llm-evaluation-in-reasoning 1.3.0

A project for the evaluation of reasoning in the LLM

Introduction

A project for the evaluation of reasoning in the LLM.

Install the package

pip install llm_evaluation_in_reasoning

Run Instructions

Before the eval, place the simple_bench_public.json in your work dir. Support also GSM-Symbolic, GSM8K Run benchmark:

llm_eval --model_name=op-qwen-2.5-0.5b --dataset_path=simple_bench_public.json # run llm_eval --help to see help informations

Model support

MODEL_MAP = {
    "gpt-4o-mini": "gpt-4o-mini",
    "claude-3-5-sonnet-20240620": "claude-3-5-sonnet-20240620",
    "gpt-4o": "gpt-4o-2024-08-06",
    "gpt-4-turbo": "gpt-4-turbo",
    "o1-preview": "o1-preview",
    "o1-mini": "o1-mini",
    "claude-3-opus-20240229": "claude-3-opus-20240229",
    "command-r-plus": "command-r-plus-08-2024",
    "gemini-1.5-pro": "gemini/gemini-1.5-pro",
    "gemini-2.0-flash": "gemini/gemini-2.0-flash-exp",
    "llama3-405b-instruct": "fireworks_ai/accounts/fireworks/models/llama-v3p1-405b-instruct",
    "claude-3-haiku": "claude-3-haiku-20240307",
    "gemini-1.5-pro-002": "gemini/gemini-1.5-pro-002",
    "mistral-large": "mistral/mistral-large-2407",
    "grok-2": "openrouter/x-ai/grok-2",
    "op-qwen-2.5-0.5b": "ollama/qwen2.5:0.5b",
    "op-qwen-2.5-7b": "ollama/qwen2.5:7b",
    "op-deepseek-v3": "openrouter/deepseek/deepseek-chat",
    "op-gemini-2.0-flash-free": "openrouter/google/gemini-2.0-flash-thinking-exp:free",
    "op-o1-preview": "openrouter/openai/o1-preview",
}

Build the project

Setup Instructions

Clone the github repo and cd into it.

git clone https://github.com/ashengstd/llm_evaluation_in_reasoning.git
cd llm_evaluation_in_reasoning

Install uv:

The best way to install dependencies is to use uv. If you don't have it installed in your environment, you can install it with the following:

curl -LsSf https://astral.sh/uv/install.sh | sh # macOS and Linux
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" # Windows

Sync the dependencies

uv sync

Create the .env file

Create a .env file with the following:

OPENAI_API_KEY=<your key>
ANTHROPIC_API_KEY=<your key>
...