gaia

GAIA Evaluation

This folder contains evaluation harness for evaluating agents on the GAIA benchmark.

Setup Environment and LLM Configuration

Please follow instruction here to setup your local development environment and LLM.

To enable the Tavily MCP Server, you can add the Tavily API key under the core section of your config.toml file, like below:

[core]
search_api_key = "tvly-******"

Run the evaluation

We are using the GAIA dataset hosted on Hugging Face. Please accept the terms and make sure to have logged in on your computer by huggingface-cli login before running the evaluation.

Following is the basic command to start the evaluation. Here we are evaluating on the validation set for the 2023_all split. You can adjust ./evaluation/benchmarks/gaia/scripts/run_infer.sh to change the subset you want to evaluate on.

./evaluation/benchmarks/gaia/scripts/run_infer.sh [model_config] [git-version] [agent] [eval_limit] [gaia_subset]
# e.g., ./evaluation/benchmarks/gaia/scripts/run_infer.sh eval_gpt4_1106_preview 0.6.2 CodeActAgent 300

where model_config is mandatory, while git-version, agent, eval_limit and gaia_subset are optional.

• model_config, e.g. eval_gpt4_1106_preview, is the config group name for your LLM settings, as defined in your config.toml, defaulting to gpt-3.5-turbo

• git-version, e.g. HEAD, is the git commit hash of the OpenHands version you would like to evaluate. It could also be a release tag like 0.6.2.

• agent, e.g. CodeActAgent, is the name of the agent for benchmarks, defaulting to CodeActAgent.

• eval_limit, e.g. 10, limits the evaluation to the first eval_limit instances, defaulting to all instances.

• gaia_subset, GAIA benchmark has multiple subsets: 2023_level1, 2023_level2, 2023_level3, 2023_all, defaulting to 2023_level1.

For example,

./evaluation/benchmarks/gaia/scripts/run_infer.sh eval_gpt4_1106_preview 0.6.2 CodeActAgent 10

Get score

Then you can get stats by running the following command:

python ./evaluation/benchmarks/gaia/get_score.py \
--file <path_to/output.json>