diff --git a/docs/sphinx/source/examples/Matryoshka_embeddings_in_Vespa-cloud.ipynb b/docs/sphinx/source/examples/Matryoshka_embeddings_in_Vespa-cloud.ipynb index e9dd74e6..4e55b04e 100644 --- a/docs/sphinx/source/examples/Matryoshka_embeddings_in_Vespa-cloud.ipynb +++ b/docs/sphinx/source/examples/Matryoshka_embeddings_in_Vespa-cloud.ipynb @@ -325,7 +325,7 @@ "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" ] @@ -688,7 +688,7 @@ "\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", diff --git a/docs/sphinx/source/examples/billion-scale-vector-search-with-cohere-embeddings-cloud.ipynb b/docs/sphinx/source/examples/billion-scale-vector-search-with-cohere-embeddings-cloud.ipynb index 236b6d79..5b2b84b8 100644 --- a/docs/sphinx/source/examples/billion-scale-vector-search-with-cohere-embeddings-cloud.ipynb +++ b/docs/sphinx/source/examples/billion-scale-vector-search-with-cohere-embeddings-cloud.ipynb @@ -197,7 +197,7 @@ "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", @@ -523,7 +523,7 @@ "\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", diff --git a/docs/sphinx/source/examples/chat_with_your_pdfs_using_colbert_langchain_and_Vespa-cloud.ipynb b/docs/sphinx/source/examples/chat_with_your_pdfs_using_colbert_langchain_and_Vespa-cloud.ipynb index 3d688d4c..5c6521b5 100644 --- a/docs/sphinx/source/examples/chat_with_your_pdfs_using_colbert_langchain_and_Vespa-cloud.ipynb +++ b/docs/sphinx/source/examples/chat_with_your_pdfs_using_colbert_langchain_and_Vespa-cloud.ipynb @@ -130,7 +130,7 @@ "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", @@ -498,7 +498,7 @@ "\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", diff --git a/docs/sphinx/source/examples/cohere-binary-vectors-in-vespa-cloud.ipynb b/docs/sphinx/source/examples/cohere-binary-vectors-in-vespa-cloud.ipynb index d0e364c1..86b82cc7 100644 --- a/docs/sphinx/source/examples/cohere-binary-vectors-in-vespa-cloud.ipynb +++ b/docs/sphinx/source/examples/cohere-binary-vectors-in-vespa-cloud.ipynb @@ -189,7 +189,7 @@ "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", @@ -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", diff --git a/docs/sphinx/source/examples/colbert_standalone_Vespa-cloud.ipynb b/docs/sphinx/source/examples/colbert_standalone_Vespa-cloud.ipynb index 24fa9fe5..2b519522 100644 --- a/docs/sphinx/source/examples/colbert_standalone_Vespa-cloud.ipynb +++ b/docs/sphinx/source/examples/colbert_standalone_Vespa-cloud.ipynb @@ -202,7 +202,7 @@ "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", @@ -469,7 +469,7 @@ "\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", diff --git a/docs/sphinx/source/examples/colbert_standalone_long_context_Vespa-cloud.ipynb b/docs/sphinx/source/examples/colbert_standalone_long_context_Vespa-cloud.ipynb index 64390e8d..3901922f 100644 --- a/docs/sphinx/source/examples/colbert_standalone_long_context_Vespa-cloud.ipynb +++ b/docs/sphinx/source/examples/colbert_standalone_long_context_Vespa-cloud.ipynb @@ -221,7 +221,7 @@ "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", @@ -470,7 +470,7 @@ "\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", diff --git a/docs/sphinx/source/examples/colpali-document-retrieval-vision-language-models.ipynb b/docs/sphinx/source/examples/colpali-document-retrieval-vision-language-models.ipynb index 6a7d1cad..38f6144c 100644 --- a/docs/sphinx/source/examples/colpali-document-retrieval-vision-language-models.ipynb +++ b/docs/sphinx/source/examples/colpali-document-retrieval-vision-language-models.ipynb @@ -825,7 +825,7 @@ "\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", @@ -1039,7 +1039,7 @@ "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." ] @@ -1138,7 +1138,7 @@ "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", diff --git a/docs/sphinx/source/examples/mixedbread-binary-embeddings-with-sentence-transformers-cloud.ipynb b/docs/sphinx/source/examples/mixedbread-binary-embeddings-with-sentence-transformers-cloud.ipynb index 71bdcb05..74bd3215 100644 --- a/docs/sphinx/source/examples/mixedbread-binary-embeddings-with-sentence-transformers-cloud.ipynb +++ b/docs/sphinx/source/examples/mixedbread-binary-embeddings-with-sentence-transformers-cloud.ipynb @@ -168,7 +168,7 @@ "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", @@ -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", diff --git a/docs/sphinx/source/examples/mother-of-all-embedding-models-cloud.ipynb b/docs/sphinx/source/examples/mother-of-all-embedding-models-cloud.ipynb index 2ad488e8..a793f8c8 100644 --- a/docs/sphinx/source/examples/mother-of-all-embedding-models-cloud.ipynb +++ b/docs/sphinx/source/examples/mother-of-all-embedding-models-cloud.ipynb @@ -394,7 +394,7 @@ "\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", diff --git a/docs/sphinx/source/examples/multilingual-multi-vector-reps-with-cohere-cloud.ipynb b/docs/sphinx/source/examples/multilingual-multi-vector-reps-with-cohere-cloud.ipynb index 2242beba..931fbae6 100644 --- a/docs/sphinx/source/examples/multilingual-multi-vector-reps-with-cohere-cloud.ipynb +++ b/docs/sphinx/source/examples/multilingual-multi-vector-reps-with-cohere-cloud.ipynb @@ -132,7 +132,7 @@ "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", @@ -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", diff --git a/docs/sphinx/source/examples/scaling-personal-ai-assistants-with-streaming-mode-cloud.ipynb b/docs/sphinx/source/examples/scaling-personal-ai-assistants-with-streaming-mode-cloud.ipynb index 7c86cd14..bbf9c13e 100644 --- a/docs/sphinx/source/examples/scaling-personal-ai-assistants-with-streaming-mode-cloud.ipynb +++ b/docs/sphinx/source/examples/scaling-personal-ai-assistants-with-streaming-mode-cloud.ipynb @@ -196,7 +196,7 @@ "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", @@ -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", diff --git a/docs/sphinx/source/examples/turbocharge-rag-with-langchain-and-vespa-streaming-mode-cloud.ipynb b/docs/sphinx/source/examples/turbocharge-rag-with-langchain-and-vespa-streaming-mode-cloud.ipynb index 27f9b7a0..f80af23c 100644 --- a/docs/sphinx/source/examples/turbocharge-rag-with-langchain-and-vespa-streaming-mode-cloud.ipynb +++ b/docs/sphinx/source/examples/turbocharge-rag-with-langchain-and-vespa-streaming-mode-cloud.ipynb @@ -121,7 +121,7 @@ "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", @@ -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",