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openai-python

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openai-python
GitHub Repository
Developeropenai
Written inPython
Stars19k
Watchers260
Created10/25/2020
Last updated04/03/2024
LicenseApache License 2.0
Homepagepypi.org/project/openai
Repositoryopenai/openai-python
Auto Wiki
Revision
Software Version0.0.8Basic
Generated fromCommit f0bdef
Generated at04/03/2024
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Architecture Diagram for openai-python
Architecture Diagram for openai-python

The openai-python repository contains the official Python client library for the OpenAI API, providing a comprehensive set of classes and methods for interacting with various OpenAI services. This library allows developers to easily integrate OpenAI's powerful language models, image generation, audio processing, and other AI capabilities into their applications.

The most important functionality of this repository is centered around the …/openai directory, which contains the core classes and resources for the OpenAI Python client. This includes:

The OpenAI Python client library is built on top of the httpx library, which provides a modern, asynchronous HTTP client for Python. The library makes extensive use of type annotations and Pydantic models to ensure type-safe interactions with the OpenAI API, and it provides both synchronous and asynchronous interfaces for maximum flexibility.

The key design choices of the library include:

  • Modular Architecture: The codebase is organized into well-defined modules and directories, each focusing on a specific set of functionality, making the library easy to navigate and extend.
  • Separation of Concerns: The library separates the concerns of API resource interactions, data models, utility functions, and command-line interface, promoting maintainability and testability.
  • Asynchronous Support: The library provides both synchronous and asynchronous interfaces for interacting with the OpenAI API, allowing developers to choose the approach that best fits their application's needs.
  • Streaming and Raw Responses: The library supports both streaming and raw response handling for certain API resources, giving developers the flexibility to choose the most appropriate response format for their use case.

API Resource Interactions

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Architecture Diagram for API Resource Interactions
Architecture Diagram for API Resource Interactions

The …/ directory contains the core functionality of the OpenAI Python client library, providing a comprehensive set of classes and methods for interacting with various OpenAI API resources.

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Chat and Completions

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Architecture Diagram for Chat and Completions
Architecture Diagram for Chat and Completions

The Chat and AsyncChat classes in …/chat.py provide the main synchronous and asynchronous interfaces for interacting with the OpenAI Chat API. These classes expose a completions property that returns Completions and AsyncCompletions objects, respectively, which handle the actual creation of chat completions.

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Audio Processing

The openai-python/src/openai/resources/audio directory contains the implementation of various classes and functions related to audio processing and manipulation in the OpenAI Python library. The main functionality includes:

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Image Generation and Manipulation

References: openai-python

The …/images directory contains the core functionality for image-related operations in the OpenAI Python library. The Images and AsyncImages classes provide methods for creating image variations, editing images, and generating images from prompts using OpenAI's DALL-E models.

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Fine-Tuning

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Architecture Diagram for Fine-Tuning
Architecture Diagram for Fine-Tuning

The FineTuning and AsyncFineTuning classes in the …/fine_tuning.py file provide a synchronous and asynchronous interface, respectively, for interacting with the OpenAI fine-tuning API. These classes expose properties that give access to the following functionality:

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Beta Features

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Architecture Diagram for Beta Features
Architecture Diagram for Beta Features

The Beta and AsyncBeta classes in the …/beta.py file serve as the entry points for interacting with the OpenAI API's beta features, including Assistants and Threads.

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Content Moderation

References: openai-python

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Architecture Diagram for Content Moderation
Architecture Diagram for Content Moderation

The …/moderations directory contains the Moderations and AsyncModerations classes, which provide a way to classify text as potentially harmful using OpenAI's content moderation models.

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Utility Functions and Types

The …/_utils directory contains a collection of utility functions and classes that provide various functionality to the OpenAI Python library. The main areas of functionality include:

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Type Handling and Transformation

References: src/openai/_utils

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Architecture Diagram for Type Handling and Transformation
Architecture Diagram for Type Handling and Transformation

The …/_utils directory provides a collection of utility functions and classes that support various data type handling and transformation tasks throughout the OpenAI Python library.

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Date and Time Parsing

References: src/openai/_utils

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Architecture Diagram for Date and Time Parsing
Architecture Diagram for Date and Time Parsing

The …/__init__.py file includes the parse_date() and parse_datetime() functions, which are used to parse date and datetime strings, respectively. These functions are likely used to handle date and time data in the OpenAI API responses or input parameters.

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String Manipulation

References: src/openai/_utils

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Architecture Diagram for String Manipulation
Architecture Diagram for String Manipulation

The …/__init__.py file provides utility functions for manipulating strings in the OpenAI Python library. The key functionality in this area includes:

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File Handling

References: src/openai/_utils

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Architecture Diagram for File Handling
Architecture Diagram for File Handling

The …/__init__.py file provides several utility functions for working with files in the OpenAI Python library. The key functionality in this area includes:

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Type Annotations and Extraction

References: openai-python

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Architecture Diagram for Type Annotations and Extraction
Architecture Diagram for Type Annotations and Extraction

The …/_typing.py file provides a set of utility functions for working with Python's type system and type annotations. These functions are used throughout the OpenAI Python library to handle various type-related tasks, such as validating input types, extracting type information, and resolving generic type variables.

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Synchronous and Asynchronous Iteration

References: openai-python

The …/_streams.py file provides the consume_sync_iterator() and consume_async_iterator() functions, which are used to consume synchronous and asynchronous iterators, respectively, in the OpenAI Python library.

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Command-Line Interface

References: src/openai/cli

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Architecture Diagram for Command-Line Interface
Architecture Diagram for Command-Line Interface

The command-line interface (CLI) for the OpenAI Python library provides a unified interface for interacting with the various OpenAI APIs, including chat, audio, completions, files, images, and models.

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CLI Architecture

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Architecture Diagram for CLI Architecture
Architecture Diagram for CLI Architecture

The …/cli directory contains the implementation of the command-line interface (CLI) for the OpenAI Python library. The main entry point is the _cli.py file, which defines the Arguments class to handle the command-line arguments and the _main() function to set up the HTTP client, configure the OpenAI API client, and call the appropriate command function.

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CLI Commands

The CLI Commands subsection covers the implementation of the various CLI commands for interacting with the OpenAI API, including chat, audio, completions, files, images, and models.

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CLI Tools

The …/_tools directory provides the command-line interface (CLI) tools for the OpenAI Python library. This subsection covers the implementation of these CLI tools, including the fine-tuning data preparation tool and the Grit CLI migration tool.

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Beta Features

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Architecture Diagram for Beta Features
Architecture Diagram for Beta Features

The OpenAI Python library provides a comprehensive set of classes and methods for interacting with the OpenAI API's beta features, including the Beta API, Threads, and Assistants. These features are implemented in the …/ directory and the …/ directory.

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Assistants

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Architecture Diagram for Assistants
Architecture Diagram for Assistants

The Assistants and AsyncAssistants classes, defined in …/assistants.py, provide the core functionality for managing OpenAI Assistants. These classes allow users to create, retrieve, update, list, and delete OpenAI Assistants.

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Fine-Tuning

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Architecture Diagram for Fine-Tuning
Architecture Diagram for Fine-Tuning

The OpenAI Python library provides a comprehensive set of classes and methods for interacting with the OpenAI fine-tuning API. The fine-tuning functionality is implemented in the …/ directory and the associated data models are defined in the …/ directory.

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Fine-Tuning Job Management

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Architecture Diagram for Fine-Tuning Job Management
Architecture Diagram for Fine-Tuning Job Management

The Jobs and AsyncJobs classes in …/jobs.py provide the core functionality for managing fine-tuning jobs in the OpenAI Python library.

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Fine-Tuning Job Events

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Architecture Diagram for Fine-Tuning Job Events
Architecture Diagram for Fine-Tuning Job Events

The FineTuning and AsyncFineTuning classes in …/fine_tuning.py provide a synchronous and asynchronous interface, respectively, for interacting with the OpenAI fine-tuning API. These classes expose properties that give access to fine-tuning job-related functionality, including the ability to list events for a specific fine-tuning job.

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Fine-Tuning Job Data Models

The FineTuningJob class in …/fine_tuning_job.py represents the details of a fine-tuning job in the OpenAI Python library. This class encapsulates the key information about a fine-tuning job, including its status, the base model being fine-tuned, the training and validation files, and the resulting fine-tuned model.

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Audio Processing

The OpenAI Python library provides a comprehensive set of classes and methods for interacting with various audio-related API resources, including transcription, translation, and speech generation.

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Transcription and Translation

The Transcription and Translation classes in the …/audio directory define the data models used to represent the results of audio transcription and translation operations performed by the OpenAI API.

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Speech Generation

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Architecture Diagram for Speech Generation
Architecture Diagram for Speech Generation

The SpeechCreateParams class, defined in …/speech_create_params.py, represents the parameters required to create speech using the OpenAI Text-to-Speech (TTS) API. This class is a TypedDict that defines the following fields:

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