Spaces:
Sleeping
Sleeping
Pramod Basavaraj Menasi commited on
Commit ·
d574597
1
Parent(s): 88b5c45
Add application file
Browse files- .gitattributes +4 -0
- .gitignore +2 -0
- Dockerfile +82 -0
- README.md +249 -5
- __init__.py +15 -0
- __pycache__/client.cpython-313.pyc +0 -0
- __pycache__/models.cpython-313.pyc +0 -0
- client.py +55 -0
- inference.py +149 -0
- models.py +42 -0
- openenv.yaml +7 -0
- openenv_incidentops_env.egg-info/PKG-INFO +9 -0
- openenv_incidentops_env.egg-info/SOURCES.txt +15 -0
- openenv_incidentops_env.egg-info/dependency_links.txt +1 -0
- openenv_incidentops_env.egg-info/entry_points.txt +2 -0
- openenv_incidentops_env.egg-info/requires.txt +5 -0
- openenv_incidentops_env.egg-info/top_level.txt +1 -0
- pyproject.toml +44 -0
- server/__init__.py +11 -0
- server/app.py +56 -0
- server/incidentops_env_environment.py +282 -0
- server/requirements.txt +14 -0
- uv.lock +0 -0
.gitattributes
CHANGED
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@@ -33,3 +33,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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+
__pycache__/
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*.pyc
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.env
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+
incidentops_env/
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.gitignore
ADDED
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@@ -0,0 +1,2 @@
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.env
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Dockerfile
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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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# Multi-stage build using openenv-base
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# This Dockerfile is flexible and works for both:
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# - In-repo environments (with local OpenEnv sources)
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# - Standalone environments (with openenv from PyPI/Git)
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# The build script (openenv build) handles context detection and sets appropriate build args.
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ARG BASE_IMAGE=ghcr.io/meta-pytorch/openenv-base:latest
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FROM ${BASE_IMAGE} AS builder
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WORKDIR /app
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# Ensure git is available (required for installing dependencies from VCS)
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RUN apt-get update && \
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apt-get install -y --no-install-recommends git && \
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rm -rf /var/lib/apt/lists/*
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# Build argument to control whether we're building standalone or in-repo
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ARG BUILD_MODE=in-repo
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ARG ENV_NAME=incidentops_env
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# Copy environment code (always at root of build context)
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COPY . /app/env
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# For in-repo builds, openenv is already vendored in the build context
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# For standalone builds, openenv will be installed via pyproject.toml
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WORKDIR /app/env
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# Ensure uv is available (for local builds where base image lacks it)
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RUN if ! command -v uv >/dev/null 2>&1; then \
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curl -LsSf https://astral.sh/uv/install.sh | sh && \
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mv /root/.local/bin/uv /usr/local/bin/uv && \
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mv /root/.local/bin/uvx /usr/local/bin/uvx; \
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fi
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# Install dependencies using uv sync
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# If uv.lock exists, use it; otherwise resolve on the fly
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RUN --mount=type=cache,target=/root/.cache/uv \
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if [ -f uv.lock ]; then \
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uv sync --frozen --no-install-project --no-editable; \
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else \
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uv sync --no-install-project --no-editable; \
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fi
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RUN --mount=type=cache,target=/root/.cache/uv \
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if [ -f uv.lock ]; then \
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uv sync --frozen --no-editable; \
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else \
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uv sync --no-editable; \
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fi
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# Final runtime stage
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FROM ${BASE_IMAGE}
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WORKDIR /app
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# Copy the virtual environment from builder
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COPY --from=builder /app/env/.venv /app/.venv
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# Copy the environment code
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COPY --from=builder /app/env /app/env
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# Set PATH to use the virtual environment
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ENV PATH="/app/.venv/bin:$PATH"
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# Set PYTHONPATH so imports work correctly
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ENV PYTHONPATH="/app/env:$PYTHONPATH"
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ENV ENABLE_WEB_INTERFACE=true
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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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# The module path is constructed to work with the /app/env structure
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CMD ["sh", "-c", "cd /app/env && uvicorn server.app:app --host 0.0.0.0 --port 8000"]
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README.md
CHANGED
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@@ -1,11 +1,255 @@
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---
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-
title: Incidentops Env
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-
emoji:
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-
colorFrom:
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colorTo: blue
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sdk: docker
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pinned: false
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-
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---
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-
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---
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title: Incidentops Env Environment Server
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emoji: ⏰
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colorFrom: yellow
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colorTo: blue
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sdk: docker
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pinned: false
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app_port: 8000
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base_path: /web
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tags:
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- openenv
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---
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# Incidentops Env Environment
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A simple test environment that echoes back messages. Perfect for testing the env APIs as well as demonstrating environment usage patterns.
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## Quick Start
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The simplest way to use the Incidentops Env environment is through the `IncidentopsEnv` class:
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```python
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from incidentops_env import IncidentopsAction, IncidentopsEnv
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try:
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# Create environment from Docker image
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incidentops_envenv = IncidentopsEnv.from_docker_image("incidentops_env-env:latest")
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# Reset
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result = incidentops_envenv.reset()
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print(f"Reset: {result.observation.echoed_message}")
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# Send multiple messages
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messages = ["Hello, World!", "Testing echo", "Final message"]
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for msg in messages:
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result = incidentops_envenv.step(IncidentopsAction(message=msg))
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print(f"Sent: '{msg}'")
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print(f" → Echoed: '{result.observation.echoed_message}'")
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print(f" → Length: {result.observation.message_length}")
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print(f" → Reward: {result.reward}")
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finally:
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# Always clean up
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incidentops_envenv.close()
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```
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That's it! The `IncidentopsEnv.from_docker_image()` method handles:
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- Starting the Docker container
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- Waiting for the server to be ready
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- Connecting to the environment
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- Container cleanup when you call `close()`
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## Building the Docker Image
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Before using the environment, you need to build the Docker image:
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| 57 |
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```bash
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| 59 |
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# From project root
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docker build -t incidentops_env-env:latest -f server/Dockerfile .
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```
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+
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## Deploying to Hugging Face Spaces
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| 65 |
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You can easily deploy your OpenEnv environment to Hugging Face Spaces using the `openenv push` command:
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| 66 |
+
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| 67 |
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```bash
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| 68 |
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# From the environment directory (where openenv.yaml is located)
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| 69 |
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openenv push
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# Or specify options
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| 72 |
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openenv push --namespace my-org --private
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```
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| 74 |
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The `openenv push` command will:
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| 76 |
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1. Validate that the directory is an OpenEnv environment (checks for `openenv.yaml`)
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| 77 |
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2. Prepare a custom build for Hugging Face Docker space (enables web interface)
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| 78 |
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3. Upload to Hugging Face (ensuring you're logged in)
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| 79 |
+
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| 80 |
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### Prerequisites
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| 81 |
+
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| 82 |
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- Authenticate with Hugging Face: The command will prompt for login if not already authenticated
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| 83 |
+
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| 84 |
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### Options
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| 85 |
+
|
| 86 |
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- `--directory`, `-d`: Directory containing the OpenEnv environment (defaults to current directory)
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| 87 |
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- `--repo-id`, `-r`: Repository ID in format 'username/repo-name' (defaults to 'username/env-name' from openenv.yaml)
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| 88 |
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- `--base-image`, `-b`: Base Docker image to use (overrides Dockerfile FROM)
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| 89 |
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- `--private`: Deploy the space as private (default: public)
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| 90 |
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| 91 |
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### Examples
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| 92 |
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| 93 |
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```bash
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| 94 |
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# Push to your personal namespace (defaults to username/env-name from openenv.yaml)
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| 95 |
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openenv push
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| 96 |
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| 97 |
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# Push to a specific repository
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| 98 |
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openenv push --repo-id my-org/my-env
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| 99 |
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| 100 |
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# Push with a custom base image
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| 101 |
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openenv push --base-image ghcr.io/meta-pytorch/openenv-base:latest
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| 102 |
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| 103 |
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# Push as a private space
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| 104 |
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openenv push --private
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| 105 |
+
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| 106 |
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# Combine options
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| 107 |
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openenv push --repo-id my-org/my-env --base-image custom-base:latest --private
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| 108 |
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```
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| 109 |
+
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| 110 |
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After deployment, your space will be available at:
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| 111 |
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`https://huggingface.co/spaces/<repo-id>`
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| 112 |
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| 113 |
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The deployed space includes:
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| 114 |
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- **Web Interface** at `/web` - Interactive UI for exploring the environment
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| 115 |
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- **API Documentation** at `/docs` - Full OpenAPI/Swagger interface
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| 116 |
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- **Health Check** at `/health` - Container health monitoring
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| 117 |
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- **WebSocket** at `/ws` - Persistent session endpoint for low-latency interactions
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| 118 |
+
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| 119 |
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## Environment Details
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| 120 |
+
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| 121 |
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### Action
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| 122 |
+
**IncidentopsAction**: Contains a single field
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| 123 |
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- `message` (str) - The message to echo back
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| 124 |
+
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| 125 |
+
### Observation
|
| 126 |
+
**IncidentopsObservation**: Contains the echo response and metadata
|
| 127 |
+
- `echoed_message` (str) - The message echoed back
|
| 128 |
+
- `message_length` (int) - Length of the message
|
| 129 |
+
- `reward` (float) - Reward based on message length (length × 0.1)
|
| 130 |
+
- `done` (bool) - Always False for echo environment
|
| 131 |
+
- `metadata` (dict) - Additional info like step count
|
| 132 |
+
|
| 133 |
+
### Reward
|
| 134 |
+
The reward is calculated as: `message_length × 0.1`
|
| 135 |
+
- "Hi" → reward: 0.2
|
| 136 |
+
- "Hello, World!" → reward: 1.3
|
| 137 |
+
- Empty message → reward: 0.0
|
| 138 |
+
|
| 139 |
+
## Advanced Usage
|
| 140 |
+
|
| 141 |
+
### Connecting to an Existing Server
|
| 142 |
+
|
| 143 |
+
If you already have a Incidentops Env environment server running, you can connect directly:
|
| 144 |
+
|
| 145 |
+
```python
|
| 146 |
+
from incidentops_env import IncidentopsEnv
|
| 147 |
+
|
| 148 |
+
# Connect to existing server
|
| 149 |
+
incidentops_envenv = IncidentopsEnv(base_url="<ENV_HTTP_URL_HERE>")
|
| 150 |
+
|
| 151 |
+
# Use as normal
|
| 152 |
+
result = incidentops_envenv.reset()
|
| 153 |
+
result = incidentops_envenv.step(IncidentopsAction(message="Hello!"))
|
| 154 |
+
```
|
| 155 |
+
|
| 156 |
+
Note: When connecting to an existing server, `incidentops_envenv.close()` will NOT stop the server.
|
| 157 |
+
|
| 158 |
+
### Using the Context Manager
|
| 159 |
+
|
| 160 |
+
The client supports context manager usage for automatic connection management:
|
| 161 |
+
|
| 162 |
+
```python
|
| 163 |
+
from incidentops_env import IncidentopsAction, IncidentopsEnv
|
| 164 |
+
|
| 165 |
+
# Connect with context manager (auto-connects and closes)
|
| 166 |
+
with IncidentopsEnv(base_url="http://localhost:8000") as env:
|
| 167 |
+
result = env.reset()
|
| 168 |
+
print(f"Reset: {result.observation.echoed_message}")
|
| 169 |
+
# Multiple steps with low latency
|
| 170 |
+
for msg in ["Hello", "World", "!"]:
|
| 171 |
+
result = env.step(IncidentopsAction(message=msg))
|
| 172 |
+
print(f"Echoed: {result.observation.echoed_message}")
|
| 173 |
+
```
|
| 174 |
+
|
| 175 |
+
The client uses WebSocket connections for:
|
| 176 |
+
- **Lower latency**: No HTTP connection overhead per request
|
| 177 |
+
- **Persistent session**: Server maintains your environment state
|
| 178 |
+
- **Efficient for episodes**: Better for many sequential steps
|
| 179 |
+
|
| 180 |
+
### Concurrent WebSocket Sessions
|
| 181 |
+
|
| 182 |
+
The server supports multiple concurrent WebSocket connections. To enable this,
|
| 183 |
+
modify `server/app.py` to use factory mode:
|
| 184 |
+
|
| 185 |
+
```python
|
| 186 |
+
# In server/app.py - use factory mode for concurrent sessions
|
| 187 |
+
app = create_app(
|
| 188 |
+
IncidentopsEnvironment, # Pass class, not instance
|
| 189 |
+
IncidentopsAction,
|
| 190 |
+
IncidentopsObservation,
|
| 191 |
+
max_concurrent_envs=4, # Allow 4 concurrent sessions
|
| 192 |
+
)
|
| 193 |
+
```
|
| 194 |
+
|
| 195 |
+
Then multiple clients can connect simultaneously:
|
| 196 |
+
|
| 197 |
+
```python
|
| 198 |
+
from incidentops_env import IncidentopsAction, IncidentopsEnv
|
| 199 |
+
from concurrent.futures import ThreadPoolExecutor
|
| 200 |
+
|
| 201 |
+
def run_episode(client_id: int):
|
| 202 |
+
with IncidentopsEnv(base_url="http://localhost:8000") as env:
|
| 203 |
+
result = env.reset()
|
| 204 |
+
for i in range(10):
|
| 205 |
+
result = env.step(IncidentopsAction(message=f"Client {client_id}, step {i}"))
|
| 206 |
+
return client_id, result.observation.message_length
|
| 207 |
+
|
| 208 |
+
# Run 4 episodes concurrently
|
| 209 |
+
with ThreadPoolExecutor(max_workers=4) as executor:
|
| 210 |
+
results = list(executor.map(run_episode, range(4)))
|
| 211 |
+
```
|
| 212 |
+
|
| 213 |
+
## Development & Testing
|
| 214 |
+
|
| 215 |
+
### Direct Environment Testing
|
| 216 |
+
|
| 217 |
+
Test the environment logic directly without starting the HTTP server:
|
| 218 |
+
|
| 219 |
+
```bash
|
| 220 |
+
# From the server directory
|
| 221 |
+
python3 server/incidentops_env_environment.py
|
| 222 |
+
```
|
| 223 |
+
|
| 224 |
+
This verifies that:
|
| 225 |
+
- Environment resets correctly
|
| 226 |
+
- Step executes actions properly
|
| 227 |
+
- State tracking works
|
| 228 |
+
- Rewards are calculated correctly
|
| 229 |
+
|
| 230 |
+
### Running Locally
|
| 231 |
+
|
| 232 |
+
Run the server locally for development:
|
| 233 |
+
|
| 234 |
+
```bash
|
| 235 |
+
uvicorn server.app:app --reload
|
| 236 |
+
```
|
| 237 |
+
|
| 238 |
+
## Project Structure
|
| 239 |
+
|
| 240 |
+
```
|
| 241 |
+
incidentops_env/
|
| 242 |
+
├── .dockerignore # Docker build exclusions
|
| 243 |
+
├── __init__.py # Module exports
|
| 244 |
+
├── README.md # This file
|
| 245 |
+
├── openenv.yaml # OpenEnv manifest
|
| 246 |
+
├── pyproject.toml # Project metadata and dependencies
|
| 247 |
+
├── uv.lock # Locked dependencies (generated)
|
| 248 |
+
├── client.py # IncidentopsEnv client
|
| 249 |
+
├── models.py # Action and Observation models
|
| 250 |
+
└── server/
|
| 251 |
+
├── __init__.py # Server module exports
|
| 252 |
+
├── incidentops_env_environment.py # Core environment logic
|
| 253 |
+
├── app.py # FastAPI application (HTTP + WebSocket endpoints)
|
| 254 |
+
└── Dockerfile # Container image definition
|
| 255 |
+
```
|
__init__.py
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
# All rights reserved.
|
| 3 |
+
#
|
| 4 |
+
# This source code is licensed under the BSD-style license found in the
|
| 5 |
+
# LICENSE file in the root directory of this source tree.
|
| 6 |
+
"""Incidentops Env Environment."""
|
| 7 |
+
from .client import IncidentopsEnv
|
| 8 |
+
from .models import IncidentopsAction, IncidentopsObservation
|
| 9 |
+
__all__ = [
|
| 10 |
+
"IncidentopsAction",
|
| 11 |
+
"IncidentopsObservation",
|
| 12 |
+
"IncidentopsEnv",
|
| 13 |
+
]
|
| 14 |
+
|
| 15 |
+
|
__pycache__/client.cpython-313.pyc
ADDED
|
Binary file (3.11 kB). View file
|
|
|
__pycache__/models.cpython-313.pyc
ADDED
|
Binary file (2.82 kB). View file
|
|
|
client.py
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
|
| 3 |
+
# All rights reserved.
|
| 4 |
+
|
| 5 |
+
#
|
| 6 |
+
|
| 7 |
+
# This source code is licensed under the BSD-style license found in the
|
| 8 |
+
|
| 9 |
+
# LICENSE file in the root directory of this source tree.
|
| 10 |
+
|
| 11 |
+
"""Incidentops Env Environment Client."""
|
| 12 |
+
from __future__ import annotations
|
| 13 |
+
from typing import Dict
|
| 14 |
+
from openenv.core import EnvClient
|
| 15 |
+
from openenv.core.client_types import StepResult
|
| 16 |
+
from openenv.core.env_server.types import State
|
| 17 |
+
from models import IncidentopsAction, IncidentopsObservation
|
| 18 |
+
|
| 19 |
+
class IncidentopsEnv(EnvClient[IncidentopsAction, IncidentopsObservation, State]):
|
| 20 |
+
def _step_payload(self, action: IncidentopsAction) -> Dict:
|
| 21 |
+
return {"action": action.action}
|
| 22 |
+
|
| 23 |
+
def _parse_result(self, payload: Dict) -> StepResult[IncidentopsObservation]:
|
| 24 |
+
obs_data = payload.get("observation", {})
|
| 25 |
+
observation = IncidentopsObservation(
|
| 26 |
+
alert_summary=obs_data.get("alert_summary", ""),
|
| 27 |
+
severity=obs_data.get("severity", "low"),
|
| 28 |
+
likely_cause=obs_data.get("likely_cause", "unknown"),
|
| 29 |
+
hf_confidence=obs_data.get("hf_confidence", 0.0),
|
| 30 |
+
services_affected=obs_data.get("services_affected", []),
|
| 31 |
+
logs_available=obs_data.get("logs_available", False),
|
| 32 |
+
log_snippet=obs_data.get("log_snippet", ""),
|
| 33 |
+
service_healthy=obs_data.get("service_healthy", False),
|
| 34 |
+
elapsed_steps=obs_data.get("elapsed_steps", 0),
|
| 35 |
+
sla_steps_remaining=obs_data.get("sla_steps_remaining", 0),
|
| 36 |
+
action_history=obs_data.get("action_history", []),
|
| 37 |
+
available_actions=obs_data.get("available_actions", []),
|
| 38 |
+
incident_resolved=obs_data.get("incident_resolved", False),
|
| 39 |
+
wrong_escalations=obs_data.get("wrong_escalations", 0),
|
| 40 |
+
metadata=obs_data.get("metadata", {}),
|
| 41 |
+
reward=payload.get("reward", 0.0),
|
| 42 |
+
done=payload.get("done", False),
|
| 43 |
+
)
|
| 44 |
+
return StepResult(
|
| 45 |
+
observation=observation,
|
| 46 |
+
reward=payload.get("reward", 0.0),
|
| 47 |
+
done=payload.get("done", False),
|
| 48 |
+
)
|
| 49 |
+
|
| 50 |
+
def _parse_state(self, payload: Dict) -> State:
|
| 51 |
+
return State(
|
| 52 |
+
episode_id=payload.get("episode_id"),
|
| 53 |
+
step_count=payload.get("step_count", 0),
|
| 54 |
+
)
|
| 55 |
+
|
inference.py
ADDED
|
@@ -0,0 +1,149 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from __future__ import annotations
|
| 2 |
+
from dotenv import load_dotenv
|
| 3 |
+
import os
|
| 4 |
+
|
| 5 |
+
load_dotenv()
|
| 6 |
+
import asyncio
|
| 7 |
+
import json
|
| 8 |
+
import os
|
| 9 |
+
from typing import List, Optional
|
| 10 |
+
|
| 11 |
+
from openai import OpenAI
|
| 12 |
+
|
| 13 |
+
from client import IncidentopsEnv
|
| 14 |
+
from models import IncidentopsAction
|
| 15 |
+
|
| 16 |
+
API_KEY = os.getenv("HF_TOKEN") or os.getenv("API_KEY") or os.getenv("OPENAI_API_KEY")
|
| 17 |
+
API_BASE_URL = os.getenv("API_BASE_URL", "https://router.huggingface.co/v1")
|
| 18 |
+
MODEL_NAME = os.getenv("MODEL_NAME", "Qwen/Qwen2.5-72B-Instruct")
|
| 19 |
+
TASK_NAME = os.getenv("INCIDENTOPS_TASK", "incidentops")
|
| 20 |
+
BENCHMARK = os.getenv("INCIDENTOPS_BENCHMARK", "incidentops_env")
|
| 21 |
+
MAX_STEPS = int(os.getenv("MAX_STEPS", "12"))
|
| 22 |
+
TEMPERATURE = float(os.getenv("TEMPERATURE", "0.2"))
|
| 23 |
+
ENV_URL = os.getenv("ENV_URL", "http://localhost:8000")
|
| 24 |
+
DIFFICULTY = os.getenv("DIFFICULTY", "easy")
|
| 25 |
+
|
| 26 |
+
SYSTEM_PROMPT = """
|
| 27 |
+
You are an incident-response policy.
|
| 28 |
+
Choose exactly one action from the environment's available actions.
|
| 29 |
+
Prefer investigation when confidence is low.
|
| 30 |
+
Prefer mitigation or escalation when evidence points to a cause.
|
| 31 |
+
Return only the action string.
|
| 32 |
+
""".strip()
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
def log_start(task: str, env: str, model: str) -> None:
|
| 36 |
+
print(f"[START] task={task} env={env} model={model}", flush=True)
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
def log_step(step: int, action: str, reward: float, done: bool, error: Optional[str]) -> None:
|
| 40 |
+
print(
|
| 41 |
+
f"[STEP] step={step} action={action} reward={reward:.2f} done={str(done).lower()} error={error if error else 'null'}",
|
| 42 |
+
flush=True,
|
| 43 |
+
)
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
def log_end(success: bool, steps: int, score: float, rewards: List[float]) -> None:
|
| 47 |
+
rewards_str = ",".join(f"{r:.2f}" for r in rewards)
|
| 48 |
+
print(
|
| 49 |
+
f"[END] success={str(success).lower()} steps={steps} score={score:.2f} rewards={rewards_str}",
|
| 50 |
+
flush=True,
|
| 51 |
+
)
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
def choose_action(client: OpenAI, obs) -> str:
|
| 55 |
+
available = obs.available_actions or []
|
| 56 |
+
if not available:
|
| 57 |
+
return "resolve_incident"
|
| 58 |
+
|
| 59 |
+
prompt = {
|
| 60 |
+
"alert_summary": obs.alert_summary,
|
| 61 |
+
"severity": obs.severity,
|
| 62 |
+
"likely_cause": obs.likely_cause,
|
| 63 |
+
"hf_confidence": obs.hf_confidence,
|
| 64 |
+
"logs_available": obs.logs_available,
|
| 65 |
+
"log_snippet": obs.log_snippet,
|
| 66 |
+
"services_affected": obs.services_affected,
|
| 67 |
+
"elapsed_steps": obs.elapsed_steps,
|
| 68 |
+
"sla_steps_remaining": obs.sla_steps_remaining,
|
| 69 |
+
"action_history": obs.action_history,
|
| 70 |
+
"available_actions": available,
|
| 71 |
+
}
|
| 72 |
+
|
| 73 |
+
response = client.chat.completions.create(
|
| 74 |
+
model=MODEL_NAME,
|
| 75 |
+
messages=[
|
| 76 |
+
{"role": "system", "content": SYSTEM_PROMPT},
|
| 77 |
+
{"role": "user", "content": json.dumps(prompt)},
|
| 78 |
+
],
|
| 79 |
+
temperature=TEMPERATURE,
|
| 80 |
+
max_tokens=20,
|
| 81 |
+
)
|
| 82 |
+
text = (response.choices[0].message.content or "").strip().splitlines()[0].strip()
|
| 83 |
+
|
| 84 |
+
if text in available:
|
| 85 |
+
return text
|
| 86 |
+
|
| 87 |
+
# fallback heuristics
|
| 88 |
+
if not obs.logs_available and "request_logs" in available:
|
| 89 |
+
return "request_logs"
|
| 90 |
+
if obs.likely_cause == "dns_issue" and "query_dns_status" in available:
|
| 91 |
+
return "query_dns_status"
|
| 92 |
+
if obs.likely_cause == "dependency_issue" and "query_dependencies" in available:
|
| 93 |
+
return "query_dependencies"
|
| 94 |
+
if obs.hf_confidence < 0.7 and "query_region_health" in available:
|
| 95 |
+
return "query_region_health"
|
| 96 |
+
if "resolve_incident" in available and (obs.service_healthy or obs.incident_resolved):
|
| 97 |
+
return "resolve_incident"
|
| 98 |
+
return available[0]
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
async def main() -> None:
|
| 102 |
+
if not API_KEY:
|
| 103 |
+
raise RuntimeError("Missing HF_TOKEN/API_KEY/OPENAI_API_KEY")
|
| 104 |
+
|
| 105 |
+
client = OpenAI(base_url=API_BASE_URL, api_key=API_KEY)
|
| 106 |
+
env = await IncidentopsEnv.from_docker_image(os.getenv("IMAGE_NAME")) if os.getenv("IMAGE_NAME") else IncidentopsEnv(base_url=ENV_URL)
|
| 107 |
+
|
| 108 |
+
rewards: List[float] = []
|
| 109 |
+
steps_taken = 0
|
| 110 |
+
success = False
|
| 111 |
+
score = 0.0
|
| 112 |
+
|
| 113 |
+
log_start(TASK_NAME, BENCHMARK, MODEL_NAME)
|
| 114 |
+
|
| 115 |
+
try:
|
| 116 |
+
result = await env.reset(difficulty=DIFFICULTY)
|
| 117 |
+
obs = result.observation
|
| 118 |
+
|
| 119 |
+
for step in range(1, MAX_STEPS + 1):
|
| 120 |
+
if result.done:
|
| 121 |
+
break
|
| 122 |
+
|
| 123 |
+
action_name = choose_action(client, obs)
|
| 124 |
+
result = await env.step(IncidentopsAction(action=action_name))
|
| 125 |
+
obs = result.observation
|
| 126 |
+
reward = float(result.reward or 0.0)
|
| 127 |
+
done = bool(result.done)
|
| 128 |
+
|
| 129 |
+
rewards.append(reward)
|
| 130 |
+
steps_taken = step
|
| 131 |
+
log_step(step, action_name, reward, done, None)
|
| 132 |
+
|
| 133 |
+
if done:
|
| 134 |
+
break
|
| 135 |
+
|
| 136 |
+
total_reward = sum(rewards)
|
| 137 |
+
score = max(0.0, min(1.0, total_reward / 5.0))
|
| 138 |
+
success = bool(obs.incident_resolved) and score >= 0.1
|
| 139 |
+
|
| 140 |
+
finally:
|
| 141 |
+
try:
|
| 142 |
+
await env.close()
|
| 143 |
+
except Exception:
|
| 144 |
+
pass
|
| 145 |
+
log_end(success, steps_taken, score, rewards)
|
| 146 |
+
|
| 147 |
+
|
| 148 |
+
if __name__ == "__main__":
|
| 149 |
+
asyncio.run(main())
|
models.py
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
# All rights reserved.
|
| 3 |
+
#
|
| 4 |
+
# This source code is licensed under the BSD-style license found in the
|
| 5 |
+
# LICENSE file in the root directory of this source tree.
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
"""
|
| 10 |
+
Data models for the Incidentops Env Environment.
|
| 11 |
+
The incidentops_env environment is a simple test environment that echoes back messages.
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
from __future__ import annotations
|
| 15 |
+
from typing import Any, Dict, List, Optional
|
| 16 |
+
from openenv.core.env_server.types import Action, Observation
|
| 17 |
+
from pydantic import Field
|
| 18 |
+
|
| 19 |
+
class IncidentopsAction(Action):
|
| 20 |
+
action: str = Field(..., description="Incident response action to execute")
|
| 21 |
+
|
| 22 |
+
class IncidentopsObservation(Observation):
|
| 23 |
+
alert_summary: str = Field(default="", description="Human-readable incident summary")
|
| 24 |
+
severity: str = Field(default="low", description="Incident severity")
|
| 25 |
+
likely_cause: str = Field(default="unknown", description="Current hypothesis for the root cause")
|
| 26 |
+
hf_confidence: float = Field(default=0.0, description="Confidence score from the parsing model")
|
| 27 |
+
services_affected: List[str] = Field(default_factory=list, description="Affected services")
|
| 28 |
+
logs_available: bool = Field(default=False, description="Whether logs are available")
|
| 29 |
+
log_snippet: str = Field(default="", description="Short evidence snippet")
|
| 30 |
+
service_healthy: bool = Field(default=False, description="Whether service is healthy")
|
| 31 |
+
elapsed_steps: int = Field(default=0, description="Steps since reset")
|
| 32 |
+
sla_steps_remaining: int = Field(default=0, description="Steps remaining before SLA breach")
|
| 33 |
+
action_history: List[str] = Field(default_factory=list, description="Actions taken so far")
|
| 34 |
+
available_actions: List[str] = Field(default_factory=list, description="Available actions")
|
| 35 |
+
incident_resolved: bool = Field(default=False, description="Whether the incident is resolved")
|
| 36 |
+
wrong_escalations: int = Field(default=0, description="Count of wrong team escalations")
|
| 37 |
+
metadata: Dict[str, Any] = Field(default_factory=dict, description="Extra debug metadata")
|
| 38 |
+
reward: float = Field(default=0.0, description="Reward returned by the last step")
|
| 39 |
+
done: bool = Field(default=False, description="Whether the episode is finished")
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
|
openenv.yaml
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
spec_version: 1
|
| 2 |
+
name: incidentops_env
|
| 3 |
+
type: space
|
| 4 |
+
runtime: fastapi
|
| 5 |
+
app: server.app:app
|
| 6 |
+
port: 8000
|
| 7 |
+
|
openenv_incidentops_env.egg-info/PKG-INFO
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Metadata-Version: 2.4
|
| 2 |
+
Name: openenv-incidentops_env
|
| 3 |
+
Version: 0.1.0
|
| 4 |
+
Summary: Incidentops Env environment for OpenEnv
|
| 5 |
+
Requires-Python: >=3.10
|
| 6 |
+
Requires-Dist: openenv-core[core]>=0.2.2
|
| 7 |
+
Provides-Extra: dev
|
| 8 |
+
Requires-Dist: pytest>=8.0.0; extra == "dev"
|
| 9 |
+
Requires-Dist: pytest-cov>=4.0.0; extra == "dev"
|
openenv_incidentops_env.egg-info/SOURCES.txt
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
README.md
|
| 2 |
+
pyproject.toml
|
| 3 |
+
./__init__.py
|
| 4 |
+
./client.py
|
| 5 |
+
./inference.py
|
| 6 |
+
./models.py
|
| 7 |
+
openenv_incidentops_env.egg-info/PKG-INFO
|
| 8 |
+
openenv_incidentops_env.egg-info/SOURCES.txt
|
| 9 |
+
openenv_incidentops_env.egg-info/dependency_links.txt
|
| 10 |
+
openenv_incidentops_env.egg-info/entry_points.txt
|
| 11 |
+
openenv_incidentops_env.egg-info/requires.txt
|
| 12 |
+
openenv_incidentops_env.egg-info/top_level.txt
|
| 13 |
+
server/__init__.py
|
| 14 |
+
server/app.py
|
| 15 |
+
server/incidentops_env_environment.py
|
openenv_incidentops_env.egg-info/dependency_links.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
|
openenv_incidentops_env.egg-info/entry_points.txt
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[console_scripts]
|
| 2 |
+
server = incidentops_env.server.app:main
|
openenv_incidentops_env.egg-info/requires.txt
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
openenv-core[core]>=0.2.2
|
| 2 |
+
|
| 3 |
+
[dev]
|
| 4 |
+
pytest>=8.0.0
|
| 5 |
+
pytest-cov>=4.0.0
|
openenv_incidentops_env.egg-info/top_level.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
incidentops_env
|
pyproject.toml
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
# All rights reserved.
|
| 3 |
+
#
|
| 4 |
+
# This source code is licensed under the BSD-style license found in the
|
| 5 |
+
# LICENSE file in the root directory of this source tree.
|
| 6 |
+
[build-system]
|
| 7 |
+
requires = ["setuptools>=45", "wheel"]
|
| 8 |
+
build-backend = "setuptools.build_meta"
|
| 9 |
+
|
| 10 |
+
[project]
|
| 11 |
+
name = "openenv-incidentops_env"
|
| 12 |
+
version = "0.1.0"
|
| 13 |
+
description = "Incidentops Env environment for OpenEnv"
|
| 14 |
+
requires-python = ">=3.10"
|
| 15 |
+
dependencies = [
|
| 16 |
+
# Core OpenEnv runtime (provides FastAPI server + HTTP client types)
|
| 17 |
+
# install from github
|
| 18 |
+
# "openenv-core[core] @ git+https://github.com/meta-pytorch/OpenEnv.git",
|
| 19 |
+
"openenv-core[core]>=0.2.2",
|
| 20 |
+
# Environment-specific dependencies
|
| 21 |
+
# Add all dependencies needed for your environment here
|
| 22 |
+
# Examples:
|
| 23 |
+
# "numpy>=1.19.0",
|
| 24 |
+
# "torch>=2.0.0",
|
| 25 |
+
# "gymnasium>=0.29.0",
|
| 26 |
+
# "openspiel>=1.0.0",
|
| 27 |
+
# "smolagents>=1.22.0,<2",
|
| 28 |
+
]
|
| 29 |
+
|
| 30 |
+
[project.optional-dependencies]
|
| 31 |
+
dev = [
|
| 32 |
+
"pytest>=8.0.0",
|
| 33 |
+
"pytest-cov>=4.0.0",
|
| 34 |
+
]
|
| 35 |
+
|
| 36 |
+
[project.scripts]
|
| 37 |
+
# Server entry point - enables running via: uv run --project . server
|
| 38 |
+
# or: python -m incidentops_env.server.app
|
| 39 |
+
server = "incidentops_env.server.app:main"
|
| 40 |
+
|
| 41 |
+
[tool.setuptools]
|
| 42 |
+
include-package-data = true
|
| 43 |
+
packages = ["incidentops_env", "incidentops_env.server"]
|
| 44 |
+
package-dir = { "incidentops_env" = ".", "incidentops_env.server" = "server" }
|
server/__init__.py
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
# All rights reserved.
|
| 3 |
+
#
|
| 4 |
+
# This source code is licensed under the BSD-style license found in the
|
| 5 |
+
# LICENSE file in the root directory of this source tree.
|
| 6 |
+
|
| 7 |
+
"""Incidentops Env environment server components."""
|
| 8 |
+
|
| 9 |
+
from .incidentops_env_environment import IncidentopsEnvironment
|
| 10 |
+
|
| 11 |
+
__all__ = ["IncidentopsEnvironment"]
|
server/app.py
ADDED
|
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
|
| 3 |
+
# All rights reserved.
|
| 4 |
+
|
| 5 |
+
#
|
| 6 |
+
|
| 7 |
+
# This source code is licensed under the BSD-style license found in the
|
| 8 |
+
|
| 9 |
+
# LICENSE file in the root directory of this source tree.
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
"""
|
| 14 |
+
FastAPI application for the Incidentops Env Environment.
|
| 15 |
+
This module creates an HTTP server that exposes the IncidentopsEnvironment
|
| 16 |
+
over HTTP and WebSocket endpoints, compatible with EnvClient.
|
| 17 |
+
Endpoints:
|
| 18 |
+
- POST /reset: Reset the environment
|
| 19 |
+
- POST /step: Execute an action
|
| 20 |
+
- GET /state: Get current environment state
|
| 21 |
+
- GET /schema: Get action/observation schemas
|
| 22 |
+
- WS /ws: WebSocket endpoint for persistent sessions
|
| 23 |
+
|
| 24 |
+
Usage:
|
| 25 |
+
# Development (with auto-reload):
|
| 26 |
+
uvicorn server.app:app --reload --host 0.0.0.0 --port 8000
|
| 27 |
+
|
| 28 |
+
# Production:
|
| 29 |
+
uvicorn server.app:app --host 0.0.0.0 --port 8000 --workers 4
|
| 30 |
+
|
| 31 |
+
# Or run directly:
|
| 32 |
+
python -m server.app
|
| 33 |
+
"""
|
| 34 |
+
from __future__ import annotations
|
| 35 |
+
from openenv.core.env_server.http_server import create_app
|
| 36 |
+
try:
|
| 37 |
+
from ..models import IncidentopsAction, IncidentopsObservation
|
| 38 |
+
from incidentops_env_environment import IncidentopsEnvironment
|
| 39 |
+
except Exception:
|
| 40 |
+
from models import IncidentopsAction, IncidentopsObservation
|
| 41 |
+
from server.incidentops_env_environment import IncidentopsEnvironment
|
| 42 |
+
|
| 43 |
+
app = create_app(
|
| 44 |
+
IncidentopsEnvironment,
|
| 45 |
+
IncidentopsAction,
|
| 46 |
+
IncidentopsObservation,
|
| 47 |
+
env_name="incidentops_env",
|
| 48 |
+
max_concurrent_envs=1,
|
| 49 |
+
)
|
| 50 |
+
|
| 51 |
+
def main(host: str = "0.0.0.0", port: int = 7860) -> None:
|
| 52 |
+
import uvicorn
|
| 53 |
+
uvicorn.run(app, host=host, port=port)
|
| 54 |
+
|
| 55 |
+
if __name__ == "__main__":
|
| 56 |
+
main()
|
server/incidentops_env_environment.py
ADDED
|
@@ -0,0 +1,282 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
# Copyright (c) Meta Platforms, Inc. and affiliates.
|
| 2 |
+
# All rights reserved.
|
| 3 |
+
#
|
| 4 |
+
# This source code is licensed under the BSD-style license found in the
|
| 5 |
+
# LICENSE file in the root directory of this source tree.
|
| 6 |
+
|
| 7 |
+
"""
|
| 8 |
+
Incidentops Env Environment Implementation.
|
| 9 |
+
|
| 10 |
+
A simple test environment that echoes back messages sent to it.
|
| 11 |
+
Perfect for testing HTTP server infrastructure.
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
from __future__ import annotations
|
| 15 |
+
|
| 16 |
+
from dataclasses import dataclass, field
|
| 17 |
+
from typing import Any, Dict, List, Optional
|
| 18 |
+
from uuid import uuid4
|
| 19 |
+
|
| 20 |
+
from openenv.core.env_server.interfaces import Environment
|
| 21 |
+
from openenv.core.env_server.types import State
|
| 22 |
+
|
| 23 |
+
try:
|
| 24 |
+
from ..models import IncidentopsAction, IncidentopsObservation
|
| 25 |
+
except Exception:
|
| 26 |
+
from models import IncidentopsAction, IncidentopsObservation
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
@dataclass
|
| 30 |
+
class IncidentSnapshot:
|
| 31 |
+
scenario_id: str
|
| 32 |
+
task: str
|
| 33 |
+
alert_text: str
|
| 34 |
+
hidden_truth: str
|
| 35 |
+
severity: str
|
| 36 |
+
affected_services: List[str]
|
| 37 |
+
logs_available: bool
|
| 38 |
+
log_snippet: str
|
| 39 |
+
likely_cause: str
|
| 40 |
+
hf_confidence: float
|
| 41 |
+
available_actions: List[str]
|
| 42 |
+
correct_action_sequence: List[str]
|
| 43 |
+
sla_steps: int
|
| 44 |
+
step_count: int = 0
|
| 45 |
+
resolved: bool = False
|
| 46 |
+
wrong_escalations: int = 0
|
| 47 |
+
action_history: List[str] = field(default_factory=list)
|
| 48 |
+
evidence_collected: bool = False
|
| 49 |
+
team_engaged: Optional[str] = None
|
| 50 |
+
|
| 51 |
+
|
| 52 |
+
SCENARIOS: Dict[str, List[Dict[str, Any]]] = {
|
| 53 |
+
"easy": [
|
| 54 |
+
{
|
| 55 |
+
"scenario_id": "easy_001",
|
| 56 |
+
"task": "single_service_outage",
|
| 57 |
+
"alert_text": "SEV-2: payment-service latency high after deploy.",
|
| 58 |
+
"hidden_truth": "bad_deployment",
|
| 59 |
+
"severity": "high",
|
| 60 |
+
"affected_services": ["payment-service"],
|
| 61 |
+
"logs_available": True,
|
| 62 |
+
"log_snippet": "deploy at 14:32 UTC caused connection pool exhaustion",
|
| 63 |
+
"likely_cause": "bad_deployment",
|
| 64 |
+
"hf_confidence": 0.92,
|
| 65 |
+
"available_actions": ["request_logs", "rollback_deploy", "restart_service", "resolve_incident"],
|
| 66 |
+
"correct_action_sequence": ["rollback_deploy", "resolve_incident"],
|
| 67 |
+
"sla_steps": 5,
|
| 68 |
+
}
|
| 69 |
+
],
|
| 70 |
+
"medium": [
|
| 71 |
+
{
|
| 72 |
+
"scenario_id": "medium_001",
|
| 73 |
+
"task": "dependency_failure",
|
| 74 |
+
"alert_text": "SEV-1: api-gateway 5xx errors; user-profile-service slow; no logs available.",
|
| 75 |
+
"hidden_truth": "db_timeout",
|
| 76 |
+
"severity": "critical",
|
| 77 |
+
"affected_services": ["api-gateway", "user-profile-service"],
|
| 78 |
+
"logs_available": False,
|
| 79 |
+
"log_snippet": "DB timeout errors from checkout reads",
|
| 80 |
+
"likely_cause": "dependency_issue",
|
| 81 |
+
"hf_confidence": 0.72,
|
| 82 |
+
"available_actions": [
|
| 83 |
+
"request_logs",
|
| 84 |
+
"query_dependencies",
|
| 85 |
+
"escalate_db_team",
|
| 86 |
+
"escalate_network_team",
|
| 87 |
+
"restart_service",
|
| 88 |
+
"resolve_incident",
|
| 89 |
+
],
|
| 90 |
+
"correct_action_sequence": ["request_logs", "query_dependencies", "escalate_db_team", "restart_service", "resolve_incident"],
|
| 91 |
+
"sla_steps": 8,
|
| 92 |
+
}
|
| 93 |
+
],
|
| 94 |
+
"hard": [
|
| 95 |
+
{
|
| 96 |
+
"scenario_id": "hard_001",
|
| 97 |
+
"task": "multi_service_root_cause",
|
| 98 |
+
"alert_text": "SEV-1: EU checkout failures. Auth and payment degraded. Logs incomplete.",
|
| 99 |
+
"hidden_truth": "dns_issue",
|
| 100 |
+
"severity": "critical",
|
| 101 |
+
"affected_services": ["auth-service", "payment-service", "checkout-service"],
|
| 102 |
+
"logs_available": False,
|
| 103 |
+
"log_snippet": "DNS query failures in EU region resolver",
|
| 104 |
+
"likely_cause": "ambiguous",
|
| 105 |
+
"hf_confidence": 0.55,
|
| 106 |
+
"available_actions": [
|
| 107 |
+
"request_logs",
|
| 108 |
+
"query_dns_status",
|
| 109 |
+
"query_region_health",
|
| 110 |
+
"rollback_deploy",
|
| 111 |
+
"restart_service",
|
| 112 |
+
"escalate_network_team",
|
| 113 |
+
"escalate_db_team",
|
| 114 |
+
"broadcast_status_page",
|
| 115 |
+
"resolve_incident",
|
| 116 |
+
],
|
| 117 |
+
"correct_action_sequence": [
|
| 118 |
+
"query_region_health",
|
| 119 |
+
"query_dns_status",
|
| 120 |
+
"escalate_network_team",
|
| 121 |
+
"broadcast_status_page",
|
| 122 |
+
"resolve_incident",
|
| 123 |
+
],
|
| 124 |
+
"sla_steps": 12,
|
| 125 |
+
}
|
| 126 |
+
],
|
| 127 |
+
}
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
class IncidentopsEnvironment(Environment):
|
| 131 |
+
SUPPORTS_CONCURRENT_SESSIONS: bool = True
|
| 132 |
+
|
| 133 |
+
def __init__(self):
|
| 134 |
+
self._state = State(episode_id=str(uuid4()), step_count=0)
|
| 135 |
+
self._snapshot: Optional[IncidentSnapshot] = None
|
| 136 |
+
self._difficulty = "easy"
|
| 137 |
+
self._last_observation: Optional[IncidentopsObservation] = None
|
| 138 |
+
|
| 139 |
+
def _pick_scenario(self, difficulty: str) -> Dict[str, Any]:
|
| 140 |
+
scenarios = SCENARIOS.get(difficulty, SCENARIOS["easy"])
|
| 141 |
+
return scenarios[0]
|
| 142 |
+
|
| 143 |
+
def _build_observation(self) -> IncidentopsObservation:
|
| 144 |
+
assert self._snapshot is not None
|
| 145 |
+
remaining = max(self._snapshot.sla_steps - self._snapshot.step_count, 0)
|
| 146 |
+
return IncidentopsObservation(
|
| 147 |
+
alert_summary=self._snapshot.alert_text,
|
| 148 |
+
severity=self._snapshot.severity,
|
| 149 |
+
likely_cause=self._snapshot.likely_cause,
|
| 150 |
+
hf_confidence=self._snapshot.hf_confidence,
|
| 151 |
+
services_affected=self._snapshot.affected_services,
|
| 152 |
+
logs_available=self._snapshot.logs_available,
|
| 153 |
+
log_snippet=self._snapshot.log_snippet if self._snapshot.logs_available else "",
|
| 154 |
+
service_healthy=self._snapshot.resolved,
|
| 155 |
+
elapsed_steps=self._snapshot.step_count,
|
| 156 |
+
sla_steps_remaining=remaining,
|
| 157 |
+
action_history=list(self._snapshot.action_history),
|
| 158 |
+
available_actions=self._snapshot.available_actions,
|
| 159 |
+
incident_resolved=self._snapshot.resolved,
|
| 160 |
+
wrong_escalations=self._snapshot.wrong_escalations,
|
| 161 |
+
metadata={
|
| 162 |
+
"scenario_id": self._snapshot.scenario_id,
|
| 163 |
+
"task": self._snapshot.task,
|
| 164 |
+
"hidden_truth": self._snapshot.hidden_truth,
|
| 165 |
+
"team_engaged": self._snapshot.team_engaged,
|
| 166 |
+
"evidence_collected": self._snapshot.evidence_collected,
|
| 167 |
+
},
|
| 168 |
+
reward=0.0,
|
| 169 |
+
done=self._snapshot.resolved,
|
| 170 |
+
)
|
| 171 |
+
|
| 172 |
+
def _calc_reward(self, action: str) -> float:
|
| 173 |
+
assert self._snapshot is not None
|
| 174 |
+
s = self._snapshot
|
| 175 |
+
|
| 176 |
+
reward = -0.05 # small step cost
|
| 177 |
+
|
| 178 |
+
if s.action_history.count(action) > 1:
|
| 179 |
+
reward -= 0.2
|
| 180 |
+
|
| 181 |
+
if action == "request_logs" and not s.logs_available:
|
| 182 |
+
reward += 0.3
|
| 183 |
+
s.logs_available = True
|
| 184 |
+
s.evidence_collected = True
|
| 185 |
+
|
| 186 |
+
if action == "query_dependencies" and s.hidden_truth == "db_timeout":
|
| 187 |
+
reward += 0.5
|
| 188 |
+
s.likely_cause = "db_timeout"
|
| 189 |
+
s.hf_confidence = min(0.95, s.hf_confidence + 0.15)
|
| 190 |
+
s.evidence_collected = True
|
| 191 |
+
|
| 192 |
+
if action == "query_dns_status" and s.hidden_truth == "dns_issue":
|
| 193 |
+
reward += 0.5
|
| 194 |
+
s.likely_cause = "dns_issue"
|
| 195 |
+
s.hf_confidence = min(0.95, s.hf_confidence + 0.20)
|
| 196 |
+
s.evidence_collected = True
|
| 197 |
+
|
| 198 |
+
if action == "query_region_health" and s.hidden_truth == "dns_issue":
|
| 199 |
+
reward += 0.4
|
| 200 |
+
s.hf_confidence = min(0.95, s.hf_confidence + 0.10)
|
| 201 |
+
|
| 202 |
+
if action == "rollback_deploy" and s.hidden_truth == "bad_deployment":
|
| 203 |
+
reward += 1.0
|
| 204 |
+
s.resolved = True
|
| 205 |
+
elif action == "rollback_deploy":
|
| 206 |
+
reward -= 0.8
|
| 207 |
+
|
| 208 |
+
if action == "escalate_db_team" and s.hidden_truth == "db_timeout":
|
| 209 |
+
reward += 0.7
|
| 210 |
+
s.team_engaged = "db_team"
|
| 211 |
+
elif action == "escalate_db_team":
|
| 212 |
+
reward -= 0.5
|
| 213 |
+
s.wrong_escalations += 1
|
| 214 |
+
|
| 215 |
+
if action == "escalate_network_team" and s.hidden_truth == "dns_issue":
|
| 216 |
+
reward += 0.7
|
| 217 |
+
s.team_engaged = "network_team"
|
| 218 |
+
elif action == "escalate_network_team":
|
| 219 |
+
reward -= 0.5
|
| 220 |
+
s.wrong_escalations += 1
|
| 221 |
+
|
| 222 |
+
if action == "broadcast_status_page":
|
| 223 |
+
reward += 0.2 if s.step_count <= 2 else 0.05
|
| 224 |
+
|
| 225 |
+
if action == "restart_service" and s.hidden_truth in {"bad_deployment", "db_timeout"}:
|
| 226 |
+
reward += 0.8
|
| 227 |
+
elif action == "restart_service":
|
| 228 |
+
reward -= 0.2
|
| 229 |
+
|
| 230 |
+
if action == "resolve_incident":
|
| 231 |
+
if s.resolved or s.hidden_truth in {"bad_deployment", "db_timeout", "dns_issue"}:
|
| 232 |
+
if s.step_count <= s.sla_steps and (s.evidence_collected or s.team_engaged is not None or s.hidden_truth == "bad_deployment"):
|
| 233 |
+
reward += 1.5
|
| 234 |
+
s.resolved = True
|
| 235 |
+
else:
|
| 236 |
+
reward -= 2.0
|
| 237 |
+
else:
|
| 238 |
+
reward -= 1.0
|
| 239 |
+
|
| 240 |
+
if s.step_count > s.sla_steps:
|
| 241 |
+
reward -= 0.5
|
| 242 |
+
|
| 243 |
+
return reward
|
| 244 |
+
|
| 245 |
+
def reset(self, difficulty: str = "easy") -> IncidentopsObservation:
|
| 246 |
+
scenario = self._pick_scenario(difficulty)
|
| 247 |
+
self._difficulty = difficulty
|
| 248 |
+
self._state = State(episode_id=str(uuid4()), step_count=0)
|
| 249 |
+
|
| 250 |
+
self._snapshot = IncidentSnapshot(**scenario)
|
| 251 |
+
|
| 252 |
+
# ✅ FORCE CLEAN (important)
|
| 253 |
+
self._snapshot.action_history = []
|
| 254 |
+
|
| 255 |
+
self._last_observation = self._build_observation()
|
| 256 |
+
return self._last_observation
|
| 257 |
+
|
| 258 |
+
def step(self, action: IncidentopsAction) -> IncidentopsObservation: # type: ignore[override]
|
| 259 |
+
assert self._snapshot is not None
|
| 260 |
+
self._snapshot.step_count += 1
|
| 261 |
+
self._state.step_count = self._snapshot.step_count
|
| 262 |
+
|
| 263 |
+
action_name = action.action
|
| 264 |
+
self._snapshot.action_history.append(action_name)
|
| 265 |
+
|
| 266 |
+
reward = self._calc_reward(action_name)
|
| 267 |
+
done = self._snapshot.resolved or self._snapshot.step_count >= self._snapshot.sla_steps
|
| 268 |
+
|
| 269 |
+
obs = self._build_observation()
|
| 270 |
+
obs.reward = reward
|
| 271 |
+
obs.done = done
|
| 272 |
+
obs.metadata = {
|
| 273 |
+
**(obs.metadata or {}),
|
| 274 |
+
"last_action": action_name,
|
| 275 |
+
"last_reward": reward,
|
| 276 |
+
}
|
| 277 |
+
self._last_observation = obs
|
| 278 |
+
return obs
|
| 279 |
+
|
| 280 |
+
@property
|
| 281 |
+
def state(self) -> State:
|
| 282 |
+
return self._state
|
server/requirements.txt
ADDED
|
@@ -0,0 +1,14 @@
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|
| 1 |
+
openenv[core]>=0.2.0
|
| 2 |
+
fastapi>=0.115.0
|
| 3 |
+
uvicorn>=0.24.0
|
| 4 |
+
|
| 5 |
+
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
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uv.lock
ADDED
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