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‎pgml-cms/docs/SUMMARY.md

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##Introduction
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*[Overview](README)
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*[Getting started](introduction/getting-started/README)
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*[Create your database](introduction/getting-started/create-your-database)
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*[Connect your app](introduction/getting-started/connect-your-app)
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*[Import your data](introduction/import-your-data/README)
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*[Logical replication](introduction/import-your-data/logical-replication/README)
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*[Foreign Data Wrappers](introduction/import-your-data/foreign-data-wrappers)
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*[Move data with COPY](introduction/import-your-data/copy)
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*[Migrate with pg_dump](introduction/import-your-data/pg-dump)
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*[Storage & Retrieval](introduction/import-your-data/storage-and-retrieval/README)
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*[Documents](introduction/import-your-data/storage-and-retrieval/documents)
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*[Partitioning](introduction/import-your-data/storage-and-retrieval/partitioning)
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*[LLM based pipelines with PostgresML and dbt (data build tool)](introduction/import-your-data/storage-and-retrieval/llm-based-pipelines-with-postgresml-and-dbt-data-build-tool)
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*[FAQ](introduction/faq)
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*[Overview](README.md)
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*[Getting started](introduction/getting-started/README.md)
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*[Create your database](introduction/getting-started/create-your-database.md)
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*[Connect your app](introduction/getting-started/connect-your-app.md)
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*[Import your data](introduction/import-your-data/README.md)
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*[Logical replication](introduction/import-your-data/logical-replication/README.md)
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*[Foreign Data Wrappers](introduction/import-your-data/foreign-data-wrappers.md)
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*[Move data with COPY](introduction/import-your-data/copy.md)
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*[Migrate with pg_dump](introduction/import-your-data/pg-dump.md)
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*[Storage & Retrieval](introduction/import-your-data/storage-and-retrieval/README.md)
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*[Documents](introduction/import-your-data/storage-and-retrieval/documents.md)
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*[Partitioning](introduction/import-your-data/storage-and-retrieval/partitioning.md)
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*[LLM based pipelines with PostgresML and dbt (data build tool)](introduction/import-your-data/storage-and-retrieval/llm-based-pipelines-with-postgresml-and-dbt-data-build-tool.md)
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*[FAQ](introduction/faq.md)
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2020
##Open Source
2121

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*[Overview](open-source/overview)
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*[PGML](open-source/pgml/README)
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*[API](open-source/pgml/api/README)
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*[pgml.embed()](open-source/pgml/api/pgml.embed)
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*[pgml.transform()](open-source/pgml/api/pgml.transform)
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*[pgml.transform_stream()](open-source/pgml/api/pgml.transform_stream)
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*[pgml.deploy()](open-source/pgml/api/pgml.deploy)
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*[pgml.decompose()](open-source/pgml/api/pgml.decompose)
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*[pgml.chunk()](open-source/pgml/api/pgml.chunk)
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*[pgml.generate()](open-source/pgml/api/pgml.generate)
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*[pgml.predict()](open-source/pgml/api/pgml.predict/README)
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*[Batch Predictions](open-source/pgml/api/pgml.predict/batch-predictions)
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*[pgml.train()](open-source/pgml/api/pgml.train)
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*[pgml.tune()](open-source/pgml/api/pgml.tune)
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*[Guides](open-source/pgml/guides/README)
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*[Embeddings](open-source/pgml/guides/embeddings/README)
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*[In-database Generation](open-source/pgml/guides/embeddings/in-database-generation)
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*[Dimensionality Reduction](open-source/pgml/guides/embeddings/dimensionality-reduction)
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*[Aggregation](open-source/pgml/guides/embeddings/vector-aggregation)
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*[Similarity](open-source/pgml/guides/embeddings/vector-similarity)
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*[Normalization](open-source/pgml/guides/embeddings/vector-normalization)
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*[LLMs](open-source/pgml/guides/llms/README)
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*[Fill-Mask](open-source/pgml/guides/llms/fill-mask)
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*[Question answering](open-source/pgml/guides/llms/question-answering)
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*[Summarization](open-source/pgml/guides/llms/summarization)
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*[Text classification](open-source/pgml/guides/llms/text-classification)
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*[Text Generation](open-source/pgml/guides/llms/text-generation)
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*[Text-to-Text Generation](open-source/pgml/guides/llms/text-to-text-generation)
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*[Token Classification](open-source/pgml/guides/llms/token-classification)
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*[Translation](open-source/pgml/guides/llms/translation)
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*[Zero-shot Classification](open-source/pgml/guides/llms/zero-shot-classification)
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*[Supervised Learning](open-source/pgml/guides/supervised-learning/README)
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*[Regression](open-source/pgml/guides/supervised-learning/regression)
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*[Classification](open-source/pgml/guides/supervised-learning/classification)
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*[Clustering](open-source/pgml/guides/supervised-learning/clustering)
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*[Decomposition](open-source/pgml/guides/supervised-learning/decomposition)
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*[Data Pre-processing](open-source/pgml/guides/supervised-learning/data-pre-processing)
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*[Hyperparameter Search](open-source/pgml/guides/supervised-learning/hyperparameter-search)
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*[Joint Optimization](open-source/pgml/guides/supervised-learning/joint-optimization)
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*[Search](open-source/pgml/guides/improve-search-results-with-machine-learning)
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*[Chatbots](open-source/pgml/guides/chatbots/README)
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*[Unified RAG](open-source/pgml/guides/unified-rag)
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*[Vector database](open-source/pgml/guides/vector-database)
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*[Overview](open-source/overview.md)
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*[PGML](open-source/pgml/README.md)
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*[API](open-source/pgml/api/README.md)
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*[pgml.embed()](open-source/pgml/api/pgml.embed.md)
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*[pgml.transform()](open-source/pgml/api/pgml.transform.md)
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*[pgml.transform_stream()](open-source/pgml/api/pgml.transform_stream.md)
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*[pgml.deploy()](open-source/pgml/api/pgml.deploy.md)
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*[pgml.decompose()](open-source/pgml/api/pgml.decompose.md)
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*[pgml.chunk()](open-source/pgml/api/pgml.chunk.md)
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*[pgml.generate()](open-source/pgml/api/pgml.generate.md)
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*[pgml.predict()](open-source/pgml/api/pgml.predict/README.md)
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*[Batch Predictions](open-source/pgml/api/pgml.predict/batch-predictions.md)
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*[pgml.train()](open-source/pgml/api/pgml.train.md)
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*[pgml.tune()](open-source/pgml/api/pgml.tune.md)
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*[Guides](open-source/pgml/guides/README.md)
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*[Embeddings](open-source/pgml/guides/embeddings/README.md)
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*[In-database Generation](open-source/pgml/guides/embeddings/in-database-generation.md)
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*[Dimensionality Reduction](open-source/pgml/guides/embeddings/dimensionality-reduction.md)
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*[Aggregation](open-source/pgml/guides/embeddings/vector-aggregation.md)
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*[Similarity](open-source/pgml/guides/embeddings/vector-similarity.md)
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*[Normalization](open-source/pgml/guides/embeddings/vector-normalization.md)
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*[LLMs](open-source/pgml/guides/llms/README.md)
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*[Fill-Mask](open-source/pgml/guides/llms/fill-mask.md)
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*[Question answering](open-source/pgml/guides/llms/question-answering.md)
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*[Summarization](open-source/pgml/guides/llms/summarization.md)
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*[Text classification](open-source/pgml/guides/llms/text-classification.md)
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*[Text Generation](open-source/pgml/guides/llms/text-generation.md)
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*[Text-to-Text Generation](open-source/pgml/guides/llms/text-to-text-generation.md)
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*[Token Classification](open-source/pgml/guides/llms/token-classification.md)
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*[Translation](open-source/pgml/guides/llms/translation.md)
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*[Zero-shot Classification](open-source/pgml/guides/llms/zero-shot-classification.md)
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*[Supervised Learning](open-source/pgml/guides/supervised-learning/README.md)
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*[Regression](open-source/pgml/guides/supervised-learning/regression.md)
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*[Classification](open-source/pgml/guides/supervised-learning/classification.md)
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*[Clustering](open-source/pgml/guides/supervised-learning/clustering.md)
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*[Decomposition](open-source/pgml/guides/supervised-learning/decomposition.md)
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*[Data Pre-processing](open-source/pgml/guides/supervised-learning/data-pre-processing.md)
59+
*[Hyperparameter Search](open-source/pgml/guides/supervised-learning/hyperparameter-search.md)
60+
*[Joint Optimization](open-source/pgml/guides/supervised-learning/joint-optimization.md)
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*[Search](open-source/pgml/guides/improve-search-results-with-machine-learning.md)
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*[Chatbots](open-source/pgml/guides/chatbots/README.md)
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*[Unified RAG](open-source/pgml/guides/unified-rag.md)
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*[Vector database](open-source/pgml/guides/vector-database.md)
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<!--
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* [Search]()
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* [Keyword Search]()
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* [Sentiment Analysis]()
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* [Summarization]()
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-->
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*[Developers](open-source/pgml/developers/README)
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*[Local Docker Development](open-source/pgml/developers/quick-start-with-docker)
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*[Installation](open-source/pgml/developers/installation)
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*[Contributing](open-source/pgml/developers/contributing)
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*[Distributed Training](open-source/pgml/developers/distributed-training)
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*[GPU Support](open-source/pgml/developers/gpu-support)
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*[Self-hosting](open-source/pgml/developers/self-hosting/README)
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*[Pooler](open-source/pgml/developers/self-hosting/pooler)
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*[Building from source](open-source/pgml/developers/self-hosting/building-from-source)
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*[Replication](open-source/pgml/developers/self-hosting/replication)
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*[Backups](open-source/pgml/developers/self-hosting/backups)
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*[Running on EC2](open-source/pgml/developers/self-hosting/running-on-ec2)
107-
*[Korvus](open-source/korvus/README)
108-
*[API](open-source/korvus/api/README)
109-
*[Collections](open-source/korvus/api/collections)
110-
*[Pipelines](open-source/korvus/api/pipelines)
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*[Guides](open-source/korvus/guides/README)
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*[Constructing Pipelines](open-source/korvus/guides/constructing-pipelines)
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*[RAG](open-source/korvus/guides/rag)
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*[Vector Search](open-source/korvus/guides/vector-search)
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*[Document Search](open-source/korvus/guides/document-search)
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*[OpenSourceAI](open-source/korvus/guides/opensourceai)
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*[Example Apps](open-source/korvus/example-apps/README)
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*[Semantic Search](open-source/korvus/example-apps/semantic-search)
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*[RAG with OpenAI](open-source/korvus/example-apps/rag-with-openai)
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*[PgCat](open-source/pgcat/README)
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*[Features](open-source/pgcat/features)
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*[Installation](open-source/pgcat/installation)
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*[Configuration](open-source/pgcat/configuration)
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*[Developers](open-source/pgml/developers/README.md)
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*[Local Docker Development](open-source/pgml/developers/quick-start-with-docker.md)
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*[Installation](open-source/pgml/developers/installation.md)
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*[Contributing](open-source/pgml/developers/contributing.md)
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*[Distributed Training](open-source/pgml/developers/distributed-training.md)
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*[GPU Support](open-source/pgml/developers/gpu-support.md)
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*[Self-hosting](open-source/pgml/developers/self-hosting/README.md)
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*[Pooler](open-source/pgml/developers/self-hosting/pooler.md)
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*[Building from source](open-source/pgml/developers/self-hosting/building-from-source.md)
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*[Replication](open-source/pgml/developers/self-hosting/replication.md)
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*[Backups](open-source/pgml/developers/self-hosting/backups.md)
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*[Running on EC2](open-source/pgml/developers/self-hosting/running-on-ec2.md)
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*[Korvus](open-source/korvus/README.md)
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*[API](open-source/korvus/api/README.md)
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*[Collections](open-source/korvus/api/collections.md)
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*[Pipelines](open-source/korvus/api/pipelines.md)
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*[Guides](open-source/korvus/guides/README.md)
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*[Constructing Pipelines](open-source/korvus/guides/constructing-pipelines.md)
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*[RAG](open-source/korvus/guides/rag.md)
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*[Vector Search](open-source/korvus/guides/vector-search.md)
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*[Document Search](open-source/korvus/guides/document-search.md)
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*[OpenSourceAI](open-source/korvus/guides/opensourceai.md)
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*[Example Apps](open-source/korvus/example-apps/README.md)
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*[Semantic Search](open-source/korvus/example-apps/semantic-search.md)
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*[RAG with OpenAI](open-source/korvus/example-apps/rag-with-openai.md)
120+
*[PgCat](open-source/pgcat/README.md)
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*[Features](open-source/pgcat/features.md)
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*[Installation](open-source/pgcat/installation.md)
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*[Configuration](open-source/pgcat/configuration.md)
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##Cloud
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*[Overview](cloud/overview)
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*[Serverless](cloud/serverless)
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*[Dedicated](cloud/dedicated)
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*[Enterprise](cloud/enterprise/README)
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*[Teams](cloud/enterprise/teams)
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*[VPC](cloud/enterprise/vpc)
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*[Privacy Policy](cloud/privacy-policy)
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*[Terms of Service](cloud/terms-of-service)
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*[Overview](cloud/overview.md)
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*[Serverless](cloud/serverless.md)
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*[Dedicated](cloud/dedicated.md)
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*[Enterprise](cloud/enterprise/README.md)
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*[Teams](cloud/enterprise/teams.md)
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*[VPC](cloud/enterprise/vpc.md)
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*[Privacy Policy](cloud/privacy-policy.md)
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*[Terms of Service](cloud/terms-of-service.md)
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<!--
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## TODO
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-- Merge into Introduction > Overview
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* [Architecture](resources/architecture/README)
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* [Why PostgresML?](resources/architecture/why-postgresml)
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* [Architecture](resources/architecture/README.md)
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* [Why PostgresML?](resources/architecture/why-postgresml.md)
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## Reference
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‎pgml-cms/docs/open-source/pgml/api/pgml.embed.md

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#pgml.embed()
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The`pgml.embed()` function generates[embeddings](/docs/use-cases/embeddings/) from text, using in-database models downloaded from Hugging Face. Thousands of[open-source models](https://huggingface.co/models?library=sentence-transformers) are available and new and better ones are being published regularly.
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The`pgml.embed()` function generates[embeddings](/docs/open-source/pgml/guides/embeddings/) from text, using in-database models downloaded from Hugging Face. Thousands of[open-source models](https://huggingface.co/models?library=sentence-transformers) are available and new and better ones are being published regularly.
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##API
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```
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This query will return the quote with the most similar meaning to`'Feel the force!'` by generating an embedding of that quote and comparing it to all other embeddings in the table, using vector cosine similarity as the measure of distance.
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##Examples
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See the[embeddings](/docs/open-source/pgml/guides/embeddings/) guide for more examples.

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