First Push
Browse files- README.md +31 -0
- SoccerTwos.onnx +3 -0
- SoccerTwos/SoccerTwos-40499932.onnx +3 -0
- SoccerTwos/SoccerTwos-40499932.pt +3 -0
- SoccerTwos/SoccerTwos-40999958.onnx +3 -0
- SoccerTwos/SoccerTwos-40999958.pt +3 -0
- SoccerTwos/SoccerTwos-41499965.onnx +3 -0
- SoccerTwos/SoccerTwos-41499965.pt +3 -0
- SoccerTwos/SoccerTwos-41999990.onnx +3 -0
- SoccerTwos/SoccerTwos-41999990.pt +3 -0
- SoccerTwos/SoccerTwos-42499934.onnx +3 -0
- SoccerTwos/SoccerTwos-42499934.pt +3 -0
- SoccerTwos/SoccerTwos-48999902.onnx +3 -0
- SoccerTwos/SoccerTwos-48999902.pt +3 -0
- SoccerTwos/SoccerTwos-49499980.onnx +3 -0
- SoccerTwos/SoccerTwos-49499980.pt +3 -0
- SoccerTwos/SoccerTwos-49999994.onnx +3 -0
- SoccerTwos/SoccerTwos-49999994.pt +3 -0
- SoccerTwos/SoccerTwos-50000010.onnx +3 -0
- SoccerTwos/SoccerTwos-50000010.pt +3 -0
- SoccerTwos/checkpoint.pt +3 -0
- SoccerTwos/events.out.tfevents.1675620254.DESKTOP-G2A94QN.1998.0 +3 -0
- config.json +1 -0
- configuration.yaml +82 -0
- run_logs/Player-0.log +228 -0
- run_logs/timers.json +54 -0
- run_logs/training_status.json +66 -0
README.md
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---
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tags:
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- unity-ml-agents
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- ml-agents
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- deep-reinforcement-learning
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- reinforcement-learning
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- ML-Agents-SoccerTwos
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library_name: ml-agents
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---
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# **poca** Agent playing **SoccerTwos**
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This is a trained model of a **poca** agent playing **SoccerTwos** 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://github.com/huggingface/ml-agents#get-started
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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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### Resume the training
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```
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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. Go to https://huggingface.co/spaces/unity/ML-Agents-SoccerTwos
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2. Step 1: Write your model_id: JYC333/poca-SoccerTwos
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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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SoccerTwos.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:7704048db45082de14630d4df10729250e54dbf64537963cccffba65fbb87265
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size 1764633
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SoccerTwos/SoccerTwos-40499932.onnx
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SoccerTwos/SoccerTwos-40499932.pt
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version https://git-lfs.github.com/spec/v1
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size 28422481
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SoccerTwos/SoccerTwos-40999958.onnx
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SoccerTwos/SoccerTwos-40999958.pt
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SoccerTwos/SoccerTwos-41499965.onnx
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SoccerTwos/SoccerTwos-42499934.onnx
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SoccerTwos/SoccerTwos-48999902.pt
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SoccerTwos/SoccerTwos-49499980.onnx
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SoccerTwos/SoccerTwos-50000010.onnx
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SoccerTwos/SoccerTwos-50000010.pt
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SoccerTwos/checkpoint.pt
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SoccerTwos/events.out.tfevents.1675620254.DESKTOP-G2A94QN.1998.0
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config.json
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{"default_settings": null, "behaviors": {"SoccerTwos": {"trainer_type": "poca", "hyperparameters": {"batch_size": 2048, "buffer_size": 20480, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "learning_rate_schedule": "constant", "beta_schedule": "constant", "epsilon_schedule": "constant"}, "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}}}, "init_path": null, "keep_checkpoints": 5, "even_checkpoints": false, "max_steps": 50000000, "time_horizon": 1000, "summary_freq": 10000, "threaded": false, "self_play": {"save_steps": 50000, "team_change": 200000, "swap_steps": 2000, "window": 10, "play_against_latest_model_ratio": 0.5, "initial_elo": 1200.0}, "behavioral_cloning": null}}, "env_settings": {"env_path": "./training-envs-executables/SoccerTwos/SoccerTwos.x86_64", "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": "SoccerTwos", "initialize_from": null, "load_model": false, "resume": true, "force": false, "train_model": false, "inference": false, "results_dir": "results"}, "torch_settings": {"device": null}, "debug": false}
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configuration.yaml
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default_settings: null
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| 2 |
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behaviors:
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| 3 |
+
SoccerTwos:
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| 4 |
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trainer_type: poca
|
| 5 |
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hyperparameters:
|
| 6 |
+
batch_size: 2048
|
| 7 |
+
buffer_size: 20480
|
| 8 |
+
learning_rate: 0.0003
|
| 9 |
+
beta: 0.005
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| 10 |
+
epsilon: 0.2
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| 11 |
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lambd: 0.95
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| 12 |
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num_epoch: 3
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| 13 |
+
learning_rate_schedule: constant
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| 14 |
+
beta_schedule: constant
|
| 15 |
+
epsilon_schedule: constant
|
| 16 |
+
checkpoint_interval: 500000
|
| 17 |
+
network_settings:
|
| 18 |
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normalize: false
|
| 19 |
+
hidden_units: 512
|
| 20 |
+
num_layers: 2
|
| 21 |
+
vis_encode_type: simple
|
| 22 |
+
memory: null
|
| 23 |
+
goal_conditioning_type: hyper
|
| 24 |
+
deterministic: false
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| 25 |
+
reward_signals:
|
| 26 |
+
extrinsic:
|
| 27 |
+
gamma: 0.99
|
| 28 |
+
strength: 1.0
|
| 29 |
+
network_settings:
|
| 30 |
+
normalize: false
|
| 31 |
+
hidden_units: 128
|
| 32 |
+
num_layers: 2
|
| 33 |
+
vis_encode_type: simple
|
| 34 |
+
memory: null
|
| 35 |
+
goal_conditioning_type: hyper
|
| 36 |
+
deterministic: false
|
| 37 |
+
init_path: null
|
| 38 |
+
keep_checkpoints: 5
|
| 39 |
+
even_checkpoints: false
|
| 40 |
+
max_steps: 50000000
|
| 41 |
+
time_horizon: 1000
|
| 42 |
+
summary_freq: 10000
|
| 43 |
+
threaded: false
|
| 44 |
+
self_play:
|
| 45 |
+
save_steps: 50000
|
| 46 |
+
team_change: 200000
|
| 47 |
+
swap_steps: 2000
|
| 48 |
+
window: 10
|
| 49 |
+
play_against_latest_model_ratio: 0.5
|
| 50 |
+
initial_elo: 1200.0
|
| 51 |
+
behavioral_cloning: null
|
| 52 |
+
env_settings:
|
| 53 |
+
env_path: ./training-envs-executables/SoccerTwos/SoccerTwos.x86_64
|
| 54 |
+
env_args: null
|
| 55 |
+
base_port: 5005
|
| 56 |
+
num_envs: 1
|
| 57 |
+
num_areas: 1
|
| 58 |
+
seed: -1
|
| 59 |
+
max_lifetime_restarts: 10
|
| 60 |
+
restarts_rate_limit_n: 1
|
| 61 |
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restarts_rate_limit_period_s: 60
|
| 62 |
+
engine_settings:
|
| 63 |
+
width: 84
|
| 64 |
+
height: 84
|
| 65 |
+
quality_level: 5
|
| 66 |
+
time_scale: 20
|
| 67 |
+
target_frame_rate: -1
|
| 68 |
+
capture_frame_rate: 60
|
| 69 |
+
no_graphics: true
|
| 70 |
+
environment_parameters: null
|
| 71 |
+
checkpoint_settings:
|
| 72 |
+
run_id: SoccerTwos
|
| 73 |
+
initialize_from: null
|
| 74 |
+
load_model: false
|
| 75 |
+
resume: true
|
| 76 |
+
force: false
|
| 77 |
+
train_model: false
|
| 78 |
+
inference: false
|
| 79 |
+
results_dir: results
|
| 80 |
+
torch_settings:
|
| 81 |
+
device: null
|
| 82 |
+
debug: false
|
run_logs/Player-0.log
ADDED
|
@@ -0,0 +1,228 @@
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| 1 |
+
Mono path[0] = '/home/yucjin/hugging_face_rl/unit7/ml-agents/training-envs-executables/SoccerTwos/SoccerTwos_Data/Managed'
|
| 2 |
+
Mono config path = '/home/yucjin/hugging_face_rl/unit7/ml-agents/training-envs-executables/SoccerTwos/SoccerTwos_Data/MonoBleedingEdge/etc'
|
| 3 |
+
Preloaded 'lib_burst_generated.so'
|
| 4 |
+
Preloaded 'libgrpc_csharp_ext.x64.so'
|
| 5 |
+
Initialize engine version: 2021.3.14f1 (eee1884e7226)
|
| 6 |
+
[Subsystems] Discovering subsystems at path /home/yucjin/hugging_face_rl/unit7/ml-agents/training-envs-executables/SoccerTwos/SoccerTwos_Data/UnitySubsystems
|
| 7 |
+
Forcing GfxDevice: Null
|
| 8 |
+
GfxDevice: creating device client; threaded=0; jobified=0
|
| 9 |
+
NullGfxDevice:
|
| 10 |
+
Version: NULL 1.0 [1.0]
|
| 11 |
+
Renderer: Null Device
|
| 12 |
+
Vendor: Unity Technologies
|
| 13 |
+
Begin MonoManager ReloadAssembly
|
| 14 |
+
- Completed reload, in 0.045 seconds
|
| 15 |
+
ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 16 |
+
ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 17 |
+
ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 18 |
+
WARNING: Shader Unsupported: 'Standard (Specular setup)' - All subshaders removed
|
| 19 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
| 20 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
| 21 |
+
ERROR: Shader Standard (Specular setup) shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 22 |
+
WARNING: Shader Unsupported: 'Standard (Specular setup)' - All subshaders removed
|
| 23 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
| 24 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
| 25 |
+
WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
|
| 26 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
| 27 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
| 28 |
+
ERROR: Shader Autodesk Interactive shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 29 |
+
WARNING: Shader Unsupported: 'Autodesk Interactive' - All subshaders removed
|
| 30 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
| 31 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
| 32 |
+
WARNING: Shader Unsupported: 'Standard' - All subshaders removed
|
| 33 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
| 34 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
| 35 |
+
ERROR: Shader Standard shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 36 |
+
WARNING: Shader Unsupported: 'Standard' - All subshaders removed
|
| 37 |
+
WARNING: Shader Did you use #pragma only_renderers and omit this platform?
|
| 38 |
+
WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
|
| 39 |
+
UnloadTime: 0.433700 ms
|
| 40 |
+
Registered Communicator in Agent.
|
| 41 |
+
ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
|
| 42 |
+
requesting resize 84 x 84
|
| 43 |
+
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run_logs/timers.json
ADDED
|
@@ -0,0 +1,54 @@
|
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|
|
| 1 |
+
{
|
| 2 |
+
"name": "root",
|
| 3 |
+
"metadata": {
|
| 4 |
+
"timer_format_version": "0.1.0",
|
| 5 |
+
"start_time_seconds": "1675620234",
|
| 6 |
+
"python_version": "3.10.6 (main, Nov 14 2022, 16:10:14) [GCC 11.3.0]",
|
| 7 |
+
"command_line_arguments": "/home/yucjin/hugging_face_rl/unit7/venv/bin/mlagents-learn ./config/poca/SoccerTwos.yaml --env=./training-envs-executables/SoccerTwos/SoccerTwos.x86_64 --run-id=SoccerTwos --no-graphics --resume",
|
| 8 |
+
"mlagents_version": "0.31.0.dev0",
|
| 9 |
+
"mlagents_envs_version": "0.31.0.dev0",
|
| 10 |
+
"communication_protocol_version": "1.5.0",
|
| 11 |
+
"pytorch_version": "1.11.0+cu102",
|
| 12 |
+
"numpy_version": "1.21.2",
|
| 13 |
+
"end_time_seconds": "1675620238"
|
| 14 |
+
},
|
| 15 |
+
"total": 4.108602660999168,
|
| 16 |
+
"count": 1,
|
| 17 |
+
"self": 0.269356897999387,
|
| 18 |
+
"children": {
|
| 19 |
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"run_training.setup": {
|
| 20 |
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"total": 0.008523000000423053,
|
| 21 |
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"count": 1,
|
| 22 |
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"self": 0.008523000000423053
|
| 23 |
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},
|
| 24 |
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"TrainerController.start_learning": {
|
| 25 |
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"total": 3.8307227629993577,
|
| 26 |
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"count": 1,
|
| 27 |
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"self": 8.549999984097667e-05,
|
| 28 |
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"children": {
|
| 29 |
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"TrainerController._reset_env": {
|
| 30 |
+
"total": 3.6370234650021303,
|
| 31 |
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"count": 1,
|
| 32 |
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"self": 3.6370234650021303
|
| 33 |
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},
|
| 34 |
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"trainer_threads": {
|
| 35 |
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"total": 6.999980541877449e-07,
|
| 36 |
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"count": 1,
|
| 37 |
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"self": 6.999980541877449e-07
|
| 38 |
+
},
|
| 39 |
+
"TrainerController._save_models": {
|
| 40 |
+
"total": 0.19361309799933224,
|
| 41 |
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"count": 1,
|
| 42 |
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"self": 0.0011488999989524018,
|
| 43 |
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"children": {
|
| 44 |
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"RLTrainer._checkpoint": {
|
| 45 |
+
"total": 0.19246419800037984,
|
| 46 |
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"count": 1,
|
| 47 |
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"self": 0.19246419800037984
|
| 48 |
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}
|
| 49 |
+
}
|
| 50 |
+
}
|
| 51 |
+
}
|
| 52 |
+
}
|
| 53 |
+
}
|
| 54 |
+
}
|
run_logs/training_status.json
ADDED
|
@@ -0,0 +1,66 @@
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|
| 1 |
+
{
|
| 2 |
+
"metadata": {
|
| 3 |
+
"stats_format_version": "0.3.0",
|
| 4 |
+
"mlagents_version": "0.31.0.dev0",
|
| 5 |
+
"torch_version": "1.11.0+cu102"
|
| 6 |
+
},
|
| 7 |
+
"SoccerTwos": {
|
| 8 |
+
"checkpoints": [
|
| 9 |
+
{
|
| 10 |
+
"steps": 48999902,
|
| 11 |
+
"file_path": "results/SoccerTwos/SoccerTwos/SoccerTwos-48999902.onnx",
|
| 12 |
+
"reward": 0.0,
|
| 13 |
+
"creation_time": 1675602844.456762,
|
| 14 |
+
"auxillary_file_paths": [
|
| 15 |
+
"results/SoccerTwos/SoccerTwos/SoccerTwos-48999902.pt"
|
| 16 |
+
]
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"steps": 49499980,
|
| 20 |
+
"file_path": "results/SoccerTwos/SoccerTwos/SoccerTwos-49499980.onnx",
|
| 21 |
+
"reward": 0.0,
|
| 22 |
+
"creation_time": 1675603770.2729511,
|
| 23 |
+
"auxillary_file_paths": [
|
| 24 |
+
"results/SoccerTwos/SoccerTwos/SoccerTwos-49499980.pt"
|
| 25 |
+
]
|
| 26 |
+
},
|
| 27 |
+
{
|
| 28 |
+
"steps": 49999994,
|
| 29 |
+
"file_path": "results/SoccerTwos/SoccerTwos/SoccerTwos-49999994.onnx",
|
| 30 |
+
"reward": 0.0,
|
| 31 |
+
"creation_time": 1675604702.2002769,
|
| 32 |
+
"auxillary_file_paths": [
|
| 33 |
+
"results/SoccerTwos/SoccerTwos/SoccerTwos-49999994.pt"
|
| 34 |
+
]
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"steps": 50000010,
|
| 38 |
+
"file_path": "results/SoccerTwos/SoccerTwos/SoccerTwos-50000010.onnx",
|
| 39 |
+
"reward": 0.0,
|
| 40 |
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"creation_time": 1675604702.37262,
|
| 41 |
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"auxillary_file_paths": [
|
| 42 |
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"results/SoccerTwos/SoccerTwos/SoccerTwos-50000010.pt"
|
| 43 |
+
]
|
| 44 |
+
},
|
| 45 |
+
{
|
| 46 |
+
"steps": 50000010,
|
| 47 |
+
"file_path": "results/SoccerTwos/SoccerTwos/SoccerTwos-50000010.onnx",
|
| 48 |
+
"reward": null,
|
| 49 |
+
"creation_time": 1675620238.1167703,
|
| 50 |
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"auxillary_file_paths": [
|
| 51 |
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"results/SoccerTwos/SoccerTwos/SoccerTwos-50000010.pt"
|
| 52 |
+
]
|
| 53 |
+
}
|
| 54 |
+
],
|
| 55 |
+
"elo": 1256.80857243558,
|
| 56 |
+
"final_checkpoint": {
|
| 57 |
+
"steps": 50000010,
|
| 58 |
+
"file_path": "results/SoccerTwos/SoccerTwos.onnx",
|
| 59 |
+
"reward": null,
|
| 60 |
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"creation_time": 1675620238.1167703,
|
| 61 |
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"auxillary_file_paths": [
|
| 62 |
+
"results/SoccerTwos/SoccerTwos/SoccerTwos-50000010.pt"
|
| 63 |
+
]
|
| 64 |
+
}
|
| 65 |
+
}
|
| 66 |
+
}
|