iddlmZddlmZmZmZmZddlmZddl Z ddl m Z ddl m Z mZmZmZmZmZmZddlmZmZmZdd lmZd d lmZmZmZmZmZm Z dd l!m"Z"m#Z#dd l$m%Z%m&Z&ddl'm(Z(m)Z)ddl*m+Z+m,Z,ddl-m.Z.m/Z/m0Z0ddl1m2Z2ddl3m4Z4ddl5m6Z6ddgZ7Gdde"Z8Gdde#Z9GddZ:GddZ;GddZ<GddZ=y) ) annotations)DictUnionIterableOptional)LiteralN)_legacy_response)BodyOmitQueryHeadersNotGivenomit not_given) path_templatemaybe_transformasync_maybe_transform)cached_property) CheckpointsAsyncCheckpointsCheckpointsWithRawResponseAsyncCheckpointsWithRawResponse CheckpointsWithStreamingResponse%AsyncCheckpointsWithStreamingResponse)SyncAPIResourceAsyncAPIResource)to_streamed_response_wrapper"async_to_streamed_response_wrapper)SyncCursorPageAsyncCursorPage)AsyncPaginatormake_request_options)job_list_paramsjob_create_paramsjob_list_events_params)Metadata) FineTuningJob)FineTuningJobEventJobs AsyncJobsc eZdZdZeddZeddZeddZeeeeeeeddde d ddZ ddde d dd Z eeeddde d  dd Z ddde d dd Z eeddde d  ddZddde d ddZddde d ddZy)r+IManage fine-tuning jobs to tailor a model to your specific training data.c,t|jSr.)r_clientselfs w/Users/manta/Documents/Projects/TheRoad-I1/.venv/lib/python3.12/site-packages/openai/resources/fine_tuning/jobs/jobs.py checkpointszJobs.checkpoints(s4<<((ct|Sa This property can be used as a prefix for any HTTP method call to return the raw response object instead of the parsed content. For more information, see https://www.github.com/openai/openai-python#accessing-raw-response-data-eg-headers )JobsWithRawResponser2s r4with_raw_responsezJobs.with_raw_response-s#4((r6ct|Sz An alternative to `.with_raw_response` that doesn't eagerly read the response body. For more information, see https://www.github.com/openai/openai-python#with_streaming_response )JobsWithStreamingResponser2s r4with_streaming_responsezJobs.with_streaming_response7s)..r6N hyperparameters integrationsmetadatamethodseedsuffixvalidation_file extra_headers extra_query extra_bodytimeoutc |jdt||||||||| d tjt | | | | t S) Creates a fine-tuning job which begins the process of creating a new model from a given dataset. Response includes details of the enqueued job including job status and the name of the fine-tuned models once complete. [Learn more about fine-tuning](https://platform.openai.com/docs/guides/model-optimization) Args: model: The name of the model to fine-tune. You can select one of the [supported models](https://platform.openai.com/docs/guides/fine-tuning#which-models-can-be-fine-tuned). training_file: The ID of an uploaded file that contains training data. See [upload file](https://platform.openai.com/docs/api-reference/files/create) for how to upload a file. Your dataset must be formatted as a JSONL file. Additionally, you must upload your file with the purpose `fine-tune`. The contents of the file should differ depending on if the model uses the [chat](https://platform.openai.com/docs/api-reference/fine-tuning/chat-input), [completions](https://platform.openai.com/docs/api-reference/fine-tuning/completions-input) format, or if the fine-tuning method uses the [preference](https://platform.openai.com/docs/api-reference/fine-tuning/preference-input) format. See the [fine-tuning guide](https://platform.openai.com/docs/guides/model-optimization) for more details. hyperparameters: The hyperparameters used for the fine-tuning job. This value is now deprecated in favor of `method`, and should be passed in under the `method` parameter. integrations: A list of integrations to enable for your fine-tuning job. metadata: Set of 16 key-value pairs that can be attached to an object. This can be useful for storing additional information about the object in a structured format, and querying for objects via API or the dashboard. Keys are strings with a maximum length of 64 characters. Values are strings with a maximum length of 512 characters. method: The method used for fine-tuning. seed: The seed controls the reproducibility of the job. Passing in the same seed and job parameters should produce the same results, but may differ in rare cases. If a seed is not specified, one will be generated for you. suffix: A string of up to 64 characters that will be added to your fine-tuned model name. For example, a `suffix` of "custom-model-name" would produce a model name like `ft:gpt-4o-mini:openai:custom-model-name:7p4lURel`. validation_file: The ID of an uploaded file that contains validation data. If you provide this file, the data is used to generate validation metrics periodically during fine-tuning. These metrics can be viewed in the fine-tuning results file. The same data should not be present in both train and validation files. Your dataset must be formatted as a JSONL file. You must upload your file with the purpose `fine-tune`. See the [fine-tuning guide](https://platform.openai.com/docs/guides/model-optimization) for more details. extra_headers: Send extra headers extra_query: Add additional query parameters to the request extra_body: Add additional JSON properties to the request timeout: Override the client-level default timeout for this request, in seconds /fine_tuning/jobs model training_filer@rArBrCrDrErFrGrHrIrJbodyoptionscast_to)_postrr&JobCreateParamsr$r)r3rOrPr@rArBrCrDrErFrGrHrIrJs r4createz Jobs.create@skBzz  "%2'6$0 ($ $'6 "11 )+Q[el"'  r6rQc |std||jtd|t||||tS) Get info about a fine-tuning job. 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