(sizeof(char) * dlc_size); + AAsset_read(asset, dlc_buffer, dlc_size); + + result += build_network(reinterpret_cast(dlc_buffer), dlc_size); + + return env->NewStringUTF(result.c_str()); +} +extern "C" +JNIEXPORT jstring JNICALL +Java_com_qualcomm_qti_qa_ml_QaClient_inferSNPE(JNIEnv *env, jobject thiz, jstring runtime, + jstring model, + jfloatArray input_ids, jfloatArray attn_masks, + jfloatArray seg_ids, + jint array_size, + jfloatArray start_logits, + jfloatArray end_logits) { + std::string return_msg; + jfloat * inp_id_array; + jfloat * mask_array; + jfloat * tty_array; + jint arrayLength = array_size; + jfloat * sLogit_array; + jfloat * eLogit_array; + + const char *accl_name = env->GetStringUTFChars(runtime, NULL); + env->ReleaseStringUTFChars(runtime, accl_name); + std::string backend = std::string(accl_name); + + // get a pointer to the array + inp_id_array = env->GetFloatArrayElements(input_ids, NULL); + mask_array = env->GetFloatArrayElements(attn_masks, NULL); + tty_array = env->GetFloatArrayElements(seg_ids, NULL); + sLogit_array = env->GetFloatArrayElements(start_logits, NULL); + eLogit_array = env->GetFloatArrayElements(end_logits, NULL); + + // do some exception checking + if (inp_id_array == NULL || mask_array == NULL) { + return_msg += "0.0 0.0 Err: Invalid input_id_array/attn_mask_arr/arr_sizes\n"; + return env->NewStringUTF(return_msg.c_str()); /* exception occurred */ + } + + std::vector inputVec { inp_id_array, mask_array, tty_array }; + std::vector outputVec {eLogit_array, sLogit_array}; + + return_msg = execute_net(inputVec, arrayLength, outputVec, backend); + + for ( int index = 0; index < arrayLength; index++ ) { +// LOGI("out[%d] = %f ", index, outputVec[1][index]); + eLogit_array[index] = outputVec[0][index]; + sLogit_array[index] = outputVec[1][index]; + } + + // ===================================================================== // + // release the memory so java can have it again + env->ReleaseFloatArrayElements(input_ids, inp_id_array, 0); + env->ReleaseFloatArrayElements(attn_masks, mask_array, 0); + env->ReleaseFloatArrayElements(seg_ids, tty_array, 0); + + env->ReleaseFloatArrayElements(start_logits, sLogit_array, 0); + env->ReleaseFloatArrayElements(end_logits, eLogit_array, 0); + + return env->NewStringUTF(return_msg.c_str()); +} \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/ic_launcher-playstore.png b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/ic_launcher-playstore.png new file mode 100644 index 0000000000000000000000000000000000000000..fcb7c9e1a1e243f7a103025914314138137d42e7 GIT binary patch literal 55366 zcmeFYRYP3ewk;8fJvY(jL!<=J`ZmqZ8Mx?T$%qvt9Q~&^8$$pUh1OTwmM_2$E5&GxSbLt)d0svV_ zF*Q$v!(}s&uI9Dy<4dkp3h{y?DF+8f-|#THvAMZb+7A0dj4ze(a{0X7s zvX7m1oS&&cEz{zsYI0u@t5-6WKV4>OZst#4@~58>dx=b9h?8Fm9$`&l*n3xeNdf2& z>@?jl0qng*9OD1`@Bg00|2o6}Ke6z05jfp@>4V1O@3^0(EjsH!`~L(hj@i*P4iW$j z+~F_uHswjY02}lzDB2_?Os0LXbqyq@l|5rBbPETh4lq zp~}@nn+mf5N9=3@JJ;V8ncsF>l;3ZGRG!X2S|1HivmOaEXa3-we4Lhf5uaFgNbtR- z&9~_nNTq{xr+i&MfWkDWr(yB-x$?Q(!gi;4HmM z?&NPlCm0B=`0x(vT$=`A{fZ$>w}({Hc8eNT~!-(_BP@$ 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============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.ml; + +import com.google.common.primitives.Ints; +import java.util.List; +import java.util.Map; + +/** Feature to be fed into the Bert model. */ +public final class Feature { + public final int[] inputIds; + public final int[] inputMask; + public final int[] segmentIds; + public final List origTokens; + public final Map tokenToOrigMap; + + public Feature( + List inputIds, + List inputMask, + List segmentIds, + List origTokens, + Map tokenToOrigMap) { + this.inputIds = Ints.toArray(inputIds); + this.inputMask = Ints.toArray(inputMask); + this.segmentIds = Ints.toArray(segmentIds); + this.origTokens = origTokens; + this.tokenToOrigMap = tokenToOrigMap; + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/FeatureConverter.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/FeatureConverter.java new file mode 100644 index 00000000..4540dd75 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/FeatureConverter.java @@ -0,0 +1,120 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.ml; + +import java.util.ArrayList; +import java.util.Arrays; +import java.util.Collections; +import java.util.HashMap; +import java.util.List; +import java.util.Map; +import com.qualcomm.qti.qa.tokenization.FullTokenizer; + +/** Convert String to features that can be fed into BERT model. */ +public final class FeatureConverter { + private final FullTokenizer tokenizer; + private final int maxQueryLen; + private final int maxSeqLen; + + public FeatureConverter( + Map inputDic, boolean doLowerCase, int maxQueryLen, int maxSeqLen) { + + //maybe Here I need to change the tokenizer + this.tokenizer = new FullTokenizer(inputDic, doLowerCase); + this.maxQueryLen = maxQueryLen; + this.maxSeqLen = maxSeqLen; + } + + public Feature convert(String query, String context) { + + //This is only tokenizing query + //But i need to do tokenization for both query as well as question + List queryTokens = tokenizer.tokenize(query); + if (queryTokens.size() > maxQueryLen) { + queryTokens = queryTokens.subList(0, maxQueryLen); + } + + //This is doing pre-processing of Context + List origTokens = Arrays.asList(context.trim().split("\\s+")); + List tokenToOrigIndex = new ArrayList<>(); + List allDocTokens = new ArrayList<>(); + for (int i = 0; i < origTokens.size(); i++) { + String token = origTokens.get(i); + List subTokens = tokenizer.tokenize(token); + for (String subToken : subTokens) { + tokenToOrigIndex.add(i); + allDocTokens.add(subToken); + } + } + + // -3 accounts for [CLS], [SEP] and [SEP]. + int maxContextLen = maxSeqLen - queryTokens.size() - 3; + if (allDocTokens.size() > maxContextLen) { + allDocTokens = allDocTokens.subList(0, maxContextLen); + } + + List tokens = new ArrayList<>(); + List segmentIds = new ArrayList<>(); + + // Map token index to original index (in feature.origTokens). + Map tokenToOrigMap = new HashMap<>(); + + // Start of generating the features. + tokens.add("[CLS]"); + segmentIds.add(0); + + // For query input. + for (String queryToken : queryTokens) { + tokens.add(queryToken); + segmentIds.add(0); + } + + // For Separation. + tokens.add("[SEP]"); + segmentIds.add(0); + + // For Text Input. + for (int i = 0; i < allDocTokens.size(); i++) { + String docToken = allDocTokens.get(i); + tokens.add(docToken); + segmentIds.add(1); + tokenToOrigMap.put(tokens.size(), tokenToOrigIndex.get(i)); + } + + // For ending mark. + tokens.add("[SEP]"); + segmentIds.add(1); + + List inputIds = tokenizer.convertTokensToIds(tokens); + List inputMask = new ArrayList<>(Collections.nCopies(inputIds.size(), 1)); + + while (inputIds.size() < maxSeqLen) { + inputIds.add(0); + inputMask.add(0); + segmentIds.add(0); + } + + return new Feature(inputIds, inputMask, segmentIds, origTokens, tokenToOrigMap); + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/LoadDatasetClient.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/LoadDatasetClient.java new file mode 100644 index 00000000..857610e6 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/LoadDatasetClient.java @@ -0,0 +1,118 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.ml; + +import android.content.Context; +import android.util.Log; +import com.google.gson.Gson; +import com.google.gson.stream.JsonReader; +import java.io.BufferedReader; +import java.io.IOException; +import java.io.InputStream; +import java.io.InputStreamReader; +import java.util.HashMap; +import java.util.List; +import java.util.Map; + +/** + * Interface to load squad dataset. Provide passages for users to choose from & provide questions + * for autoCompleteTextView. + */ +public class LoadDatasetClient { + private static final String TAG = "BertAppDemo"; + private static final String JSON_DIR = "qa.json"; + private static final String DIC_DIR = "vocab.txt"; + private final Context context; + + private String[] contents; + private String[] titles; + private String[][] questions; + + public LoadDatasetClient(Context context) { + this.context = context; + loadJson(); + } + + private void loadJson() { + try { + InputStream is = context.getAssets().open(JSON_DIR); + JsonReader reader = new JsonReader(new InputStreamReader(is)); + HashMap>> map = new Gson().fromJson(reader, HashMap.class); + List> jsonTitles = map.get("titles"); + List> jsonContents = map.get("contents"); + List> jsonQuestions = map.get("questions"); + + + //Getting the titles and contents from the json file + + titles = listToArray(jsonTitles); + contents = listToArray(jsonContents); + + //Getting all the questions + questions = new String[jsonQuestions.size()][]; + int index = 0; + for (List item : jsonQuestions) { + questions[index++] = item.toArray(new String[item.size()]); + } + } catch (IOException ex) { + Log.e(TAG, ex.toString()); + } + } + + private static String[] listToArray(List> list) { + String[] answer = new String[list.size()]; + int index = 0; + for (List item : list) { + answer[index++] = item.get(0); + } + return answer; + } + + public String[] getTitles() { + return titles; + } + + public String getContent(int index) { + return contents[index]; + } + + public String[] getQuestions(int index) { + return questions[index]; + } + + public Map loadDictionary() { + Map dic = new HashMap<>(); + try (InputStream ins = context.getAssets().open(DIC_DIR); + BufferedReader reader = new BufferedReader(new InputStreamReader(ins))) { + int index = 0; + while (reader.ready()) { + String key = reader.readLine(); + dic.put(key, index++); + } + } catch (IOException ex) { + Log.e(TAG, ex.getMessage()); + } + return dic; + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/QaAnswer.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/QaAnswer.java new file mode 100644 index 00000000..67034e23 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/QaAnswer.java @@ -0,0 +1,57 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.ml; + +/** QA Answer class. */ +public class QaAnswer { + public Pos pos; + public String text; + + public QaAnswer(String text, Pos pos) { + this.text = text; + this.pos = pos; + } + + public QaAnswer(String text, int start, int end, float logit) { + this(text, new Pos(start, end, logit)); + } + + /** Position and related information from the model. */ + public static class Pos implements Comparable { + public int start; + public int end; + public float logit; + + public Pos(int start, int end, float logit) { + this.start = start; + this.end = end; + this.logit = logit; + } + + @Override + public int compareTo(Pos other) { + return Float.compare(other.logit, this.logit); + } + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/QaClient.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/QaClient.java new file mode 100644 index 00000000..2da22ac4 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ml/QaClient.java @@ -0,0 +1,316 @@ +// -*- mode: js -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@\n +// ============================================================================= + +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ + +/* Changes from QuIC are provided under the following license: + +Copyright (c) 2022, Qualcomm Innovation Center, Inc. All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, + this list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its contributors + may be used to endorse or promote products derived from this software + without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +POSSIBILITY OF SUCH DAMAGE. + +SPDX-License-Identifier: BSD-3-Clause +==============================================================================*/ + +package com.qualcomm.qti.qa.ml; + +import android.content.Context; +import android.content.res.AssetManager; +import androidx.annotation.WorkerThread; +import android.util.Log; +import android.widget.Toast; + +import com.google.common.base.Joiner; +import java.io.BufferedReader; + +import java.io.IOException; +import java.io.InputStream; +import java.io.InputStreamReader; + +import java.util.ArrayList; +import java.util.Collections; +import java.util.HashMap; +import java.util.List; +import java.util.Map; + +/** Interface to load SNPE model and provide predictions. */ +public class QaClient { + private static final String TAG = "SNPE_Client"; + private static final String DIC_PATH = "vocab.txt"; + + private static final int MAX_ANS_LEN = 32; + private static final int MAX_QUERY_LEN = 64; + private static final int MAX_SEQ_LEN = 384; + private static final boolean DO_LOWER_CASE = true; + private static final int PREDICT_ANS_NUM = 3;// default 5; can be set to 3 without issues + private static final int NUM_LITE_THREADS = 1; + + // flag to track if SNPE instance is initialized + private static boolean doSnpeInit = true; + + // Need to shift 1 for outputs ([CLS]). + private static final int OUTPUT_OFFSET = 1; + + private final Context context; + private final Map dic = new HashMap<>(); + private final FeatureConverter featureConverter; + private AssetManager assetManager; + + private static final Joiner SPACE_JOINER = Joiner.on(" "); + + static { + System.loadLibrary("qa"); + } + + public QaClient(Context context) { + this.context = context; + this.featureConverter = new FeatureConverter(dic, DO_LOWER_CASE, MAX_QUERY_LEN, MAX_SEQ_LEN); + } + + @WorkerThread + public synchronized String loadModel(String Model) { + String uiLogger = ""; + try { + // query runtimes & init SNPE + if (doSnpeInit) { + String nativeDirPath = context.getApplicationInfo().nativeLibraryDir; + + uiLogger += queryRuntimes(nativeDirPath); + + // init SNPE + assetManager = context.getAssets(); + Toast.makeText(context,"Initializing SNPE",Toast.LENGTH_SHORT).show(); + Log.i(TAG, "onCreate: Initializing SNPE ..."); + uiLogger = initSNPE(assetManager, Model); + + doSnpeInit = false; + } + } catch (Exception ex) { + Log.e(TAG, ex.getMessage()); + uiLogger += ex.getMessage(); + } + return uiLogger; + } + + @WorkerThread + public synchronized void loadDictionary() { + try { + loadDictionaryFile(this.context.getAssets()); + Log.v(TAG, "Dictionary loaded."); + } catch (IOException ex) { + Log.e(TAG, ex.getMessage()); + } + } + + @WorkerThread + public synchronized void unload() { + dic.clear(); + } + + /** Load dictionary from assets. */ + public void loadDictionaryFile(AssetManager assetManager) throws IOException { + try (InputStream ins = assetManager.open(DIC_PATH); + BufferedReader reader = new BufferedReader(new InputStreamReader(ins))) { + int index = 0; + while (reader.ready()) { + String key = reader.readLine(); + dic.put(key, index++); + } + } + } + + /** + * Input: Original content and query for the QA task. Later converted to Feature by + * FeatureConverter. Output: A String[] array of answers and a float[] array of corresponding + * logits. + */ + //Added a New Parameter Model + @WorkerThread + public synchronized List predict(String query, String content, + String runtime,String Model,StringBuilder execStatus) { + Log.v(TAG, "Convert Feature..."); + Feature feature = featureConverter.convert(query, content); + //Toast.makeText(context, "Convert Feature Inside QA Client",Toast.LENGTH_SHORT).show(); + Log.v(TAG, "Set inputs..."); + float[][] inputIds = new float[1][MAX_SEQ_LEN]; + int[][] inpIds = new int[1][MAX_SEQ_LEN]; + float[][] inputMask = new float[1][MAX_SEQ_LEN]; + float[][] segmentIds = new float[1][MAX_SEQ_LEN]; + float[][] startLogits = new float[1][MAX_SEQ_LEN]; + float[][] endLogits = new float[1][MAX_SEQ_LEN]; + + for (int j = 0; j < MAX_SEQ_LEN; j++) { + inputIds[0][j] = feature.inputIds[j]; + inpIds[0][j] = feature.inputIds[j]; + inputMask[0][j] = feature.inputMask[j]; + segmentIds[0][j] = feature.segmentIds[j]; + } + +// Object[] inputs = {inputIds, inputMask, segmentIds}; + Map output = new HashMap<>(); + output.put(0, startLogits); + output.put(1, endLogits); + + Log.v(TAG, "Run inference..."); + if (runtime.equals("DSP")) { + Log.i(TAG, "Sending Inf request to SNPE DSP"); + + long htpSTime = System.currentTimeMillis(); + String dsp_logs = inferSNPE(runtime,Model,inputIds[0], inputMask[0], segmentIds[0], + MAX_SEQ_LEN, startLogits[0], endLogits[0]); + long htpETime = System.currentTimeMillis(); + long htpTime = htpETime - htpSTime; + Log.i(TAG, "DSP Exec took : " + htpTime + "ms"); + + if (! dsp_logs.isEmpty()) { + Log.i(TAG, "DSP Exec status : " + dsp_logs); + execStatus.append(dsp_logs); + } +// Log.i(TAG, "DSP: Startlogits = " + Arrays.toString(startLogits[0])); + } else { + Log.i(TAG, "Sending Inf request to SNPE CPU"); + String cpu_logs = inferSNPE(runtime,Model,inputIds[0], inputMask[0], segmentIds[0], + MAX_SEQ_LEN, startLogits[0], endLogits[0]); + + if (! cpu_logs.isEmpty()) { + Log.i(TAG, "CPU Exec status : " + cpu_logs); + execStatus.append(cpu_logs); + } +// Log.i(TAG, "predict: Startlogits = " + Arrays.toString(startLogits[0])); + } + + Log.v(TAG, "Convert logits to answers..."); + List answers = getBestAnswers(startLogits[0], endLogits[0], feature); + Log.v(TAG, "Finish."); + return answers; + } + + /** Find the Best N answers & logits from the logits array and input feature. */ + private synchronized List getBestAnswers( + float[] startLogits, float[] endLogits, Feature feature) { + // Model uses the closed interval [start, end] for indices. + int[] startIndexes = getBestIndex(startLogits, feature.tokenToOrigMap); + int[] endIndexes = getBestIndex(endLogits, feature.tokenToOrigMap); + + List origResults = new ArrayList<>(); + for (int start : startIndexes) { + for (int end : endIndexes) { + if (end < start) { + continue; + } + int length = end - start + 1; + if (length > MAX_ANS_LEN) { + continue; + } + origResults.add(new QaAnswer.Pos(start, end, startLogits[start] + endLogits[end])); + } + } + + Collections.sort(origResults); + + List answers = new ArrayList<>(); + for (int i = 0; i < origResults.size(); i++) { + if (i >= PREDICT_ANS_NUM) { + break; + } + + String convertedText; + if (origResults.get(i).start > 0) { + convertedText = convertBack(feature, origResults.get(i).start, origResults.get(i).end); + } else { + convertedText = ""; + } + QaAnswer ans = new QaAnswer(convertedText, origResults.get(i)); + answers.add(ans); + } + return answers; + } + + /** Get the n-best logits from a list of all the logits. */ + @WorkerThread + private synchronized int[] getBestIndex(float[] logits, Map tokenToOrigMap) { + List tmpList = new ArrayList<>(); + for (int i = 0; i < MAX_SEQ_LEN; i++) { + if (tokenToOrigMap.containsKey(i + OUTPUT_OFFSET)) { + tmpList.add(new QaAnswer.Pos(i, i, logits[i])); + } + } + + Collections.sort(tmpList); + + int[] indexes = new int[PREDICT_ANS_NUM]; + for (int i = 0; i < PREDICT_ANS_NUM; i++) { + indexes[i] = tmpList.get(i).start; + } + + return indexes; + } + + /** Convert the answer back to original text form. */ + @WorkerThread + private static String convertBack(Feature feature, int start, int end) { + // Shifted index is: index of logits + offset. + int shiftedStart = start + OUTPUT_OFFSET; + int shiftedEnd = end + OUTPUT_OFFSET; + int startIndex = feature.tokenToOrigMap.get(shiftedStart); + int endIndex = feature.tokenToOrigMap.get(shiftedEnd); + // end + 1 for the closed interval. + String ans = SPACE_JOINER.join(feature.origTokens.subList(startIndex, endIndex + 1)); + return ans; + } + + /** + * A native method that is implemented by the 'qa' native library, + * which is packaged with this application. + */ + public native String queryRuntimes(String nativeDirPath); + public native String initSNPE(AssetManager assetManager, String Model); + public native String inferSNPE(String runtime,String Model, float[] input_ids, + float[] attn_masks, float[] seg_ids, + int arraySizes, + float[] startLogits, float[] endLogits); +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/BasicTokenizer.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/BasicTokenizer.java new file mode 100644 index 00000000..4264ebba --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/BasicTokenizer.java @@ -0,0 +1,113 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.tokenization; + +import com.google.common.base.Ascii; +import com.google.common.collect.Iterables; +import java.util.ArrayList; +import java.util.Arrays; +import java.util.List; + +/** Basic tokenization (punctuation splitting, lower casing, etc.) */ +public final class BasicTokenizer { + private final boolean doLowerCase; + + public BasicTokenizer(boolean doLowerCase) { + this.doLowerCase = doLowerCase; + } + + public List tokenize(String text) { + String cleanedText = cleanText(text); + + List origTokens = whitespaceTokenize(cleanedText); + + StringBuilder stringBuilder = new StringBuilder(); + for (String token : origTokens) { + if (doLowerCase) { + token = Ascii.toLowerCase(token); + } + List list = runSplitOnPunc(token); + for (String subToken : list) { + stringBuilder.append(subToken).append(" "); + } + } + return whitespaceTokenize(stringBuilder.toString()); + } + + /* Performs invalid character removal and whitespace cleanup on text. */ + static String cleanText(String text) { + if (text == null) { + throw new NullPointerException("The input String is null."); + } + + StringBuilder stringBuilder = new StringBuilder(""); + for (int index = 0; index < text.length(); index++) { + char ch = text.charAt(index); + + // Skip the characters that cannot be used. + if (CharChecker.isInvalid(ch) || CharChecker.isControl(ch)) { + continue; + } + if (CharChecker.isWhitespace(ch)) { + stringBuilder.append(" "); + } else { + stringBuilder.append(ch); + } + } + return stringBuilder.toString(); + } + + /* Runs basic whitespace cleaning and splitting on a piece of text. */ + static List whitespaceTokenize(String text) { + if (text == null) { + throw new NullPointerException("The input String is null."); + } + return Arrays.asList(text.split(" ")); + } + + /* Splits punctuation on a piece of text. */ + static List runSplitOnPunc(String text) { + if (text == null) { + throw new NullPointerException("The input String is null."); + } + + List tokens = new ArrayList<>(); + boolean startNewWord = true; + for (int i = 0; i < text.length(); i++) { + char ch = text.charAt(i); + if (CharChecker.isPunctuation(ch)) { + tokens.add(String.valueOf(ch)); + startNewWord = true; + } else { + if (startNewWord) { + tokens.add(""); + startNewWord = false; + } + tokens.set(tokens.size() - 1, Iterables.getLast(tokens) + ch); + } + } + + return tokens; + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/CharChecker.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/CharChecker.java new file mode 100644 index 00000000..e2ec782c --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/CharChecker.java @@ -0,0 +1,67 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.tokenization; + +/** To check whether a char is whitespace/control/punctuation. */ +final class CharChecker { + + /** To judge whether it's an empty or unknown character. */ + public static boolean isInvalid(char ch) { + return (ch == 0 || ch == 0xfffd); + } + + /** To judge whether it's a control character(exclude whitespace). */ + public static boolean isControl(char ch) { + if (Character.isWhitespace(ch)) { + return false; + } + int type = Character.getType(ch); + return (type == Character.CONTROL || type == Character.FORMAT); + } + + /** To judge whether it can be regarded as a whitespace. */ + public static boolean isWhitespace(char ch) { + if (Character.isWhitespace(ch)) { + return true; + } + int type = Character.getType(ch); + return (type == Character.SPACE_SEPARATOR + || type == Character.LINE_SEPARATOR + || type == Character.PARAGRAPH_SEPARATOR); + } + + /** To judge whether it's a punctuation. */ + public static boolean isPunctuation(char ch) { + int type = Character.getType(ch); + return (type == Character.CONNECTOR_PUNCTUATION + || type == Character.DASH_PUNCTUATION + || type == Character.START_PUNCTUATION + || type == Character.END_PUNCTUATION + || type == Character.INITIAL_QUOTE_PUNCTUATION + || type == Character.FINAL_QUOTE_PUNCTUATION + || type == Character.OTHER_PUNCTUATION); + } + + private CharChecker() {} +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/FullTokenizer.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/FullTokenizer.java new file mode 100644 index 00000000..fca21597 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/FullTokenizer.java @@ -0,0 +1,61 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.tokenization; + +import java.util.ArrayList; +import java.util.List; +import java.util.Map; + +/** + * A java realization of Bert tokenization. Original python code: + * https://github.com/google-research/bert/blob/master/tokenization.py runs full tokenization to + * tokenize a String into split subtokens or ids. + */ +public final class FullTokenizer { + private final BasicTokenizer basicTokenizer; + private final WordpieceTokenizer wordpieceTokenizer; + private final Map dic; + + public FullTokenizer(Map inputDic, boolean doLowerCase) { + dic = inputDic; + basicTokenizer = new BasicTokenizer(doLowerCase); + wordpieceTokenizer = new WordpieceTokenizer(inputDic); + } + + public List tokenize(String text) { + List splitTokens = new ArrayList<>(); + for (String token : basicTokenizer.tokenize(text)) { + splitTokens.addAll(wordpieceTokenizer.tokenize(token)); + } + return splitTokens; + } + + public List convertTokensToIds(List tokens) { + List outputIds = new ArrayList<>(); + for (String token : tokens) { + outputIds.add(dic.get(token)); + } + return outputIds; + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/WordpieceTokenizer.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/WordpieceTokenizer.java new file mode 100644 index 00000000..d8599270 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/tokenization/WordpieceTokenizer.java @@ -0,0 +1,103 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.tokenization; + +import java.util.ArrayList; +import java.util.List; +import java.util.Map; + +/** Word piece tokenization to split a piece of text into its word pieces. */ +public final class WordpieceTokenizer { + private final Map dic; + + private static final String UNKNOWN_TOKEN = "[UNK]"; // For unknown words. + private static final int MAX_INPUTCHARS_PER_WORD = 200; + + public WordpieceTokenizer(Map vocab) { + dic = vocab; + } + + /** + * Tokenizes a piece of text into its word pieces. This uses a greedy longest-match-first + * algorithm to perform tokenization using the given vocabulary. For example: input = "unaffable", + * output = ["un", "##aff", "##able"]. + * + * @param text: A single token or whitespace separated tokens. This should have already been + * passed through `BasicTokenizer. + * @return A list of wordpiece tokens. + */ + public List tokenize(String text) { + if (text == null) { + throw new NullPointerException("The input String is null."); + } + + List outputTokens = new ArrayList<>(); + for (String token : BasicTokenizer.whitespaceTokenize(text)) { + + if (token.length() > MAX_INPUTCHARS_PER_WORD) { + outputTokens.add(UNKNOWN_TOKEN); + continue; + } + + boolean isBad = false; // Mark if a word cannot be tokenized into known subwords. + int start = 0; + List subTokens = new ArrayList<>(); + + while (start < token.length()) { + String curSubStr = ""; + + int end = token.length(); // Longer substring matches first. + while (start < end) { + String subStr = + (start == 0) ? token.substring(start, end) : "##" + token.substring(start, end); + if (dic.containsKey(subStr)) { + curSubStr = subStr; + break; + } + end--; + } + + // The word doesn't contain any known subwords. + if ("".equals(curSubStr)) { + isBad = true; + break; + } + + // curSubStr is the longeset subword that can be found. + subTokens.add(curSubStr); + + // Proceed to tokenize the resident string. + start = end; + } + + if (isBad) { + outputTokens.add(UNKNOWN_TOKEN); + } else { + outputTokens.addAll(subTokens); + } + } + + return outputTokens; + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/DatasetListActivity.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/DatasetListActivity.java new file mode 100644 index 00000000..7e4a32a0 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/DatasetListActivity.java @@ -0,0 +1,61 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.ui; + +import android.os.Bundle; +import androidx.appcompat.app.AppCompatActivity; + +import android.widget.ArrayAdapter; +import android.widget.ListView; +import com.qualcomm.qti.R; +import com.qualcomm.qti.qa.ml.LoadDatasetClient; + +/** + * An activity representing a list of Datasets. This activity has different presentations for + * handset and tablet-size devices. On handsets, the activity presents a list of items, which when + * touched, lead to a {@link QaActivity} representing item details. On tablets, the activity + * presents the list of items and item details side-by-side using two vertical panes. + */ +public class DatasetListActivity extends AppCompatActivity { + + @Override + protected void onCreate(Bundle savedInstanceState) { + super.onCreate(savedInstanceState); + setContentView(R.layout.activity_dataset_list); + + ListView listView = findViewById(R.id.dataset_list); + assert listView != null; + + LoadDatasetClient datasetClient = new LoadDatasetClient(this); + ArrayAdapter datasetAdapter = + new ArrayAdapter<>( + this, android.R.layout.simple_selectable_list_item, datasetClient.getTitles()); + listView.setAdapter(datasetAdapter); + + listView.setOnItemClickListener( + (parent, view, position, id) -> { + startActivity(QaActivity.newInstance(this, position)); + }); + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/QaActivity.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/QaActivity.java new file mode 100644 index 00000000..55e87390 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/QaActivity.java @@ -0,0 +1,403 @@ +// -*- mode: js -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@\n +// ============================================================================= + +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ + +/* Changes from QuIC are provided under the following license: + +Copyright (c) 2022, Qualcomm Innovation Center, Inc. All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, + this list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its contributors + may be used to endorse or promote products derived from this software + without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE +LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +POSSIBILITY OF SUCH DAMAGE. + +SPDX-License-Identifier: BSD-3-Clause +==============================================================================*/ + +package com.qualcomm.qti.qa.ui; + +import android.content.Context; +import android.content.Intent; +import android.os.Bundle; +import android.os.Handler; +import android.os.HandlerThread; +import android.speech.tts.TextToSpeech; +import androidx.appcompat.app.AppCompatActivity; +import androidx.recyclerview.widget.LinearLayoutManager; +import androidx.recyclerview.widget.RecyclerView; +import android.text.Editable; +import android.text.Spannable; +import android.text.SpannableString; +import android.text.TextWatcher; +import android.text.method.ScrollingMovementMethod; +import android.text.style.BackgroundColorSpan; +import android.util.Log; +import android.view.KeyEvent; +import android.view.View; +import android.view.inputmethod.InputMethodManager; +import android.widget.AdapterView; +import android.widget.ArrayAdapter; +import android.widget.ImageButton; +import android.widget.Spinner; +import android.widget.TextView; +import android.widget.Toast; + +import com.google.android.material.snackbar.Snackbar; +import com.google.android.material.textfield.TextInputEditText; +import java.util.List; +import java.util.Locale; +import com.qualcomm.qti.R; +import com.qualcomm.qti.qa.ml.LoadDatasetClient; +import com.qualcomm.qti.qa.ml.QaAnswer; +import com.qualcomm.qti.qa.ml.QaClient; + +/** Activity for doing Q&A on a specific dataset */ +public class QaActivity extends AppCompatActivity { + + private static final String DATASET_POSITION_KEY = "DATASET_POSITION"; + private static final String TAG = "SNPE_Activity"; + private static final boolean DISPLAY_RUNNING_TIME = true; + + private TextInputEditText questionEditText; + private TextView contentTextView; + private TextToSpeech textToSpeech; + + private boolean questionAnswered = false; + private String content; + private Handler handler; + private QaClient qaClient; + final String[] model = {"alberta"}; + + public static Intent newInstance(Context context, int datasetPosition) { + Intent intent = new Intent(context, QaActivity.class); + intent.putExtra(DATASET_POSITION_KEY, datasetPosition); + return intent; + } + + @Override + protected void onCreate(Bundle savedInstanceState) { + Log.v(TAG, "onCreate"); + super.onCreate(savedInstanceState); + setContentView(R.layout.activity_qa); + + // Get content of the selected dataset. + int datasetPosition = getIntent().getIntExtra(DATASET_POSITION_KEY, -1); + LoadDatasetClient datasetClient = new LoadDatasetClient(this); + + // Show the dataset title. + TextView titleText = findViewById(R.id.title_text); + titleText.setText(datasetClient.getTitles()[datasetPosition]); + + // Show the text content of the selected dataset. + content = datasetClient.getContent(datasetPosition); + contentTextView = findViewById(R.id.content_text); + contentTextView.setText(content); + contentTextView.setMovementMethod(new ScrollingMovementMethod()); + + // Setup question suggestion list. + RecyclerView questionSuggestionsView = findViewById(R.id.suggestion_list); + QuestionAdapter adapter = + new QuestionAdapter(this, datasetClient.getQuestions(datasetPosition)); + adapter.setOnQuestionSelectListener(question -> answerQuestion(question)); + questionSuggestionsView.setAdapter(adapter); + LinearLayoutManager layoutManager = + new LinearLayoutManager(this, LinearLayoutManager.HORIZONTAL, false); + questionSuggestionsView.setLayoutManager(layoutManager); + + + //=========================== Model Selection ==============================// + Spinner model_dropdown = findViewById(R.id.model_spinner); + String[] model_items = new String[]{"alberta","electra_small","mobile_bert"}; + + ArrayAdapter model_adapter = new ArrayAdapter(QaActivity.this, + android.R.layout.simple_spinner_item,model_items); + + model_adapter.setDropDownViewResource(android.R.layout.simple_spinner_dropdown_item); + model_dropdown.setAdapter(model_adapter); + model_dropdown.setOnItemSelectedListener( + new AdapterView.OnItemSelectedListener() { + @Override + public void onItemSelected(AdapterView arg0, View arg1, + int arg2, long arg3) { + model[0] =model_dropdown.getSelectedItem().toString(); + Toast.makeText(QaActivity.this,"Model selected: "+ model[0],Toast.LENGTH_SHORT).show(); + + //Initializing the Selected Model + handler.post( + () -> { + String initLogs = qaClient.loadModel(model[0]); + if(!initLogs.isEmpty()) { + Snackbar initSnackbar = + Snackbar.make(contentTextView, initLogs, Snackbar.LENGTH_SHORT); + initSnackbar.show(); + } + qaClient.loadDictionary(); + }); + } + @Override + public void onNothingSelected(AdapterView arg0) { + // TODO Auto-generated method stub + model[0] = "alberta"; + } + }); + + //=========================== model Selection End==============================// + + //=========================== Runtime Selection ==============================// + + Spinner dropdown = findViewById(R.id.runtime_spinner); + String[] items = new String[]{"DSP", "CPU"}; + + ArrayAdapter ddadapter = new ArrayAdapter(QaActivity.this, + android.R.layout.simple_spinner_item,items); + + ddadapter.setDropDownViewResource(android.R.layout.simple_spinner_dropdown_item); + dropdown.setAdapter(ddadapter); + final String[] runtime = {"DSP"}; + dropdown.setOnItemSelectedListener( + new AdapterView.OnItemSelectedListener() { + @Override + public void onItemSelected(AdapterView arg0, View arg1, + int arg2, long arg3) { + runtime[0] =dropdown.getSelectedItem().toString(); + Log.i("SPINNER: Dropdown selected is ", runtime[0]); + Toast.makeText(QaActivity.this,"Runtime selected: "+ runtime[0],Toast.LENGTH_SHORT).show(); + } + @Override + public void onNothingSelected(AdapterView arg0) { + // TODO Auto-generated method stub + runtime[0] = "DSP"; + } + }); + //=========================== Runtime Selection End==============================// + // Setup ask button. + ImageButton askButton = findViewById(R.id.ask_button); + askButton.setOnClickListener( + view -> answerQuestion(questionEditText.getText().toString())); + + // Setup text edit where users can input their question. + questionEditText = findViewById(R.id.question_edit_text); + questionEditText.setOnFocusChangeListener( + (view, hasFocus) -> { + // If we already answer current question, clear the question so that user can input a new + // one. + if (hasFocus && questionAnswered) { + questionEditText.setText(null); + } + }); + questionEditText.addTextChangedListener( + new TextWatcher() { + @Override + public void beforeTextChanged(CharSequence charSequence, int i, int i1, int i2) {} + + @Override + public void onTextChanged(CharSequence charSequence, int i, int i1, int i2) { + // Only allow clicking Ask button if there is a question. + boolean shouldAskButtonActive = !charSequence.toString().isEmpty(); + askButton.setClickable(shouldAskButtonActive); + askButton.setImageResource( + shouldAskButtonActive ? R.drawable.ic_ask_active : R.drawable.ic_ask_inactive); + } + + @Override + public void afterTextChanged(Editable editable) {} + }); + questionEditText.setOnKeyListener( + (v, keyCode, event) -> { + if (event.getAction() == KeyEvent.ACTION_UP && keyCode == KeyEvent.KEYCODE_ENTER) { + answerQuestion(questionEditText.getText().toString()); + } + return false; + }); + // Setup QA client to and background thread to run inference. + HandlerThread handlerThread = new HandlerThread("QAClient"); + handlerThread.start(); + handler = new Handler(handlerThread.getLooper()); + qaClient = new QaClient(this); + } + + @Override + protected void onStart() { + Log.v(TAG, "onStart"); + super.onStart(); + + //Here Loading the particular Model + //Here In the Init Part I'll Create a if-else loop and load the selected Model + //This Model Loading Part is also done in selection part also + handler.post( + () -> { + String initLogs = qaClient.loadModel(model[0]); + if(!initLogs.isEmpty()) { + Snackbar initSnackbar = + Snackbar.make(contentTextView, initLogs, Snackbar.LENGTH_SHORT); + initSnackbar.show(); + } + qaClient.loadDictionary(); + }); + + //This is to say the answer using speech + textToSpeech = + new TextToSpeech( + this, + status -> { + if (status == TextToSpeech.SUCCESS) { + textToSpeech.setLanguage(Locale.US); + } else { + textToSpeech = null; + } + }); + } + + @Override + protected void onStop() { + Log.v(TAG, "onStop"); + super.onStop(); + handler.post(() -> qaClient.unload()); + + if (textToSpeech != null) { + textToSpeech.stop(); + textToSpeech.shutdown(); + } + } + + private void answerQuestion(String question) { + question = question.trim(); + if (question.isEmpty()) { + questionEditText.setText(question); + return; + } + + // Append question mark '?' if not ended with '?'. + // This aligns with question format that trains the model. + if (!question.endsWith("?")) { + question += '?'; + } + final String questionToAsk = question; + questionEditText.setText(questionToAsk); + + // Delete all pending tasks. + handler.removeCallbacksAndMessages(null); + + // Hide keyboard and dismiss focus on text edit. + InputMethodManager imm = + (InputMethodManager) getSystemService(AppCompatActivity.INPUT_METHOD_SERVICE); + imm.hideSoftInputFromWindow(getWindow().getDecorView().getWindowToken(), 0); + View focusView = getCurrentFocus(); + if (focusView != null) { + focusView.clearFocus(); + } + + // Reset content text view + contentTextView.setText(content); + + questionAnswered = false; + + Snackbar runningSnackbar = + Snackbar.make(contentTextView, "Looking up answer...", Snackbar.LENGTH_INDEFINITE); + runningSnackbar.show(); + + // Run TF Lite model to get the answer. + handler.post( + () -> { + Spinner dropdown = findViewById(R.id.runtime_spinner); + String runtime=dropdown.getSelectedItem().toString(); + Log.i("SPINNER: Dropdown selected is ", runtime); + Spinner model_dropdown=findViewById(R.id.model_spinner); + String model= model_dropdown.getSelectedItem().toString(); + + StringBuilder execStatus = new StringBuilder (); + + long beforeTime = System.currentTimeMillis(); + + //To predict the answer with given question and content + // Here Runtime and Model is also passed as parameter to say which model to run + //Model is already loaded when selecting the dropdown menu for model + final List answers = qaClient.predict(questionToAsk, content, runtime,model, execStatus); + long afterTime = System.currentTimeMillis(); + double totalSeconds = (afterTime - beforeTime) / 1000.0; + + if (!answers.isEmpty()) { + // Get the top answer + QaAnswer topAnswer = answers.get(0); + // Show the answer. + runOnUiThread( + () -> { + runningSnackbar.dismiss(); + presentAnswer(topAnswer); + + String displayMessage = runtime + " runtime took : "; + if (DISPLAY_RUNNING_TIME) { + displayMessage = String.format("%s %.3f sec.", displayMessage, totalSeconds); + } + if (! execStatus.toString().isEmpty()) + Snackbar.make(contentTextView, execStatus.toString(), Snackbar.LENGTH_LONG).show(); + else + Snackbar.make(contentTextView, displayMessage, Snackbar.LENGTH_LONG).show(); + + questionAnswered = true; + }); + } + }); + } + + private void presentAnswer(QaAnswer answer) { + // Highlight answer. + Spannable spanText = new SpannableString(content); + int offset = content.indexOf(answer.text, 0); + if (offset >= 0) { + spanText.setSpan( + new BackgroundColorSpan(getColor(R.color.secondaryColor)), + offset, + offset + answer.text.length(), + Spannable.SPAN_EXCLUSIVE_EXCLUSIVE); + } + contentTextView.setText(spanText); + + // Use TTS to speak out the answer. + if (textToSpeech != null) { + textToSpeech.speak(answer.text, TextToSpeech.QUEUE_FLUSH, null, answer.text); + } + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/QuestionAdapter.java b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/QuestionAdapter.java new file mode 100644 index 00000000..fbe5a37d --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/java/com/qualcomm/qti/qa/ui/QuestionAdapter.java @@ -0,0 +1,86 @@ +// -*- mode: java -*- +// ============================================================================= +// @@-COPYRIGHT-START-@@ +// +// Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +// SPDX-License-Identifier: BSD-3-Clause +// +// @@-COPYRIGHT-END-@@ +// ============================================================================= +/* Copyright 2019 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ +package com.qualcomm.qti.qa.ui; + +import android.content.Context; +import androidx.annotation.NonNull; +import androidx.recyclerview.widget.RecyclerView; +import android.view.LayoutInflater; +import android.view.View; +import android.view.ViewGroup; +import com.google.android.material.chip.Chip; +import com.qualcomm.qti.R; + +/** Adapter class to show question suggestion chips. */ +public class QuestionAdapter extends RecyclerView.Adapter { + + private LayoutInflater inflater; + private String[] questions; + private OnQuestionSelectListener onQuestionSelectListener; + + public QuestionAdapter(Context context, String[] questions) { + inflater = LayoutInflater.from(context); + this.questions = questions; + } + + @Override + public QuestionAdapter.MyViewHolder onCreateViewHolder(@NonNull ViewGroup parent, int viewType) { + + View view = inflater.inflate(R.layout.question_chip, parent, false); + MyViewHolder holder = new MyViewHolder(view); + + return holder; + } + + @Override + public void onBindViewHolder(QuestionAdapter.MyViewHolder holder, int position) { + holder.chip.setText(questions[position]); + holder.chip.setOnClickListener( + view -> onQuestionSelectListener.onQuestionSelect(questions[position])); + } + + @Override + public int getItemCount() { + return questions.length; + } + + public void setOnQuestionSelectListener(OnQuestionSelectListener onQuestionSelectListener) { + this.onQuestionSelectListener = onQuestionSelectListener; + } + + class MyViewHolder extends RecyclerView.ViewHolder { + + Chip chip; + + public MyViewHolder(View itemView) { + super(itemView); + chip = itemView.findViewById(R.id.chip); + } + } + + /** Interface for callback when a question is selected. */ + public interface OnQuestionSelectListener { + void onQuestionSelect(String question); + } +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/drawable/ic_ask_active.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/drawable/ic_ask_active.xml new file mode 100644 index 00000000..a6764691 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/drawable/ic_ask_active.xml @@ -0,0 +1,12 @@ + + + + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/drawable/ic_ask_inactive.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/drawable/ic_ask_inactive.xml new file mode 100644 index 00000000..4cd7a354 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/drawable/ic_ask_inactive.xml @@ -0,0 +1,12 @@ + + + + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/activity_dataset_list.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/activity_dataset_list.xml new file mode 100644 index 00000000..61563c6b --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/activity_dataset_list.xml @@ -0,0 +1,88 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/activity_qa.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/activity_qa.xml new file mode 100644 index 00000000..f0c5d08d --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/activity_qa.xml @@ -0,0 +1,112 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/question_chip.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/question_chip.xml new file mode 100644 index 00000000..37a93f09 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/layout/question_chip.xml @@ -0,0 +1,14 @@ + + + + + + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-anydpi-v26/ic_launcher.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-anydpi-v26/ic_launcher.xml new file mode 100644 index 00000000..67820c56 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-anydpi-v26/ic_launcher.xml @@ -0,0 +1,5 @@ + + + + + \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml new file mode 100644 index 00000000..67820c56 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml @@ -0,0 +1,5 @@ + + + + + \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-hdpi/ic_launcher.webp b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/mipmap-hdpi/ic_launcher.webp new file mode 100644 index 0000000000000000000000000000000000000000..5772f32b1e0aaf2f592c1156e8eb00203bdca5eb GIT binary patch literal 2442 zcmV;533c{TNk&G32><|BMM6+kP&iC=2><{uN5Byf716P^ZH?q;7qb9ER;p^|VPS3y?@s6m*lB#5mWa`KfGqW>x#LOtO{jZ@;hkb@w#x=+hbHr?C zea`kTxE5ASE#LGP|To`&Oig;I`k93 z9QA(S2^LVZ|A%S0je-OFS&*S=A*n)!SqRp-4sM$Z58D0#VBOV0n?0lcaoNRN8K#g# zA)`Te<%I|BSqC)*TBtGp0^LDO^=zKgw zXf9lhQA|cDCW{=cNM>RMB5532u!(dSVJIH4p{eL#N!S z1)E{JK_=?tZVo1)5p7h|tl7JN#I*MQ!2O6GGsU>q&p|Mw->iuvqC<%R8VYvQCgk8lenkp_Nh9g|&Wqr;~wH4|S{) z08azQtW+kg;VEDtg7Q%#lI=|)CI;FtLO!X_cW?;_BqU0psO2+7tkBcSeG>vw=uo4FLc_ z8rXbVN?SRSw7tdcZ3QW2lD3zwGZzjYR_+Hl!`Ed{myZ>d!yN#C%3P4w_LkZ8qwC1c zyEz?i{d#^l1swo@DiNT@X9VUTl{4P~5Y_~Xqcu+h3CF7lRncqg;!QvEEDCOXw2^IP zO;{BKX#{o&NsUh^lTwkn2=tQri*30G9lWSq0|3y@3p7akp(@Jm=|O4Vz<+1&EtZuwf3(9koC1#Ck5Q~a zpqn8806ecbUgeyxbn0F}wemve`Lp*MM2tFTL4(tS8WqDVqX2-r2T;~sAK((w3tKzN zYkOf?md)+Zg?%0mV761s7C}QP=4O=@h{pjsh=D`IaE!ZSl9Z^NF ztFF}xSsl$mkRq#{6

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b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/dimens.xml @@ -0,0 +1,8 @@ + + + 16dp + 200dp + 200dp + 16dp + 16dp + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/ic_launcher_background.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/ic_launcher_background.xml new file mode 100644 index 00000000..733e1903 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/ic_launcher_background.xml @@ -0,0 +1,4 @@ + + + #72CFF2 + \ No newline at end of file diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/strings.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/strings.xml new file mode 100644 index 00000000..c973b81a --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/strings.xml @@ -0,0 +1,10 @@ + + Question Answering + Banner + Please select an article below. + Datasets + Dataset Detail + You might want to ask? + Text query + Ask question + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/styles.xml b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/styles.xml new file mode 100644 index 00000000..9dc7850a --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/bert/src/main/res/values/styles.xml @@ -0,0 +1,23 @@ + + + + + + + + + diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/build.gradle b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/build.gradle new file mode 100644 index 00000000..dff2ebf4 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/build.gradle @@ -0,0 +1,27 @@ +// Top-level build file where you can add configuration options common to all sub-projects/modules. + +buildscript { + ext.kotlin_version = '1.3.61' + repositories { + google() + jcenter() + } + dependencies { + classpath 'com.android.tools.build:gradle:7.0.1' + classpath 'de.undercouch:gradle-download-task:4.0.0' + classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version" + // NOTE: Do not place your application dependencies here; they belong + // in the individual module build.gradle files + } +} + +allprojects { + repositories { + google() + jcenter() + } +} + +task clean(type: Delete) { + delete rootProject.buildDir +} diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradle.properties b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradle.properties new file mode 100644 index 00000000..8420514f --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradle.properties @@ -0,0 +1,16 @@ +## For more details on how to configure your build environment visit +# http://www.gradle.org/docs/current/userguide/build_environment.html +# +# Specifies the JVM arguments used for the daemon process. +# The setting is particularly useful for tweaking memory settings. +# Default value: -Xmx1024m -XX:MaxPermSize=256m +# org.gradle.jvmargs=-Xmx2048m -XX:MaxPermSize=512m -XX:+HeapDumpOnOutOfMemoryError -Dfile.encoding=UTF-8 +# +# When configured, Gradle will run in incubating parallel mode. +# This option should only be used with decoupled projects. More details, visit +# http://www.gradle.org/docs/current/userguide/multi_project_builds.html#sec:decoupled_projects +# org.gradle.parallel=true +#Thu Nov 21 16:49:13 EST 2019 +android.enableJetifier=true +org.gradle.jvmargs=-Xmx2048M -Dkotlin.daemon.jvm.options\="-Xmx2048M" +android.useAndroidX=true diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradle/wrapper/gradle-wrapper.properties b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradle/wrapper/gradle-wrapper.properties new file mode 100644 index 00000000..692a5d60 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradle/wrapper/gradle-wrapper.properties @@ -0,0 +1,5 @@ +distributionBase=GRADLE_USER_HOME +distributionPath=wrapper/dists +distributionUrl=https\://services.gradle.org/distributions/gradle-7.2-bin.zip +zipStoreBase=GRADLE_USER_HOME +zipStorePath=wrapper/dists diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradlew b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradlew new file mode 100644 index 00000000..a7fd78cd --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradlew @@ -0,0 +1,234 @@ +#!/bin/sh + +# +# Copyright 2015-2021 the original authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +############################################################################## +# +# Gradle start up script for POSIX generated by Gradle. +# +# Important for running: +# +# (1) You need a POSIX-compliant shell to run this script. If your /bin/sh is +# noncompliant, but you have some other compliant shell such as ksh or +# bash, then to run this script, type that shell name before the whole +# command line, like: +# +# ksh Gradle +# +# Busybox and similar reduced shells will NOT work, because this script +# requires all of these POSIX shell features: +# * functions; +# * expansions $var, ${var}, ${var:-default}, ${var+SET}, +# ${var#prefix}, ${var%suffix}, and $( cmd ); +# * compound commands having a testable exit status, especially case; +# * various built-in commands including command, set, and ulimit. +# +# Important for patching: +# +# (2) This script targets any POSIX shell, so it avoids extensions provided +# by Bash, Ksh, etc; in particular arrays are avoided. +# +# The "traditional" practice of packing multiple parameters into a +# space-separated string is a well documented source of bugs and security +# problems, so this is (mostly) avoided, by progressively accumulating +# options in "$@", and eventually passing that to Java. +# +# Where the inherited environment variables (DEFAULT_JVM_OPTS, JAVA_OPTS, +# and GRADLE_OPTS) rely on word-splitting, this is performed explicitly; +# see the in-line comments for details. +# +# There are tweaks for specific operating systems such as AIX, CygWin, +# Darwin, MinGW, and NonStop. +# +# (3) This script is generated from the Groovy template +# https://github.com/gradle/gradle/blob/master/subprojects/plugins/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt +# within the Gradle project. +# +# You can find Gradle at https://github.com/gradle/gradle/. +# +############################################################################## + +# Attempt to set APP_HOME + +# Resolve links: $0 may be a link +app_path=$0 + +# Need this for daisy-chained symlinks. +while + APP_HOME=${app_path%"${app_path##*/}"} # leaves a trailing /; empty if no leading path + [ -h "$app_path" ] +do + ls=$( ls -ld "$app_path" ) + link=${ls#*' -> '} + case $link in #( + /*) app_path=$link ;; #( + *) app_path=$APP_HOME$link ;; + esac +done + +APP_HOME=$( cd "${APP_HOME:-./}" && pwd -P ) || exit + +APP_NAME="Gradle" +APP_BASE_NAME=${0##*/} + +# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script. +DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"' + +# Use the maximum available, or set MAX_FD != -1 to use that value. +MAX_FD=maximum + +warn () { + echo "$*" +} >&2 + +die () { + echo + echo "$*" + echo + exit 1 +} >&2 + +# OS specific support (must be 'true' or 'false'). +cygwin=false +msys=false +darwin=false +nonstop=false +case "$( uname )" in #( + CYGWIN* ) cygwin=true ;; #( + Darwin* ) darwin=true ;; #( + MSYS* | MINGW* ) msys=true ;; #( + NONSTOP* ) nonstop=true ;; +esac + +CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar + + +# Determine the Java command to use to start the JVM. +if [ -n "$JAVA_HOME" ] ; then + if [ -x "$JAVA_HOME/jre/sh/java" ] ; then + # IBM's JDK on AIX uses strange locations for the executables + JAVACMD=$JAVA_HOME/jre/sh/java + else + JAVACMD=$JAVA_HOME/bin/java + fi + if [ ! -x "$JAVACMD" ] ; then + die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME + +Please set the JAVA_HOME variable in your environment to match the +location of your Java installation." + fi +else + JAVACMD=java + which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. + +Please set the JAVA_HOME variable in your environment to match the +location of your Java installation." +fi + +# Increase the maximum file descriptors if we can. +if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then + case $MAX_FD in #( + max*) + MAX_FD=$( ulimit -H -n ) || + warn "Could not query maximum file descriptor limit" + esac + case $MAX_FD in #( + '' | soft) :;; #( + *) + ulimit -n "$MAX_FD" || + warn "Could not set maximum file descriptor limit to $MAX_FD" + esac +fi + +# Collect all arguments for the java command, stacking in reverse order: +# * args from the command line +# * the main class name +# * -classpath +# * -D...appname settings +# * --module-path (only if needed) +# * DEFAULT_JVM_OPTS, JAVA_OPTS, and GRADLE_OPTS environment variables. + +# For Cygwin or MSYS, switch paths to Windows format before running java +if "$cygwin" || "$msys" ; then + APP_HOME=$( cygpath --path --mixed "$APP_HOME" ) + CLASSPATH=$( cygpath --path --mixed "$CLASSPATH" ) + + JAVACMD=$( cygpath --unix "$JAVACMD" ) + + # Now convert the arguments - kludge to limit ourselves to /bin/sh + for arg do + if + case $arg in #( + -*) false ;; # don't mess with options #( + /?*) t=${arg#/} t=/${t%%/*} # looks like a POSIX filepath + [ -e "$t" ] ;; #( + *) false ;; + esac + then + arg=$( cygpath --path --ignore --mixed "$arg" ) + fi + # Roll the args list around exactly as many times as the number of + # args, so each arg winds up back in the position where it started, but + # possibly modified. + # + # NB: a `for` loop captures its iteration list before it begins, so + # changing the positional parameters here affects neither the number of + # iterations, nor the values presented in `arg`. + shift # remove old arg + set -- "$@" "$arg" # push replacement arg + done +fi + +# Collect all arguments for the java command; +# * $DEFAULT_JVM_OPTS, $JAVA_OPTS, and $GRADLE_OPTS can contain fragments of +# shell script including quotes and variable substitutions, so put them in +# double quotes to make sure that they get re-expanded; and +# * put everything else in single quotes, so that it's not re-expanded. + +set -- \ + "-Dorg.gradle.appname=$APP_BASE_NAME" \ + -classpath "$CLASSPATH" \ + org.gradle.wrapper.GradleWrapperMain \ + "$@" + +# Use "xargs" to parse quoted args. +# +# With -n1 it outputs one arg per line, with the quotes and backslashes removed. +# +# In Bash we could simply go: +# +# readarray ARGS < <( xargs -n1 <<<"$var" ) && +# set -- "${ARGS[@]}" "$@" +# +# but POSIX shell has neither arrays nor command substitution, so instead we +# post-process each arg (as a line of input to sed) to backslash-escape any +# character that might be a shell metacharacter, then use eval to reverse +# that process (while maintaining the separation between arguments), and wrap +# the whole thing up as a single "set" statement. +# +# This will of course break if any of these variables contains a newline or +# an unmatched quote. +# + +eval "set -- $( + printf '%s\n' "$DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS" | + xargs -n1 | + sed ' s~[^-[:alnum:]+,./:=@_]~\\&~g; ' | + tr '\n' ' ' + )" '"$@"' + +exec "$JAVACMD" "$@" diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradlew.bat b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradlew.bat new file mode 100644 index 00000000..ac1b06f9 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/gradlew.bat @@ -0,0 +1,89 @@ +@rem +@rem Copyright 2015 the original author or authors. +@rem +@rem Licensed under the Apache License, Version 2.0 (the "License"); +@rem you may not use this file except in compliance with the License. +@rem You may obtain a copy of the License at +@rem +@rem https://www.apache.org/licenses/LICENSE-2.0 +@rem +@rem Unless required by applicable law or agreed to in writing, software +@rem distributed under the License is distributed on an "AS IS" BASIS, +@rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +@rem See the License for the specific language governing permissions and +@rem limitations under the License. +@rem + +@if "%DEBUG%" == "" @echo off +@rem ########################################################################## +@rem +@rem Gradle startup script for Windows +@rem +@rem ########################################################################## + +@rem Set local scope for the variables with windows NT shell +if "%OS%"=="Windows_NT" setlocal + +set DIRNAME=%~dp0 +if "%DIRNAME%" == "" set DIRNAME=. +set APP_BASE_NAME=%~n0 +set APP_HOME=%DIRNAME% + +@rem Resolve any "." and ".." in APP_HOME to make it shorter. +for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi + +@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script. +set DEFAULT_JVM_OPTS="-Xmx64m" "-Xms64m" + +@rem Find java.exe +if defined JAVA_HOME goto findJavaFromJavaHome + +set JAVA_EXE=java.exe +%JAVA_EXE% -version >NUL 2>&1 +if "%ERRORLEVEL%" == "0" goto execute + +echo. +echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. +echo. +echo Please set the JAVA_HOME variable in your environment to match the +echo location of your Java installation. + +goto fail + +:findJavaFromJavaHome +set JAVA_HOME=%JAVA_HOME:"=% +set JAVA_EXE=%JAVA_HOME%/bin/java.exe + +if exist "%JAVA_EXE%" goto execute + +echo. +echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME% +echo. +echo Please set the JAVA_HOME variable in your environment to match the +echo location of your Java installation. + +goto fail + +:execute +@rem Setup the command line + +set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar + + +@rem Execute Gradle +"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %* + +:end +@rem End local scope for the variables with windows NT shell +if "%ERRORLEVEL%"=="0" goto mainEnd + +:fail +rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of +rem the _cmd.exe /c_ return code! +if not "" == "%GRADLE_EXIT_CONSOLE%" exit 1 +exit /b 1 + +:mainEnd +if "%OS%"=="Windows_NT" endlocal + +:omega diff --git a/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/settings.gradle b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/settings.gradle new file mode 100644 index 00000000..76889bd9 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/QuestionAnswering/settings.gradle @@ -0,0 +1 @@ +include ':bert' diff --git a/ai-solutions/android/05-QuestionAnswering/README.md b/ai-solutions/android/05-QuestionAnswering/README.md new file mode 100644 index 00000000..d5b8784e --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/README.md @@ -0,0 +1,183 @@ +# OnDevice Question-Answering with Transformers + +- [Introduction](#introduction) +- [Prerequisites](#prerequisites) +- [Quick Start](#quick-start) +- [Model Selection and DLC conversion](#1-model-preparation) + 1. Model Overview + 2. Steps to convert model to DLC + +- [Build and Run with Android Studio](#4-build-and-run-with-android-studio) + 1. [Source Organization](###Source Organization) + 2. [Code implementataion](### Code Implementation) +- [Qualcomm® Neural Processing SDK C++ APIs JNI Integration](#qualcomm-neural-processing-sdk-c-apis-jni-integration) +- [Build APK file with Android Studio](## Build APK file With Android Stduio) +- [Reults](## Results) +- [Credits](#credits) +- [References](#references) + +# Introduction + +Question Answering (QA) is one of the common and challenging Natural Language Processing tasks.
+- Current project is an sample Android application for OnDevice Question Ansering using [Qualcomm® Neural Processing SDK for AI](https://developer.qualcomm.com/sites/default/files/docs/snpe/index.html) framework. +- We have used 3 Models in this Solution + 1. [Albert](https://github.com/google-research/ALBERT) + 2. [Mobilebert](https://github.com/gemde001/MobileBERT) + 3. [Electra-small-discriminator](https://huggingface.co/google/electra-small-discriminator) +- We Need to Give 3 Inputs, Input_ids, Attention_Mask, Token_Type_Ids of fixed Size(1,384) +- All 3 Models are small, efficient and mobile friendly Transformer model fine-tuned on [SQUAD v2.0 dataset](https://rajpurkar.github.io/SQuAD-explorer/explore/v2.0/dev/) for **Q&A** downstream task +- In this project, we'll show how to efficiently convert, deploy and acclerate of these model on Snapdragon® platforms to perform Ondevice Question Answering. + +

+ +

+ +## Prerequisites +* Android Studio to import and build the project +* Android NDK "r19c" or "r21e" to build native code in Android Studio +* Python 3.6, PyTorch 1.10.1, Tensorflow 2.6.2, Transformers 4.18.0, Datasets 2.4.0 to prepare and validate the model
+ ###### (above mentioned Python packages version and Android Studio version is just a recommendation and is not a hard requirement. Please install SDK dependencies in Python 3.6 virtual environment) +* [Qualcomm® Neural Processing Engine for AI SDK](https://developer.qualcomm.com/software/qualcomm-neural-processing-sdk) v2.x.x and its [dependencies](https://developer.qualcomm.com/sites/default/files/docs/snpe/setup.html) to integrate and accelerate the network on Snapdragon
+ ###### (During developement of this tutorial, the AI SDK recommends Python 3.6 version and is subject to change with future SDK releases. Please refer SDK Release Notes.) + + +# Quick Start + +## 1. Model Preparation + +### 1.1 Generate Electra-small model as Tensorflow Frozen Graph: + +``` +python scripts/qa_model_gen.py +``` +Model will get generated at `./frozen_models` directory with name `electra_small_squad2.pb` having input Sequence_Length = `384`
+ +### 1.2 Generating Mobilebert and Albert Model: +Please go to scripts/generating_model.ipynb file to generate these 2 models. +
+#### 1.2 Setup the Qualcomm® Neural Processing SDK Environment: +``` +source /bin/envsetup.sh -t $TENSORFLOW_DIR +``` + +### 1.3 Convert generated frozen graph into DLC (Deep Learning Container): +``` +snpe-tensorflow-to-dlc -i frozen_models/electra_small_squad2.pb -d input_ids 1,384 -d attention_mask 1,384 -d token_type_ids 1,384 --out_node Identity --out_node Identity_1 -o frozen_models/electra_small_squad2.dlc +``` +``` +snpe-onnx-to-dlc -i alberta-onnx/model.onnx -d input_ids 1,384 -d attention_mask 1,384 -d token_type_ids 1,384 -o alberta.dlc +``` +``` +snpe-onnx-to-dlc -i mobilebert-onnx/model.onnx -d input_ids 1,384 -d attention_mask 1,384 -d token_type_ids 1,384 -o mobile_bert.dlc +``` +where "input_ids, attention_mask, token_type_ids" are input of the model.

+This command converts Tensorflow/onnx-model into DLC format, which DSP, GPU And CPU accelerators can understand for running inference.
+ +###### (If you are using a different Tensorflow version to generate PB file, it may be a case that Output Layer names gets changed. Please check once by visualizing graph using Netron viewer or any other visualization tools )
+ + +### 1.4 Offline Preparation (caching) of DLC (for optimizing model loading time on DSP accelerator) +If You're using it to lanai device please build it for sm8650. +``` +snpe-dlc-graph-prepare --input_dlc frozen_models/electra_small_squad2.dlc --use_float_io --htp_archs v73 +``` +``` +snpe-dlc-graph-prepare --input_dlc alberta.dlc --input_list tf_raw_list.txt --output_dlc alberta_float.dlc --set_output_tensors end_logits,start_logits --use_float_io --htp_socs sm8550 +``` +``` +snpe-dlc-graph-prepare --input_dlc mobile_bert.dlc --input_list tf_raw_list.txt --output_dlc mobile_bert_float.dlc --use_float_io --set_output_tensors end_logits,start_logits --htp_socs sm8550 +``` +
+ + + + +## 2. Build and run with Android Studio +1. Clone QIDK repo. +2. Generate DLC using the steps mentioned above +3. Copy "snpe-release.aar" file from android folder in "Qualcomm Neural Processing SDK for AI" release from Qualcomm Developer Network into this folder: NLPSolution1-QuestionAnswering\snpe-release\ +4. Copy DLC generated in step-2 at : NLPSolution1-QuestionAnswering\QuestionAnswering\bert\src\main\assets\ +5. Copy from SNPE_ROOT\lib\android\snpe-release\jni\arm64-v8a at :NLPSolution1-QuestionAnswering\QuestionAnswering\bert\src\main\jniLibs\ + +**Note- If you're using sm8650 then please take all the files from SNPE-2.12.1 otherwise take it from SNPE-2.12.0** + +#### Open the `QuestionAnswering` directory in Android Studio and build the project +On opening the project, the Android Studio may ask you to download Android NDK which is needed for building the AI SDK C++ Native APIs. +On sucessfull completion of project sync and build process, press the play icon to install and run the app on connected device. + +* If build process fails with `libSNPE.so` duplication error, then please change its path from "jniLibs" to "cmakeLibs" as follows : `${CMAKE_CURRENT_SOURCE_DIR}/../cmakeLibs/arm64-v8a/libSNPE.so` in `QuestionAnswering/bert/src/main/cpp/CMakeList.txt` under `target_link_libraries` section and delete `libSnpe.so` from "jniLibs" directory. + +#### Manual APK Installation +If Android Studio is not able to detect the device or if device is in remote location and copy the APK to current directory: +``` +cp ./QuestionAnswering/app/build/outputs/apk/debug/app-debug.apk ./qa-app.apk +``` +``` +adb install -r -t qa-app.apk +``` + +#### Debug Tips +* After installing the application, if it is crashing, try to collect the logs from QIDK device. +* To collect logs run the below commands. + * adb logcat -c + * adb logcat > log.txt + * Now, run the app. Once, the app has crashed do Ctrl+C to terminate log collection. + * log.txt will be generated in current folder. + * Search for the keyword "crash" to analyze the error. + +* On opening the app, if Unsigned or Signed DSP runtime is not getting detected, then please search the logcat logs with keywork `dsp` for the FastRPC errors. +* DSP runtime may not get detected due to SE Linux security policy in some Android builds. Please try out following commands to set `permissive` SE Linux policy. +``` +adb disable-verity +adb reboot +adb root +adb remount +adb shell setenforce 0 +// launch the application +``` + +#### QA App Workflow +Following is the basic Question Answering Android App. +* Select any Article from list of Articles on App Home screen +* On Article selection instantiate SDK Network +* Select a Model(Alberta,Mobilebert,ElectraSmall) +* Select desired runtime from drop down (for example, DSP,CPU) +* Ask a Question and prepare input data for the model (input_ids, attention_mask, token_type_ids) +* Execute the SDK Network +* Post-process inference output and highlight Top1 answer in the Article + +

+ + + + +

+ + +## Qualcomm® Neural Processing SDK C++ APIs JNI Integration + +Please refer to SDK Native application tutorial : https://developer.qualcomm.com/sites/default/files/docs/snpe/cplus_plus_tutorial.html + +## Credits + +The pre-trained model is from HuggingFace Repository by MRM8488 (https://huggingface.co/mrm8488/electra-small-finetuned-squadv2) + +The app is forked from https://github.com/huggingface/tflite-android-transformers repository and uses the same +tokenizer with Electra-small model. + +## References + +- https://github.com/tensorflow/examples +- https://openreview.net/pdf?id=r1xMH1BtvB +- https://rajpurkar.github.io/SQuAD-explorer/explore/v2.0/dev/ +- https://github.com/huggingface/tflite-android-transformers +- https://huggingface.co/google/electra-small-discriminator +- https://huggingface.co/mrm8488/electra-small-finetuned-squadv2 +- https://developer.qualcomm.com/sites/default/files/docs/snpe/index.html +- https://developer.qualcomm.com/sites/default/files/docs/snpe/setup.html +- https://developer.qualcomm.com/sites/default/files/docs/snpe/cplus_plus_tutorial.html +- https://developer.qualcomm.com/software/qualcomm-neural-processing-sdk/learning-resources/vision-based-ai-use-cases/performance-analysis-using-benchmarking-tools + + + +###### *Qualcomm Neural Processing SDK is a product of Qualcomm Technologies, Inc. and/or its subsidiaries.* diff --git a/ai-solutions/android/05-QuestionAnswering/readme_assets/1.png b/ai-solutions/android/05-QuestionAnswering/readme_assets/1.png new file mode 100644 index 0000000000000000000000000000000000000000..64baae8c4aaa9e98bcaf1cc30bb9c842e945512b GIT binary patch literal 101699 zcmeGDWl&sS^fn3-f)gY_a19~2yAw1x!QH)sHm)I9@Zb)?-Q6Jsx8P3WjT2lO=J0#x z{mO2F$z3z zWzz%uI~?4r6bo%xOGQOE2H+A39O5fDxYxky)yoH8z4~8kRAXSx4)^k-;S2931@Y?36ARU>9bPg(nye4)N#f{~nD8+BKIMOF8sPfb&$s`rk%3*|$D#ZmxAbyv0XBXC4lZC50-U@8?CfxS9Ngv{ 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zOH)X+tE!pqEd=}n{X5K9{=rTM@F4Xlrg1+FVNZ1+x({tn7dui96TW|ASg8TXlp&qV z4+o>pg1geoP|Dt0Q+sm!(GfTK=pELn=(yZu&>VMIu80r$^Csfa=r<+T^c{d*KX`-E z&nPjin`sRo?wOfUtgo+^cXxO1SvKH-xnGTyN1M|H})hoXmoStlW1Y*jqhKl+_L z3k{~W9z=(zWIL^VVMt?&vcJ%pgHV8WdvDL!>OuBD1po}?U0ZR^DV(@nw@o@+82$|7 zQt{pU-m*Voih-!!q>r*!*ZOERQNo^St(1mP*jP zE<(wXc!;ZGwe%l-WokMOTy0Nj8T%p6P0CeDFIKrv{zu0T(@Nhp|9Tcx*09D=C*KPw zXs6j)7ifoXBD<>;GJ5Oq&1YKJwpMe*bG@_?v^EUUBqG%}xKx3&88KhOT<4>gx~x1K55F AQ~&?~ literal 0 HcmV?d00001 diff --git a/ai-solutions/android/05-QuestionAnswering/scripts/gen_raw_list.py b/ai-solutions/android/05-QuestionAnswering/scripts/gen_raw_list.py new file mode 100644 index 00000000..a908eec1 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/scripts/gen_raw_list.py @@ -0,0 +1,28 @@ +# -*- mode: python -*- +# ============================================================================= +# @@-COPYRIGHT-START-@@ +# +# Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +# SPDX-License-Identifier: BSD-3-Clause +# +# @@-COPYRIGHT-END-@@ +# ============================================================================= +# :=[:=] + +import sys + +if len(sys.argv) != 2: + print("Usage : python gen_raw_list.py ") + sys.exit() + +total_iter = int(sys.argv[1]) +print("Generating input_list \"small_raw_list.txt\" with {} iterations".format(total_iter)) + +with open("tf_raw_list.txt",'w') as f: + for i in range(total_iter): + f.write("input_ids:=input_ids/input_ids__{0:03}_.raw attention_mask:=attention_mask/attention_mask__{0:003}_.raw token_type_ids:=token_type_ids/token_type_ids__{0:003}_.raw\n".format(i,i,i)) + +with open("snpe_raw_list.txt",'w') as f: + f.write("%Identity:0 Identity_1:0\n") + for i in range(total_iter): + f.write("input_ids:0:=input_ids/input_ids__{0:03}_.raw attention_mask:0:=attention_mask/attention_mask__{0:003}_.raw token_type_ids:0:=token_type_ids/token_type_ids__{0:003}_.raw\n".format(i,i,i)) diff --git a/ai-solutions/android/05-QuestionAnswering/scripts/generating_model.ipynb b/ai-solutions/android/05-QuestionAnswering/scripts/generating_model.ipynb new file mode 100644 index 00000000..b1f8e372 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/scripts/generating_model.ipynb @@ -0,0 +1,862 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "416d10e9-51d0-45da-b016-970e1db53d26", + "metadata": {}, + "source": [ + "# Preparaing the dataset\n", + "- [ https://rajpurkar.github.io/SQuAD-explorer/ ] (Dataset link)\n", + "- Download the dataset from the above link" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "807742c0-4c3b-4a8c-af79-04fb2f5fdf7c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "--2023-09-30 21:58:42-- https://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v2.0.json\n", + "Resolving rajpurkar.github.io (rajpurkar.github.io)... 185.199.111.153, 185.199.108.153, 185.199.110.153, ...\n", + "Connecting to rajpurkar.github.io (rajpurkar.github.io)|185.199.111.153|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 4370528 (4.2M) [application/json]\n", + "Saving to: ‘dev-v2.0.json’\n", + "\n", + " 0K .......... .......... .......... .......... .......... 1% 719K 6s\n", + " 50K .......... .......... .......... .......... .......... 2% 900K 5s\n", + " 100K .......... .......... .......... .......... .......... 3% 3.85M 4s\n", + " 150K .......... .......... .......... .......... .......... 4% 1.35M 4s\n", + " 200K .......... .......... .......... .......... .......... 5% 4.65M 3s\n", + " 250K .......... .......... .......... .......... .......... 7% 5.76M 3s\n", + " 300K .......... .......... .......... .......... .......... 8% 7.24M 2s\n", + " 350K .......... .......... .......... .......... .......... 9% 7.54M 2s\n", + " 400K .......... .......... .......... .......... .......... 10% 1.76M 2s\n", + " 450K .......... .......... 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contextquestionanswers
0The Normans (Norman: Nourmands; French: Norman...In what country is Normandy located?France
1The Normans (Norman: Nourmands; French: Norman...When were the Normans in Normandy?10th and 11th centuries
2The Normans (Norman: Nourmands; French: Norman...From which countries did the Norse originate?Denmark, Iceland and Norway
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" + ], + "text/plain": [ + " context \\\n", + "0 The Normans (Norman: Nourmands; French: Norman... \n", + "1 The Normans (Norman: Nourmands; French: Norman... \n", + "2 The Normans (Norman: Nourmands; French: Norman... \n", + "\n", + " question answers \n", + "0 In what country is Normandy located? France \n", + "1 When were the Normans in Normandy? 10th and 11th centuries \n", + "2 From which countries did the Norse originate? Denmark, Iceland and Norway " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import json\n", + "import pandas as pd\n", + "\n", + "data_path=\"dev-v2.0.json\"\n", + "\n", + "with open(data_path,\"r\") as f:\n", + " squad_data=json.load(f)\n", + "\n", + "context_qa_triples=[]\n", + "\n", + "for article in squad_data['data']:\n", + " for paragraph in article['paragraphs']:\n", + " context=paragraph['context']\n", + " for qa in paragraph['qas']:\n", + " question=qa['question']\n", + " if qa['answers']:\n", + " answer=qa['answers'][0]['text']\n", + " elif qa['plausible_answers']:\n", + " plausible_answers=qa['plausible_answers']\n", + " answer=plausible_answers[0]['text']\n", + " else:\n", + " answer=''\n", + "\n", + " context_qa_triples.append({'context':context,'question':question,'answers':answer})\n", + "\n", + "df=pd.DataFrame(context_qa_triples[:30])\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "id": "e4a9faed-f7ac-4f45-a557-d5adc8762dca", + "metadata": {}, + "source": [ + "# Generating Albert Model\n", + "- [Albert Model](https://huggingface.co/docs/transformers/model_doc/albert) You can Learn More about this model from this link\n", + "- You can also check different version of Albert for different usecases from here." + ] + }, + { + "cell_type": "markdown", + "id": "fb83206f-1109-4b87-aea2-11bfede84967", + "metadata": {}, + "source": [ + "### Converting the Model to ONNX format using optimum\n", + "- [ https://github.com/huggingface/optimum ] (Link for optimum)\n", + "- Using optimum we can directly convert any pytorch or tensorflow model to onnx format.\n", + "- Then from this onnx file we can convert to DLC format using SNPE" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "83500540-ebc7-45aa-a675-ea863f1db3b2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 21:59:10.386023: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX_VNNI FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-09-30 21:59:10.461126: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-09-30 21:59:10.479101: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2023-09-30 21:59:10.790954: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:10.790993: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:10.790997: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n", + "Framework not specified. Using pt to export to ONNX.\n", + "Some weights of the model checkpoint at twmkn9/albert-base-v2-squad2 were not used when initializing AlbertForQuestionAnswering: ['albert.pooler.weight', 'albert.pooler.bias']\n", + "- This IS expected if you are initializing AlbertForQuestionAnswering from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n", + "- This IS NOT expected if you are initializing AlbertForQuestionAnswering from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n", + "Automatic task detection to question-answering.\n", + "Using framework PyTorch: 2.0.1+cu117\n", + "Post-processing the exported models...\n", + "Validating models in subprocesses...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "============= Diagnostic Run torch.onnx.export version 2.0.1+cu117 =============\n", + "verbose: False, log level: Level.ERROR\n", + "======================= 0 NONE 0 NOTE 0 WARNING 0 ERROR ========================\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 21:59:16.200782: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX_VNNI FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-09-30 21:59:16.275655: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-09-30 21:59:16.293026: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2023-09-30 21:59:16.602860: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:16.602899: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:16.602903: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n", + "Validating ONNX model alberta-onnx/model.onnx...\n", + "\t-[✓] ONNX model output names match reference model (start_logits, end_logits)\n", + "\t- Validating ONNX Model output \"start_logits\":\n", + "\t\t-[✓] (2, 16) matches (2, 16)\n", + "\t\t-[✓] all values close (atol: 0.0001)\n", + "\t- Validating ONNX Model output \"end_logits\":\n", + "\t\t-[✓] (2, 16) matches (2, 16)\n", + "\t\t-[✓] all values close (atol: 0.0001)\n", + "The ONNX export succeeded and the exported model was saved at: alberta-onnx\n" + ] + } + ], + "source": [ + "%%bash\n", + "optimum-cli export onnx --model twmkn9/albert-base-v2-squad2 alberta-onnx/" + ] + }, + { + "cell_type": "markdown", + "id": "0f23e961-0113-4ee6-87d9-6391f9105fe2", + "metadata": {}, + "source": [ + "### DLC Conversion with fixed size\n", + "- Now as we get the ONNX Model we'll now convert this to DLC Format" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5f98873c-afd1-4ba0-b3c2-1f28a5e0b574", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;31mWARNING: The argument `input_shapes` is deprecated. Please use \u001b[0m\n", + "\u001b[1;31m`overwrite_input_shapes` and/or `test_input_shapes` instead. An error will be \u001b[0m\n", + "\u001b[1;31mraised in the future.\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 21:59:25,991 - 235 - INFO - Successfully simplified the onnx model in child process\n", + "2023-09-30 21:59:26,137 - 235 - INFO - Successfully receive the simplified onnx model in main process\n", + "2023-09-30 21:59:26,209 - 235 - INFO - Successfully run shape inference in child process\n", + "2023-09-30 21:59:26,365 - 235 - INFO - Successfully receive the inferred model in main process\n", + "2023-09-30 21:59:26,396 - 240 - WARNING - WARNING_CAST_TYPE: Only numerical type cast is supported. The op: /albert/Cast will be interpreted at conversion time\n", + "2023-09-30 21:59:28,072 - 235 - INFO - INFO_INITIALIZATION_SUCCESS: \n", + "2023-09-30 21:59:28,234 - 235 - INFO - INFO_CONVERSION_SUCCESS: Conversion completed successfully\n", + "2023-09-30 21:59:28,289 - 235 - INFO - INFO_WRITE_SUCCESS: \n" + ] + } + ], + "source": [ + "%%bash\n", + "snpe-onnx-to-dlc -i alberta-onnx/model.onnx -d input_ids 1,384 -d attention_mask 1,384 -d token_type_ids 1,384 -o alberta.dlc" + ] + }, + { + "cell_type": "markdown", + "id": "ca0c0356-9a15-4ef1-9f63-3f1baf41eed7", + "metadata": {}, + "source": [ + "### Creating FP16 Model\n", + "1. First of all we need to create the RAW File\n", + "2. Then we'll convert this FP32 DLC to FP16 DLC" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a0710645-b945-486f-9050-945e1058faaa", + "metadata": {}, + "outputs": [], + "source": [ + "%%bash\n", + "mkdir input_ids\n", + "mkdir attention_mask\n", + "mkdir token_type_ids" + ] + }, + { + "cell_type": "markdown", + "id": "9ebe8f2a-e140-4828-ba36-5171fbba9b6e", + "metadata": {}, + "source": [ + "#### Creating the RAW Files" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7a27bfe7-d501-4b57-9b55-a3e3374e2dec", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 21:59:29.221362: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX_VNNI FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-09-30 21:59:29.295276: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-09-30 21:59:29.313236: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2023-09-30 21:59:29.610631: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:29.610673: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:29.610677: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from transformers import AutoTokenizer, AlbertForQuestionAnswering\n", + "import torch\n", + "\n", + "# Getting the tokenizer to convert it to particular inputs that the model needed\n", + "tokenizer = AutoTokenizer.from_pretrained(\"twmkn9/albert-base-v2-squad2\")\n", + "\n", + "question_token={}\n", + "\n", + "for i in range(df.shape[0]):\n", + " question,text,answer=df.iloc[i].question,df.iloc[i].context,df.iloc[i].answers\n", + " inputs = tokenizer(question, text, return_tensors=\"np\",\n", + " padding='max_length',\n", + " truncation=\"longest_first\",\n", + " max_length=384)\n", + " question_token[i]=[question,inputs,answer,text]\n", + " inp_ids = inputs.input_ids\n", + " inp_ids=inp_ids.astype(np.float32)\n", + " with open(\"input_ids/inp_ids_\"+str(i)+\".raw\", 'wb') as f:\n", + " inp_ids.tofile(f)\n", + " \n", + " mask = inputs.attention_mask\n", + " mask=mask.astype(np.float32)\n", + " with open(\"attention_mask/attn_mask_\"+str(i)+\".raw\", 'wb') as f:\n", + " mask.tofile(f)\n", + "\n", + " token_type= inputs.token_type_ids\n", + " token_type=token_type.astype(np.float32)\n", + " with open(\"token_type_ids/token_type_id_\"+str(i)+\".raw\", 'wb') as f:\n", + " token_type.tofile(f)" + ] + }, + { + "cell_type": "markdown", + "id": "31780ce6-882d-48dc-b589-e893e429d9fd", + "metadata": {}, + "source": [ + "#### Creating the List " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0ca58728-3401-4653-8542-b823f735264f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating input_list \"small_raw_list.txt\" with 30 iterations\n" + ] + } + ], + "source": [ + "\n", + "total_iter = 30\n", + "print(\"Generating input_list \\\"small_raw_list.txt\\\" with {} iterations\".format(total_iter))\n", + "\n", + "with open(\"tf_raw_list.txt\",'w') as f:\n", + " for i in range(total_iter):\n", + " f.write(\"input_ids:=input_ids/inp_ids_{}.raw attention_mask:=attention_mask/attn_mask_{}.raw token_type_ids:=token_type_ids/token_type_id_{}.raw\\n\".format(i,i,i))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "13f4ca35-caf7-4ffa-a954-bc8405386276", + "metadata": {}, + "source": [ + "### Creating the FP16 Model\n", + "- This cached model is optimized for sm8550\n", + "- if you've different processor please change it accordingly" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d8c82fc7-3b70-4898-be64-0ad9d0dd0312", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO] InitializeStderr: DebugLog initialized.\n", + "[INFO] SNPE HTP Offline Prepare: Attempting to create cache for SM8550\n", + "[INFO] Attempting to open dynamically linked lib: libHtpPrepare.so\n", + "[INFO] dlopen libHtpPrepare.so SUCCESS handle 0x18363b0\n", + "[INFO] Found Interface Provider (v2.8)\n", + "[USER_WARNING] QnnDsp Initializing HtpProvider\n", + "[USER_WARNING] QnnDsp Cost Based unsupported on soc SM8550\n", + "[USER_INFO] FP16 precision enabled for graph with id=0\n", + "[USER_INFO] Offline Prepare VTCM size(MB) selected = 8\n", + "[USER_INFO] Offline Prepare DLBC enablement passed = 0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[USER_INFO] Cleaning up backend manager resources\n", + "[USER_INFO] Cleaning up Contexts\n", + "[USER_INFO] BackendTerminate triggered\n", + "[INFO] SNPE HTP Offline Prepare: Successfully created cache for SM8550\n", + "[INFO] SNPE HTP Offline Prepare: Saved cached DLC to alberta_float.dlc\n", + "[USER_INFO] BackendTerminate triggered\n", + "[INFO] DebugLog shutting down.\n" + ] + } + ], + "source": [ + "%%bash\n", + "\n", + "snpe-dlc-graph-prepare --input_dlc alberta.dlc --input_list tf_raw_list.txt --output_dlc alberta_float.dlc --set_output_tensors end_logits,start_logits --use_float_io --htp_socs sm8550" + ] + }, + { + "cell_type": "markdown", + "id": "fd975495-2aef-4f3d-87be-9370bbf605da", + "metadata": {}, + "source": [ + "# Generating Mobilebert Model\n", + "- [Mobile bert ](https://huggingface.co/csarron/mobilebert-uncased-squad-v2/tree/main) You can Learn More about this model from this link\n", + "- To check more about different use cases of Mobilebert you can use this [link](https://huggingface.co/docs/transformers/model_doc/mobilebert)" + ] + }, + { + "cell_type": "markdown", + "id": "bccfc9e5-4134-4656-94fb-f3641848818f", + "metadata": {}, + "source": [ + "### Generating the ONNX Model" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "650cebf7-1697-4a9d-bb53-4903a7b304b4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 21:59:36.311479: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX_VNNI FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-09-30 21:59:36.385244: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-09-30 21:59:36.402226: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2023-09-30 21:59:36.706875: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:36.706914: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:36.706918: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n", + "Framework not specified. Using pt to export to ONNX.\n", + "Automatic task detection to question-answering.\n", + "Using framework PyTorch: 2.0.1+cu117\n", + "/local/mnt/workspace/sahinhos/sahinenv/lib/python3.8/site-packages/transformers/models/mobilebert/modeling_mobilebert.py:549: TracerWarning: torch.tensor results are registered as constants in the trace. You can safely ignore this warning if you use this function to create tensors out of constant variables that would be the same every time you call this function. In any other case, this might cause the trace to be incorrect.\n", + " torch.tensor(1000),\n", + "/local/mnt/workspace/sahinhos/sahinenv/lib/python3.8/site-packages/torch/onnx/_internal/jit_utils.py:306: UserWarning: Constant folding - Only steps=1 can be constant folded for opset >= 10 onnx::Slice op. Constant folding not applied. (Triggered internally at ../torch/csrc/jit/passes/onnx/constant_fold.cpp:179.)\n", + " _C._jit_pass_onnx_node_shape_type_inference(node, params_dict, opset_version)\n", + "/local/mnt/workspace/sahinhos/sahinenv/lib/python3.8/site-packages/torch/onnx/utils.py:689: UserWarning: Constant folding - Only steps=1 can be constant folded for opset >= 10 onnx::Slice op. Constant folding not applied. (Triggered internally at ../torch/csrc/jit/passes/onnx/constant_fold.cpp:179.)\n", + " _C._jit_pass_onnx_graph_shape_type_inference(\n", + "/local/mnt/workspace/sahinhos/sahinenv/lib/python3.8/site-packages/torch/onnx/utils.py:1186: UserWarning: Constant folding - Only steps=1 can be constant folded for opset >= 10 onnx::Slice op. Constant folding not applied. (Triggered internally at ../torch/csrc/jit/passes/onnx/constant_fold.cpp:179.)\n", + " _C._jit_pass_onnx_graph_shape_type_inference(\n", + "Post-processing the exported models...\n", + "Validating models in subprocesses...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "============= Diagnostic Run torch.onnx.export version 2.0.1+cu117 =============\n", + "verbose: False, log level: Level.ERROR\n", + "======================= 0 NONE 0 NOTE 0 WARNING 0 ERROR ========================\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 21:59:51.377048: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX_VNNI FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-09-30 21:59:51.452021: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2023-09-30 21:59:51.469676: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2023-09-30 21:59:51.779129: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:51.779165: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /local/mnt/workspace/snpe/snpe-2.14.0.230828/lib/x86_64-linux-clang\n", + "2023-09-30 21:59:51.779169: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n", + "Validating ONNX model mobilebert-onnx/model.onnx...\n", + "\t-[✓] ONNX model output names match reference model (end_logits, start_logits)\n", + "\t- Validating ONNX Model output \"start_logits\":\n", + "\t\t-[✓] (2, 16) matches (2, 16)\n", + "\t\t-[✓] all values close (atol: 0.0001)\n", + "\t- Validating ONNX Model output \"end_logits\":\n", + "\t\t-[✓] (2, 16) matches (2, 16)\n", + "\t\t-[✓] all values close (atol: 0.0001)\n", + "The ONNX export succeeded and the exported model was saved at: mobilebert-onnx\n" + ] + } + ], + "source": [ + "%%bash\n", + "optimum-cli export onnx --model csarron/mobilebert-uncased-squad-v2 mobilebert-onnx/" + ] + }, + { + "cell_type": "markdown", + "id": "a4c6f6ef-1088-4ac2-b4fe-8aeceaa5d42a", + "metadata": {}, + "source": [ + "### Converting to DLC" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "219fc000-a9bb-483e-891e-2e9db570ea28", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n", + "\u001b[1;31mWARNING: The argument `input_shapes` is deprecated. Please use \u001b[0m\n", + "\u001b[1;31m`overwrite_input_shapes` and/or `test_input_shapes` instead. An error will be \u001b[0m\n", + "\u001b[1;31mraised in the future.\u001b[0m\n", + "WARNING: the simplification stopped because of timeout. Please set environment variable `ONNXSIM_FIXED_POINT_ITERS` to a number higher than 50if you want further simplification.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-09-30 22:00:38,259 - 235 - INFO - Successfully simplified the onnx model in child process\n", + "2023-09-30 22:00:38,608 - 235 - INFO - Successfully receive the simplified onnx model in main process\n", + "2023-09-30 22:00:38,756 - 235 - INFO - Successfully run shape inference in child process\n", + "2023-09-30 22:00:39,093 - 235 - INFO - Successfully receive the inferred model in main process\n", + "2023-09-30 22:00:39,127 - 240 - WARNING - WARNING_CAST_TYPE: Only numerical type cast is supported. The op: /mobilebert/Cast will be interpreted at conversion time\n", + "2023-09-30 22:00:45,555 - 235 - INFO - INFO_INITIALIZATION_SUCCESS: \n", + "2023-09-30 22:00:46,066 - 235 - INFO - INFO_CONVERSION_SUCCESS: Conversion completed successfully\n", + "2023-09-30 22:00:46,188 - 235 - INFO - INFO_WRITE_SUCCESS: \n" + ] + } + ], + "source": [ + "%%bash\n", + "snpe-onnx-to-dlc -i mobilebert-onnx/model.onnx -d input_ids 1,384 -d attention_mask 1,384 -d token_type_ids 1,384 -o mobile_bert.dlc" + ] + }, + { + "cell_type": "markdown", + "id": "f75c34ca-0e44-4e4f-9fed-d67da3e83a3b", + "metadata": {}, + "source": [ + "### Creating the RAW file" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "7aca1352-6a30-4614-9734-f3930774f388", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from transformers import AutoTokenizer, MobileBertForQuestionAnswering\n", + "import torch\n", + "\n", + "tokenizer = AutoTokenizer.from_pretrained(\"csarron/mobilebert-uncased-squad-v2\")\n", + "\n", + "\n", + "question_token={}\n", + "\n", + "for i in range(df.shape[0]):\n", + " question,text,answer=df.iloc[i].question,df.iloc[i].context,df.iloc[i].answers\n", + " inputs = tokenizer(question, text, return_tensors=\"np\",\n", + " padding='max_length',\n", + " truncation=\"longest_first\",\n", + " max_length=384)\n", + " question_token[i]=[question,inputs,answer,text]\n", + " inp_ids = inputs.input_ids\n", + " inp_ids=inp_ids.astype(np.float32)\n", + " with open(\"input_ids/inp_ids_\"+str(i)+\".raw\", 'wb') as f:\n", + " inp_ids.tofile(f)\n", + " \n", + " mask = inputs.attention_mask\n", + " mask=mask.astype(np.float32)\n", + " with open(\"attention_mask/attn_mask_\"+str(i)+\".raw\", 'wb') as f:\n", + " mask.tofile(f)\n", + "\n", + " token_type= inputs.token_type_ids\n", + " token_type=token_type.astype(np.float32)\n", + " with open(\"token_type_ids/token_type_id_\"+str(i)+\".raw\", 'wb') as f:\n", + " token_type.tofile(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "bf159fd3-32b9-4416-ad89-6fe1b3516ded", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generating input_list \"small_raw_list.txt\" with 30 iterations\n" + ] + } + ], + "source": [ + "\n", + "total_iter = 30\n", + "print(\"Generating input_list \\\"small_raw_list.txt\\\" with {} iterations\".format(total_iter))\n", + "\n", + "with open(\"tf_raw_list.txt\",'w') as f:\n", + " for i in range(total_iter):\n", + " f.write(\"input_ids:=input_ids/inp_ids_{}.raw attention_mask:=attention_mask/attn_mask_{}.raw token_type_ids:=token_type_ids/token_type_id_{}.raw\\n\".format(i,i,i))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "d3f7c71a-ac10-4a31-bcc2-3ddba9dc0a86", + "metadata": {}, + "source": [ + "#### Creating the FP 16 Model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d6f2d588-01e0-4a0e-88d8-7b4823e89143", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO] InitializeStderr: DebugLog initialized.\n", + "[INFO] SNPE HTP Offline Prepare: Attempting to create cache for SM8550\n", + "[INFO] Attempting to open dynamically linked lib: libHtpPrepare.so\n", + "[INFO] dlopen libHtpPrepare.so SUCCESS handle 0x17b9a90\n", + "[INFO] Found Interface Provider (v2.8)\n", + "[USER_WARNING] QnnDsp Initializing HtpProvider\n", + "[USER_WARNING] QnnDsp Cost Based unsupported on soc SM8550\n", + "[USER_INFO] FP16 precision enabled for graph with id=0\n", + "[USER_INFO] Offline Prepare VTCM size(MB) selected = 8\n", + "[USER_INFO] Offline Prepare DLBC enablement passed = 0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[USER_INFO] Cleaning up backend manager resources\n", + "[USER_INFO] Cleaning up Contexts\n", + "[USER_INFO] BackendTerminate triggered\n", + "[INFO] SNPE HTP Offline Prepare: Successfully created cache for SM8550\n", + "[INFO] SNPE HTP Offline Prepare: Saved cached DLC to mobile_bert_float.dlc\n", + "[USER_INFO] BackendTerminate triggered\n", + "[INFO] DebugLog shutting down.\n" + ] + } + ], + "source": [ + "%%bash\n", + "snpe-dlc-graph-prepare --input_dlc mobile_bert.dlc --input_list tf_raw_list.txt --output_dlc mobile_bert_float.dlc --use_float_io --set_output_tensors end_logits,start_logits --htp_socs sm8550" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c159f63-d842-481f-9f41-ebf34c522cb8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "366aff04-6160-4f85-b0ea-711132fdc06d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "64e4b107-1a84-41d9-9301-b42b094f4e3b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ai-solutions/android/05-QuestionAnswering/scripts/qa_model_gen.py b/ai-solutions/android/05-QuestionAnswering/scripts/qa_model_gen.py new file mode 100644 index 00000000..e8697e12 --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/scripts/qa_model_gen.py @@ -0,0 +1,85 @@ +# -*- mode: python -*- +# ============================================================================= +# @@-COPYRIGHT-START-@@ +# +# Copyright (c) 2023 of Qualcomm Innovation Center, Inc. All rights reserved. +# SPDX-License-Identifier: BSD-3-Clause +# +# @@-COPYRIGHT-END-@@ +# ============================================================================= +import tensorflow as tf + +from transformers import TensorType +from transformers import AutoTokenizer, TFAutoModelForQuestionAnswering +import sys + +bs = 1 +SEQ_LEN = 384 +MODEL_NAME = "mrm8488/electra-small-finetuned-squadv2" + +# Allocate tokenizer and model +tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) +model = TFAutoModelForQuestionAnswering.from_pretrained(MODEL_NAME, from_pt=True) + +def model_fn(input_ids, attention_mask, token_type_ids): + output = model(input_ids, attention_mask, token_type_ids) + return (output.start_logits, output.end_logits) + +model_fn = tf.function( + model_fn, + input_signature=[ + tf.TensorSpec(shape=[bs, SEQ_LEN], dtype=tf.int32) , + tf.TensorSpec(shape=[bs, SEQ_LEN], dtype=tf.int32), + tf.TensorSpec(shape=[bs, SEQ_LEN], dtype=tf.int32) + ] +) + +# Sample input +context = "I'm on highway to Paradip" +question = "Where am I ?" + +input_encodings = tokenizer( + question, + context, + return_tensors=TensorType.TENSORFLOW, + # return_tensors="np", + padding='max_length', + return_length=True, + max_length=SEQ_LEN, + return_special_tokens_mask=True + ) +# print(input_encodings) + +print(f"\nContext = \n{context}") +print(f"\nQ. > {question}") +start_logits, end_logits = model_fn(input_encodings.input_ids, input_encodings.attention_mask , input_encodings.token_type_ids) + +answer_start_index = int(tf.math.argmax(start_logits, axis=-1)[0]) +answer_end_index = int(tf.math.argmax(end_logits, axis=-1)[0]) + +predict_answer_tokens = input_encodings.input_ids[0, answer_start_index : answer_end_index + 1] +ans = tokenizer.decode(predict_answer_tokens) +print(f"Prediction: {ans}\n") + +from tensorflow.python.framework.convert_to_constants import convert_variables_to_constants_v2 +frozen_func = convert_variables_to_constants_v2(model_fn.get_concrete_function()) + +layers = [op.name for op in frozen_func.graph.get_operations()] +print("-" * 50) +print("NO. of Frozen model layers: {}".format(len(layers))) + +print("-" * 50) +print("Frozen model inputs: ") +print(frozen_func.inputs) +print("Frozen model outputs: ") +print(frozen_func.outputs) + +graph_def = frozen_func.graph.as_graph_def() + +graph_def = tf.compat.v1.graph_util.remove_training_nodes(graph_def) + +tf.io.write_graph(graph_or_graph_def=graph_def, + logdir="./frozen_models", + name="electra_small_squad2.pb", + as_text=False) + diff --git a/ai-solutions/android/05-QuestionAnswering/snpe-release/readme.txt b/ai-solutions/android/05-QuestionAnswering/snpe-release/readme.txt new file mode 100644 index 00000000..fa1cef3d --- /dev/null +++ b/ai-solutions/android/05-QuestionAnswering/snpe-release/readme.txt @@ -0,0 +1 @@ +snpe-release.aar from Qualcomm Neural Processing SDK needs to be placed here \ No newline at end of file

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