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Merge branch 'master' into thomasht86/switch-asynchttpclient-to-httpx
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thomasht86 authored Aug 9, 2024
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"source": [
"We'll use these later to evaluate the result quality.\n",
"\n",
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"First, we define a [Vespa schema](https://docs.vespa.ai/en/schemas.html) with the fields we want to store and their type.\n"
]
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"First, we define a [Vespa schema](https://docs.vespa.ai/en/schemas.html) with the fields we want to store and their type.\n",
"\n",
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"[PyVespa](https://pyvespa.readthedocs.io/en/latest/) helps us build the [Vespa application package](https://docs.vespa.ai/en/application-packages.html).\n",
"A Vespa application package consists of configuration files, schemas, models, and code (plugins).\n",
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"First, we define a [Vespa schema](https://docs.vespa.ai/en/schemas.html) with the fields we want to store and their type.\n",
"\n",
Expand Down Expand Up @@ -510,7 +510,7 @@
"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"[PyVespa](https://pyvespa.readthedocs.io/en/latest/) helps us build the [Vespa application package](https://docs.vespa.ai/en/application-packages.html).\n",
"A Vespa application package consists of configuration files, schemas, models, and code (plugins).\n",
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"[PyVespa](https://pyvespa.readthedocs.io/en/latest/) helps us build the [Vespa application package](https://docs.vespa.ai/en/application-packages.html).\n",
"A Vespa application package consists of configuration files, schemas, models, and code (plugins).\n",
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"Notice that each hit is a PDF document. Within a PDF document\n",
"we have multiple pages and we have the MaxSim score for each page. \n",
"\n",
"The PDF documents are ranked by the maxium page score. But, we have access to all the page level scores and \n",
"The PDF documents are ranked by the maximum page score. But, we have access to all the page level scores and \n",
"below we display the top 2-pages for each PDF document. We convert the base64 encoded image to a PIL image \n",
"for rendering. We could also render the extracted text, but we skip that for now."
]
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"source": [
"## RAG with LLMs with vision capabilities. \n",
"\n",
"Now we can use the top k documents to answer the question using a LLM with vision capabilties. \n",
"Now we can use the top k documents to answer the question using a LLM with vision capabilities. \n",
"\n",
"This then becomes an end-to-end pipeline using vision capable language models, where we use ColPali visual embeddings for retrieval and\n",
"Gemini Flash to read the retrieved PDF pages and answer the question with that context. \n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"First, we define a [Vespa schema](https://docs.vespa.ai/en/schemas.html) with the fields we want to store and their type.\n",
"\n",
Expand Down Expand Up @@ -489,7 +489,7 @@
"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25"
},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"First, we define a [Vespa schema](https://docs.vespa.ai/en/schemas.html) with the fields we want to store and their type.\n",
"\n",
Expand Down Expand Up @@ -497,7 +497,7 @@
"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25",
"metadata": {},
"source": [
"## Definining a Vespa application\n",
"## Defining a Vespa application\n",
"\n",
"[PyVespa](https://pyvespa.readthedocs.io/en/latest/) help us build the [Vespa application package](https://docs.vespa.ai/en/application-packages.html).\n",
"A Vespa application package consists of configuration files.\n",
Expand Down Expand Up @@ -634,7 +634,7 @@
"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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"id": "da356d25",
"metadata": {},
"source": [
"## Definining the Vespa application\n",
"## Defining the Vespa application\n",
"\n",
"[PyVespa](https://pyvespa.readthedocs.io/en/latest/) helps us build the [Vespa application package](https://docs.vespa.ai/en/application-packages.html).\n",
"A Vespa application package consists of configuration files, schemas, models, and code (plugins).\n",
Expand Down Expand Up @@ -411,7 +411,7 @@
"\n",
"Authenticate to generate a tenant level control plane API key for deploying the applications to Vespa Cloud, and save the path to it.\n",
"\n",
"The generated tenant api key must be added in the Vespa Console before attemting to deploy the application.\n",
"The generated tenant api key must be added in the Vespa Console before attempting to deploy the application.\n",
"\n",
"```\n",
"To use this key in Vespa Cloud click 'Add custom key' at\n",
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