Cjl=SrSSKrSSKrSSKrSSKrSSKrSSKrSSKJr SSK J r SSK J r J r JrJrJr SSKrSSKrSSKJr SSKJr SSKJr SS KJrJr SS KJr SS KJ r SS K!J"r"J#r# \"5r$\#S#S \%S\\%\ 4S\\%S\\%S\\\&\RN4S\\%S\\\%\ 4S\4Sjj5r(\#S#S \%S\\%\ 4S\\%S\\%S\\\&\RN4S\\%S\\\%\ 4S\\\ \ \ \444Sjj5r)\RT"S5r+SSSSSSSSSS. r,S \%S\%4S!jr-S\\%\ 4S\\%\%44S"jr.g)$z Main OCR function for LiteLLM. N)partial)IOBase)Any CoroutineDictOptionalUnion)verbose_logger)request_timeout)Logging) BaseOCRConfig OCRResponse)BaseLLMHTTPHandler)GenericLiteLLMParams)ProviderConfigManagerclientmodeldocumentapi_keyapi_basetimeoutcustom_llm_provider extra_headersreturnc # [5n[R"5n SUS'Uc[R"XS9up n [ [ 4UUUUUUUS.UD6n [R"5n [ U RU 5n U RSU 5IShvN n[R"U5(a UIShvN nOUnUc[SU35eU$N?N![an[R"UUUUUS9eSnAff=f7f)a Async OCR function. Args: model: Model name (e.g., "mistral/mistral-ocr-latest") document: Document to process in Mistral format: {"type": "document_url", "document_url": "https://..."} for PDFs/docs, {"type": "image_url", "image_url": "https://..."} for images, or {"type": "file", "file": } for local files api_key: Optional API key api_base: Optional API base URL timeout: Optional timeout custom_llm_provider: Optional custom LLM provider extra_headers: Optional extra headers **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit) Returns: OCRResponse in Mistral OCR format with pages, model, usage_info, etc. Example: ```python import litellm # OCR with PDF response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": "https://arxiv.org/pdf/2201.04234" }, include_image_base64=True ) # OCR with image response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={ "type": "image_url", "image_url": "https://example.com/image.png" } ) # OCR with base64 encoded PDF response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": f"data:application/pdf;base64,{base64_pdf}" } ) # OCR with local file response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={"type": "file", "file": "/path/to/document.pdf"} ) ``` TaocrN)rr)rrrrrrrz2Got an unexpected None response from the OCR API: rroriginal_exceptioncompletion_kwargs extra_kwargs)localsasyncioget_event_looplitellmget_llm_providerrocr contextvars copy_contextrunrun_in_executor iscoroutine ValueError Exceptionexception_type)rrrrrrrkwargs local_varsloop_funcctxfunc_with_context init_responseresponsees b/home/rurouni/.local/share/pipx/venvs/strix-agent/lib/python3.13/site-packages/litellm/ocr/main.pyrrs7JJ, %%'v  &+2+C+C, (AAq    3'    &&(#CGGT2"2249JKK   } - -**H$H  DXJO L+  $$ 3 (    sM D B CC$CCCD CC D)DDD c 8[5nURS5n URSS5n URSS5SLn [U[5(d[ S[ U535eURS5n U S :Xa[U5nURS5n U S ;a[ S U S 35e[R"UUUUS 9unnn nU (aU nU(aUn[R"U[R"U5S9nUc[ SU35e[R"SUSU35 [S0UD6nUR!US9n0nUHnUU;dM URU5UU'M! UR#U0US9n[R"SU35 U R%UUUU US.US9 [&R)UUUU=(d [*U UUUU UU[ U5S9 nU$![,an[R."UUUUUS9eSnAff=f)a Synchronous OCR function. Args: model: Model name (e.g., "mistral/mistral-ocr-latest") document: Document to process in Mistral format: {"type": "document_url", "document_url": "https://..."} for PDFs/docs, {"type": "image_url", "image_url": "https://..."} for images, or {"type": "file", "file": } for local files api_key: Optional API key api_base: Optional API base URL timeout: Optional timeout custom_llm_provider: Optional custom LLM provider extra_headers: Optional extra headers **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit) Returns: OCRResponse in Mistral OCR format with pages, model, usage_info, etc. Example: ```python import litellm # OCR with PDF response = litellm.ocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": "https://arxiv.org/pdf/2201.04234" }, include_image_base64=True ) # OCR with image response = litellm.ocr( model="mistral/mistral-ocr-latest", document={ "type": "image_url", "image_url": "https://example.com/image.png" } ) # OCR with base64 encoded PDF response = litellm.ocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": f"data:application/pdf;base64,{base64_pdf}" } ) # OCR with local file response = litellm.ocr( model="mistral/mistral-ocr-latest", document={"type": "file", "file": "/path/to/document.pdf"} ) # Access pages for page in response.pages: print(f"Page {page.index}: {page.markdown}") ``` litellm_logging_objlitellm_call_idNrFTz} # file-like object (BinaryIO) {"type": "file", "file": b"raw bytes"} # raw bytes Bare ``str`` paths are not accepted — pass a ``pathlib.Path`` or ``open(path, "rb")`` instead. See the str check below for the rationale. Returns: {"type": "document_url", "document_url": "data:;base64,"} or {"type": "image_url", "image_url": "data:;base64,"} r>Nzkdocument with type='file' must include a 'file' field containing a pathlib.Path, file-like object, or bytesr_zOCR file input does not accept bare str values. Pass bytes, a pathlib.Path, or a file-like object. To OCR a local file from a path, call open(path, 'rb') yourself.zFile not found: rbreadnamezutf-8zUnsupported file input type: z6. Expected pathlib.Path, bytes, or a file-like object.z"File is empty or could not be read mime_typezInvalid MIME type: zdata:z;base64,zimage/z;OCR file input: Converted file to image_url data URI (mime=z, size=z bytes, name=)r@)r=r@z>OCR file input: Converted file to document_url data URI (mime=r?)r=r?)rJr,rKstrr`PathLikeraisfileFileNotFoundErrorrjbasenameopenrnbytesrhasattrgetattrencoder= _MIME_PATTERNmatchbase64 b64encodedecode startswithr rPlen) r file_inputrp file_namer\f file_bytes base64_datadata_uris r9rMrMts"f%J 9  0I#I*c"" ;  *bkk** O ww~~i((#&6yk$BC C!), GG$$Y/ )T "aJ# " J & & J ' '7:v+F+F :v & & FD9I))4 __& j# & &#**73J+D,<+=>C C  =>>h[)   y ) ).yk:;;"":.55g>Kyk+7HH%%Kws:&7}YKq R $(;;Kws:&7}YKq R 'AAS# "s J J)NNNNN)/__doc__r"r~r'rer`re functoolsriortypingrrrrr httpxr$litellm._loggingr litellm.constantsr *litellm.litellm_core_utils.litellm_loggingr LiteLLMLoggingObj(litellm.llms.base_llm.ocr.transformationr r*litellm.llms.custom_httpx.llm_http_handlerrlitellm.types.routerr litellm.utilsrrrTrrfloatTimeoutrr&compiler|rdrjrMrHrkr9rs8  88 +-SOI57+,""59)-.2q q 38nq c]q sm q eE5==01 2 q "# q DcN+q q q h""59)-.2{ { 38n{ c]{ sm { eE5==01 2 { "# { DcN+{  ; #sK"78 89{ { D 12            1S 1S 1YBDcNYBtCQTH~YBrk