5 m stps
Browse files- .gitattributes +1 -0
- Heli.onnx +3 -0
- Heli/Heli-1749584.onnx +3 -0
- Heli/Heli-1749584.pt +3 -0
- Heli/Heli-1999584.onnx +3 -0
- Heli/Heli-1999584.pt +3 -0
- Heli/Heli-2249584.onnx +3 -0
- Heli/Heli-2249584.pt +3 -0
- Heli/Heli-2499584.onnx +3 -0
- Heli/Heli-2499584.pt +3 -0
- Heli/Heli-2749584.onnx +3 -0
- Heli/Heli-2749584.pt +3 -0
- Heli/Heli-2999584.onnx +3 -0
- Heli/Heli-2999584.pt +3 -0
- Heli/Heli-3249584.onnx +3 -0
- Heli/Heli-3249584.pt +3 -0
- Heli/Heli-3499584.onnx +3 -0
- Heli/Heli-3499584.pt +3 -0
- Heli/Heli-3749584.onnx +3 -0
- Heli/Heli-3749584.pt +3 -0
- Heli/Heli-3999584.onnx +3 -0
- Heli/Heli-3999584.pt +3 -0
- Heli/Heli-4249584.onnx +3 -0
- Heli/Heli-4249584.pt +3 -0
- Heli/Heli-4499584.onnx +3 -0
- Heli/Heli-4499584.pt +3 -0
- Heli/Heli-4749584.onnx +3 -0
- Heli/Heli-4749584.pt +3 -0
- Heli/Heli-4999584.onnx +3 -0
- Heli/Heli-4999584.pt +3 -0
- Heli/Heli-5005721.onnx +3 -0
- Heli/Heli-5005721.pt +3 -0
- Heli/checkpoint.pt +3 -0
- Heli/events.out.tfevents.1691442043.w-xitxa-mla4-a057a30e8f5c4ff38a9835cb6c7593ce-677cb7846-x7wb9.548.0 +3 -0
- README.md +35 -0
- config.json +1 -0
- configuration.yaml +147 -0
- run_logs/Player-0.log +3 -0
- run_logs/timers.json +425 -0
- run_logs/training_status.json +155 -0
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---
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library_name: ml-agents
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tags:
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- Heli
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- deep-reinforcement-learning
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- reinforcement-learning
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- ML-Agents-Heli
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---
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# **ppo** Agent playing **Heli**
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This is a trained model of a **ppo** agent playing **Heli**
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using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
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## Usage (with ML-Agents)
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The Documentation: https://unity-technologies.github.io/ml-agents/ML-Agents-Toolkit-Documentation/
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We wrote a complete tutorial to learn to train your first agent using ML-Agents and publish it to the Hub:
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- A *short tutorial* where you teach Huggy the Dog 🐶 to fetch the stick and then play with him directly in your
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browser: https://huggingface.co/learn/deep-rl-course/unitbonus1/introduction
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- A *longer tutorial* to understand how works ML-Agents:
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https://huggingface.co/learn/deep-rl-course/unit5/introduction
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### Resume the training
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| 24 |
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```bash
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mlagents-learn <your_configuration_file_path.yaml> --run-id=<run_id> --resume
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```
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### Watch your Agent play
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You can watch your agent **playing directly in your browser**
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1. If the environment is part of ML-Agents official environments, go to https://huggingface.co/unity
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2. Step 1: Find your model_id: AtilliO/Chopper03_00
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3. Step 2: Select your *.nn /*.onnx file
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4. Click on Watch the agent play 👀
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| 1 |
+
{"default_settings": null, "behaviors": {"Heli": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 256, "buffer_size": 10240, "learning_rate": 0.0002, "beta": 0.001, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "shared_critic": false, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "checkpoint_interval": 250000, "network_settings": {"normalize": true, "hidden_units": 512, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0, "network_settings": {"normalize": false, "hidden_units": 128, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}}, "curiosity": {"gamma": 0.99, "strength": 0.02, "network_settings": {"normalize": false, "hidden_units": 256, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "learning_rate": 0.0003, "encoding_size": null}}, "init_path": null, "keep_checkpoints": 15, "even_checkpoints": false, "max_steps": 5000000, "time_horizon": 512, "summary_freq": 5000, "threaded": true, "self_play": null, "behavioral_cloning": null}, "LoaderG": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 128, "buffer_size": 2048, "learning_rate": 0.0003, "beta": 0.01, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "shared_critic": false, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "checkpoint_interval": 500000, "network_settings": {"normalize": false, "hidden_units": 512, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0, "network_settings": {"normalize": false, "hidden_units": 128, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}}, "curiosity": {"gamma": 0.99, "strength": 0.02, "network_settings": {"normalize": false, "hidden_units": 256, "num_layers": 2, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "learning_rate": 0.0003, "encoding_size": null}}, "init_path": null, "keep_checkpoints": 5, "even_checkpoints": false, "max_steps": 2000000, "time_horizon": 512, "summary_freq": 5000, "threaded": true, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./training-envs-executables/linux/ChopperLnx03/ChopperLnx03", "env_args": null, "base_port": 5005, "num_envs": 1, "num_areas": 1, "seed": -1, "max_lifetime_restarts": 10, "restarts_rate_limit_n": 1, "restarts_rate_limit_period_s": 60}, "engine_settings": {"width": 84, "height": 84, "quality_level": 5, "time_scale": 20, "target_frame_rate": -1, "capture_frame_rate": 60, "no_graphics": true}, "environment_parameters": null, "checkpoint_settings": {"run_id": "Chopper03_00", "initialize_from": null, "load_model": false, "resume": false, "force": false, "train_model": false, "inference": false, "results_dir": "results"}, "torch_settings": {"device": null}, "debug": false}
|
configuration.yaml
ADDED
|
@@ -0,0 +1,147 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
default_settings: null
|
| 2 |
+
behaviors:
|
| 3 |
+
Heli:
|
| 4 |
+
trainer_type: ppo
|
| 5 |
+
hyperparameters:
|
| 6 |
+
batch_size: 256
|
| 7 |
+
buffer_size: 10240
|
| 8 |
+
learning_rate: 0.0002
|
| 9 |
+
beta: 0.001
|
| 10 |
+
epsilon: 0.2
|
| 11 |
+
lambd: 0.95
|
| 12 |
+
num_epoch: 3
|
| 13 |
+
shared_critic: false
|
| 14 |
+
learning_rate_schedule: linear
|
| 15 |
+
beta_schedule: linear
|
| 16 |
+
epsilon_schedule: linear
|
| 17 |
+
checkpoint_interval: 250000
|
| 18 |
+
network_settings:
|
| 19 |
+
normalize: true
|
| 20 |
+
hidden_units: 512
|
| 21 |
+
num_layers: 2
|
| 22 |
+
vis_encode_type: simple
|
| 23 |
+
memory: null
|
| 24 |
+
goal_conditioning_type: hyper
|
| 25 |
+
deterministic: false
|
| 26 |
+
reward_signals:
|
| 27 |
+
extrinsic:
|
| 28 |
+
gamma: 0.99
|
| 29 |
+
strength: 1.0
|
| 30 |
+
network_settings:
|
| 31 |
+
normalize: false
|
| 32 |
+
hidden_units: 128
|
| 33 |
+
num_layers: 2
|
| 34 |
+
vis_encode_type: simple
|
| 35 |
+
memory: null
|
| 36 |
+
goal_conditioning_type: hyper
|
| 37 |
+
deterministic: false
|
| 38 |
+
curiosity:
|
| 39 |
+
gamma: 0.99
|
| 40 |
+
strength: 0.02
|
| 41 |
+
network_settings:
|
| 42 |
+
normalize: false
|
| 43 |
+
hidden_units: 256
|
| 44 |
+
num_layers: 2
|
| 45 |
+
vis_encode_type: simple
|
| 46 |
+
memory: null
|
| 47 |
+
goal_conditioning_type: hyper
|
| 48 |
+
deterministic: false
|
| 49 |
+
learning_rate: 0.0003
|
| 50 |
+
encoding_size: null
|
| 51 |
+
init_path: null
|
| 52 |
+
keep_checkpoints: 15
|
| 53 |
+
even_checkpoints: false
|
| 54 |
+
max_steps: 5000000
|
| 55 |
+
time_horizon: 512
|
| 56 |
+
summary_freq: 5000
|
| 57 |
+
threaded: true
|
| 58 |
+
self_play: null
|
| 59 |
+
behavioral_cloning: null
|
| 60 |
+
LoaderG:
|
| 61 |
+
trainer_type: ppo
|
| 62 |
+
hyperparameters:
|
| 63 |
+
batch_size: 128
|
| 64 |
+
buffer_size: 2048
|
| 65 |
+
learning_rate: 0.0003
|
| 66 |
+
beta: 0.01
|
| 67 |
+
epsilon: 0.2
|
| 68 |
+
lambd: 0.95
|
| 69 |
+
num_epoch: 3
|
| 70 |
+
shared_critic: false
|
| 71 |
+
learning_rate_schedule: linear
|
| 72 |
+
beta_schedule: linear
|
| 73 |
+
epsilon_schedule: linear
|
| 74 |
+
checkpoint_interval: 500000
|
| 75 |
+
network_settings:
|
| 76 |
+
normalize: false
|
| 77 |
+
hidden_units: 512
|
| 78 |
+
num_layers: 2
|
| 79 |
+
vis_encode_type: simple
|
| 80 |
+
memory: null
|
| 81 |
+
goal_conditioning_type: hyper
|
| 82 |
+
deterministic: false
|
| 83 |
+
reward_signals:
|
| 84 |
+
extrinsic:
|
| 85 |
+
gamma: 0.99
|
| 86 |
+
strength: 1.0
|
| 87 |
+
network_settings:
|
| 88 |
+
normalize: false
|
| 89 |
+
hidden_units: 128
|
| 90 |
+
num_layers: 2
|
| 91 |
+
vis_encode_type: simple
|
| 92 |
+
memory: null
|
| 93 |
+
goal_conditioning_type: hyper
|
| 94 |
+
deterministic: false
|
| 95 |
+
curiosity:
|
| 96 |
+
gamma: 0.99
|
| 97 |
+
strength: 0.02
|
| 98 |
+
network_settings:
|
| 99 |
+
normalize: false
|
| 100 |
+
hidden_units: 256
|
| 101 |
+
num_layers: 2
|
| 102 |
+
vis_encode_type: simple
|
| 103 |
+
memory: null
|
| 104 |
+
goal_conditioning_type: hyper
|
| 105 |
+
deterministic: false
|
| 106 |
+
learning_rate: 0.0003
|
| 107 |
+
encoding_size: null
|
| 108 |
+
init_path: null
|
| 109 |
+
keep_checkpoints: 5
|
| 110 |
+
even_checkpoints: false
|
| 111 |
+
max_steps: 2000000
|
| 112 |
+
time_horizon: 512
|
| 113 |
+
summary_freq: 5000
|
| 114 |
+
threaded: true
|
| 115 |
+
self_play: null
|
| 116 |
+
behavioral_cloning: null
|
| 117 |
+
env_settings:
|
| 118 |
+
env_path: ./training-envs-executables/linux/ChopperLnx03/ChopperLnx03
|
| 119 |
+
env_args: null
|
| 120 |
+
base_port: 5005
|
| 121 |
+
num_envs: 1
|
| 122 |
+
num_areas: 1
|
| 123 |
+
seed: -1
|
| 124 |
+
max_lifetime_restarts: 10
|
| 125 |
+
restarts_rate_limit_n: 1
|
| 126 |
+
restarts_rate_limit_period_s: 60
|
| 127 |
+
engine_settings:
|
| 128 |
+
width: 84
|
| 129 |
+
height: 84
|
| 130 |
+
quality_level: 5
|
| 131 |
+
time_scale: 20
|
| 132 |
+
target_frame_rate: -1
|
| 133 |
+
capture_frame_rate: 60
|
| 134 |
+
no_graphics: true
|
| 135 |
+
environment_parameters: null
|
| 136 |
+
checkpoint_settings:
|
| 137 |
+
run_id: Chopper03_00
|
| 138 |
+
initialize_from: null
|
| 139 |
+
load_model: false
|
| 140 |
+
resume: false
|
| 141 |
+
force: false
|
| 142 |
+
train_model: false
|
| 143 |
+
inference: false
|
| 144 |
+
results_dir: results
|
| 145 |
+
torch_settings:
|
| 146 |
+
device: null
|
| 147 |
+
debug: false
|
run_logs/Player-0.log
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:52f9062b1f04b664bc57e6ef2e70b9ec66eb9a7f23b45551c77738792b9b8804
|
| 3 |
+
size 69423031
|
run_logs/timers.json
ADDED
|
@@ -0,0 +1,425 @@
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
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|
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@@ -0,0 +1,155 @@
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