5 m stps
Browse files- .gitattributes +1 -0
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- 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
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- 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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```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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config.json
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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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|
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 @@
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|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:52f9062b1f04b664bc57e6ef2e70b9ec66eb9a7f23b45551c77738792b9b8804
|
3 |
+
size 69423031
|
run_logs/timers.json
ADDED
@@ -0,0 +1,425 @@
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|
1 |
+
{
|
2 |
+
"name": "root",
|
3 |
+
"gauges": {
|
4 |
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"Heli.Policy.Entropy.mean": {
|
5 |
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"value": 0.39192596077919006,
|
6 |
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"min": 0.39192596077919006,
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7 |
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"max": 4.393238067626953,
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8 |
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"count": 1001
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},
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10 |
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"Heli.Policy.Entropy.sum": {
|
11 |
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"value": 21.947853088378906,
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12 |
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"min": 21.947853088378906,
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"max": 43042.21875,
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"count": 1001
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},
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"Heli.Environment.EpisodeLength.mean": {
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"value": 624.0,
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"min": 293.11764705882354,
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"max": 624.0,
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"count": 931
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},
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"Heli.Environment.EpisodeLength.sum": {
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"max": 11232.0,
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"count": 931
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},
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"Heli.Step.mean": {
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"value": 5004584.0,
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"min": 4516.0,
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"max": 5004584.0,
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},
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"Heli.Step.sum": {
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"Heli.Policy.ExtrinsicValueEstimate.mean": {
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42 |
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