For AI agents: a documentation index is available at the root level at /llms.txt and /llms-full.txt. Append /llms.txt to any URL for a page-level index, or .md for the markdown version of any page.
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Guides and conceptsAPI ReferenceRelease NotesLLMUCookbooks
Guides and conceptsAPI ReferenceRelease NotesLLMUCookbooks
  • Cohere API
    • About
    • Teams and Roles
    • Errors
  • Endpoints
      • POSTEmbed API (v1)
  • Deprecated
  • Audio
  • Batches
    • GETList batches
    • POSTCreate a batch
    • GETRetrieve a batch
    • POSTCancel a batch
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Endpointsv1/embed

Embed API (v1)

POST
https://api.cohere.com/v1/embed
POST
/v1/embed
1import cohere
2
3co = cohere.Client()
4
5response = co.embed(
6 texts=["hello", "goodbye"], model="embed-v4.0", input_type="classification"
7)
8print(response)
1{
2 "response_type": "embeddings_floats",
3 "embeddings": [
4 [
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1763 0.001537323,
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1957 0.005683899,
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1961 -0.03781128,
1962 -0.018753052,
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1965 0.04360962,
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1967 0.017913818,
1968 -0.0231781,
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1970 -0.002658844,
1971 0.011222839,
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1973 -0.0039043427,
1974 0.011512756,
1975 -0.014328003,
1976 0.037994385,
1977 -0.020767212,
1978 0.025314331,
1979 -0.023727417,
1980 0.030303955,
1981 0.03302002,
1982 0.0040512085,
1983 -0.074401855,
1984 0.027450562,
1985 -0.030838013,
1986 0.042053223,
1987 -0.04425049,
1988 -0.022613525,
1989 0.0025463104,
1990 0.029449463,
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1992 0.03717041,
1993 0.020751953,
1994 -0.000009357929,
1995 -0.06842041,
1996 -0.045074463,
1997 -0.035980225,
1998 0.03060913,
1999 0.00049352646,
2000 -0.0013618469,
2001 0.018676758,
2002 0.00070238113,
2003 -0.015472412,
2004 -0.035736084,
2005 -0.008995056,
2006 0.008773804,
2007 0.009635925,
2008 0.023330688,
2009 -0.027008057,
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2011 -0.0040893555,
2012 0.010391235,
2013 -0.030014038,
2014 -0.04119873,
2015 -0.06329346,
2016 0.049926758,
2017 -0.016952515,
2018 -0.015045166,
2019 -0.0010814667,
2020 0.020309448,
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2022 0.05996704,
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2025 0.017654419,
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2030 -0.008995056,
2031 -0.012290955,
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2036 0.019729614,
2037 0.026519775,
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2052 0.047332764,
2053 0.0023212433,
2054 0.0052719116
2055 ]
2056 ],
2057 "id": "1c62213a-1f15-46f1-ac62-36f6bbaf3972",
2058 "texts": [
2059 "hello",
2060 "goodbye"
2061 ],
2062 "meta": {
2063 "api_version": {
2064 "version": "1"
2065 },
2066 "billed_units": {
2067 "input_tokens": 2
2068 }
2069 }
2070}
This endpoint returns text and image embeddings. An embedding is a list of floating point numbers that captures semantic information about the content that it represents. Embeddings can be used to create classifiers as well as empower semantic search. To learn more about embeddings, see the embedding page. If you want to learn more how to use the embedding model, have a look at the [Semantic Search Guide](https://docs.cohere.com/docs/semantic-search).
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Create an Embed Job

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Built with

This endpoint returns text and image embeddings. An embedding is a list of floating point numbers that captures semantic information about the content that it represents.

Embeddings can be used to create classifiers as well as empower semantic search. To learn more about embeddings, see the embedding page.

If you want to learn more how to use the embedding model, have a look at the Semantic Search Guide.

Authentication

AuthorizationBearer

Bearer authentication of the form Bearer <token>, where token is your auth token.

Headers

X-Client-NamestringOptional
The name of the project that is making the request.

Request

textslist of stringsOptional

An array of strings for the model to embed. Maximum number of texts per call is 96.

imageslist of stringsOptional
An array of image data URIs for the model to embed. The image must be a valid [data URI](https://developer.mozilla.org/en-US/docs/Web/URI/Schemes/data). The image must be in either `image/jpeg`, `image/png`, `image/webp`, or `image/gif` format. Image embeddings are supported with Embed v3.0 and newer models. For **Embed v3.x** models, the maximum number of images per call is `1`, and each image has a maximum size of `5MB`. For **Embed v4.0 and newer** models, there is no limit on the number of images per call. The combined size of all images in the request must be at most `20MB`.
modelstringOptional
ID of one of the available [Embedding models](https://docs.cohere.com/docs/cohere-embed).
input_typeenumOptional
Specifies the type of input passed to the model. Required for embedding models v3 and higher. - `"search_document"`: Used for embeddings stored in a vector database for search use-cases. - `"search_query"`: Used for embeddings of search queries run against a vector DB to find relevant documents. - `"classification"`: Used for embeddings passed through a text classifier. - `"clustering"`: Used for the embeddings run through a clustering algorithm. - `"image"`: Used for embeddings with image input.
Allowed values:
embedding_typeslist of enumsOptional
Specifies the types of embeddings you want to get back. Not required and default is None, which returns the Embed Floats response type. Can be one or more of the following types. * `"float"`: Use this when you want to get back the default float embeddings. Supported with all Embed models. * `"int8"`: Use this when you want to get back signed int8 embeddings. Supported with Embed v3.0 and newer Embed models. * `"uint8"`: Use this when you want to get back unsigned int8 embeddings. Supported with Embed v3.0 and newer Embed models. * `"binary"`: Use this when you want to get back signed binary embeddings. Supported with Embed v3.0 and newer Embed models. * `"ubinary"`: Use this when you want to get back unsigned binary embeddings. Supported with Embed v3.0 and newer Embed models.
truncateenumOptionalDefaults to END
One of `NONE|START|END` to specify how the API will handle inputs longer than the maximum token length. Passing `START` will discard the start of the input. `END` will discard the end of the input. In both cases, input is discarded until the remaining input is exactly the maximum input token length for the model. If `NONE` is selected, when the input exceeds the maximum input token length an error will be returned.
Allowed values:

Response headers

X-API-Warningstring
The name of the project that is making the request.

Response

OK
embeddings_floatsobject
OR
embeddings_by_typeobject

Errors

400
Bad Request Error
401
Unauthorized Error
403
Forbidden Error
404
Not Found Error
422
Unprocessable Entity Error
429
Too Many Requests Error
498
Invalid Token Error
499
Client Closed Request Error
500
Internal Server Error
501
Not Implemented Error
503
Service Unavailable Error
504
Gateway Timeout Error

An array of image data URIs for the model to embed.

The image must be a valid data URI. The image must be in either image/jpeg, image/png, image/webp, or image/gif format.

Image embeddings are supported with Embed v3.0 and newer models.

For Embed v3.x models, the maximum number of images per call is 1, and each image has a maximum size of 5MB.

For Embed v4.0 and newer models, there is no limit on the number of images per call. The combined size of all images in the request must be at most 20MB.

ID of one of the available Embedding models.

Specifies the type of input passed to the model. Required for embedding models v3 and higher.

  • "search_document": Used for embeddings stored in a vector database for search use-cases.
  • "search_query": Used for embeddings of search queries run against a vector DB to find relevant documents.
  • "classification": Used for embeddings passed through a text classifier.
  • "clustering": Used for the embeddings run through a clustering algorithm.
  • "image": Used for embeddings with image input.

Specifies the types of embeddings you want to get back. Not required and default is None, which returns the Embed Floats response type. Can be one or more of the following types.

  • "float": Use this when you want to get back the default float embeddings. Supported with all Embed models.
  • "int8": Use this when you want to get back signed int8 embeddings. Supported with Embed v3.0 and newer Embed models.
  • "uint8": Use this when you want to get back unsigned int8 embeddings. Supported with Embed v3.0 and newer Embed models.
  • "binary": Use this when you want to get back signed binary embeddings. Supported with Embed v3.0 and newer Embed models.
  • "ubinary": Use this when you want to get back unsigned binary embeddings. Supported with Embed v3.0 and newer Embed models.

One of NONE|START|END to specify how the API will handle inputs longer than the maximum token length.

Passing START will discard the start of the input. END will discard the end of the input. In both cases, input is discarded until the remaining input is exactly the maximum input token length for the model.

If NONE is selected, when the input exceeds the maximum input token length an error will be returned.