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Runtime error
Paulito Palmes, PhD
commited on
Commit
·
92c98ca
1
Parent(s):
ebb8f61
init
Browse files- Dockerfile +26 -0
- Dockerfile.backup +33 -0
- __init__.py +7 -0
- app.py +59 -0
- requirements.txt +5 -0
- snake_environment.py +246 -0
Dockerfile
ADDED
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# Base image
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FROM python:3.11-slim
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# Set working directory
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WORKDIR /app/env
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# Install system dependencies (if needed)
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RUN apt-get update && apt-get install -y \
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git \
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&& rm -rf /var/lib/apt/lists/*
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# Copy environment files
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COPY . .
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# Install Python dependencies
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RUN pip install --no-cache-dir -e .
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# Expose port
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EXPOSE 8000
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# Set environment variables
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ENV PYTHONUNBUFFERED=1
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ENV ENABLE_WEB_INTERFACE=true
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# Run the server
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CMD ["python", "-m", "uvicorn", "snake_env.server.app:app", "--host", "0.0.0.0", "--port", "8000"]
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Dockerfile.backup
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@@ -0,0 +1,33 @@
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the BSD-style license found in the
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# LICENSE file in the root directory of this source tree.
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# Use the standard openenv base image
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# Built from: docker build -t openenv-base:latest -f src/core/containers/images/Dockerfile .
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# In GitHub Actions, this is overridden to use the GHCR base image
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ARG BASE_IMAGE=openenv-base:latest
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FROM ${BASE_IMAGE}
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# Install dependencies
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COPY src/envs/snake_env/server/requirements.txt /tmp/requirements.txt
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RUN pip install --no-cache-dir -r /tmp/requirements.txt && rm /tmp/requirements.txt
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# Copy only what's needed for this environment
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COPY src/core/ /app/src/core/
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COPY src/envs/snake_env/ /app/src/envs/snake_env/
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# Copy README for web interface documentation
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COPY src/envs/snake_env/README.md /app/README.md
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# Expose port
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EXPOSE 8000
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# Health check
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HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
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CMD curl -f http://localhost:8000/health || exit 1
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# Run the FastAPI server
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# CMD ["uvicorn", "envs.snake_env.server.app:app", "--host", "0.0.0.0", "--port", "8000"]
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CMD ["python", "-m", "uvicorn", "envs.snake_env.server.app:app", "--host", "0.0.0.0", "--port", "8000"]
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__init__.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the BSD-style license found in the
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# LICENSE file in the root directory of this source tree.
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"""Snake Environment Server - FastAPI HTTP server for snake game."""
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app.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the BSD-style license found in the
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# LICENSE file in the root directory of this source tree.
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"""
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FastAPI application for the Snake Environment.
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This module creates an HTTP server that exposes the SnakeEnvironment
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over HTTP endpoints, making it compatible with HTTPEnvClient.
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Usage:
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# Development (with auto-reload):
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uvicorn server.app:app --reload --host 0.0.0.0 --port 8000
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# Production:
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uvicorn server.app:app --host 0.0.0.0 --port 8000 --workers 4
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# Or run directly:
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uv run --project . server
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"""
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# Support both in-repo and standalone imports
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try:
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# In-repo imports (when running from OpenEnv repository)
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from core.env_server.http_server import create_app
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from ..models import SnakeAction, SnakeObservation
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from .snake_environment import SnakeEnvironment
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except ImportError:
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# Standalone imports (when environment is standalone with openenv-core from pip)
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from openenv_core.env_server.http_server import create_app
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from models import SnakeAction, SnakeObservation
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from server.snake_environment import SnakeEnvironment
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# Create the environment instance
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env = SnakeEnvironment()
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# Create the app with web interface and README integration
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app = create_app(env, SnakeAction, SnakeObservation, env_name="snake_env")
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def main():
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"""
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Entry point for direct execution via uv run or python -m.
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This function enables running the server without Docker:
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uv run --project . server
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python -m envs.snake_env.server.app
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openenv serve snake_env
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"""
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=8000)
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if __name__ == "__main__":
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main()
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requirements.txt
ADDED
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@@ -0,0 +1,5 @@
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# Snake environment dependencies
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marlenv>=1.0.0
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gym==0.24.1
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numpy>=1.24.0
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Pillow>=10.0.0
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snake_environment.py
ADDED
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| 1 |
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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| 2 |
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# All rights reserved.
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| 3 |
+
#
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| 4 |
+
# This source code is licensed under the BSD-style license found in the
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| 5 |
+
# LICENSE file in the root directory of this source tree.
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| 6 |
+
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| 7 |
+
"""
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| 8 |
+
Snake Environment Implementation.
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A multi-agent snake game environment that wraps marlenv's Snake-v1.
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This implementation provides a single-agent interface by wrapping the
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| 12 |
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multi-agent marlenv environment.
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"""
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+
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from uuid import uuid4
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import gym
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| 18 |
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import marlenv.envs # Register marlenv environments with gym
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| 19 |
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import numpy as np
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| 20 |
+
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| 21 |
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# Support both in-repo and standalone imports
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| 22 |
+
try:
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| 23 |
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# In-repo imports (when running from OpenEnv repository)
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| 24 |
+
from core.env_server.interfaces import Environment
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| 25 |
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from core.env_server.types import State
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| 26 |
+
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| 27 |
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from ..models import SnakeAction, SnakeObservation
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| 28 |
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except ImportError:
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| 29 |
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from models import SnakeAction, SnakeObservation
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| 30 |
+
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| 31 |
+
# Standalone imports (when environment is standalone with openenv-core from pip)
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| 32 |
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from openenv_core.env_server.interfaces import Environment
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| 33 |
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from openenv_core.env_server.types import State
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| 34 |
+
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| 35 |
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| 36 |
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class SingleAgentWrapper(gym.Wrapper):
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| 37 |
+
"""
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| 38 |
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Custom wrapper to convert multi-agent marlenv to single-agent.
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| 39 |
+
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| 40 |
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This wrapper properly handles the conversion without triggering
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| 41 |
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gym 0.24.1's strict type checking on done flags.
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| 42 |
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"""
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| 43 |
+
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| 44 |
+
def __init__(self, env):
|
| 45 |
+
super().__init__(env)
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| 46 |
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# Unwrap observation and action spaces for single agent
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| 47 |
+
if hasattr(env.observation_space, '__getitem__'):
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| 48 |
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self.observation_space = env.observation_space[0]
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| 49 |
+
if hasattr(env.action_space, '__getitem__'):
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| 50 |
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self.action_space = env.action_space[0]
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| 51 |
+
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| 52 |
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def reset(self, **kwargs):
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| 53 |
+
obs = self.env.reset(**kwargs)
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| 54 |
+
# Remove first dimension if it's a multi-agent array (num_agents, H, W, C)
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| 55 |
+
if hasattr(obs, 'shape') and len(obs.shape) == 4 and obs.shape[0] == 1:
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| 56 |
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return obs[0] # Return (H, W, C)
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| 57 |
+
# Return first agent's observation if it's a list
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| 58 |
+
if isinstance(obs, list):
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| 59 |
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return obs[0]
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| 60 |
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return obs
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| 61 |
+
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| 62 |
+
def step(self, action):
|
| 63 |
+
# Wrap action in list for multi-agent env
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| 64 |
+
obs, rewards, dones, info = self.env.step([action])
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| 65 |
+
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| 66 |
+
# Unwrap returns for single agent
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| 67 |
+
# Handle observation: remove first dimension if shape is (1, H, W, C)
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| 68 |
+
if hasattr(obs, 'shape') and len(obs.shape) == 4 and obs.shape[0] == 1:
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| 69 |
+
obs = obs[0] # Convert (1, H, W, C) -> (H, W, C)
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| 70 |
+
elif isinstance(obs, list):
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| 71 |
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obs = obs[0]
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| 72 |
+
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| 73 |
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reward = rewards[0] if isinstance(rewards, list) else rewards
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| 74 |
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done = dones[0] if isinstance(dones, list) else dones
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| 75 |
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| 76 |
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# Ensure done is a boolean (not numpy bool)
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| 77 |
+
done = bool(done)
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| 78 |
+
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| 79 |
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return obs, reward, done, info
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| 80 |
+
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| 81 |
+
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| 82 |
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class SnakeEnvironment(Environment):
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| 83 |
+
"""
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| 84 |
+
A snake game environment that wraps marlenv's Snake-v1.
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| 85 |
+
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| 86 |
+
This environment provides a single-agent interface to the multi-agent
|
| 87 |
+
snake game. The snake must navigate a grid, eat fruits, and avoid walls
|
| 88 |
+
and its own body.
|
| 89 |
+
|
| 90 |
+
Args:
|
| 91 |
+
height: Height of the grid map (default: 20)
|
| 92 |
+
width: Width of the grid map (default: 20)
|
| 93 |
+
snake_length: Initial length of the snake (default: 3)
|
| 94 |
+
vision_range: Vision range for partial observability (default: None for full grid)
|
| 95 |
+
observer: 'snake' for relative actions or 'human' for global directions (default: 'snake')
|
| 96 |
+
max_episode_steps: Maximum steps per episode (default: 1000)
|
| 97 |
+
reward_dict: Custom reward function (default: fruit=1.0, others=0.0)
|
| 98 |
+
|
| 99 |
+
Example:
|
| 100 |
+
>>> env = SnakeEnvironment()
|
| 101 |
+
>>> obs = env.reset()
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| 102 |
+
>>> print(obs.alive) # True
|
| 103 |
+
>>>
|
| 104 |
+
>>> obs = env.step(SnakeAction(action=1)) # Turn left
|
| 105 |
+
>>> print(obs.episode_score)
|
| 106 |
+
>>> print(obs.reward)
|
| 107 |
+
"""
|
| 108 |
+
|
| 109 |
+
def __init__(
|
| 110 |
+
self,
|
| 111 |
+
height: int = 20,
|
| 112 |
+
width: int = 20,
|
| 113 |
+
snake_length: int = 3,
|
| 114 |
+
vision_range: int = None,
|
| 115 |
+
observer: str = "snake",
|
| 116 |
+
max_episode_steps: int = 1000,
|
| 117 |
+
reward_dict: dict = None,
|
| 118 |
+
):
|
| 119 |
+
"""Initialize the snake environment."""
|
| 120 |
+
self._state = State(episode_id=str(uuid4()), step_count=0)
|
| 121 |
+
|
| 122 |
+
# Default reward function
|
| 123 |
+
if reward_dict is None:
|
| 124 |
+
reward_dict = {
|
| 125 |
+
"fruit": 1.0,
|
| 126 |
+
"kill": 0.0,
|
| 127 |
+
"lose": -1.0,
|
| 128 |
+
"win": 100.0,
|
| 129 |
+
"time": 0.001,
|
| 130 |
+
}
|
| 131 |
+
|
| 132 |
+
# Create the marlenv snake environment for single agent
|
| 133 |
+
# Note: We don't use gym.make directly to avoid gym 0.24.1 wrappers
|
| 134 |
+
from marlenv.envs.snake_env import SnakeEnv as MarlenvSnake
|
| 135 |
+
|
| 136 |
+
self.base_env = MarlenvSnake(
|
| 137 |
+
height=height,
|
| 138 |
+
width=width,
|
| 139 |
+
num_snakes=1, # Single agent
|
| 140 |
+
snake_length=snake_length,
|
| 141 |
+
vision_range=vision_range,
|
| 142 |
+
frame_stack=1,
|
| 143 |
+
observer=observer,
|
| 144 |
+
reward_dict=reward_dict,
|
| 145 |
+
max_episode_steps=max_episode_steps,
|
| 146 |
+
)
|
| 147 |
+
|
| 148 |
+
# Wrap with our custom SingleAgent wrapper
|
| 149 |
+
self.env = SingleAgentWrapper(self.base_env)
|
| 150 |
+
|
| 151 |
+
# Track episode statistics
|
| 152 |
+
self._episode_score = 0.0
|
| 153 |
+
self._episode_fruits = 0
|
| 154 |
+
self._episode_kills = 0
|
| 155 |
+
|
| 156 |
+
def reset(self) -> SnakeObservation:
|
| 157 |
+
"""
|
| 158 |
+
Reset the environment.
|
| 159 |
+
|
| 160 |
+
Returns:
|
| 161 |
+
SnakeObservation with initial game state
|
| 162 |
+
"""
|
| 163 |
+
self._state = State(episode_id=str(uuid4()), step_count=0)
|
| 164 |
+
self._episode_score = 0.0
|
| 165 |
+
self._episode_fruits = 0
|
| 166 |
+
self._episode_kills = 0
|
| 167 |
+
|
| 168 |
+
# Reset the marlenv environment
|
| 169 |
+
obs = self.env.reset()
|
| 170 |
+
|
| 171 |
+
# Convert observation to list format
|
| 172 |
+
obs_list = obs.tolist() if isinstance(obs, np.ndarray) else obs
|
| 173 |
+
|
| 174 |
+
# Get the grid from the environment (access base env directly)
|
| 175 |
+
grid = self.base_env.grid.tolist() if hasattr(self.base_env, "grid") else []
|
| 176 |
+
|
| 177 |
+
return SnakeObservation(
|
| 178 |
+
grid=grid,
|
| 179 |
+
observation=obs_list,
|
| 180 |
+
episode_score=self._episode_score,
|
| 181 |
+
episode_steps=self._state.step_count,
|
| 182 |
+
episode_fruits=self._episode_fruits,
|
| 183 |
+
episode_kills=self._episode_kills,
|
| 184 |
+
alive=True,
|
| 185 |
+
done=False,
|
| 186 |
+
reward=0.0,
|
| 187 |
+
)
|
| 188 |
+
|
| 189 |
+
def step(self, action: SnakeAction) -> SnakeObservation: # type: ignore[override]
|
| 190 |
+
"""
|
| 191 |
+
Execute a step in the environment.
|
| 192 |
+
|
| 193 |
+
Args:
|
| 194 |
+
action: SnakeAction containing the action to take
|
| 195 |
+
|
| 196 |
+
Returns:
|
| 197 |
+
SnakeObservation with the result of the action
|
| 198 |
+
"""
|
| 199 |
+
self._state.step_count += 1
|
| 200 |
+
|
| 201 |
+
# Execute action in marlenv
|
| 202 |
+
obs, reward, done, info = self.env.step(action.action)
|
| 203 |
+
|
| 204 |
+
# Update episode statistics
|
| 205 |
+
self._episode_score += reward
|
| 206 |
+
|
| 207 |
+
# Convert observation to list format
|
| 208 |
+
obs_list = obs.tolist() if isinstance(obs, np.ndarray) else obs
|
| 209 |
+
|
| 210 |
+
# Get the grid from the environment (access base env directly)
|
| 211 |
+
grid = self.base_env.grid.tolist() if hasattr(self.base_env, "grid") else []
|
| 212 |
+
|
| 213 |
+
# Extract episode statistics from info if available
|
| 214 |
+
episode_fruits = (
|
| 215 |
+
info.get("episode_fruits", [self._episode_fruits])[0]
|
| 216 |
+
if "episode_fruits" in info
|
| 217 |
+
else self._episode_fruits
|
| 218 |
+
)
|
| 219 |
+
episode_kills = (
|
| 220 |
+
info.get("episode_kills", [self._episode_kills])[0]
|
| 221 |
+
if "episode_kills" in info
|
| 222 |
+
else self._episode_kills
|
| 223 |
+
)
|
| 224 |
+
|
| 225 |
+
return SnakeObservation(
|
| 226 |
+
grid=grid,
|
| 227 |
+
observation=obs_list,
|
| 228 |
+
episode_score=self._episode_score,
|
| 229 |
+
episode_steps=self._state.step_count,
|
| 230 |
+
episode_fruits=int(episode_fruits),
|
| 231 |
+
episode_kills=int(episode_kills),
|
| 232 |
+
alive=not done,
|
| 233 |
+
done=done,
|
| 234 |
+
reward=float(reward),
|
| 235 |
+
metadata={"info": info},
|
| 236 |
+
)
|
| 237 |
+
|
| 238 |
+
@property
|
| 239 |
+
def state(self) -> State:
|
| 240 |
+
"""
|
| 241 |
+
Get the current environment state.
|
| 242 |
+
|
| 243 |
+
Returns:
|
| 244 |
+
Current State with episode_id and step_count
|
| 245 |
+
"""
|
| 246 |
+
return self._state
|