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Pull Request Overview
This pull request integrates various utility functions, test scripts, and helper scripts for model testing and dataset visualization. The changes add comprehensive tooling for working with language models through different APIs and frameworks.
Key changes include:
- Utility functions for batched LLM inference using LiteLLM with retry logic and cost tracking
- Test scripts for validating model behavior across different frameworks (VLLM, HuggingFace, OpenAI API)
- Helper scripts for model deployment and dataset visualization
Reviewed Changes
Copilot reviewed 10 out of 11 changed files in this pull request and generated 4 comments.
Show a summary per file
| File | Description |
|---|---|
| utils/litellm.py | Core utility for batched LLM inference with retry logic and cost tracking |
| utils/init.py | Utility module initialization with batch splitting function |
| test/test_vllm_model.py | VLLM model testing script with various prompt scenarios |
| test/test_openai_api.py | OpenAI API latency testing with concurrent requests |
| test/test_model_8k_prompt.py | Long context testing script for 8K token prompts |
| test/test_hf_model.py | HuggingFace model testing with batch generation |
| test/test_bedrock_sonnet.py | Simple Bedrock Claude model test |
| test/check_chat_template.py | Chat template validation utility |
| script/push_model_hub.py | Model deployment script to HuggingFace Hub |
| script/cat_convo.py | Dataset conversation visualization tool |
Comments suppressed due to low confidence (1)
utils/init.py:8
- Variable name 'l' is ambiguous and could be confused with the number '1'. Consider using a more descriptive name like 'length' or 'total_items'.
l = len(iterable)
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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