[Feature] Integrate with LiteLLM - Evaluate 100+LLMs, 92% faster

[ishaan-jaff]

Is your feature request related to a problem? Please describe. Easily evaluate 100+ llms fast

Hi @Longin-Yu @HenryCai11 I'm the maintainer of LiteLLM. we allow you to create a proxy server to call 100+ LLMs to make it easier to run benchmark / evals .

I'm making this issue because I believe LiteLLM makes it easier for you to run benchmarks and evaluate LLMs (I'd love your feedback if it does not)

Try it here: https://docs.litellm.ai/docs/simple_proxy https://github.com/BerriAI/litellm

Using LiteLLM Proxy Server

Creating a proxy server

Ollama models

$ litellm --model ollama/llama2 --api_base http://localhost:11434

Hugging Face Models

$ export HUGGINGFACE_API_KEY=my-api-key #[OPTIONAL]
$ litellm --model claude-instant-1

Anthropic

$ export ANTHROPIC_API_KEY=my-api-key
$ litellm --model claude-instant-1

Palm

$ export PALM_API_KEY=my-palm-key
$ litellm --model palm/chat-bison

Using to run an eval on lm harness:

python3 -m lm_eval \
  --model openai-completions \
  --model_args engine=davinci \
  --task crows_pairs_english_age

[Xiao9905]

@ishaan-jaff Hi, thanks for your great suggestion. However, currently we have very tight time schedule and would love to review your pull request if you can make contribution to this project. Thanks again for your interest!