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Python OpenAI File Upload: How to Upload Files with the API
Learn how to upload files to the OpenAI API with Python using files.create, including parameters, error handling, and use in fine-tuning and assistants.
Python OpenAI Image Input and Multimodal Requests
Use the OpenAI Python SDK to send images to vision-capable models: URL images, base64 local files, multiple images, response handling, and cost considerations.
Using the Python OpenAI Async Client
Practical guide to the Python OpenAI async client: concurrent requests, streaming, retries, timeouts, and client lifecycle management in production.
How to Stream OpenAI Chat Completions in Python
Learn how to stream OpenAI chat completions in Python, handle token chunks, manage errors, and use async streaming for real-time responses.
Python OpenAI Tool Calling and Function Calling
python openai tool calling and function calling: Implement OpenAI tool calling in Python: define tool schemas, detect tool_calls in responses, execute functions, and r...
Python OpenAI Structured Outputs with JSON Schema
Learn how to use OpenAI structured outputs in Python to enforce a JSON schema on model responses, parse the returned JSON, and validate it with Pydantic.
Python OpenAI Responses API for Text Generation
python openai responses api text generation: Learn how to use the OpenAI Responses API in Python for text generation, including request parameters, response handling,...
Python OpenAI Responses API Usage: Practical Examples
Learn how to use the OpenAI Responses API from Python: making requests, handling responses, streaming, error handling, and production considerations.
How to Normalize Embeddings with Python Sentence Transformers
python sentence transformers normalize embeddings: Learn how to normalize embeddings from Python sentence-transformers for cosine similarity, including the normalize_e...
Python Sentence Transformers Batch Encoding and GPU
Learn how to batch encode texts with sentence-transformers on a GPU, control batch size, avoid out-of-memory errors, and choose the right output format for embeddings.