Renรฉ's URL Explorer Experiment


Title: DocArray

Description: DocArray, DocArray is a library for representing, sending and storing multi-modal data, with a focus on applications in ML and Neural Search.

Generator: mkdocs-1.4.2, mkdocs-material-9.1.3

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Domain: docs.docarray.org

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https://docs.docarray.org/
docarray/docarray https://github.com/docarray/docarray
https://docs.docarray.org/
docarray/docarray https://github.com/docarray/docarray
DocArray https://docs.docarray.org/
Installation https://docs.docarray.org/#installation
Get Started https://docs.docarray.org/#get-started
Represent https://docs.docarray.org/#represent
Compose nested Documents https://docs.docarray.org/#compose-nested-documents
Collect multiple Documents https://docs.docarray.org/#collect-multiple-documents
Send https://docs.docarray.org/#send
Store https://docs.docarray.org/#store
Retrieve https://docs.docarray.org/#retrieve
Learn DocArray https://docs.docarray.org/#learn-docarray
Coming from DocArray <=0.21 https://docs.docarray.org/#coming-from-docarray-021
Coming from Pydantic https://docs.docarray.org/#coming-from-pydantic
Coming from PyTorch https://docs.docarray.org/#coming-from-pytorch
Coming from TensorFlow https://docs.docarray.org/#coming-from-tensorflow
Coming from FastAPI https://docs.docarray.org/#coming-from-fastapi
Coming from Jina https://docs.docarray.org/#coming-from-jina
Coming from a vector database https://docs.docarray.org/#coming-from-a-vector-database
Coming from Langchain https://docs.docarray.org/#coming-from-langchain
See also https://docs.docarray.org/#see-also
Introduction https://docs.docarray.org/user_guide/intro/
Document https://docs.docarray.org/user_guide/representing/first_step/
Array of documents https://docs.docarray.org/user_guide/representing/array/
Introduction https://docs.docarray.org/user_guide/sending/first_step/
Serialization https://docs.docarray.org/user_guide/sending/serialization/
Send over Jina https://docs.docarray.org/user_guide/sending/api/jina/
Send over FastAPI https://docs.docarray.org/user_guide/sending/api/fastAPI/
Introduction https://docs.docarray.org/user_guide/storing/first_step/
Introduction https://docs.docarray.org/user_guide/storing/docindex/
In-Memory Document Index https://docs.docarray.org/user_guide/storing/index_in_memory/
Hnswlib Document Index https://docs.docarray.org/user_guide/storing/index_hnswlib/
Epsilla Document Index https://docs.docarray.org/user_guide/storing/index_epsilla/
Weaviate Document Index https://docs.docarray.org/user_guide/storing/index_weaviate/
Elasticsearch Document Index https://docs.docarray.org/user_guide/storing/index_elastic/
Qdrant Document Index https://docs.docarray.org/user_guide/storing/index_qdrant/
Redis Document Index https://docs.docarray.org/user_guide/storing/index_redis/
Milvus Document Index https://docs.docarray.org/user_guide/storing/index_milvus/
Nested Data https://docs.docarray.org/user_guide/storing/nested_data/
Store on-disk https://docs.docarray.org/user_guide/storing/doc_store/store_file/
None https://docs.docarray.org/user_guide/storing/doc_store/store_jac.md
Store on S3 https://docs.docarray.org/user_guide/storing/doc_store/store_s3/
Add a new Document Index https://docs.docarray.org/how_to/add_doc_index/
Multimodal deep learning with DocArray https://docs.docarray.org/how_to/multimodal_training_and_serving/
Optimize performance https://docs.docarray.org/how_to/optimize_performance_with_id_generation/
Introduction https://docs.docarray.org/data_types/first_steps/
๐Ÿ”ค Text https://docs.docarray.org/data_types/text/text/
๐Ÿ–ผ๏ธ Image https://docs.docarray.org/data_types/image/image/
๐Ÿ”Š Audio https://docs.docarray.org/data_types/audio/audio/
๐ŸŽฅ Video https://docs.docarray.org/data_types/video/video/
๐Ÿงฌ 3D Mesh https://docs.docarray.org/data_types/3d_mesh/3d_mesh/
๐Ÿ“Š Table https://docs.docarray.org/data_types/table/table/
๐Ÿ—ƒ Multimodal https://docs.docarray.org/data_types/multimodal/multimodal/
๐Ÿ”ข Tensor https://docs.docarray.org/data_types/tensor/tensor/
Migration guide https://docs.docarray.org/migration_guide/
AnyDocArray https://docs.docarray.org/API_reference/array/any_da/
DocList https://docs.docarray.org/API_reference/array/da/
DocVec https://docs.docarray.org/API_reference/array/da_stack/
BaseDoc https://docs.docarray.org/API_reference/base_doc/base_doc/
TorchDataset https://docs.docarray.org/API_reference/data/data/
DocIndex https://docs.docarray.org/API_reference/doc_index/doc_index/
ElasticDocIndex https://docs.docarray.org/API_reference/doc_index/backends/elastic/
ElasticV7DocIndex https://docs.docarray.org/API_reference/doc_index/backends/elastic7/
EpsillaDocumentIndex https://docs.docarray.org/API_reference/doc_index/backends/epsilla/
HnswDocumentIndex https://docs.docarray.org/API_reference/doc_index/backends/hnswlib/
In memory https://docs.docarray.org/API_reference/doc_index/backends/in_memory/
MilvusDocumentIndex https://docs.docarray.org/API_reference/doc_index/backends/milvus/
QdrantDocumentIndex https://docs.docarray.org/API_reference/doc_index/backends/qdrant/
RedisDocumentIndex https://docs.docarray.org/API_reference/doc_index/backends/redis/
WeaviateDocumentIndex https://docs.docarray.org/API_reference/doc_index/backends/weaviate/
DocStore https://docs.docarray.org/API_reference/doc_store/doc_store/
FileDocStore https://docs.docarray.org/API_reference/doc_store/file_doc_store/
S3DocStore https://docs.docarray.org/API_reference/doc_store/s3_doc_store/
Documents https://docs.docarray.org/API_reference/documents/documents/
Bytes https://docs.docarray.org/API_reference/typing/bytes/
Id https://docs.docarray.org/API_reference/typing/id/
Url https://docs.docarray.org/API_reference/typing/url/
AudioTensor https://docs.docarray.org/API_reference/typing/tensor/audio/
Embedding https://docs.docarray.org/API_reference/typing/tensor/embedding/
ImageTensor https://docs.docarray.org/API_reference/typing/tensor/image/
Tensor https://docs.docarray.org/API_reference/typing/tensor/tensor/
VideoTensor https://docs.docarray.org/API_reference/typing/tensor/video/
filter https://docs.docarray.org/API_reference/utils/filter/
find https://docs.docarray.org/API_reference/utils/find/
map https://docs.docarray.org/API_reference/utils/maps_docs/
reduce https://docs.docarray.org/API_reference/utils/reduce/
Glossary https://docs.docarray.org/glossary/
Contributing https://docs.docarray.org/CONTRIBUTING/
Installation https://docs.docarray.org/#installation
Get Started https://docs.docarray.org/#get-started
Represent https://docs.docarray.org/#represent
Compose nested Documents https://docs.docarray.org/#compose-nested-documents
Collect multiple Documents https://docs.docarray.org/#collect-multiple-documents
Send https://docs.docarray.org/#send
Store https://docs.docarray.org/#store
Retrieve https://docs.docarray.org/#retrieve
Learn DocArray https://docs.docarray.org/#learn-docarray
Coming from DocArray <=0.21 https://docs.docarray.org/#coming-from-docarray-021
Coming from Pydantic https://docs.docarray.org/#coming-from-pydantic
Coming from PyTorch https://docs.docarray.org/#coming-from-pytorch
Coming from TensorFlow https://docs.docarray.org/#coming-from-tensorflow
Coming from FastAPI https://docs.docarray.org/#coming-from-fastapi
Coming from Jina https://docs.docarray.org/#coming-from-jina
Coming from a vector database https://docs.docarray.org/#coming-from-a-vector-database
Coming from Langchain https://docs.docarray.org/#coming-from-langchain
See also https://docs.docarray.org/#see-also
https://pypi.org/project/docarray/
https://bestpractices.coreinfrastructure.org/projects/6554
https://codecov.io/gh/docarray/docarray
https://pypistats.org/packages/docarray
https://discord.gg/WaMp6PVPgR
codebasehttps://github.com/docarray/docarray/tree/v0.21.0
documentationhttps://docarray.jina.ai
its hot-fixes branchhttps://github.com/docarray/docarray/tree/docarray-v1-fixes
representationhttps://docs.docarray.org/#represent
transmissionhttps://docs.docarray.org/#send
storagehttps://docs.docarray.org/#store
retrievalhttps://docs.docarray.org/#retrieve
Apache License 2.0https://github.com/docarray/docarray/blob/main/LICENSE
LF AI & Data Foundationhttps://lfaidata.foundation/
NumPyhttps://github.com/numpy/numpy
PyTorchhttps://github.com/pytorch/pytorch
TensorFlowhttps://github.com/tensorflow/tensorflow
JAXhttps://github.com/google/jax
Pydantichttps://github.com/pydantic/pydantic
FastAPIhttps://github.com/tiangolo/fastapi/
Jinahttps://github.com/jina-ai/jina/
Weaviatehttps://weaviate.io/
Qdranthttps://qdrant.tech/
ElasticSearchhttps://www.elastic.co/de/elasticsearch/
Redishttps://redis.io/
HNSWLibhttps://github.com/nmslib/hnswlib
Protobufhttps://protobuf.dev/
gRPChttps://grpc.io/
https://docs.docarray.org/#__codelineno-0-1
codebasehttps://github.com/docarray/docarray/tree/v0.21.0
docshttps://docarray.jina.ai
its hot-fixes branchhttps://github.com/docarray/docarray/tree/docarray-v1-fixes
Coming from pure PyTorch or TensorFlowhttps://docs.docarray.org/#coming-from-pytorch
Coming from Pydantichttps://docs.docarray.org/#coming-from-pydantic
Coming from FastAPIhttps://docs.docarray.org/#coming-from-fastapi
Coming from Jinahttps://docs.docarray.org/#coming-from-jina
Coming from a vector databasehttps://docs.docarray.org/#coming-from-a-vector-database
Coming from Langchainhttps://docs.docarray.org/#coming-from-langchain
specific sectionhttps://docs.docarray.org/#coming-from-pydantic
https://docs.docarray.org/#__codelineno-1-1
https://docs.docarray.org/#__codelineno-1-2
https://docs.docarray.org/#__codelineno-1-3
https://docs.docarray.org/#__codelineno-1-4
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https://docs.docarray.org/#__codelineno-1-9
https://docs.docarray.org/#__codelineno-1-10
https://docs.docarray.org/#__codelineno-1-11
https://docs.docarray.org/#__codelineno-1-12
https://docs.docarray.org/#__codelineno-1-13
https://docs.docarray.org/#__codelineno-1-14
https://docs.docarray.org/#__codelineno-1-15
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https://docs.docarray.org/#__codelineno-4-1
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https://docs.docarray.org/#__codelineno-5-1
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https://docs.docarray.org/#__codelineno-7-9
https://docs.docarray.org/#__codelineno-7-10
https://docs.docarray.org/#__codelineno-7-11
https://docs.docarray.org/#__codelineno-8-1
https://docs.docarray.org/#__codelineno-8-2
https://docs.docarray.org/#__codelineno-8-3
https://docs.docarray.org/#__codelineno-9-1
https://docs.docarray.org/#__codelineno-9-2
https://docs.docarray.org/#__codelineno-9-3
https://docs.docarray.org/#__codelineno-9-4
https://docs.docarray.org/#__codelineno-9-5
https://docs.docarray.org/#__codelineno-9-6
https://docs.docarray.org/#__codelineno-9-7
https://docs.docarray.org/#__codelineno-9-8
https://docs.docarray.org/#__codelineno-9-9
https://docs.docarray.org/#__codelineno-9-10
https://docs.docarray.org/#__codelineno-9-11
https://docs.docarray.org/#__codelineno-9-12
https://docs.docarray.org/#__codelineno-9-13
https://docs.docarray.org/#__codelineno-9-14
https://docs.docarray.org/#__codelineno-9-15
https://docs.docarray.org/#__codelineno-9-16
https://docs.docarray.org/#__codelineno-9-17
https://docs.docarray.org/#__codelineno-10-1
https://docs.docarray.org/#__codelineno-10-2
https://docs.docarray.org/#__codelineno-10-3
https://docs.docarray.org/#__codelineno-10-4
https://docs.docarray.org/#__codelineno-10-5
Jinahttps://github.com/jina-ai/jina/
FastAPIhttps://github.com/tiangolo/fastapi/
dedicated sectionhttps://docs.docarray.org/#coming-from-fastapi
https://docs.docarray.org/#__codelineno-11-1
https://docs.docarray.org/#__codelineno-11-2
https://docs.docarray.org/#__codelineno-11-3
https://docs.docarray.org/#__codelineno-11-4
https://docs.docarray.org/#__codelineno-11-5
https://docs.docarray.org/#__codelineno-11-6
https://docs.docarray.org/#__codelineno-11-7
https://docs.docarray.org/#__codelineno-11-8
https://docs.docarray.org/#__codelineno-11-9
https://docs.docarray.org/#__codelineno-11-10
https://docs.docarray.org/#__codelineno-11-11
https://docs.docarray.org/#__codelineno-11-12
https://docs.docarray.org/#__codelineno-11-13
https://docs.docarray.org/#__codelineno-11-14
https://docs.docarray.org/#__codelineno-11-15
https://docs.docarray.org/#__codelineno-11-16
https://docs.docarray.org/#__codelineno-11-17
https://docs.docarray.org/#__codelineno-11-18
https://docs.docarray.org/#__codelineno-11-19
https://docs.docarray.org/#__codelineno-11-20
https://docs.docarray.org/#__codelineno-11-21
https://docs.docarray.org/#__codelineno-11-22
https://docs.docarray.org/#__codelineno-11-23
https://docs.docarray.org/#__codelineno-11-24
https://docs.docarray.org/#__codelineno-11-25
https://docs.docarray.org/#__codelineno-11-26
Jinahttps://github.com/jina-ai/jina/
FastAPIhttps://github.com/tiangolo/fastapi/
AWS S3https://aws.amazon.com/de/s3/
Jina AI Cloudhttps://cloud.jina.ai/
https://docs.docarray.org/#__codelineno-12-1
https://docs.docarray.org/#__codelineno-12-2
https://docs.docarray.org/#__codelineno-12-3
https://docs.docarray.org/#__codelineno-12-4
https://docs.docarray.org/#__codelineno-12-5
https://docs.docarray.org/#__codelineno-12-6
https://docs.docarray.org/#__codelineno-12-7
https://docs.docarray.org/#__codelineno-12-8
https://docs.docarray.org/#__codelineno-12-9
https://docs.docarray.org/#__codelineno-12-10
https://docs.docarray.org/#__codelineno-12-11
Retrieval Augmented Generationhttps://arxiv.org/abs/2005.11401
Weaviatehttps://weaviate.io/
Qdranthttps://qdrant.tech/
ElasticSearchhttps://www.elastic.co/
Redishttps://redis.io/
HNSWLibhttps://github.com/nmslib/hnswlib
https://docs.docarray.org/#__codelineno-13-1
https://docs.docarray.org/#__codelineno-13-2
https://docs.docarray.org/#__codelineno-13-3
https://docs.docarray.org/#__codelineno-13-4
https://docs.docarray.org/#__codelineno-13-5
https://docs.docarray.org/#__codelineno-13-6
https://docs.docarray.org/#__codelineno-13-7
https://docs.docarray.org/#__codelineno-13-8
https://docs.docarray.org/#__codelineno-13-9
https://docs.docarray.org/#__codelineno-13-10
https://docs.docarray.org/#__codelineno-13-11
https://docs.docarray.org/#__codelineno-13-12
https://docs.docarray.org/#__codelineno-13-13
https://docs.docarray.org/#__codelineno-13-14
https://docs.docarray.org/#__codelineno-13-15
https://docs.docarray.org/#__codelineno-13-16
https://docs.docarray.org/#__codelineno-13-17
https://docs.docarray.org/#__codelineno-13-18
https://docs.docarray.org/#__codelineno-13-19
https://docs.docarray.org/#__codelineno-13-20
https://docs.docarray.org/#__codelineno-13-21
https://docs.docarray.org/#__codelineno-13-22
https://docs.docarray.org/#__codelineno-13-23
https://docs.docarray.org/#__codelineno-13-24
https://docs.docarray.org/#__codelineno-13-25
https://docs.docarray.org/#__codelineno-13-26
https://docs.docarray.org/#__codelineno-13-27
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https://docs.docarray.org/#__codelineno-13-35
dataclass APIhttps://docarray.jina.ai/fundamentals/dataclass/
Pydantichttps://pydantic-docs.helpmanual.io/usage/models/
herehttps://docs.docarray.org/#store
Weaviatehttps://weaviate.io/
Qdranthttps://qdrant.tech/
ElasticSearchhttps://www.elastic.co/
Redishttps://redis.io/
HNSWLibhttps://github.com/nmslib/hnswlib
https://docs.docarray.org/#__codelineno-14-1
https://docs.docarray.org/#__codelineno-14-2
https://docs.docarray.org/#__codelineno-14-3
https://docs.docarray.org/#__codelineno-14-4
https://docs.docarray.org/#__codelineno-14-5
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https://docs.docarray.org/#__codelineno-14-7
https://docs.docarray.org/#__codelineno-14-8
https://docs.docarray.org/#__codelineno-14-9
https://docs.docarray.org/#__codelineno-14-10
https://docs.docarray.org/#__codelineno-14-11
https://docs.docarray.org/#__codelineno-14-12
https://docs.docarray.org/#__codelineno-14-13
https://docs.docarray.org/#__codelineno-14-14
https://docs.docarray.org/#__codelineno-14-15
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https://docs.docarray.org/#__codelineno-14-25
https://docs.docarray.org/#__codelineno-14-26
https://docs.docarray.org/#__codelineno-14-27
https://docs.docarray.org/#__codelineno-14-28
https://docs.docarray.org/#__codelineno-14-29
https://docs.docarray.org/#__codelineno-14-30
https://docs.docarray.org/#__codelineno-14-31
https://docs.docarray.org/#__codelineno-14-32
https://docs.docarray.org/#__codelineno-14-33
https://docs.docarray.org/#__codelineno-14-34
https://docs.docarray.org/#__codelineno-14-35
https://docs.docarray.org/#__codelineno-14-36
https://docs.docarray.org/#__codelineno-14-37
https://docs.docarray.org/#__codelineno-14-38
https://docs.docarray.org/#__codelineno-14-39
https://docs.docarray.org/#__codelineno-14-40
https://docs.docarray.org/#__codelineno-14-41
https://docs.docarray.org/#__codelineno-14-42
https://docs.docarray.org/#__codelineno-14-43
https://docs.docarray.org/#__codelineno-14-44
https://docs.docarray.org/#__codelineno-14-45
https://docs.docarray.org/#__codelineno-14-46
https://docs.docarray.org/#__codelineno-14-47
https://docs.docarray.org/#__codelineno-14-48
https://docs.docarray.org/#__codelineno-14-49
FastAPIhttps://fastapi.tiangolo.com/
Jinahttps://github.com/jina-ai/jina
https://docs.docarray.org/#__codelineno-15-1
https://docs.docarray.org/#__codelineno-15-2
https://docs.docarray.org/#__codelineno-15-3
https://docs.docarray.org/#__codelineno-15-4
https://docs.docarray.org/#__codelineno-15-5
https://docs.docarray.org/#__codelineno-15-6
https://docs.docarray.org/#__codelineno-15-7
https://docs.docarray.org/#__codelineno-15-8
https://docs.docarray.org/#__codelineno-15-9
https://docs.docarray.org/#__codelineno-15-10
https://docs.docarray.org/#__codelineno-15-11
https://docs.docarray.org/#__codelineno-15-12
https://docs.docarray.org/#__codelineno-15-13
https://docs.docarray.org/#__codelineno-15-14
https://docs.docarray.org/#__codelineno-15-15
https://docs.docarray.org/#__codelineno-15-16
https://docs.docarray.org/#__codelineno-15-17
https://docs.docarray.org/#__codelineno-15-18
https://docs.docarray.org/#__codelineno-15-19
https://docs.docarray.org/#__codelineno-15-20
https://docs.docarray.org/#__codelineno-15-21
https://docs.docarray.org/#__codelineno-15-22
https://docs.docarray.org/#__codelineno-15-23
https://docs.docarray.org/#__codelineno-15-24
https://docs.docarray.org/#__codelineno-15-25
https://docs.docarray.org/#__codelineno-15-26
https://docs.docarray.org/#__codelineno-15-27
https://docs.docarray.org/#__codelineno-15-28
https://docs.docarray.org/#__codelineno-15-29
https://docs.docarray.org/#__codelineno-15-30
https://docs.docarray.org/#__codelineno-15-31
https://docs.docarray.org/#__codelineno-15-32
https://docs.docarray.org/#__codelineno-15-33
https://docs.docarray.org/#__codelineno-16-1
https://docs.docarray.org/#__codelineno-16-2
https://docs.docarray.org/#__codelineno-16-3
https://docs.docarray.org/#__codelineno-16-4
https://docs.docarray.org/#__codelineno-16-5
https://docs.docarray.org/#__codelineno-16-6
https://docs.docarray.org/#__codelineno-16-7
https://docs.docarray.org/#__codelineno-16-8
https://docs.docarray.org/#__codelineno-16-9
https://docs.docarray.org/#__codelineno-16-10
https://docs.docarray.org/#__codelineno-16-11
https://docs.docarray.org/#__codelineno-16-12
https://docs.docarray.org/#__codelineno-16-13
https://docs.docarray.org/#__codelineno-16-14
https://docs.docarray.org/#__codelineno-16-15
https://docs.docarray.org/#__codelineno-16-16
https://docs.docarray.org/#__codelineno-16-17
https://docs.docarray.org/#__codelineno-16-18
https://docs.docarray.org/#__codelineno-16-19
https://docs.docarray.org/#__codelineno-16-20
https://docs.docarray.org/#__codelineno-16-21
https://docs.docarray.org/#__codelineno-16-22
https://docs.docarray.org/#__codelineno-16-23
https://docs.docarray.org/#__codelineno-16-24
https://docs.docarray.org/#__codelineno-16-25
https://docs.docarray.org/#__codelineno-16-26
https://docs.docarray.org/#__codelineno-16-27
https://docs.docarray.org/#__codelineno-16-28
https://docs.docarray.org/#__codelineno-16-29
https://docs.docarray.org/#__codelineno-16-30
https://docs.docarray.org/#__codelineno-16-31
https://docs.docarray.org/#__codelineno-16-32
https://docs.docarray.org/#__codelineno-16-33
https://docs.docarray.org/#__codelineno-16-34
https://docs.docarray.org/#__codelineno-16-35
https://docs.docarray.org/#__codelineno-16-36
https://docs.docarray.org/#__codelineno-16-37
https://docs.docarray.org/#__codelineno-16-38
https://docs.docarray.org/#__codelineno-16-39
https://docs.docarray.org/#__codelineno-16-40
https://docs.docarray.org/#__codelineno-16-41
belowhttps://docs.docarray.org/#coming-from-fastapi
PyTorch approachhttps://docs.docarray.org/#coming-from-pytorch
https://docs.docarray.org/#__codelineno-17-1
https://docs.docarray.org/#__codelineno-17-2
https://docs.docarray.org/#__codelineno-18-1
https://docs.docarray.org/#__codelineno-18-2
https://docs.docarray.org/#__codelineno-18-3
https://docs.docarray.org/#__codelineno-18-4
https://docs.docarray.org/#__codelineno-18-5
https://docs.docarray.org/#__codelineno-18-6
https://docs.docarray.org/#__codelineno-18-7
https://docs.docarray.org/#__codelineno-18-8
https://docs.docarray.org/#__codelineno-18-9
https://docs.docarray.org/#__codelineno-18-10
https://docs.docarray.org/#__codelineno-18-11
https://docs.docarray.org/#__codelineno-18-12
https://docs.docarray.org/#__codelineno-18-13
https://docs.docarray.org/#__codelineno-18-14
https://docs.docarray.org/#__codelineno-18-15
https://docs.docarray.org/#__codelineno-18-16
https://docs.docarray.org/#__codelineno-18-17
https://docs.docarray.org/#__codelineno-18-18
https://docs.docarray.org/#__codelineno-18-19
https://docs.docarray.org/#__codelineno-18-20
https://docs.docarray.org/#__codelineno-18-21
https://docs.docarray.org/#__codelineno-18-22
herehttps://docs.docarray.org/#coming-from-pydantic
ORM for vector databaseshttps://docs.docarray.org/#coming-from-a-vector-database
https://docs.docarray.org/#__codelineno-19-1
https://docs.docarray.org/#__codelineno-19-2
https://docs.docarray.org/#__codelineno-19-3
https://docs.docarray.org/#__codelineno-19-4
https://docs.docarray.org/#__codelineno-19-5
https://docs.docarray.org/#__codelineno-19-6
https://docs.docarray.org/#__codelineno-19-7
https://docs.docarray.org/#__codelineno-19-8
https://docs.docarray.org/#__codelineno-19-9
https://docs.docarray.org/#__codelineno-19-10
https://docs.docarray.org/#__codelineno-19-11
https://docs.docarray.org/#__codelineno-19-12
https://docs.docarray.org/#__codelineno-19-13
https://docs.docarray.org/#__codelineno-19-14
https://docs.docarray.org/#__codelineno-19-15
https://docs.docarray.org/#__codelineno-19-16
https://docs.docarray.org/#__codelineno-19-17
https://docs.docarray.org/#__codelineno-19-18
https://docs.docarray.org/#__codelineno-19-19
https://docs.docarray.org/#__codelineno-19-20
https://docs.docarray.org/#__codelineno-19-21
https://docs.docarray.org/#__codelineno-19-22
https://docs.docarray.org/#__codelineno-19-23
https://docs.docarray.org/#__codelineno-19-24
https://docs.docarray.org/#__codelineno-19-25
https://docs.docarray.org/#__codelineno-19-26
https://docs.docarray.org/#__codelineno-19-27
https://docs.docarray.org/#__codelineno-19-28
https://docs.docarray.org/#__codelineno-19-29
https://docs.docarray.org/#__codelineno-19-30
https://docs.docarray.org/#__codelineno-19-31
https://docs.docarray.org/#__codelineno-19-32
https://docs.docarray.org/#__codelineno-19-33
https://docs.docarray.org/#__codelineno-19-34
https://docs.docarray.org/#__codelineno-19-35
https://docs.docarray.org/#__codelineno-19-36
https://docs.docarray.org/#__codelineno-19-37
https://docs.docarray.org/#__codelineno-19-38
https://docs.docarray.org/#__codelineno-19-39
https://docs.docarray.org/#__codelineno-19-40
https://docs.docarray.org/#__codelineno-19-41
https://docs.docarray.org/#__codelineno-20-1
https://docs.docarray.org/#__codelineno-20-2
https://docs.docarray.org/#__codelineno-20-3
https://docs.docarray.org/#__codelineno-20-4
https://docs.docarray.org/#__codelineno-20-5
https://docs.docarray.org/#__codelineno-20-6
https://docs.docarray.org/#__codelineno-20-7
https://docs.docarray.org/#__codelineno-20-8
https://docs.docarray.org/#__codelineno-20-9
https://docs.docarray.org/#__codelineno-20-10
https://docs.docarray.org/#__codelineno-20-11
https://docs.docarray.org/#__codelineno-20-12
https://docs.docarray.org/#__codelineno-20-13
https://docs.docarray.org/#__codelineno-20-14
https://docs.docarray.org/#__codelineno-20-15
https://docs.docarray.org/#__codelineno-20-16
https://docs.docarray.org/#__codelineno-20-17
https://docs.docarray.org/#__codelineno-20-18
https://docs.docarray.org/#__codelineno-20-19
https://docs.docarray.org/#__codelineno-20-20
https://docs.docarray.org/#__codelineno-20-21
https://docs.docarray.org/#__codelineno-20-22
https://docs.docarray.org/#__codelineno-20-23
https://docs.docarray.org/#__codelineno-20-24
https://docs.docarray.org/#__codelineno-20-25
https://docs.docarray.org/#__codelineno-20-26
https://docs.docarray.org/#__codelineno-20-27
https://docs.docarray.org/#__codelineno-20-28
https://docs.docarray.org/#__codelineno-20-29
https://docs.docarray.org/#__codelineno-20-30
https://docs.docarray.org/#__codelineno-20-31
https://docs.docarray.org/#__codelineno-20-32
https://docs.docarray.org/#__codelineno-20-33
https://docs.docarray.org/#__codelineno-20-34
https://docs.docarray.org/#__codelineno-20-35
https://docs.docarray.org/#__codelineno-20-36
https://docs.docarray.org/#__codelineno-20-37
https://docs.docarray.org/#__codelineno-20-38
https://docs.docarray.org/#__codelineno-20-39
https://docs.docarray.org/#__codelineno-20-40
https://docs.docarray.org/#__codelineno-20-41
https://docs.docarray.org/#__codelineno-20-42
https://docs.docarray.org/#__codelineno-20-43
https://docs.docarray.org/#__codelineno-20-44
https://docs.docarray.org/#__codelineno-20-45
https://docs.docarray.org/#__codelineno-20-46
https://docs.docarray.org/#__codelineno-20-47
https://docs.docarray.org/#__codelineno-20-48
https://docs.docarray.org/#__codelineno-20-49
https://docs.docarray.org/#__codelineno-21-1
https://docs.docarray.org/#__codelineno-21-2
https://docs.docarray.org/#__codelineno-21-3
https://docs.docarray.org/#__codelineno-21-4
https://docs.docarray.org/#__codelineno-21-5
https://docs.docarray.org/#__codelineno-21-6
https://docs.docarray.org/#__codelineno-21-7
https://docs.docarray.org/#__codelineno-21-8
https://docs.docarray.org/#__codelineno-21-9
https://docs.docarray.org/#__codelineno-21-10
https://docs.docarray.org/#__codelineno-21-11
https://docs.docarray.org/#__codelineno-21-12
https://docs.docarray.org/#__codelineno-21-13
https://docs.docarray.org/#__codelineno-21-14
https://docs.docarray.org/#__codelineno-21-15
https://docs.docarray.org/#__codelineno-21-16
https://docs.docarray.org/#__codelineno-21-17
https://docs.docarray.org/#__codelineno-21-18
https://docs.docarray.org/#__codelineno-21-19
https://docs.docarray.org/#__codelineno-21-20
https://docs.docarray.org/#__codelineno-21-21
https://docs.docarray.org/#__codelineno-21-22
https://docs.docarray.org/#__codelineno-21-23
https://docs.docarray.org/#__codelineno-21-24
https://docs.docarray.org/#__codelineno-21-25
https://docs.docarray.org/#__codelineno-21-26
https://docs.docarray.org/#__codelineno-21-27
https://docs.docarray.org/#__codelineno-21-28
https://docs.docarray.org/#__codelineno-21-29
https://docs.docarray.org/#__codelineno-21-30
https://docs.docarray.org/#__codelineno-21-31
https://docs.docarray.org/#__codelineno-21-32
https://docs.docarray.org/#__codelineno-21-33
https://docs.docarray.org/#__codelineno-21-34
https://docs.docarray.org/#__codelineno-21-35
Weaviatehttps://www.weaviate.io/
Qdranthttps://qdrant.tech/
Elasticsearchhttps://www.elastic.co/elasticsearch/
Redishttps://redis.io/
Milvushttps://milvus.io
HNSWlibhttps://github.com/nmslib/hnswlib
OpenSearchhttps://opensearch.org/
DocArrayRetrieverhttps://python.langchain.com/docs/modules/data_connection/retrievers/integrations/docarray_retriever
https://docs.docarray.org/#__codelineno-22-1
https://docs.docarray.org/#__codelineno-23-1
https://docs.docarray.org/#__codelineno-23-2
https://docs.docarray.org/#__codelineno-23-3
https://docs.docarray.org/#__codelineno-23-4
https://docs.docarray.org/#__codelineno-23-5
https://docs.docarray.org/#__codelineno-23-6
https://docs.docarray.org/#__codelineno-23-7
https://docs.docarray.org/#__codelineno-23-8
https://docs.docarray.org/#__codelineno-23-9
https://docs.docarray.org/#__codelineno-23-10
https://docs.docarray.org/#__codelineno-23-11
https://docs.docarray.org/#__codelineno-23-12
https://docs.docarray.org/#__codelineno-23-13
https://docs.docarray.org/#__codelineno-23-14
https://docs.docarray.org/#__codelineno-23-15
https://docs.docarray.org/#__codelineno-23-16
https://docs.docarray.org/#__codelineno-23-17
https://docs.docarray.org/#__codelineno-23-18
https://docs.docarray.org/#__codelineno-23-19
https://docs.docarray.org/#__codelineno-23-20
https://docs.docarray.org/#__codelineno-23-21
https://docs.docarray.org/#__codelineno-23-22
https://docs.docarray.org/#__codelineno-23-23
https://docs.docarray.org/#__codelineno-23-24
https://docs.docarray.org/#__codelineno-24-1
https://docs.docarray.org/#__codelineno-24-2
https://docs.docarray.org/#__codelineno-24-3
https://docs.docarray.org/#__codelineno-24-4
https://docs.docarray.org/#__codelineno-24-5
https://docs.docarray.org/#__codelineno-24-6
https://docs.docarray.org/#__codelineno-24-7
https://docs.docarray.org/#__codelineno-24-8
https://docs.docarray.org/#__codelineno-24-9
https://docs.docarray.org/#__codelineno-24-10
https://docs.docarray.org/#__codelineno-24-11
https://docs.docarray.org/#__codelineno-25-1
https://docs.docarray.org/#__codelineno-25-2
https://docs.docarray.org/#__codelineno-25-3
https://docs.docarray.org/#__codelineno-25-4
https://docs.docarray.org/#__codelineno-25-5
https://docs.docarray.org/#__codelineno-25-6
https://docs.docarray.org/#__codelineno-25-7
https://docs.docarray.org/#__codelineno-25-8
https://docs.docarray.org/#__codelineno-25-9
https://docs.docarray.org/#__codelineno-25-10
https://docs.docarray.org/#__codelineno-25-11
https://docs.docarray.org/#__codelineno-25-12
https://docs.docarray.org/#__codelineno-25-13
https://docs.docarray.org/#__codelineno-25-14
https://docs.docarray.org/#__codelineno-25-15
https://docs.docarray.org/#__codelineno-25-16
DocArrayInMemorySearchhttps://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/docarray_in_memory
DocArrayHnswSearchhttps://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/docarray_hnsw
Documentationhttps://docs.docarray.org
DocArray<=0.21 documentationhttps://docarray.jina.ai/
Join our Discord serverhttps://discord.gg/WaMp6PVPgR
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Roadmaphttps://github.com/docarray/docarray/issues/1714
Material for MkDocs https://squidfunk.github.io/mkdocs-material/
https://github.com/docarray/docarray
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