Spaces:
Running on CPU Upgrade
Running on CPU Upgrade
Commit ·
7b4e2da
1
Parent(s): 7473699
optional deps and main prints
Browse files- README.md +4 -3
- agent/main.py +3 -3
- agent/tools/github_find_examples.py +41 -43
- pyproject.toml +27 -14
- uv.lock +0 -0
README.md
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@@ -11,9 +11,11 @@ An MLE agent CLI with MCP (Model Context Protocol) integration and built-in tool
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# Clone the repository
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git clone git@github.com:huggingface/hf_agent.git
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cd hf-agent
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# Install
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-
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```
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### Interactive CLI
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@@ -21,7 +23,6 @@ uv sync
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```bash
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uv run python -m agent.main
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```
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This starts an interactive chat session with the agent. Type your messages and the agent will respond, using tools as needed.
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The agent will automatically discover and register all tools from configured MCP servers.
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# Clone the repository
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git clone git@github.com:huggingface/hf_agent.git
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cd hf-agent
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```
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#### Install recommended dependencies
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```bash
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uv sync --extra agent # or uv sync --extra all
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```
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### Interactive CLI
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```bash
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uv run python -m agent.main
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```
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This starts an interactive chat session with the agent. Type your messages and the agent will respond, using tools as needed.
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The agent will automatically discover and register all tools from configured MCP servers.
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agent/main.py
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@@ -327,6 +327,8 @@ async def main():
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print(f"{Colors.YELLOW} {banner}{Colors.RESET}")
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print("Type your messages below. Type 'exit', 'quit', or '/quit' to end.\n")
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print(format_separator())
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# Create queues for communication
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submission_queue = asyncio.Queue()
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config = load_config(config_path)
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# Create tool router
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print(f"
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tool_router = ToolRouter(config.mcpServers)
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# Create prompt session for input
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@@ -368,8 +370,6 @@ async def main():
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)
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)
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# Wait for agent to initialize
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print("Initializing agent...")
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await ready_event.wait()
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submission_id = 0
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print(f"{Colors.YELLOW} {banner}{Colors.RESET}")
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print("Type your messages below. Type 'exit', 'quit', or '/quit' to end.\n")
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print(format_separator())
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# Wait for agent to initialize
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print("Initializing agent...")
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# Create queues for communication
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submission_queue = asyncio.Queue()
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config = load_config(config_path)
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# Create tool router
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print(f"Loading MCP servers: {', '.join(config.mcpServers.keys())}")
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tool_router = ToolRouter(config.mcpServers)
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# Create prompt session for input
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)
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)
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await ready_event.wait()
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submission_id = 0
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agent/tools/github_find_examples.py
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@@ -404,49 +404,47 @@ def find_examples(
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# Tool specification
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GITHUB_FIND_EXAMPLES_TOOL_SPEC = {
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"name": "github_find_examples",
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"description":
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"</example>",
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),
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"parameters": {
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"type": "object",
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"properties": {
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# Tool specification
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GITHUB_FIND_EXAMPLES_TOOL_SPEC = {
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"name": "github_find_examples",
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"description": "Discover best practices, reusable scripts, tutorials, and demos for using a specific library or framework. This is an important step before implementing anything ML related. "
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"Use together with github_read_file tool.\n\n"
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"## When to use this tool\n\n"
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"- ALWAYS before implementing any training/inference/benchmarking or other ML related code or answering how-to question.\n"
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"- When exploring a new repository and need to understand how to use it\n"
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"## How it works\n\n"
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"1. Fetches all (examples, tutorials, demos, notebooks, scripts, etc.) from the repository\n"
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"2. If keyword provided, scores found files against the keyword using fuzzy matching\n"
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"3. Returns best matches sorted by relevance score\n"
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"## Examples\n\n"
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"<example>\n"
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"// ML Workflow Step: Find GRPO/SFT/DPO/RLOO etc training examples\n"
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"// Task: Starting GRPO fine-tuning project, need reference implementations\n"
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"{\n"
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" keyword: 'grpo',\n"
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" repo: 'trl',\n"
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" org: 'huggingface'\n"
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"}\n"
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"// Returns: examples/scripts/grpo_agent.py, examples/scripts/grpo_vlm.py\n"
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"// Next step: Use github_read_file to study the implementation\n"
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"</example>\n\n"
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"<example>\n"
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"// ML Workflow Step: Discover all training examples in TRL\n"
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"// Task: Exploring available training methods before choosing approach\n"
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"{\n"
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" repo: 'trl',\n"
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" org: 'huggingface',\n"
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" max_results: 20\n"
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"}\n"
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"// Lists all example scripts: PPO, DPO, GRPO, reward modeling, etc.\n"
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"</example>\n\n"
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"<example>\n"
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"// ML Workflow Step: Find LoRA fine-tuning examples\n"
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"// Task: Learning parameter-efficient fine-tuning with PEFT\n"
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"{\n"
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" keyword: 'lora',\n"
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" repo: 'peft',\n"
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" org: 'huggingface'\n"
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"}\n"
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"// Discovers LoRA configuration and training examples\n"
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"</example>",
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"parameters": {
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"type": "object",
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"properties": {
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pyproject.toml
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readme = "README.md"
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requires-python = ">=3.12"
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dependencies = [
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"requests>=2.32.5",
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"pydantic>=2.12.3",
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"litellm>=1.0.0",
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"tenacity>=8.0.0",
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"pandas>=2.3.3",
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"python-dotenv>=1.2.1",
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"huggingface-hub>=1.0.1",
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"fastmcp>=2.4.0",
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"
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"lmnr[all]>=0.7.23",
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"transformers>=2.3.0",
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"torch>=2.9.1",
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"pytest>=9.0.2",
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"prompt-toolkit>=3.0.0",
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"ipykernel>=7.1.0",
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"ipywidgets>=8.1.8",
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"thefuzz>=0.22.1",
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"nbconvert>=7.16.6",
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"nbformat>=5.10.4",
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]
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readme = "README.md"
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requires-python = ">=3.12"
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dependencies = [
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# Core dependencies (always required)
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"pydantic>=2.12.3",
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"python-dotenv>=1.2.1",
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]
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[project.optional-dependencies]
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# Agent runtime dependencies
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agent = [
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"requests>=2.32.5",
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"litellm>=1.0.0",
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"huggingface-hub>=1.0.1",
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"fastmcp>=2.4.0",
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"lmnr>=0.7.23", # Note: Using base package to avoid torch/transformers from [all] extra
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"prompt-toolkit>=3.0.0",
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"thefuzz>=0.22.1",
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"nbconvert>=7.16.6",
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"nbformat>=5.10.4",
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]
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# Evaluation/benchmarking dependencies
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eval = [
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"inspect-ai>=0.3.149",
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"pandas>=2.3.3",
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"datasets>=4.3.0",
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"tenacity>=8.0.0",
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]
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# Development and testing dependencies
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dev = [
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"pytest>=9.0.2",
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]
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# All dependencies (agent + eval + dev)
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all = [
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"hf-agent[agent,eval,dev]",
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]
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uv.lock
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