Min'SrSSKrSSKrSSKJr SSKJrJrJrJ r J r SSK r SSK r SSK Jr SSKJr SSKJr SSKJrJr SS KJr SS KJr SS KJrJr \"5r\SS \S \\\4S\ \S\ \S\ \ \ \ RB4S\ \S\ \\\4S\4Sjj5r"\SS \S \\\4S\ \S\ \S\ \ \ \ RB4S\ \S\ \\\4S\ \\\\\444Sjj5r#g)z Main OCR function for LiteLLM. N)partial)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$N?N![an[R"UUUUUS9eSnAff=f7f)a Async OCR function. Args: model: Model name (e.g., "mistral/mistral-ocr-latest") document: Document to process in Mistral format: {"type": "document_url", "document_url": "https://..."} for PDFs/docs or {"type": "image_url", "image_url": "https://..."} for images api_key: Optional API key api_base: Optional API base URL timeout: Optional timeout custom_llm_provider: Optional custom LLM provider extra_headers: Optional extra headers **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit) Returns: OCRResponse in Mistral OCR format with pages, model, usage_info, etc. Example: ```python import litellm # OCR with PDF response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": "https://arxiv.org/pdf/2201.04234" }, include_image_base64=True ) # OCR with image response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={ "type": "image_url", "image_url": "https://example.com/image.png" } ) # OCR with base64 encoded PDF response = await litellm.aocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": f"data:application/pdf;base64,{base64_pdf}" } ) ``` TaocrN)rr)rrrrrrrz2Got an unexpected None response from the OCR API: rroriginal_exceptioncompletion_kwargs extra_kwargs)localsasyncioget_event_looplitellmget_llm_providerrocr contextvars copy_contextrunrun_in_executor iscoroutine ValueError Exceptionexception_type)rrrrrrrkwargs local_varsloop_funcctxfunc_with_context init_responseresponsees j/var/www/eduai.edurigo.com/storigo/production/storigo_env/lib/python3.13/site-packages/litellm/ocr/main.pyrrs7|J, %%'v  &+2+C+C, (AAq    3'    &&(#CGGT2"2249JKK   } - -**H$H  DXJO L+  $$ 3 (    sM D B CC$CCCD CC D)DDD c [5nURS5n URSS5n URSS5SLn [U[5(d[ S[ U535eURS5n U S ;a[ S U S 35e[R"UUUUS 9uppU (aU nU(aUn[R"U[R"U5S 9nUc[ SU35e[R"SUSU35 [S0UD6nURUS9n0nUHnUU;dM URU5UU'M! UR!U0US9n[R"SU35 U R#UUU US.US9 [$R'UUUU=(d [(U UUUU UU[ U5S9 nU$![*an[R,"UUUUUS9eSnAff=f)a Synchronous OCR function. Args: model: Model name (e.g., "mistral/mistral-ocr-latest") document: Document to process in Mistral format: {"type": "document_url", "document_url": "https://..."} for PDFs/docs or {"type": "image_url", "image_url": "https://..."} for images api_key: Optional API key api_base: Optional API base URL timeout: Optional timeout custom_llm_provider: Optional custom LLM provider extra_headers: Optional extra headers **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit) Returns: OCRResponse in Mistral OCR format with pages, model, usage_info, etc. Example: ```python import litellm # OCR with PDF response = litellm.ocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": "https://arxiv.org/pdf/2201.04234" }, include_image_base64=True ) # OCR with image response = litellm.ocr( model="mistral/mistral-ocr-latest", document={ "type": "image_url", "image_url": "https://example.com/image.png" } ) # OCR with base64 encoded PDF response = litellm.ocr( model="mistral/mistral-ocr-latest", document={ "type": "document_url", "document_url": f"data:application/pdf;base64,{base64_pdf}" } ) # Access pages for page in response.pages: print(f"Page {page.index}: {page.markdown}") ``` litellm_logging_objlitellm_call_idNrFTz7document must be a dict with 'type' and URL field, got type) document_url image_urlzInvalid document type: z'. Must be 'document_url' or 'image_url')rrrr)rproviderz#OCR is not supported for provider: zOCR call - model: z , provider: )r)non_default_paramsoptional_paramsrz#OCR optional_params after mapping: )r;r)rrAlitellm_paramsr) rrrAr logging_objrrrrheadersprovider_configrBr)r popget isinstancedictr+r<r#r$rget_provider_ocr_config LlmProvidersr debugrget_supported_ocr_paramsmap_ocr_paramsupdate_environment_variablesbase_llm_http_handlerr%r r,r-)rrrrrrrr.r/r:r; _is_asyncdoc_typedynamic_api_keydynamic_api_baseocr_provider_configrBsupported_paramsr@paramrAr6r7s r8r%r%ssDJc 17ris88 +-SOI57+,""59)-.2j j 38nj c]j sm j eE5==01 2 j "# j DcN+j j j Z""59)-.2e e 38ne c]e sm e eE5==01 2 e "# e DcN+e  ; #sK"78 89e e rh