diff --git a/docs/environments.md b/docs/environments.md index c4e4bd0fc..f897a39bb 100644 --- a/docs/environments.md +++ b/docs/environments.md @@ -203,6 +203,25 @@ The OpenEnv community has built a catalog of ready-to-run environments that cove +
+
+ Web Search +

+ Web search environment for RL research with configurable grids, partial observability, and customizable rewards. +

+
+
+ + + + + + +
+
+ > Want to publish your own environment? Head over to the [Build Your Own Environment](environment-builder.md) guide for a step-by-step walkthrough. diff --git a/docs/environments/websearch.md b/docs/environments/websearch.md new file mode 100644 index 000000000..e7d182966 --- /dev/null +++ b/docs/environments/websearch.md @@ -0,0 +1,2 @@ +--8<-- "../../src/envs/websearch_env/README.md" + diff --git a/src/envs/websearch_env/README.md b/src/envs/websearch_env/README.md new file mode 100644 index 000000000..04975236a --- /dev/null +++ b/src/envs/websearch_env/README.md @@ -0,0 +1,235 @@ +--- +title: Web Search Environment Server +emoji: 📡 +colorFrom: red +colorTo: pink +sdk: docker +pinned: false +app_port: 8000 +base_path: /web +tags: + - openenv +--- + +# Web Search Environment + +A web search environment that searches the web with Google Search API (via Serper.dev). + +## Prerequisites + +### API Key Setup + +This environment requires a Serper.dev API key to function. + +1. **Get your API Key:** + - Visit [Serper.dev](https://serper.dev/) and sign up for an account + - Navigate to your dashboard to get your API key + - Free tier includes 2,500 free searches + +2. **Configure the API Key:** + + **For Local Development:** + ```bash + export SERPER_API_KEY="your-api-key-here" + ``` + + **For Docker:** + ```bash + docker run -e SERPER_API_KEY="your-api-key-here" web_search-env:latest + ``` + + **For Hugging Face Spaces (after deployment):** + - Navigate to your Space's settings page: `https://huggingface.co/spaces/USERNAME/SPACE_NAME/settings` + - Scroll to the "Repository secrets" section + - Click "New secret" + - Name: `SERPER_API_KEY` + - Value: Your Serper.dev API key + - Click "Add" + - The Space will automatically restart and use your API key + + > **Important:** Never commit your API key to code. Always use environment variables or secrets management. + +## Quick Start + +The simplest way to use the Web Search environment is through the `WebSearchEnvironment` class: + +```python +from envs.websearch_env.server.websearch_env_environment import WebSearchEnvironment +from envs.websearch_env import WebSearchAction + +try: + # Create environment from Docker image + web_search_env = WebSearchEnvironment.from_docker_image("web_search-env:latest") + + # Reset + result = web_search_env.reset() + print(f"Reset: {result.observation.content}") + + # Send a search query + query = "What is the capital of China?" + + result = web_search_env.step(WebSearchAction(query=query)) + print(f"Formatted search result:", result.observation.content) + print(f"Individual web contents:", result.observation.web_contents) + +finally: + # Always clean up + web_search_env.close() +``` + +That's it! The `WebSearchEnvironment.from_docker_image()` method handles: +- Starting the Docker container +- Waiting for the server to be ready +- Connecting to the environment +- Container cleanup when you call `close()` + +## Building the Docker Image + +Before using the environment, you need to build the Docker image: + +```bash +# From project root +docker build -t web_search-env:latest -f server/Dockerfile . +``` + +## Deploying to Hugging Face Spaces + +You can easily deploy your OpenEnv environment to Hugging Face Spaces using the `openenv push` command: + +```bash +# From the environment directory (where openenv.yaml is located) +openenv push + +# Or specify options +openenv push --namespace my-org --private +``` + +The `openenv push` command will: +1. Validate that the directory is an OpenEnv environment (checks for `openenv.yaml`) +2. Prepare a custom build for Hugging Face Docker space (enables web interface) +3. Upload to Hugging Face (ensuring you're logged in) + +### Prerequisites + +- Authenticate with Hugging Face: The command will prompt for login if not already authenticated + +### Options + +- `--directory`, `-d`: Directory containing the OpenEnv environment (defaults to current directory) +- `--repo-id`, `-r`: Repository ID in format 'username/repo-name' (defaults to 'username/env-name' from openenv.yaml) +- `--base-image`, `-b`: Base Docker image to use (overrides Dockerfile FROM) +- `--private`: Deploy the space as private (default: public) + +### Examples + +```bash +# Push to your personal namespace (defaults to username/env-name from openenv.yaml) +openenv push + +# Push to a specific repository +openenv push --repo-id my-org/my-env + +# Push with a custom base image +openenv push --base-image ghcr.io/meta-pytorch/openenv-base:latest + +# Push as a private space +openenv push --private + +# Combine options +openenv push --repo-id my-org/my-env --base-image custom-base:latest --private +``` + +After deployment, your space will be available at: +`https://huggingface.co/spaces/` + +**⚠️ Important: Configure your API key!** +After deployment, you must add your Serper.dev API key as a secret in the Space settings (see [API Key Setup](#api-key-setup) above). The environment will not work without it. + +The deployed space includes: +- **Web Interface** at `/web` - Interactive UI for exploring the environment +- **API Documentation** at `/docs` - Full OpenAPI/Swagger interface +- **Health Check** at `/health` - Container health monitoring + +## Environment Details + +### Action +**WebSearchAction**: Contains a single field +- `query` (str) - The query to search for +- `temp_api_key` (str) - Temporary Serper.dev API key if not set in envrionment variables. + +### Observation +**WebSearchObservation**: Contains the echo response and metadata +- `content` (str) - The formatted prompt that aggregates both query and web contents +- `web_contents` (list) - List of web contents for top ranked web pages +- `reward` (float) - Reward is not defined in this scenario +- `done` (bool) - Always False for search environment +- `metadata` (dict) - Additional info like step count + +### Reward +The reward is undefined here. + +## Advanced Usage + +### Connecting to an Existing Server + +If you already have a Web Search environment server running, you can connect directly: + +```python +from envs.websearch_env import WebSearchEnvironment + +# Connect to existing server +web_search_env = WebSearchEnvironment(base_url="") + +# Use as normal +result = web_search_env.reset() +result = web_search_env.step(WebSearchAction(query="What is the capital of China?")) +``` + +Note: When connecting to an existing server, `web_search_env.close()` will NOT stop the server. + +## Development & Testing + +### Direct Environment Testing + +Test the environment logic directly without starting the HTTP server: + +```bash +# From the server directory +python3 server/web_search_environment.py +``` + +This verifies that: +- Environment resets correctly +- Step executes actions properly +- State tracking works +- Rewards are calculated correctly + +### Running Locally + +Run the server locally for development: + +```bash +# Make sure to set your API key first +export SERPER_API_KEY="your-api-key-here" + +# Then run the server +uvicorn server.app:app --reload +``` + +## Project Structure + +``` +web_search/ +├── __init__.py # Module exports +├── README.md # This file +├── openenv.yaml # OpenEnv manifest +├── pyproject.toml # Project metadata and dependencies +├── uv.lock # Locked dependencies (generated) +├── client.py # WebSearchEnv client implementation +├── models.py # Action and Observation models +└── server/ + ├── __init__.py # Server module exports + ├── websearch_env_environment.py # Core environment logic + ├── app.py # FastAPI application + └── Dockerfile # Container image definition +``` diff --git a/src/envs/websearch_env/__init__.py b/src/envs/websearch_env/__init__.py new file mode 100644 index 000000000..1719c933b --- /dev/null +++ b/src/envs/websearch_env/__init__.py @@ -0,0 +1,12 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +"""WebSearch Env Environment - A web search environment that uses Google Search API (via Serper.dev).""" + +from .client import WebSearchEnv +from .models import WebSearchAction, WebSearchObservation + +__all__ = ["WebSearchAction", "WebSearchObservation", "WebSearchEnv"] diff --git a/src/envs/websearch_env/client.py b/src/envs/websearch_env/client.py new file mode 100644 index 000000000..9f1463850 --- /dev/null +++ b/src/envs/websearch_env/client.py @@ -0,0 +1,98 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +""" +WebSearch Env Environment HTTP Client. + +This module provides the client for connecting to a WebSearch Env Environment server +over HTTP. +""" + +from typing import Dict + +from openenv_core.client_types import StepResult +from openenv_core.env_server.types import State +from openenv_core.http_env_client import HTTPEnvClient + +from .models import WebSearchAction, WebSearchObservation + + +class WebSearchEnv(HTTPEnvClient[WebSearchAction, WebSearchObservation]): + """ + HTTP client for the WebSearch Env Environment. + + This client connects to a WebSearchEnvironment HTTP server and provides + methods to interact with it: reset(), step(), and state access. + + Example: + >>> # Connect to a running server + >>> client = WebSearchEnv(base_url="http://localhost:8000") + >>> result = client.reset() + >>> print(result.observation.echoed_message) + >>> + >>> # Send a message + >>> result = client.step(WebSearchAction(message="Hello!")) + >>> print(result.observation.echoed_message) + >>> print(result.reward) + + Example with Docker: + >>> # Automatically start container and connect + >>> client = WebSearchEnv.from_docker_image("WebSearch_env-env:latest") + >>> result = client.reset() + >>> result = client.step(WebSearchAction(message="Test")) + """ + + def _step_payload(self, action: WebSearchAction) -> Dict: + """ + Convert WebSearchAction to JSON payload for step request. + + Args: + action: WebSearchAction instance + + Returns: + Dictionary representation suitable for JSON encoding + """ + return { + "query": action.query, + } + + def _parse_result(self, payload: Dict) -> StepResult[WebSearchObservation]: + """ + Parse server response into StepResult[WebSearchObservation]. + + Args: + payload: JSON response from server + + Returns: + StepResult with WebSearchObservation + """ + obs_data = payload.get("observation", {}) + observation = WebSearchObservation( + content=obs_data.get("content", ""), + web_contents=obs_data.get("web_contents", []), + metadata=obs_data.get("metadata", {}), + ) + + return StepResult( + observation=observation, + reward=payload.get("reward"), + done=payload.get("done", False), + ) + + def _parse_state(self, payload: Dict) -> State: + """ + Parse server response into State object. + + Args: + payload: JSON response from /state endpoint + + Returns: + State object with episode_id and step_count + """ + return State( + episode_id=payload.get("episode_id"), + step_count=payload.get("step_count", 0), + ) diff --git a/src/envs/websearch_env/models.py b/src/envs/websearch_env/models.py new file mode 100644 index 000000000..2e032d24a --- /dev/null +++ b/src/envs/websearch_env/models.py @@ -0,0 +1,43 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +""" +Data models for the WebSearch Env Environment. + +The WebSearch Env environment is an environment that searches the web with Google Search API (via Serper.dev). +""" + +from __future__ import annotations + +# Use pydantic dataclass for validation +from pydantic.dataclasses import dataclass +from pydantic import Field +from openenv_core.env_server.types import Action, Observation + + +@dataclass(kw_only=True) +class WebSearchAction(Action): + """Action for the WebSearch Env environment - just a message to echo.""" + + query: str = Field(..., description="The query to search the web for") + temp_api_key: str | None = Field(None, description="The temporary API key to use for the Serper API (better to use the default API key from the environment variables)") + + +@dataclass(kw_only=True) +class WebSearchObservation(Observation): + """Observation from the WebSearch Env environment - the echoed message.""" + + content: str = Field(..., description="The formatted content of the search results or error message if the search failed") + web_contents: list[WebContent] = Field(..., description="The web contents of the search results") + + +@dataclass(kw_only=True) +class WebContent: + """Web content of a search result.""" + + title: str = Field(..., description="The title of the web content") + content: str = Field(..., description="The content of the web content") + url: str = Field(..., description="The URL of the web content") diff --git a/src/envs/websearch_env/openenv.yaml b/src/envs/websearch_env/openenv.yaml new file mode 100644 index 000000000..4385ad458 --- /dev/null +++ b/src/envs/websearch_env/openenv.yaml @@ -0,0 +1,7 @@ +spec_version: 1 +name: web_search +type: space +runtime: fastapi +app: server.app:app +port: 8000 + diff --git a/src/envs/websearch_env/pyproject.toml b/src/envs/websearch_env/pyproject.toml new file mode 100644 index 000000000..eebd3ffde --- /dev/null +++ b/src/envs/websearch_env/pyproject.toml @@ -0,0 +1,43 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +[build-system] +requires = ["setuptools>=45", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "openenv-web_search" +version = "0.1.0" +description = "Web Search environment for OpenEnv" +requires-python = ">=3.10" +dependencies = [ + # Core OpenEnv dependencies (required for server functionality) + "openenv-core>=0.1.0", + "fastapi>=0.115.0", + "pydantic>=2.0.0", + "uvicorn[standard]>=0.24.0", + "requests>=2.31.0", + # Environment-specific dependencies + "chardet==5.2.0", +] + +[project.optional-dependencies] +dev = [ + "pytest>=8.0.0", + "pytest-cov>=4.0.0", +] + +[project.scripts] +# Server entry point - enables running via: uv run --project . server +# or: python -m web_search.server.app +server = "web_search.server.app:main" + +[tool.setuptools] +package-dir = {"" = "."} + +[tool.setuptools.packages.find] +where = ["."] + diff --git a/src/envs/websearch_env/server/Dockerfile b/src/envs/websearch_env/server/Dockerfile new file mode 100644 index 000000000..f125ca47f --- /dev/null +++ b/src/envs/websearch_env/server/Dockerfile @@ -0,0 +1,78 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +# Multi-stage build using openenv-base +# This Dockerfile is flexible and works for both: +# - In-repo environments (with local src/core) +# - Standalone environments (with openenv-core from pip) +# The build script (openenv build) handles context detection and sets appropriate build args. + +ARG BASE_IMAGE=ghcr.io/meta-pytorch/openenv-base:latest +FROM ${BASE_IMAGE} AS builder + +WORKDIR /app + +# Build argument to control whether we're building standalone or in-repo +ARG BUILD_MODE=in-repo +ARG ENV_NAME=web_search + +# Copy environment code (always at root of build context) +COPY . /app/env + +# For in-repo builds, openenv-core is already in the pyproject.toml dependencies +# For standalone builds, openenv-core will be installed from pip via pyproject.toml +WORKDIR /app/env + +# Ensure uv is available (for local builds where base image lacks it) +RUN if ! command -v uv >/dev/null 2>&1; then \ + curl -LsSf https://astral.sh/uv/install.sh | sh && \ + mv /root/.local/bin/uv /usr/local/bin/uv && \ + mv /root/.local/bin/uvx /usr/local/bin/uvx; \ + fi + +# Install dependencies using uv sync +# If uv.lock exists, use it; otherwise resolve on the fly +RUN --mount=type=cache,target=/root/.cache/uv \ + if [ -f uv.lock ]; then \ + uv sync --frozen --no-install-project --no-editable; \ + else \ + uv sync --no-install-project --no-editable; \ + fi + +RUN --mount=type=cache,target=/root/.cache/uv \ + if [ -f uv.lock ]; then \ + uv sync --frozen --no-editable; \ + else \ + uv sync --no-editable; \ + fi + +# Final runtime stage +FROM ${BASE_IMAGE} + +WORKDIR /app + +# Copy the virtual environment from builder +COPY --from=builder /app/env/.venv /app/.venv + +# Copy the environment code +COPY --from=builder /app/env /app/env + +# Set PATH to use the virtual environment +ENV PATH="/app/.venv/bin:$PATH" + +# Set PYTHONPATH so imports work correctly +ENV PYTHONPATH="/app/env:$PYTHONPATH" + +# Health check +HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \ + CMD curl -f http://localhost:8000/health || exit 1 + +# Run the FastAPI server +# The module path is constructed to work with the /app/env structure +# Note: This environment requires SERPER_API_KEY environment variable to be set. +# For local development: docker run -e SERPER_API_KEY="your-key" ... +# For Hugging Face Spaces: Add SERPER_API_KEY as a secret in the Space settings +CMD ["sh", "-c", "cd /app/env && uvicorn server.app:app --host 0.0.0.0 --port 8000"] diff --git a/src/envs/websearch_env/server/__init__.py b/src/envs/websearch_env/server/__init__.py new file mode 100644 index 000000000..03ded70c7 --- /dev/null +++ b/src/envs/websearch_env/server/__init__.py @@ -0,0 +1,11 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +"""WebSearch Env Environment server components.""" + +from .web_search_environment import WebSearchEnvironment + +__all__ = ["WebSearchEnvironment"] diff --git a/src/envs/websearch_env/server/app.py b/src/envs/websearch_env/server/app.py new file mode 100644 index 000000000..4333cf7c0 --- /dev/null +++ b/src/envs/websearch_env/server/app.py @@ -0,0 +1,70 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +""" +FastAPI application for the Websearch Env Environment. + +This module creates an HTTP server that exposes the WebSearchEnvironment +over HTTP endpoints, making it compatible with HTTPEnvClient. + +Usage: + # Development (with auto-reload): + uvicorn server.app:app --reload --host 0.0.0.0 --port 8000 + + # Production: + uvicorn server.app:app --host 0.0.0.0 --port 8000 --workers 4 + + # Or run directly: + python -m server.app +""" + +try: + from openenv_core.env_server.http_server import create_app +except Exception as e: # pragma: no cover + raise ImportError( + "openenv_core is required for the web interface. Install dependencies with '\n" + " uv sync\n'" + ) from e + +from .web_search_environment import WebSearchEnvironment +from models import WebSearchAction, WebSearchObservation + +# Create the environment instance +env = WebSearchEnvironment() + +# Create the app with web interface and README integration +app = create_app( + env, + WebSearchAction, + WebSearchObservation, + env_name="websearch_env", +) + + +def main(host: str = "0.0.0.0", port: int = 8000): + """ + Entry point for direct execution via uv run or python -m. + + This function enables running the server without Docker: + uv run --project . server + uv run --project . server --port 8001 + python -m websearch_env.server.app + + Args: + host: Host address to bind to (default: "0.0.0.0") + port: Port number to listen on (default: 8000) + + For production deployments, consider using uvicorn directly with + multiple workers: + uvicorn websearch_env.server.app:app --workers 4 + """ + import uvicorn + + uvicorn.run(app, host=host, port=port) + + +if __name__ == "__main__": + main() diff --git a/src/envs/websearch_env/server/web_search_environment.py b/src/envs/websearch_env/server/web_search_environment.py new file mode 100644 index 000000000..31e741289 --- /dev/null +++ b/src/envs/websearch_env/server/web_search_environment.py @@ -0,0 +1,104 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +""" +Websearch Env Environment Implementation. + +A web search environment that uses the google search API (via Serper API) to search the web. +""" + +from __future__ import annotations +import os +import logging +from uuid import uuid4 + +from models import WebSearchAction, WebSearchObservation +from openenv_core.env_server.interfaces import Environment +from openenv_core.env_server.types import State +from .web_search_tool import WebSearchTool + +logger = logging.getLogger(__name__) + + +class WebSearchEnvironment(Environment): + """ + A web search environment that uses the google search API (via Serper API) to search the web. + + This environment is designed for testing the HTTP server infrastructure. + It maintains minimal state and simply returns the search results. + + Example: + >>> env = WebSearchEnvironment() + >>> obs = env.reset() + >>> print(obs.web_contents) # [] + >>> + >>> obs = env.step(WebSearchAction(query="What is the capital of France?")) + >>> print(obs.web_contents) # [WebContent(title="Capital of France", content="The capital of France is Paris", url="https://en.wikipedia.org/wiki/Paris")] + """ + + def __init__(self): + """Initialize the searchr1_env environment.""" + self._state = State(episode_id=str(uuid4()), step_count=0) + self._reset_count = 0 + + # Get API key from environment + api_key = os.environ.get("SERPER_API_KEY") + + # Log API key status for debugging (without exposing the full key) + if api_key: + logger.info(f"SERPER_API_KEY found (ends with: {api_key[-3:]}...)") + else: + logger.warning("SERPER_API_KEY not found in environment variables!") + logger.warning("Please set SERPER_API_KEY in Hugging Face Spaces secrets or as an environment variable") + + self._web_search_tool = WebSearchTool( + api_key=api_key, + top_k=5, + timeout=60, + snippet_only=False, + proxy=None, + ) + + def reset(self) -> WebSearchObservation: + """ + Reset the environment. + + Returns: + WebSearchObservation with empty web contents + """ + self._state = State(episode_id=str(uuid4()), step_count=0) + self._reset_count += 1 + + return WebSearchObservation( + content="", + web_contents=[], + done=False, + reward=0.0, + ) + + def step(self, action: WebSearchAction) -> WebSearchObservation: # type: ignore[override] + """ + Execute a step in the environment by echoing the message. + + Args: + action: WebSearchAction containing the message to echo + + Returns: + WebSearchObservation with the echoed message and its length + """ + self._state.step_count += 1 + + return self._web_search_tool.execute(action) + + @property + def state(self) -> State: + """ + Get the current environment state. + + Returns: + Current State with episode_id and step_count + """ + return self._state diff --git a/src/envs/websearch_env/server/web_search_tool.py b/src/envs/websearch_env/server/web_search_tool.py new file mode 100644 index 000000000..b12e22e56 --- /dev/null +++ b/src/envs/websearch_env/server/web_search_tool.py @@ -0,0 +1,265 @@ +# Copyright 2025 Yuan He. All Rights Reserved. + +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Inspired by: https://github.com/THUDM/slime/tree/main/examples/search-r1 + +from __future__ import annotations +import random + +import requests +import chardet + +from models import WebContent, WebSearchAction, WebSearchObservation + + +class WebSearchTool: + """A tool for searching the web using Google Search API (via Serper.dev).""" + + def __init__( + self, + api_key: str | None = None, + top_k: int = 5, + timeout: int = 60, + snippet_only: bool = False, + proxy: str | None = None, + ): + self.api_key = api_key + self.top_k = top_k + self.timeout = timeout + self.snippet_only = snippet_only + self.proxy = proxy + + def execute(self, web_search_action: WebSearchAction) -> WebSearchObservation: + """ + Execute a web search based on the query. + """ + query = web_search_action.query.strip() + api_key = web_search_action.temp_api_key or self.api_key + try: + web_contents = self.google_search( + api_key=api_key, + query=query, + top_k=self.top_k, + timeout=self.timeout, + snippet_only=self.snippet_only, + ) + if web_contents: + return WebSearchObservation( + content=self.format_web_contents(web_contents, query), + web_contents=web_contents, + done=False, + metadata={"query": query}, + ) + else: + return WebSearchObservation( + content=f"[ERROR] No search results found for query: {query}", + web_contents=[], + done=False, + metadata={"query": query, "error": "No search results found"}, + ) + + except Exception as e: + import traceback + tb_str = traceback.format_exc() + return WebSearchObservation( + content=f"[ERROR] Search failed due to: {str(e)}\nTraceback:\n{tb_str}", + web_contents=[], + done=False, + metadata={"query": query, "error": str(e), "traceback": tb_str}, + ) + + def google_search( + self, + api_key: str, + query: str, + top_k: int = 5, + timeout: int = 60, + snippet_only: bool = False, + ) -> list[WebContent]: + """ + Perform a Google search using Serper.dev API. + + Args: + api_key: Serper.dev API key. + query: Search query string. + top_k: Number of results to return. + timeout: Request timeout in seconds. + snippet_only: If `True`, return only snippets; if `False`, fetch full webpage content. + + Returns: + list[dict[str, Any]]: List of search results with titles and content. + """ + proxies = {"http": self.proxy, "https": self.proxy} if self.proxy else None + + resp = requests.post( + "https://google.serper.dev/search", + json={ + "q": query, + "num": top_k, + "gl": "us", + "hl": "en", + }, + headers={ + "Content-Type": "application/json", + "X-API-KEY": api_key, + }, + timeout=timeout, + proxies=proxies, + ) + resp.raise_for_status() + response = resp.json() + items = response.get("organic", []) + + web_contents = [] + if snippet_only: + # Quick mode: just use snippets + for item in items: + title = item.get("title", "") + snippet = item.get("snippet", "") + context = " ".join(self.parse_search_snippet(snippet)) + + if title or context: + title = title or "No title." + context = context or "No snippet available." + web_contents.append(WebContent(title=title, content=context, url=item.get("link", ""))) + else: + # Deep mode: fetch full page content + links = [item.get("link", "") for item in items if "link" in item] + raw_contents = self.fetch_web_contents(links) + + for i, item in enumerate(items): + title = item.get("title", "") + snippet = item.get("snippet", "") + + # Extract relevant context from the full page + context = self.expand_search_snippet(snippet, raw_contents[i]) if i < len(raw_contents) and raw_contents[i] else snippet + + if title or context: + title = title or "No title." + context = context or "No content available." + web_contents.append(WebContent(title=title, content=context, url=item.get("link", ""))) + + return web_contents + + @staticmethod + def fetch_web_contents(urls: list[str], limit: int = 8) -> list[str]: + """ + Fetch multiple web contents concurrently with rate limiting. + + Args: + urls (list[str]): List of URLs to fetch. + limit (int): Maximum concurrent requests. + + Returns: + list[str]: List of page contents (empty string for failed requests). + """ + + def _fetch(url: str) -> str: + if url == "": + return "" + + user_agents = [ + "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36", + "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36", + "Mozilla/5.0 (compatible; Googlebot/2.1; +https://www.google.com/bot.html)", + ] + headers = {"User-Agent": random.choice(user_agents)} + + try: + response = requests.get(url, headers=headers, timeout=10) + raw = response.content + detected = chardet.detect(raw) + encoding = detected.get("encoding") or "utf-8" + return raw.decode(encoding, errors="ignore") + except Exception: + # Silently fail for individual pages + return "" + + # Fetch URLs sequentially + results = [] + for url in urls: + results.append(_fetch(url)) + + return results + + @staticmethod + def parse_search_snippet(snippet: str) -> list[str]: + """ + Parse a search snippet into meaningful segments. + + Args: + snippet: The snippet text with ellipsis separators. + + Returns: + List of text segments with at least 5 words. + """ + segments = snippet.split("...") + return [s.strip() for s in segments if len(s.strip().split()) > 5] + + @staticmethod + def expand_search_snippet(snippet: str, web_content: str) -> str: + """ + Finds snippet segments in the web content and expands them to full paragraphs. + + Args: + snippet (str): The search snippet with key phrases. + web_content (str): The full web content text. + + Returns: + str: The expanded full context of the snippet. + """ + snippets = WebSearchTool.parse_search_snippet(snippet) + ctx_paras = [] + + for s in snippets: + # Find snippet in document + pos = web_content.replace("\n", " ").find(s) + if pos == -1: + continue + + # Expand to paragraph boundaries + sta = pos + while sta > 0 and web_content[sta] != "\n": + sta -= 1 + + end = pos + len(s) + while end < len(web_content) and web_content[end] != "\n": + end += 1 + + para = web_content[sta:end].strip() + if para and para not in ctx_paras: + ctx_paras.append(para) + + return "\n".join(ctx_paras) + + @staticmethod + def format_web_contents(web_contents: list[WebContent], query: str) -> str: + """ + Format search results into a readable string. + + Args: + results (list[dict[str, 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environment test because SERPER_API_KEY is not set.") + + # Create the environment + env = WebSearchEnvironment() + + # Reset the environment + obs: WebSearchObservation = env.reset() + assert obs.web_contents == [] + assert obs.content == "" + + # Step the environment + obs: WebSearchObservation = env.step(WebSearchAction(query="What is the capital of France?")) + if not obs.metadata.get("error"): + assert obs.web_contents != [] + assert len(obs.web_contents) == 5 + assert obs.metadata == {"query": "What is the capital of France?"} + else: + assert obs.web_contents == [] + assert "[ERROR]" in obs.content \ No newline at end of file