gpt-3.5

GPT-3.5 token misalignment with image embeddings during high concurrency

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Problem Description During a high‑throughput inference window, a service that calls the GPT‑3.5‑turbo‑vision endpoint began returning captions that ignored the supplied image or described unrelated scenes. The issue manifested under load (≈5 000 concurrent multimodal calls) and was intermittent, affecting roughly 2‑3 % of responses. Typical symptoms observed in the logs: [2024-08-05 14:22:31.842] ERROR visual_token_offset mismatch: expected … Read more

OpenAI GPT-3.5 API rate limit exceeded during parallel test runs

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Problem Description During automated model evaluation runs in a CI/CD pipeline, intermittent HTTP 429 (RateLimitError) responses are observed. The failures abort the test stage and block downstream deployment steps. Typical console output from a Python test worker: openai.error.RateLimitError: You exceeded your current quota, please check your plan and billing details. Response payload: { “error”: { “message”: … Read more

GPT-3.5 collection creation fails during streaming with memory allocation error

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Problem – “GPT‑3.5 collection creation fails during streaming with memory allocation error” In a distributed inference service that streams completions to many simultaneous users, the OpenAI client throws errors such as: Error: Memory allocation failed RuntimeError: CUDA out of memory OpenAIError: Server error – 500 – Failed to create collection OSError: [Errno 12] Cannot allocate … Read more

OpenAI GPT-3.5 API server unreachable in hybrid cloud setup

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Problem – OpenAI GPT‑3.5 API Server Unreachable in a Hybrid Cloud Client applications running in an on‑premises data centre repeatedly receive either a timeout or a 503 Service Unavailable response when calling https://api.openai.com/v1/chat/completions. The symptoms manifest as: Log entry: Error: request timed out after 30 seconds Log entry: 503 Service Unavailable: The server is currently … Read more

OpenAI GPT-3.5 streaming response interruptions on low bandwidth edge node

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cable network

Problem – Streaming Response Interruptions on Low‑Bandwidth Edge Nodes Edge devices that run inference‑augmented workloads often call the OpenAI chat/completions endpoint with stream=true. In remote industrial sites that rely on intermittent 4G/LTE connections, the stream can be truncated, delayed, or malformed. Typical symptoms include: Partial JSON payloads after a few kilobytes (e.g., ~2 KB) – Unexpected … Read more

OpenAI GPT-3.5 upsert operation timing out during real-time streaming

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Problem: OpenAI GPT‑3.5 upsert operation timing out during real‑time streaming In a production streaming pipeline, data is continuously fed into the OpenAI Chat Completions or Embeddings endpoint with stream=true. After a few seconds of normal operation the upsert request aborts with a timeout, causing downstream processing stalls and loss of inference results. Typical log excerpt … Read more

GPT-3.5 CRD validation failure during model evaluation

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cable network

Problem – GPT‑3.5 CRD Validation Failure During Model Evaluation In a production deployment the Chat Completion endpoint is used to generate structured JSON responses that downstream services ingest via a custom Custom Resource Definition (CRD) validation layer. During automated evaluation the validation step repeatedly throws errors such as: SchemaValidationError: missing required property ‘order_id’ at path … Read more