feat: add Q-Learning agent trained on teeunit-env Space
Browse files- New Q-Learning agent (20 episodes, 938 steps, 39.38 total reward)
- JSON and pickle formats for easy loading
- Comprehensive README with usage examples
- Links to HF Space and GitHub repo
Trained on: https://huggingface.co/spaces/ziadbc/teeunit-env
- README.md +147 -0
- final_model.zip +0 -3
- teeunit_ppo_10000_steps.zip +0 -3
- teeunit_qlearning_agent.json +1519 -0
- teeunit_qlearning_agent.pkl +0 -0
README.md
ADDED
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| 1 |
+
# TeeUnit Agent
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Trained RL agents for the [TeeUnit Environment](https://huggingface.co/spaces/ziadbc/teeunit-env) - an OpenEnv-compatible Teeworlds arena for LLM-based reinforcement learning.
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## Environment
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- **Space**: [ziadbc/teeunit-env](https://huggingface.co/spaces/ziadbc/teeunit-env)
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- **GitHub**: [ziadgit/teeunit](https://github.com/ziadgit/teeunit)
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- **Game**: Teeworlds 0.7.5 arena (simulation mode)
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## Available Models
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### Q-Learning Agent (Latest)
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- **File**: `teeunit_qlearning_agent.json` / `teeunit_qlearning_agent.pkl`
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- **Algorithm**: Tabular Q-Learning
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- **Training**: 20 episodes, 938 steps
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- **Total Reward**: 39.38
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### Actions
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The agent can perform 7 actions:
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| Action | Description |
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|--------|-------------|
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| `move left` | Move character left |
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| `move right` | Move character right |
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| `move none` | Stop moving |
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| `jump` | Jump |
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| `shoot pistol` | Fire pistol (weapon 1) |
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| `shoot shotgun` | Fire shotgun (weapon 2) |
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| `hook` | Use grappling hook |
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## Usage
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### Load and Use the Agent
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```python
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import json
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import random
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# Load model
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with open('teeunit_qlearning_agent.json') as f:
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model = json.load(f)
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q_table = model['q_table']
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actions = model['actions']
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def get_state_key(status_text):
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"""Extract state from game status text."""
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lines = status_text.split('\n')
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state = []
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| 50 |
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for line in lines:
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if 'Position:' in line:
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try:
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pos = line.split('(')[1].split(')')[0]
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x, y = map(float, pos.split(','))
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state.append(f'pos_{int(x//100)}_{int(y//100)}')
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except:
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state.append('pos_unknown')
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if 'Health:' in line:
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try:
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health = int(line.split(':')[1].split('/')[0].strip())
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state.append(f'hp_{health//3}')
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except:
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pass
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if 'units away' in line:
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try:
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dist = float(line.split(',')[-1].replace('units away', '').strip())
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state.append(f'enemy_{"close" if dist < 100 else "mid" if dist < 200 else "far"}')
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except:
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pass
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return str(tuple(sorted(state))) if state else "('default',)"
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def choose_action(state_key):
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"""Choose best action for given state."""
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if state_key in q_table:
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q_values = q_table[state_key]
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| 76 |
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best_action = max(q_values.keys(), key=lambda a: q_values[a])
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return int(best_action)
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return random.randint(0, len(actions) - 1)
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# Example usage
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| 81 |
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state_key = get_state_key(status_text)
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action_idx = choose_action(state_key)
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action = actions[action_idx]
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print(f"Action: {action['tool']} with args {action['args']}")
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```
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### Connect to Environment
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```python
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import asyncio
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import websockets
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import json
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async def play():
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uri = 'wss://ziadbc-teeunit-env.hf.space/ws'
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async with websockets.connect(uri) as ws:
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# Reset environment
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await ws.send(json.dumps({'type': 'reset', 'data': {}}))
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await ws.recv()
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# Get status
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await ws.send(json.dumps({
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'type': 'step',
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'data': {'type': 'call_tool', 'tool_name': 'get_status', 'arguments': {}}
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}))
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resp = json.loads(await ws.recv())
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status = resp['data']['observation']['result']['data']
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# Choose and execute action
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state_key = get_state_key(status)
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action = actions[choose_action(state_key)]
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await ws.send(json.dumps({
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'type': 'step',
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'data': {'type': 'call_tool', 'tool_name': action['tool'], 'arguments': action['args']}
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}))
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| 118 |
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resp = json.loads(await ws.recv())
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| 119 |
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reward = resp['data']['reward']
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print(f"Reward: {reward}")
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asyncio.run(play())
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```
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## Training Your Own Agent
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| 127 |
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See the [Colab notebook](https://github.com/ziadgit/teeunit/blob/main/notebooks/teeunit_training.ipynb) for training examples using:
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| 128 |
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- **Q-Learning** (tabular)
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- **Stable Baselines3** (PPO, A2C)
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- **Unsloth/TRL** (LLM fine-tuning)
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## Environment API
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The TeeUnit environment exposes these MCP tools:
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| Tool | Arguments | Description |
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| 137 |
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|------|-----------|-------------|
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| 138 |
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| `move` | `direction: "left"\|"right"\|"none"` | Move horizontally |
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| 139 |
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| `jump` | - | Jump (can double-jump) |
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| 140 |
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| `aim` | `x: int, y: int` | Aim at coordinates |
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| `shoot` | `weapon: 0-5` | Fire weapon |
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| 142 |
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| `hook` | - | Toggle grappling hook |
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| `get_status` | - | Get game state as text |
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| 144 |
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| 145 |
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## License
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| 146 |
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MIT License - See [GitHub repo](https://github.com/ziadgit/teeunit) for details.
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final_model.zip
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:33a7572889347cc59a2b040aa30cbeb55fa05e82f26b4c27dca6684819e87fcf
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-
size 7491538
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teeunit_ppo_10000_steps.zip
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-
version https://git-lfs.github.com/spec/v1
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oid sha256:adb293d58f7226920ad3a0996e0533ff369ba38d3248ae4a12db8af8cf83cbf0
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-
size 7491537
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teeunit_qlearning_agent.json
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|
| 1 |
+
{
|
| 2 |
+
"algorithm": "Q-Learning",
|
| 3 |
+
"environment": "ziadbc/teeunit-env",
|
| 4 |
+
"trained_at": "2026-03-08T10:56:29.785554",
|
| 5 |
+
"episodes": 20,
|
| 6 |
+
"steps": 938,
|
| 7 |
+
"total_reward": 39.38000000000003,
|
| 8 |
+
"actions": [
|
| 9 |
+
{
|
| 10 |
+
"tool": "move",
|
| 11 |
+
"args": {
|
| 12 |
+
"direction": "left"
|
| 13 |
+
}
|
| 14 |
+
},
|
| 15 |
+
{
|
| 16 |
+
"tool": "move",
|
| 17 |
+
"args": {
|
| 18 |
+
"direction": "right"
|
| 19 |
+
}
|
| 20 |
+
},
|
| 21 |
+
{
|
| 22 |
+
"tool": "move",
|
| 23 |
+
"args": {
|
| 24 |
+
"direction": "none"
|
| 25 |
+
}
|
| 26 |
+
},
|
| 27 |
+
{
|
| 28 |
+
"tool": "jump",
|
| 29 |
+
"args": {}
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"tool": "shoot",
|
| 33 |
+
"args": {
|
| 34 |
+
"weapon": 1
|
| 35 |
+
}
|
| 36 |
+
},
|
| 37 |
+
{
|
| 38 |
+
"tool": "shoot",
|
| 39 |
+
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|
| 40 |
+
"weapon": 2
|
| 41 |
+
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|
| 42 |
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},
|
| 43 |
+
{
|
| 44 |
+
"tool": "hook",
|
| 45 |
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|
| 46 |
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}
|
| 47 |
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],
|
| 48 |
+
"q_table": {
|
| 49 |
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| 50 |
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| 53 |
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| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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| 65 |
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| 67 |
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| 68 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 84 |
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| 86 |
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| 95 |
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| 102 |
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| 103 |
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| 104 |
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| 112 |
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| 113 |
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| 120 |
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| 122 |
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| 123 |
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| 129 |
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| 130 |
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| 131 |
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| 138 |
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| 139 |
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| 140 |
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| 141 |
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| 149 |
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| 158 |
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| 159 |
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| 160 |
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| 170 |
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| 179 |
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| 180 |
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},
|
| 1512 |
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"metadata": {
|
| 1513 |
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"version": "1.0.0",
|
| 1514 |
+
"framework": "custom",
|
| 1515 |
+
"description": "Q-Learning agent trained on TeeUnit environment",
|
| 1516 |
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"space_url": "https://huggingface.co/spaces/ziadbc/teeunit-env",
|
| 1517 |
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"github_url": "https://github.com/ziadgit/teeunit"
|
| 1518 |
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}
|
| 1519 |
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}
|
teeunit_qlearning_agent.pkl
ADDED
|
Binary file (24 kB). View file
|
|
|