ksmcg commited on
Commit
5938dd1
1 Parent(s): b5b7298

First commit

Browse files
README.md ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: ml-agents
3
+ tags:
4
+ - SnowballTarget
5
+ - deep-reinforcement-learning
6
+ - reinforcement-learning
7
+ - ML-Agents-SnowballTarget
8
+ ---
9
+
10
+ # **ppo** Agent playing **SnowballTarget**
11
+ This is a trained model of a **ppo** agent playing **SnowballTarget** using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
12
+
13
+ ## Usage (with ML-Agents)
14
+ The Documentation: https://github.com/huggingface/ml-agents#get-started
15
+ We wrote a complete tutorial to learn to train your first agent using ML-Agents and publish it to the Hub:
16
+
17
+
18
+ ### Resume the training
19
+ ```
20
+ mlagents-learn <your_configuration_file_path.yaml> --run-id=<run_id> --resume
21
+ ```
22
+ ### Watch your Agent play
23
+ You can watch your agent **playing directly in your browser:**.
24
+
25
+ 1. Go to https://huggingface.co/spaces/unity/ML-Agents-SnowballTarget
26
+ 2. Step 1: Find your model_id: ksmcg/SnowballTarget
27
+ 3. Step 2: Select your *.nn /*.onnx file
28
+ 4. Click on Watch the agent play 👀
29
+
SnowballTarget.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1e9dee4dd78eedf95071a9fec0844e7d79bc5c5445d8b795e7aabcd9d77d342f
3
+ size 650645
SnowballTarget/SnowballTarget-149984.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:71de00eb66ab8e4a84078c8d46c394b9e8ee105b65b6f184e96b92bf7c71f262
3
+ size 650645
SnowballTarget/SnowballTarget-149984.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e791ace0714e00e237facb57dc04c6d85fe586993f24f9b36de791a0bf9ccfd8
3
+ size 3849614
SnowballTarget/SnowballTarget-199984.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1e9dee4dd78eedf95071a9fec0844e7d79bc5c5445d8b795e7aabcd9d77d342f
3
+ size 650645
SnowballTarget/SnowballTarget-199984.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:08db44e0d61e0b1d3fb394e97a4c8f80f380c7cb6815dad42619d88b33727e1b
3
+ size 3849614
SnowballTarget/SnowballTarget-200112.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1e9dee4dd78eedf95071a9fec0844e7d79bc5c5445d8b795e7aabcd9d77d342f
3
+ size 650645
SnowballTarget/SnowballTarget-200112.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:50a03ae8b92d51bebedc24cf3aac181e3ee62b1d5563dba5919797b861a99d51
3
+ size 3849614
SnowballTarget/SnowballTarget-49936.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0b3247fb33475d9f81c73ed09848f4e5c9a1c7fd2d4ee9f66cd51a0b98c45193
3
+ size 650645
SnowballTarget/SnowballTarget-49936.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9b1a702cf9affae51c54473d8c147f7691016b83e434d9b67404d890f8862539
3
+ size 3849541
SnowballTarget/SnowballTarget-99960.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3627cf6fcb3f4cb994e413de2ddbf66203cbcfb07fde9687ec33ae1667fbea5d
3
+ size 650645
SnowballTarget/SnowballTarget-99960.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bb56449136eb734b95250bf5b798833fd70f9e5b87bef6c50b91fff10d479d2a
3
+ size 3849541
SnowballTarget/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c1bf288c277a5e7e4ef4c827f0eccd2bea8ee15f099d0559e72a59f6816aba3e
3
+ size 3848811
SnowballTarget/events.out.tfevents.1680623070.kian-ubuntu.28710.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0c05a977b8418a118ff12b9bda3743dc49d65de07be747f690f94d5c2f349e08
3
+ size 23412
SnowballTarget1/SnowballTarget/SnowballTarget-49936.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9dd60412cbe9f6f41c33c94cb2c11bc91f53d91c6cea07ab31cf1675bc3a15f2
3
+ size 3849541
SnowballTarget1/SnowballTarget/checkpoint.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4c3632b5f150224adde7d111938ba2b078821170cbb85e5f016ee15a23f64ff4
3
+ size 3848811
SnowballTarget1/SnowballTarget/events.out.tfevents.1680621254.kian-ubuntu.22592.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ecc98ed5b0a441a3cb53c655ec1b72eda62468051200d0b23d77f4ec31f99662
3
+ size 10826
SnowballTarget1/run_logs/Player-0.log ADDED
@@ -0,0 +1,394 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Mono path[0] = '/home/kian/Coding/hf-rl-course/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/Managed'
2
+ Mono config path = '/home/kian/Coding/hf-rl-course/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/MonoBleedingEdge/etc'
3
+ Preloaded 'lib_burst_generated.so'
4
+ Preloaded 'libgrpc_csharp_ext.x64.so'
5
+ PlayerPrefs - Creating folder: /home/kian/.config/unity3d/Hugging Face
6
+ PlayerPrefs - Creating folder: /home/kian/.config/unity3d/Hugging Face/SnowballTarget
7
+ Unable to load player prefs
8
+ Initialize engine version: 2021.3.14f1 (eee1884e7226)
9
+ [Subsystems] Discovering subsystems at path /home/kian/Coding/hf-rl-course/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/UnitySubsystems
10
+ Forcing GfxDevice: Null
11
+ GfxDevice: creating device client; threaded=0; jobified=0
12
+ NullGfxDevice:
13
+ Version: NULL 1.0 [1.0]
14
+ Renderer: Null Device
15
+ Vendor: Unity Technologies
16
+ Begin MonoManager ReloadAssembly
17
+ - Completed reload, in 0.069 seconds
18
+ ERROR: Shader Sprites/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
19
+ ERROR: Shader Sprites/Mask shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
20
+ ERROR: Shader Legacy Shaders/VertexLit shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
21
+ WARNING: Shader Unsupported: 'Standard' - All subshaders removed
22
+ WARNING: Shader Did you use #pragma only_renderers and omit this platform?
23
+ WARNING: Shader If subshaders removal was intentional, you may have forgotten turning Fallback off?
24
+ ERROR: Shader Standard shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
25
+ WARNING: Shader Unsupported: 'Standard' - 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
+ UnloadTime: 0.670150 ms
29
+ ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
30
+ requesting resize 84 x 84
31
+ Executing Unity Signal Handler
32
+
33
+ Setting up 16 worker threads for Enlighten.
34
+ Memory Statistics:
35
+ [ALLOC_TEMP_TLS] TLS Allocator
36
+ StackAllocators :
37
+ [ALLOC_TEMP_MAIN]
38
+ Peak usage frame count: [8.0 KB-16.0 KB]: 1376 frames, [16.0 KB-32.0 KB]: 23 frames, [2.0 MB-4.0 MB]: 1 frames
39
+ Initial Block Size 4.0 MB
40
+ Current Block Size 4.0 MB
41
+ Peak Allocated Bytes 2.0 MB
42
+ Overflow Count 0
43
+ [ALLOC_TEMP_Job.Worker 18]
44
+ Initial Block Size 256.0 KB
45
+ Current Block Size 256.0 KB
46
+ Peak Allocated Bytes 3.6 KB
47
+ Overflow Count 0
48
+ [ALLOC_TEMP_Loading.PreloadManager]
49
+ Initial Block Size 256.0 KB
50
+ Current Block Size 304.0 KB
51
+ Peak Allocated Bytes 228.9 KB
52
+ Overflow Count 4
53
+ [ALLOC_TEMP_Background Job.Worker 8]
54
+ Initial Block Size 32.0 KB
55
+ Current Block Size 32.0 KB
56
+ Peak Allocated Bytes 0 B
57
+ Overflow Count 0
58
+ [ALLOC_TEMP_Background Job.Worker 10]
59
+ Initial Block Size 32.0 KB
60
+ Current Block Size 32.0 KB
61
+ Peak Allocated Bytes 0 B
62
+ Overflow Count 0
63
+ [ALLOC_TEMP_Job.Worker 16]
64
+ Initial Block Size 256.0 KB
65
+ Current Block Size 256.0 KB
66
+ Peak Allocated Bytes 3.6 KB
67
+ Overflow Count 0
68
+ [ALLOC_TEMP_Background Job.Worker 6]
69
+ Initial Block Size 32.0 KB
70
+ Current Block Size 32.0 KB
71
+ Peak Allocated Bytes 0 B
72
+ Overflow Count 0
73
+ [ALLOC_TEMP_Job.Worker 4]
74
+ Initial Block Size 256.0 KB
75
+ Current Block Size 256.0 KB
76
+ Peak Allocated Bytes 3.6 KB
77
+ Overflow Count 0
78
+ [ALLOC_TEMP_Job.Worker 27]
79
+ Initial Block Size 256.0 KB
80
+ Current Block Size 256.0 KB
81
+ Peak Allocated Bytes 3.6 KB
82
+ Overflow Count 0
83
+ [ALLOC_TEMP_Job.Worker 14]
84
+ Initial Block Size 256.0 KB
85
+ Current Block Size 256.0 KB
86
+ Peak Allocated Bytes 3.6 KB
87
+ Overflow Count 0
88
+ [ALLOC_TEMP_Job.Worker 17]
89
+ Initial Block Size 256.0 KB
90
+ Current Block Size 256.0 KB
91
+ Peak Allocated Bytes 3.6 KB
92
+ Overflow Count 0
93
+ [ALLOC_TEMP_Job.Worker 3]
94
+ Initial Block Size 256.0 KB
95
+ Current Block Size 256.0 KB
96
+ Peak Allocated Bytes 3.6 KB
97
+ Overflow Count 0
98
+ [ALLOC_TEMP_Background Job.Worker 12]
99
+ Initial Block Size 32.0 KB
100
+ Current Block Size 32.0 KB
101
+ Peak Allocated Bytes 0 B
102
+ Overflow Count 0
103
+ [ALLOC_TEMP_Background Job.Worker 1]
104
+ Initial Block Size 32.0 KB
105
+ Current Block Size 32.0 KB
106
+ Peak Allocated Bytes 0 B
107
+ Overflow Count 0
108
+ [ALLOC_TEMP_AssetGarbageCollectorHelper] x 31
109
+ Initial Block Size 64.0 KB
110
+ Current Block Size 64.0 KB
111
+ Peak Allocated Bytes 0 B
112
+ Overflow Count 0
113
+ [ALLOC_TEMP_Background Job.Worker 5]
114
+ Initial Block Size 32.0 KB
115
+ Current Block Size 32.0 KB
116
+ Peak Allocated Bytes 0 B
117
+ Overflow Count 0
118
+ [ALLOC_TEMP_Background Job.Worker 13]
119
+ Initial Block Size 32.0 KB
120
+ Current Block Size 32.0 KB
121
+ Peak Allocated Bytes 0 B
122
+ Overflow Count 0
123
+ [ALLOC_TEMP_Background Job.Worker 11]
124
+ Initial Block Size 32.0 KB
125
+ Current Block Size 32.0 KB
126
+ Peak Allocated Bytes 0 B
127
+ Overflow Count 0
128
+ [ALLOC_TEMP_Job.Worker 2]
129
+ Initial Block Size 256.0 KB
130
+ Current Block Size 256.0 KB
131
+ Peak Allocated Bytes 3.6 KB
132
+ Overflow Count 0
133
+ [ALLOC_TEMP_Background Job.Worker 3]
134
+ Initial Block Size 32.0 KB
135
+ Current Block Size 32.0 KB
136
+ Peak Allocated Bytes 0 B
137
+ Overflow Count 0
138
+ [ALLOC_TEMP_Background Job.Worker 0]
139
+ Initial Block Size 32.0 KB
140
+ Current Block Size 32.0 KB
141
+ Peak Allocated Bytes 0 B
142
+ Overflow Count 0
143
+ [ALLOC_TEMP_Job.Worker 20]
144
+ Initial Block Size 256.0 KB
145
+ Current Block Size 256.0 KB
146
+ Peak Allocated Bytes 3.6 KB
147
+ Overflow Count 0
148
+ [ALLOC_TEMP_Job.Worker 11]
149
+ Initial Block Size 256.0 KB
150
+ Current Block Size 256.0 KB
151
+ Peak Allocated Bytes 3.6 KB
152
+ Overflow Count 0
153
+ [ALLOC_TEMP_Background Job.Worker 4]
154
+ Initial Block Size 32.0 KB
155
+ Current Block Size 32.0 KB
156
+ Peak Allocated Bytes 0 B
157
+ Overflow Count 0
158
+ [ALLOC_TEMP_BatchDeleteObjects]
159
+ Initial Block Size 64.0 KB
160
+ Current Block Size 64.0 KB
161
+ Peak Allocated Bytes 0 B
162
+ Overflow Count 0
163
+ [ALLOC_TEMP_Job.Worker 30]
164
+ Initial Block Size 256.0 KB
165
+ Current Block Size 256.0 KB
166
+ Peak Allocated Bytes 3.6 KB
167
+ Overflow Count 0
168
+ [ALLOC_TEMP_Job.Worker 6]
169
+ Initial Block Size 256.0 KB
170
+ Current Block Size 256.0 KB
171
+ Peak Allocated Bytes 3.6 KB
172
+ Overflow Count 0
173
+ [ALLOC_TEMP_Job.Worker 0]
174
+ Initial Block Size 256.0 KB
175
+ Current Block Size 256.0 KB
176
+ Peak Allocated Bytes 3.6 KB
177
+ Overflow Count 0
178
+ [ALLOC_TEMP_Job.Worker 26]
179
+ Initial Block Size 256.0 KB
180
+ Current Block Size 256.0 KB
181
+ Peak Allocated Bytes 3.6 KB
182
+ Overflow Count 0
183
+ [ALLOC_TEMP_Job.Worker 21]
184
+ Initial Block Size 256.0 KB
185
+ Current Block Size 256.0 KB
186
+ Peak Allocated Bytes 3.6 KB
187
+ Overflow Count 0
188
+ [ALLOC_TEMP_Job.Worker 5]
189
+ Initial Block Size 256.0 KB
190
+ Current Block Size 256.0 KB
191
+ Peak Allocated Bytes 3.6 KB
192
+ Overflow Count 0
193
+ [ALLOC_TEMP_Background Job.Worker 9]
194
+ Initial Block Size 32.0 KB
195
+ Current Block Size 32.0 KB
196
+ Peak Allocated Bytes 0 B
197
+ Overflow Count 0
198
+ [ALLOC_TEMP_Job.Worker 25]
199
+ Initial Block Size 256.0 KB
200
+ Current Block Size 256.0 KB
201
+ Peak Allocated Bytes 3.6 KB
202
+ Overflow Count 0
203
+ [ALLOC_TEMP_Background Job.Worker 14]
204
+ Initial Block Size 32.0 KB
205
+ Current Block Size 32.0 KB
206
+ Peak Allocated Bytes 0 B
207
+ Overflow Count 0
208
+ [ALLOC_TEMP_Job.Worker 29]
209
+ Initial Block Size 256.0 KB
210
+ Current Block Size 256.0 KB
211
+ Peak Allocated Bytes 3.6 KB
212
+ Overflow Count 0
213
+ [ALLOC_TEMP_Job.Worker 13]
214
+ Initial Block Size 256.0 KB
215
+ Current Block Size 256.0 KB
216
+ Peak Allocated Bytes 3.6 KB
217
+ Overflow Count 0
218
+ [ALLOC_TEMP_EnlightenWorker] x 16
219
+ Initial Block Size 64.0 KB
220
+ Current Block Size 64.0 KB
221
+ Peak Allocated Bytes 0 B
222
+ Overflow Count 0
223
+ [ALLOC_TEMP_Background Job.Worker 15]
224
+ Initial Block Size 32.0 KB
225
+ Current Block Size 32.0 KB
226
+ Peak Allocated Bytes 0 B
227
+ Overflow Count 0
228
+ [ALLOC_TEMP_Background Job.Worker 2]
229
+ Initial Block Size 32.0 KB
230
+ Current Block Size 32.0 KB
231
+ Peak Allocated Bytes 0 B
232
+ Overflow Count 0
233
+ [ALLOC_TEMP_Job.Worker 28]
234
+ Initial Block Size 256.0 KB
235
+ Current Block Size 256.0 KB
236
+ Peak Allocated Bytes 3.6 KB
237
+ Overflow Count 0
238
+ [ALLOC_TEMP_Job.Worker 22]
239
+ Initial Block Size 256.0 KB
240
+ Current Block Size 256.0 KB
241
+ Peak Allocated Bytes 3.6 KB
242
+ Overflow Count 0
243
+ [ALLOC_TEMP_Background Job.Worker 7]
244
+ Initial Block Size 32.0 KB
245
+ Current Block Size 32.0 KB
246
+ Peak Allocated Bytes 0 B
247
+ Overflow Count 0
248
+ [ALLOC_TEMP_Job.Worker 9]
249
+ Initial Block Size 256.0 KB
250
+ Current Block Size 256.0 KB
251
+ Peak Allocated Bytes 3.6 KB
252
+ Overflow Count 0
253
+ [ALLOC_TEMP_Job.Worker 8]
254
+ Initial Block Size 256.0 KB
255
+ Current Block Size 256.0 KB
256
+ Peak Allocated Bytes 3.6 KB
257
+ Overflow Count 0
258
+ [ALLOC_TEMP_Job.Worker 7]
259
+ Initial Block Size 256.0 KB
260
+ Current Block Size 256.0 KB
261
+ Peak Allocated Bytes 3.6 KB
262
+ Overflow Count 0
263
+ [ALLOC_TEMP_Job.Worker 23]
264
+ Initial Block Size 256.0 KB
265
+ Current Block Size 256.0 KB
266
+ Peak Allocated Bytes 3.6 KB
267
+ Overflow Count 0
268
+ [ALLOC_TEMP_Job.Worker 1]
269
+ Initial Block Size 256.0 KB
270
+ Current Block Size 256.0 KB
271
+ Peak Allocated Bytes 3.6 KB
272
+ Overflow Count 0
273
+ [ALLOC_TEMP_Job.Worker 10]
274
+ Initial Block Size 256.0 KB
275
+ Current Block Size 256.0 KB
276
+ Peak Allocated Bytes 3.6 KB
277
+ Overflow Count 0
278
+ [ALLOC_TEMP_Job.Worker 24]
279
+ Initial Block Size 256.0 KB
280
+ Current Block Size 256.0 KB
281
+ Peak Allocated Bytes 3.6 KB
282
+ Overflow Count 0
283
+ [ALLOC_TEMP_Job.Worker 15]
284
+ Initial Block Size 256.0 KB
285
+ Current Block Size 256.0 KB
286
+ Peak Allocated Bytes 3.6 KB
287
+ Overflow Count 0
288
+ [ALLOC_TEMP_Job.Worker 19]
289
+ Initial Block Size 256.0 KB
290
+ Current Block Size 256.0 KB
291
+ Peak Allocated Bytes 3.6 KB
292
+ Overflow Count 0
293
+ [ALLOC_TEMP_Job.Worker 12]
294
+ Initial Block Size 256.0 KB
295
+ Current Block Size 256.0 KB
296
+ Peak Allocated Bytes 3.6 KB
297
+ Overflow Count 0
298
+ [ALLOC_TEMP_Loading.AsyncRead]
299
+ Initial Block Size 64.0 KB
300
+ Current Block Size 64.0 KB
301
+ Peak Allocated Bytes 242 B
302
+ Overflow Count 0
303
+ [ALLOC_DEFAULT] Dual Thread Allocator
304
+ Peak main deferred allocation count 36
305
+ [ALLOC_BUCKET]
306
+ Large Block size 4.0 MB
307
+ Used Block count 1
308
+ Peak Allocated bytes 1.0 MB
309
+ [ALLOC_DEFAULT_MAIN]
310
+ Peak usage frame count: [4.0 MB-8.0 MB]: 1400 frames
311
+ Requested Block Size 16.0 MB
312
+ Peak Block count 1
313
+ Peak Allocated memory 5.9 MB
314
+ Peak Large allocation bytes 0 B
315
+ [ALLOC_DEFAULT_THREAD]
316
+ Peak usage frame count: [16.0 MB-32.0 MB]: 1400 frames
317
+ Requested Block Size 16.0 MB
318
+ Peak Block count 1
319
+ Peak Allocated memory 17.5 MB
320
+ Peak Large allocation bytes 16.0 MB
321
+ [ALLOC_TEMP_JOB_1_FRAME]
322
+ Initial Block Size 2.0 MB
323
+ Used Block Count 1
324
+ Overflow Count (too large) 0
325
+ Overflow Count (full) 0
326
+ [ALLOC_TEMP_JOB_2_FRAMES]
327
+ Initial Block Size 2.0 MB
328
+ Used Block Count 1
329
+ Overflow Count (too large) 0
330
+ Overflow Count (full) 0
331
+ [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
332
+ Initial Block Size 2.0 MB
333
+ Used Block Count 2
334
+ Overflow Count (too large) 0
335
+ Overflow Count (full) 0
336
+ [ALLOC_TEMP_JOB_ASYNC (Background)]
337
+ Initial Block Size 1.0 MB
338
+ Used Block Count 3
339
+ Overflow Count (too large) 0
340
+ Overflow Count (full) 0
341
+ [ALLOC_GFX] Dual Thread Allocator
342
+ Peak main deferred allocation count 0
343
+ [ALLOC_BUCKET]
344
+ Large Block size 4.0 MB
345
+ Used Block count 1
346
+ Peak Allocated bytes 1.0 MB
347
+ [ALLOC_GFX_MAIN]
348
+ Peak usage frame count: [32.0 KB-64.0 KB]: 1339 frames, [64.0 KB-128.0 KB]: 61 frames
349
+ Requested Block Size 16.0 MB
350
+ Peak Block count 1
351
+ Peak Allocated memory 66.0 KB
352
+ Peak Large allocation bytes 0 B
353
+ [ALLOC_GFX_THREAD]
354
+ Peak usage frame count: [32.0 KB-64.0 KB]: 1400 frames
355
+ Requested Block Size 16.0 MB
356
+ Peak Block count 1
357
+ Peak Allocated memory 39.6 KB
358
+ Peak Large allocation bytes 0 B
359
+ [ALLOC_CACHEOBJECTS] Dual Thread Allocator
360
+ Peak main deferred allocation count 0
361
+ [ALLOC_BUCKET]
362
+ Large Block size 4.0 MB
363
+ Used Block count 1
364
+ Peak Allocated bytes 1.0 MB
365
+ [ALLOC_CACHEOBJECTS_MAIN]
366
+ Peak usage frame count: [0.5 MB-1.0 MB]: 1400 frames
367
+ Requested Block Size 4.0 MB
368
+ Peak Block count 1
369
+ Peak Allocated memory 0.6 MB
370
+ Peak Large allocation bytes 0 B
371
+ [ALLOC_CACHEOBJECTS_THREAD]
372
+ Peak usage frame count: [0.5 MB-1.0 MB]: 1399 frames, [2.0 MB-4.0 MB]: 1 frames
373
+ Requested Block Size 4.0 MB
374
+ Peak Block count 1
375
+ Peak Allocated memory 2.2 MB
376
+ Peak Large allocation bytes 0 B
377
+ [ALLOC_TYPETREE] Dual Thread Allocator
378
+ Peak main deferred allocation count 0
379
+ [ALLOC_BUCKET]
380
+ Large Block size 4.0 MB
381
+ Used Block count 1
382
+ Peak Allocated bytes 1.0 MB
383
+ [ALLOC_TYPETREE_MAIN]
384
+ Peak usage frame count: [0-1.0 KB]: 1400 frames
385
+ Requested Block Size 2.0 MB
386
+ Peak Block count 1
387
+ Peak Allocated memory 1.0 KB
388
+ Peak Large allocation bytes 0 B
389
+ [ALLOC_TYPETREE_THREAD]
390
+ Peak usage frame count: [1.0 KB-2.0 KB]: 1400 frames
391
+ Requested Block Size 2.0 MB
392
+ Peak Block count 1
393
+ Peak Allocated memory 1.7 KB
394
+ Peak Large allocation bytes 0 B
config.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"default_settings": null, "behaviors": {"SnowballTarget": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 128, "buffer_size": 2048, "learning_rate": 0.0003, "beta": 0.005, "epsilon": 0.2, "lambd": 0.95, "num_epoch": 3, "shared_critic": false, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "checkpoint_interval": 50000, "network_settings": {"normalize": false, "hidden_units": 256, "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": 10, "even_checkpoints": false, "max_steps": 200000, "time_horizon": 64, "summary_freq": 10000, "threaded": true, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget", "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": "SnowballTarget2", "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 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ default_settings: null
2
+ behaviors:
3
+ SnowballTarget:
4
+ trainer_type: ppo
5
+ hyperparameters:
6
+ batch_size: 128
7
+ buffer_size: 2048
8
+ learning_rate: 0.0003
9
+ beta: 0.005
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: 50000
18
+ network_settings:
19
+ normalize: false
20
+ hidden_units: 256
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
+ init_path: null
39
+ keep_checkpoints: 10
40
+ even_checkpoints: false
41
+ max_steps: 200000
42
+ time_horizon: 64
43
+ summary_freq: 10000
44
+ threaded: true
45
+ self_play: null
46
+ behavioral_cloning: null
47
+ env_settings:
48
+ env_path: ./ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget
49
+ env_args: null
50
+ base_port: 5005
51
+ num_envs: 1
52
+ num_areas: 1
53
+ seed: -1
54
+ max_lifetime_restarts: 10
55
+ restarts_rate_limit_n: 1
56
+ restarts_rate_limit_period_s: 60
57
+ engine_settings:
58
+ width: 84
59
+ height: 84
60
+ quality_level: 5
61
+ time_scale: 20
62
+ target_frame_rate: -1
63
+ capture_frame_rate: 60
64
+ no_graphics: true
65
+ environment_parameters: null
66
+ checkpoint_settings:
67
+ run_id: SnowballTarget2
68
+ initialize_from: null
69
+ load_model: false
70
+ resume: false
71
+ force: false
72
+ train_model: false
73
+ inference: false
74
+ results_dir: results
75
+ torch_settings:
76
+ device: null
77
+ debug: false
run_logs/Player-0.log ADDED
@@ -0,0 +1,389 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Mono path[0] = '/home/kian/Coding/hf-rl-course/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_Data/Managed'
2
+ Mono config path = '/home/kian/Coding/hf-rl-course/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_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/kian/Coding/hf-rl-course/ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget_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 0.060 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' - 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 shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
22
+ WARNING: Shader Unsupported: 'Standard' - 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
+ UnloadTime: 0.453750 ms
26
+ ERROR: Shader UI/Default shader is not supported on this GPU (none of subshaders/fallbacks are suitable)
27
+ requesting resize 84 x 84
28
+ Setting up 16 worker threads for Enlighten.
29
+ Memory Statistics:
30
+ [ALLOC_TEMP_TLS] TLS Allocator
31
+ StackAllocators :
32
+ [ALLOC_TEMP_MAIN]
33
+ Peak usage frame count: [8.0 KB-16.0 KB]: 5371 frames, [16.0 KB-32.0 KB]: 91 frames, [2.0 MB-4.0 MB]: 1 frames
34
+ Initial Block Size 4.0 MB
35
+ Current Block Size 4.0 MB
36
+ Peak Allocated Bytes 2.0 MB
37
+ Overflow Count 0
38
+ [ALLOC_TEMP_Job.Worker 18]
39
+ Initial Block Size 256.0 KB
40
+ Current Block Size 256.0 KB
41
+ Peak Allocated Bytes 3.6 KB
42
+ Overflow Count 0
43
+ [ALLOC_TEMP_Loading.PreloadManager]
44
+ Initial Block Size 256.0 KB
45
+ Current Block Size 304.0 KB
46
+ Peak Allocated Bytes 228.9 KB
47
+ Overflow Count 4
48
+ [ALLOC_TEMP_Background Job.Worker 8]
49
+ Initial Block Size 32.0 KB
50
+ Current Block Size 32.0 KB
51
+ Peak Allocated Bytes 0 B
52
+ Overflow Count 0
53
+ [ALLOC_TEMP_Background Job.Worker 10]
54
+ Initial Block Size 32.0 KB
55
+ Current Block Size 32.0 KB
56
+ Peak Allocated Bytes 0 B
57
+ Overflow Count 0
58
+ [ALLOC_TEMP_Job.Worker 16]
59
+ Initial Block Size 256.0 KB
60
+ Current Block Size 256.0 KB
61
+ Peak Allocated Bytes 3.6 KB
62
+ Overflow Count 0
63
+ [ALLOC_TEMP_Background Job.Worker 6]
64
+ Initial Block Size 32.0 KB
65
+ Current Block Size 32.0 KB
66
+ Peak Allocated Bytes 0 B
67
+ Overflow Count 0
68
+ [ALLOC_TEMP_Job.Worker 4]
69
+ Initial Block Size 256.0 KB
70
+ Current Block Size 256.0 KB
71
+ Peak Allocated Bytes 3.6 KB
72
+ Overflow Count 0
73
+ [ALLOC_TEMP_Job.Worker 27]
74
+ Initial Block Size 256.0 KB
75
+ Current Block Size 256.0 KB
76
+ Peak Allocated Bytes 3.6 KB
77
+ Overflow Count 0
78
+ [ALLOC_TEMP_Job.Worker 17]
79
+ Initial Block Size 256.0 KB
80
+ Current Block Size 256.0 KB
81
+ Peak Allocated Bytes 3.6 KB
82
+ Overflow Count 0
83
+ [ALLOC_TEMP_Job.Worker 14]
84
+ Initial Block Size 256.0 KB
85
+ Current Block Size 256.0 KB
86
+ Peak Allocated Bytes 3.6 KB
87
+ Overflow Count 0
88
+ [ALLOC_TEMP_Job.Worker 3]
89
+ Initial Block Size 256.0 KB
90
+ Current Block Size 256.0 KB
91
+ Peak Allocated Bytes 3.6 KB
92
+ Overflow Count 0
93
+ [ALLOC_TEMP_Background Job.Worker 12]
94
+ Initial Block Size 32.0 KB
95
+ Current Block Size 32.0 KB
96
+ Peak Allocated Bytes 0 B
97
+ Overflow Count 0
98
+ [ALLOC_TEMP_Background Job.Worker 1]
99
+ Initial Block Size 32.0 KB
100
+ Current Block Size 32.0 KB
101
+ Peak Allocated Bytes 0 B
102
+ Overflow Count 0
103
+ [ALLOC_TEMP_AssetGarbageCollectorHelper] x 31
104
+ Initial Block Size 64.0 KB
105
+ Current Block Size 64.0 KB
106
+ Peak Allocated Bytes 0 B
107
+ Overflow Count 0
108
+ [ALLOC_TEMP_Background Job.Worker 5]
109
+ Initial Block Size 32.0 KB
110
+ Current Block Size 32.0 KB
111
+ Peak Allocated Bytes 0 B
112
+ Overflow Count 0
113
+ [ALLOC_TEMP_Background Job.Worker 13]
114
+ Initial Block Size 32.0 KB
115
+ Current Block Size 32.0 KB
116
+ Peak Allocated Bytes 0 B
117
+ Overflow Count 0
118
+ [ALLOC_TEMP_Background Job.Worker 11]
119
+ Initial Block Size 32.0 KB
120
+ Current Block Size 32.0 KB
121
+ Peak Allocated Bytes 0 B
122
+ Overflow Count 0
123
+ [ALLOC_TEMP_Job.Worker 2]
124
+ Initial Block Size 256.0 KB
125
+ Current Block Size 256.0 KB
126
+ Peak Allocated Bytes 3.6 KB
127
+ Overflow Count 0
128
+ [ALLOC_TEMP_Background Job.Worker 3]
129
+ Initial Block Size 32.0 KB
130
+ Current Block Size 32.0 KB
131
+ Peak Allocated Bytes 0 B
132
+ Overflow Count 0
133
+ [ALLOC_TEMP_Background Job.Worker 0]
134
+ Initial Block Size 32.0 KB
135
+ Current Block Size 32.0 KB
136
+ Peak Allocated Bytes 0 B
137
+ Overflow Count 0
138
+ [ALLOC_TEMP_Job.Worker 20]
139
+ Initial Block Size 256.0 KB
140
+ Current Block Size 256.0 KB
141
+ Peak Allocated Bytes 3.6 KB
142
+ Overflow Count 0
143
+ [ALLOC_TEMP_Job.Worker 11]
144
+ Initial Block Size 256.0 KB
145
+ Current Block Size 256.0 KB
146
+ Peak Allocated Bytes 3.6 KB
147
+ Overflow Count 0
148
+ [ALLOC_TEMP_Background Job.Worker 4]
149
+ Initial Block Size 32.0 KB
150
+ Current Block Size 32.0 KB
151
+ Peak Allocated Bytes 0 B
152
+ Overflow Count 0
153
+ [ALLOC_TEMP_BatchDeleteObjects]
154
+ Initial Block Size 64.0 KB
155
+ Current Block Size 64.0 KB
156
+ Peak Allocated Bytes 0 B
157
+ Overflow Count 0
158
+ [ALLOC_TEMP_Job.Worker 30]
159
+ Initial Block Size 256.0 KB
160
+ Current Block Size 256.0 KB
161
+ Peak Allocated Bytes 3.6 KB
162
+ Overflow Count 0
163
+ [ALLOC_TEMP_Job.Worker 6]
164
+ Initial Block Size 256.0 KB
165
+ Current Block Size 256.0 KB
166
+ Peak Allocated Bytes 3.6 KB
167
+ Overflow Count 0
168
+ [ALLOC_TEMP_Job.Worker 0]
169
+ Initial Block Size 256.0 KB
170
+ Current Block Size 256.0 KB
171
+ Peak Allocated Bytes 3.6 KB
172
+ Overflow Count 0
173
+ [ALLOC_TEMP_Job.Worker 21]
174
+ Initial Block Size 256.0 KB
175
+ Current Block Size 256.0 KB
176
+ Peak Allocated Bytes 3.6 KB
177
+ Overflow Count 0
178
+ [ALLOC_TEMP_Job.Worker 26]
179
+ Initial Block Size 256.0 KB
180
+ Current Block Size 256.0 KB
181
+ Peak Allocated Bytes 3.6 KB
182
+ Overflow Count 0
183
+ [ALLOC_TEMP_Job.Worker 5]
184
+ Initial Block Size 256.0 KB
185
+ Current Block Size 256.0 KB
186
+ Peak Allocated Bytes 3.6 KB
187
+ Overflow Count 0
188
+ [ALLOC_TEMP_Background Job.Worker 9]
189
+ Initial Block Size 32.0 KB
190
+ Current Block Size 32.0 KB
191
+ Peak Allocated Bytes 0 B
192
+ Overflow Count 0
193
+ [ALLOC_TEMP_Job.Worker 25]
194
+ Initial Block Size 256.0 KB
195
+ Current Block Size 256.0 KB
196
+ Peak Allocated Bytes 3.6 KB
197
+ Overflow Count 0
198
+ [ALLOC_TEMP_Background Job.Worker 14]
199
+ Initial Block Size 32.0 KB
200
+ Current Block Size 32.0 KB
201
+ Peak Allocated Bytes 0 B
202
+ Overflow Count 0
203
+ [ALLOC_TEMP_Job.Worker 29]
204
+ Initial Block Size 256.0 KB
205
+ Current Block Size 256.0 KB
206
+ Peak Allocated Bytes 3.6 KB
207
+ Overflow Count 0
208
+ [ALLOC_TEMP_Job.Worker 13]
209
+ Initial Block Size 256.0 KB
210
+ Current Block Size 256.0 KB
211
+ Peak Allocated Bytes 3.6 KB
212
+ Overflow Count 0
213
+ [ALLOC_TEMP_EnlightenWorker] x 16
214
+ Initial Block Size 64.0 KB
215
+ Current Block Size 64.0 KB
216
+ Peak Allocated Bytes 0 B
217
+ Overflow Count 0
218
+ [ALLOC_TEMP_Background Job.Worker 15]
219
+ Initial Block Size 32.0 KB
220
+ Current Block Size 32.0 KB
221
+ Peak Allocated Bytes 0 B
222
+ Overflow Count 0
223
+ [ALLOC_TEMP_Background Job.Worker 2]
224
+ Initial Block Size 32.0 KB
225
+ Current Block Size 32.0 KB
226
+ Peak Allocated Bytes 0 B
227
+ Overflow Count 0
228
+ [ALLOC_TEMP_Job.Worker 28]
229
+ Initial Block Size 256.0 KB
230
+ Current Block Size 256.0 KB
231
+ Peak Allocated Bytes 3.6 KB
232
+ Overflow Count 0
233
+ [ALLOC_TEMP_Job.Worker 22]
234
+ Initial Block Size 256.0 KB
235
+ Current Block Size 256.0 KB
236
+ Peak Allocated Bytes 3.6 KB
237
+ Overflow Count 0
238
+ [ALLOC_TEMP_Background Job.Worker 7]
239
+ Initial Block Size 32.0 KB
240
+ Current Block Size 32.0 KB
241
+ Peak Allocated Bytes 0 B
242
+ Overflow Count 0
243
+ [ALLOC_TEMP_Job.Worker 9]
244
+ Initial Block Size 256.0 KB
245
+ Current Block Size 256.0 KB
246
+ Peak Allocated Bytes 3.6 KB
247
+ Overflow Count 0
248
+ [ALLOC_TEMP_Job.Worker 8]
249
+ Initial Block Size 256.0 KB
250
+ Current Block Size 256.0 KB
251
+ Peak Allocated Bytes 3.6 KB
252
+ Overflow Count 0
253
+ [ALLOC_TEMP_Job.Worker 7]
254
+ Initial Block Size 256.0 KB
255
+ Current Block Size 256.0 KB
256
+ Peak Allocated Bytes 3.6 KB
257
+ Overflow Count 0
258
+ [ALLOC_TEMP_Job.Worker 23]
259
+ Initial Block Size 256.0 KB
260
+ Current Block Size 256.0 KB
261
+ Peak Allocated Bytes 3.6 KB
262
+ Overflow Count 0
263
+ [ALLOC_TEMP_Job.Worker 1]
264
+ Initial Block Size 256.0 KB
265
+ Current Block Size 256.0 KB
266
+ Peak Allocated Bytes 3.6 KB
267
+ Overflow Count 0
268
+ [ALLOC_TEMP_Job.Worker 10]
269
+ Initial Block Size 256.0 KB
270
+ Current Block Size 256.0 KB
271
+ Peak Allocated Bytes 3.6 KB
272
+ Overflow Count 0
273
+ [ALLOC_TEMP_Job.Worker 24]
274
+ Initial Block Size 256.0 KB
275
+ Current Block Size 256.0 KB
276
+ Peak Allocated Bytes 3.6 KB
277
+ Overflow Count 0
278
+ [ALLOC_TEMP_Job.Worker 15]
279
+ Initial Block Size 256.0 KB
280
+ Current Block Size 256.0 KB
281
+ Peak Allocated Bytes 3.6 KB
282
+ Overflow Count 0
283
+ [ALLOC_TEMP_Job.Worker 12]
284
+ Initial Block Size 256.0 KB
285
+ Current Block Size 256.0 KB
286
+ Peak Allocated Bytes 3.6 KB
287
+ Overflow Count 0
288
+ [ALLOC_TEMP_Job.Worker 19]
289
+ Initial Block Size 256.0 KB
290
+ Current Block Size 256.0 KB
291
+ Peak Allocated Bytes 3.6 KB
292
+ Overflow Count 0
293
+ [ALLOC_TEMP_Loading.AsyncRead]
294
+ Initial Block Size 64.0 KB
295
+ Current Block Size 64.0 KB
296
+ Peak Allocated Bytes 242 B
297
+ Overflow Count 0
298
+ [ALLOC_DEFAULT] Dual Thread Allocator
299
+ Peak main deferred allocation count 36
300
+ [ALLOC_BUCKET]
301
+ Large Block size 4.0 MB
302
+ Used Block count 1
303
+ Peak Allocated bytes 1.0 MB
304
+ [ALLOC_DEFAULT_MAIN]
305
+ Peak usage frame count: [4.0 MB-8.0 MB]: 5463 frames
306
+ Requested Block Size 16.0 MB
307
+ Peak Block count 1
308
+ Peak Allocated memory 6.7 MB
309
+ Peak Large allocation bytes 0 B
310
+ [ALLOC_DEFAULT_THREAD]
311
+ Peak usage frame count: [16.0 MB-32.0 MB]: 5463 frames
312
+ Requested Block Size 16.0 MB
313
+ Peak Block count 1
314
+ Peak Allocated memory 17.7 MB
315
+ Peak Large allocation bytes 16.0 MB
316
+ [ALLOC_TEMP_JOB_1_FRAME]
317
+ Initial Block Size 2.0 MB
318
+ Used Block Count 1
319
+ Overflow Count (too large) 0
320
+ Overflow Count (full) 0
321
+ [ALLOC_TEMP_JOB_2_FRAMES]
322
+ Initial Block Size 2.0 MB
323
+ Used Block Count 1
324
+ Overflow Count (too large) 0
325
+ Overflow Count (full) 0
326
+ [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
327
+ Initial Block Size 2.0 MB
328
+ Used Block Count 2
329
+ Overflow Count (too large) 0
330
+ Overflow Count (full) 0
331
+ [ALLOC_TEMP_JOB_ASYNC (Background)]
332
+ Initial Block Size 1.0 MB
333
+ Used Block Count 3
334
+ Overflow Count (too large) 0
335
+ Overflow Count (full) 0
336
+ [ALLOC_GFX] Dual Thread Allocator
337
+ Peak main deferred allocation count 0
338
+ [ALLOC_BUCKET]
339
+ Large Block size 4.0 MB
340
+ Used Block count 1
341
+ Peak Allocated bytes 1.0 MB
342
+ [ALLOC_GFX_MAIN]
343
+ Peak usage frame count: [32.0 KB-64.0 KB]: 4938 frames, [64.0 KB-128.0 KB]: 525 frames
344
+ Requested Block Size 16.0 MB
345
+ Peak Block count 1
346
+ Peak Allocated memory 66.4 KB
347
+ Peak Large allocation bytes 0 B
348
+ [ALLOC_GFX_THREAD]
349
+ Peak usage frame count: [32.0 KB-64.0 KB]: 5463 frames
350
+ Requested Block Size 16.0 MB
351
+ Peak Block count 1
352
+ Peak Allocated memory 39.6 KB
353
+ Peak Large allocation bytes 0 B
354
+ [ALLOC_CACHEOBJECTS] Dual Thread Allocator
355
+ Peak main deferred allocation count 0
356
+ [ALLOC_BUCKET]
357
+ Large Block size 4.0 MB
358
+ Used Block count 1
359
+ Peak Allocated bytes 1.0 MB
360
+ [ALLOC_CACHEOBJECTS_MAIN]
361
+ Peak usage frame count: [0.5 MB-1.0 MB]: 5463 frames
362
+ Requested Block Size 4.0 MB
363
+ Peak Block count 1
364
+ Peak Allocated memory 0.6 MB
365
+ Peak Large allocation bytes 0 B
366
+ [ALLOC_CACHEOBJECTS_THREAD]
367
+ Peak usage frame count: [0.5 MB-1.0 MB]: 5462 frames, [2.0 MB-4.0 MB]: 1 frames
368
+ Requested Block Size 4.0 MB
369
+ Peak Block count 1
370
+ Peak Allocated memory 2.2 MB
371
+ Peak Large allocation bytes 0 B
372
+ [ALLOC_TYPETREE] Dual Thread Allocator
373
+ Peak main deferred allocation count 0
374
+ [ALLOC_BUCKET]
375
+ Large Block size 4.0 MB
376
+ Used Block count 1
377
+ Peak Allocated bytes 1.0 MB
378
+ [ALLOC_TYPETREE_MAIN]
379
+ Peak usage frame count: [0-1.0 KB]: 5463 frames
380
+ Requested Block Size 2.0 MB
381
+ Peak Block count 1
382
+ Peak Allocated memory 1.0 KB
383
+ Peak Large allocation bytes 0 B
384
+ [ALLOC_TYPETREE_THREAD]
385
+ Peak usage frame count: [1.0 KB-2.0 KB]: 5463 frames
386
+ Requested Block Size 2.0 MB
387
+ Peak Block count 1
388
+ Peak Allocated memory 1.7 KB
389
+ Peak Large allocation bytes 0 B
run_logs/timers.json ADDED
@@ -0,0 +1,377 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "root",
3
+ "gauges": {
4
+ "SnowballTarget.Policy.Entropy.mean": {
5
+ "value": 0.9324012398719788,
6
+ "min": 0.9324012398719788,
7
+ "max": 2.8693699836730957,
8
+ "count": 20
9
+ },
10
+ "SnowballTarget.Policy.Entropy.sum": {
11
+ "value": 8984.6181640625,
12
+ "min": 8984.6181640625,
13
+ "max": 29606.16015625,
14
+ "count": 20
15
+ },
16
+ "SnowballTarget.Step.mean": {
17
+ "value": 199984.0,
18
+ "min": 9952.0,
19
+ "max": 199984.0,
20
+ "count": 20
21
+ },
22
+ "SnowballTarget.Step.sum": {
23
+ "value": 199984.0,
24
+ "min": 9952.0,
25
+ "max": 199984.0,
26
+ "count": 20
27
+ },
28
+ "SnowballTarget.Policy.ExtrinsicValueEstimate.mean": {
29
+ "value": 12.775907516479492,
30
+ "min": 0.21746708452701569,
31
+ "max": 12.775907516479492,
32
+ "count": 20
33
+ },
34
+ "SnowballTarget.Policy.ExtrinsicValueEstimate.sum": {
35
+ "value": 2491.302001953125,
36
+ "min": 42.18861389160156,
37
+ "max": 2599.271240234375,
38
+ "count": 20
39
+ },
40
+ "SnowballTarget.Environment.EpisodeLength.mean": {
41
+ "value": 199.0,
42
+ "min": 199.0,
43
+ "max": 199.0,
44
+ "count": 20
45
+ },
46
+ "SnowballTarget.Environment.EpisodeLength.sum": {
47
+ "value": 10945.0,
48
+ "min": 8756.0,
49
+ "max": 10945.0,
50
+ "count": 20
51
+ },
52
+ "SnowballTarget.Losses.PolicyLoss.mean": {
53
+ "value": 0.07074688270764526,
54
+ "min": 0.05807069648775117,
55
+ "max": 0.07531241589298873,
56
+ "count": 20
57
+ },
58
+ "SnowballTarget.Losses.PolicyLoss.sum": {
59
+ "value": 0.28298753083058104,
60
+ "min": 0.23228278595100468,
61
+ "max": 0.3765620794649437,
62
+ "count": 20
63
+ },
64
+ "SnowballTarget.Losses.ValueLoss.mean": {
65
+ "value": 0.19052539349478834,
66
+ "min": 0.10797299232160418,
67
+ "max": 0.29982486075046016,
68
+ "count": 20
69
+ },
70
+ "SnowballTarget.Losses.ValueLoss.sum": {
71
+ "value": 0.7621015739791533,
72
+ "min": 0.4318919692864167,
73
+ "max": 1.45575645273807,
74
+ "count": 20
75
+ },
76
+ "SnowballTarget.Policy.LearningRate.mean": {
77
+ "value": 8.082097306000005e-06,
78
+ "min": 8.082097306000005e-06,
79
+ "max": 0.000291882002706,
80
+ "count": 20
81
+ },
82
+ "SnowballTarget.Policy.LearningRate.sum": {
83
+ "value": 3.232838922400002e-05,
84
+ "min": 3.232838922400002e-05,
85
+ "max": 0.00138516003828,
86
+ "count": 20
87
+ },
88
+ "SnowballTarget.Policy.Epsilon.mean": {
89
+ "value": 0.10269400000000001,
90
+ "min": 0.10269400000000001,
91
+ "max": 0.19729400000000002,
92
+ "count": 20
93
+ },
94
+ "SnowballTarget.Policy.Epsilon.sum": {
95
+ "value": 0.41077600000000003,
96
+ "min": 0.41077600000000003,
97
+ "max": 0.96172,
98
+ "count": 20
99
+ },
100
+ "SnowballTarget.Policy.Beta.mean": {
101
+ "value": 0.0001444306000000001,
102
+ "min": 0.0001444306000000001,
103
+ "max": 0.0048649706,
104
+ "count": 20
105
+ },
106
+ "SnowballTarget.Policy.Beta.sum": {
107
+ "value": 0.0005777224000000004,
108
+ "min": 0.0005777224000000004,
109
+ "max": 0.023089828,
110
+ "count": 20
111
+ },
112
+ "SnowballTarget.Environment.CumulativeReward.mean": {
113
+ "value": 25.0,
114
+ "min": 3.272727272727273,
115
+ "max": 25.10909090909091,
116
+ "count": 20
117
+ },
118
+ "SnowballTarget.Environment.CumulativeReward.sum": {
119
+ "value": 1100.0,
120
+ "min": 144.0,
121
+ "max": 1381.0,
122
+ "count": 20
123
+ },
124
+ "SnowballTarget.Policy.ExtrinsicReward.mean": {
125
+ "value": 25.0,
126
+ "min": 3.272727272727273,
127
+ "max": 25.10909090909091,
128
+ "count": 20
129
+ },
130
+ "SnowballTarget.Policy.ExtrinsicReward.sum": {
131
+ "value": 1100.0,
132
+ "min": 144.0,
133
+ "max": 1381.0,
134
+ "count": 20
135
+ },
136
+ "SnowballTarget.IsTraining.mean": {
137
+ "value": 1.0,
138
+ "min": 1.0,
139
+ "max": 1.0,
140
+ "count": 20
141
+ },
142
+ "SnowballTarget.IsTraining.sum": {
143
+ "value": 1.0,
144
+ "min": 1.0,
145
+ "max": 1.0,
146
+ "count": 20
147
+ }
148
+ },
149
+ "metadata": {
150
+ "timer_format_version": "0.1.0",
151
+ "start_time_seconds": "1680623070",
152
+ "python_version": "3.10.10 | packaged by conda-forge | (main, Mar 24 2023, 20:08:06) [GCC 11.3.0]",
153
+ "command_line_arguments": "/home/kian/anaconda3/envs/torch-2/bin/mlagents-learn ./ml-agents/config/ppo/SnowballTarget.yaml --env=./ml-agents/training-envs-executables/linux/SnowballTarget/SnowballTarget --run-id=SnowballTarget2 --no-graphics",
154
+ "mlagents_version": "0.31.0.dev0",
155
+ "mlagents_envs_version": "0.31.0.dev0",
156
+ "communication_protocol_version": "1.5.0",
157
+ "pytorch_version": "2.0.0",
158
+ "numpy_version": "1.21.2",
159
+ "end_time_seconds": "1680624726"
160
+ },
161
+ "total": 1656.6096646280002,
162
+ "count": 1,
163
+ "self": 0.34299334200022713,
164
+ "children": {
165
+ "run_training.setup": {
166
+ "total": 0.013044695000189677,
167
+ "count": 1,
168
+ "self": 0.013044695000189677
169
+ },
170
+ "TrainerController.start_learning": {
171
+ "total": 1656.2536265909998,
172
+ "count": 1,
173
+ "self": 0.5980244529937409,
174
+ "children": {
175
+ "TrainerController._reset_env": {
176
+ "total": 3.6993506949997936,
177
+ "count": 1,
178
+ "self": 3.6993506949997936
179
+ },
180
+ "TrainerController.advance": {
181
+ "total": 1651.7884615040066,
182
+ "count": 18208,
183
+ "self": 0.17021598799328785,
184
+ "children": {
185
+ "env_step": {
186
+ "total": 1651.6182455160133,
187
+ "count": 18208,
188
+ "self": 326.91946066509763,
189
+ "children": {
190
+ "SubprocessEnvManager._take_step": {
191
+ "total": 1324.5161174039658,
192
+ "count": 18208,
193
+ "self": 1.2219899609949607,
194
+ "children": {
195
+ "TorchPolicy.evaluate": {
196
+ "total": 1323.2941274429709,
197
+ "count": 18208,
198
+ "self": 1323.2941274429709
199
+ }
200
+ }
201
+ },
202
+ "workers": {
203
+ "total": 0.18266744694983572,
204
+ "count": 18208,
205
+ "self": 0.0,
206
+ "children": {
207
+ "worker_root": {
208
+ "total": 1655.517983508042,
209
+ "count": 18208,
210
+ "is_parallel": true,
211
+ "self": 1542.2279728410285,
212
+ "children": {
213
+ "run_training.setup": {
214
+ "total": 0.0,
215
+ "count": 0,
216
+ "is_parallel": true,
217
+ "self": 0.0,
218
+ "children": {
219
+ "steps_from_proto": {
220
+ "total": 0.0012097959997845464,
221
+ "count": 1,
222
+ "is_parallel": true,
223
+ "self": 0.000343598999279493,
224
+ "children": {
225
+ "_process_rank_one_or_two_observation": {
226
+ "total": 0.0008661970005050534,
227
+ "count": 10,
228
+ "is_parallel": true,
229
+ "self": 0.0008661970005050534
230
+ }
231
+ }
232
+ },
233
+ "UnityEnvironment.step": {
234
+ "total": 0.015171707999797945,
235
+ "count": 1,
236
+ "is_parallel": true,
237
+ "self": 0.00023231800014400505,
238
+ "children": {
239
+ "UnityEnvironment._generate_step_input": {
240
+ "total": 0.00020259000029909657,
241
+ "count": 1,
242
+ "is_parallel": true,
243
+ "self": 0.00020259000029909657
244
+ },
245
+ "communicator.exchange": {
246
+ "total": 0.01395424299971637,
247
+ "count": 1,
248
+ "is_parallel": true,
249
+ "self": 0.01395424299971637
250
+ },
251
+ "steps_from_proto": {
252
+ "total": 0.0007825569996384729,
253
+ "count": 1,
254
+ "is_parallel": true,
255
+ "self": 0.00017048900053850957,
256
+ "children": {
257
+ "_process_rank_one_or_two_observation": {
258
+ "total": 0.0006120679990999633,
259
+ "count": 10,
260
+ "is_parallel": true,
261
+ "self": 0.0006120679990999633
262
+ }
263
+ }
264
+ }
265
+ }
266
+ }
267
+ }
268
+ },
269
+ "UnityEnvironment.step": {
270
+ "total": 113.29001066701358,
271
+ "count": 18207,
272
+ "is_parallel": true,
273
+ "self": 4.3960231939640835,
274
+ "children": {
275
+ "UnityEnvironment._generate_step_input": {
276
+ "total": 2.9347652479705175,
277
+ "count": 18207,
278
+ "is_parallel": true,
279
+ "self": 2.9347652479705175
280
+ },
281
+ "communicator.exchange": {
282
+ "total": 91.26440036107897,
283
+ "count": 18207,
284
+ "is_parallel": true,
285
+ "self": 91.26440036107897
286
+ },
287
+ "steps_from_proto": {
288
+ "total": 14.694821864000005,
289
+ "count": 18207,
290
+ "is_parallel": true,
291
+ "self": 2.8643088949065714,
292
+ "children": {
293
+ "_process_rank_one_or_two_observation": {
294
+ "total": 11.830512969093434,
295
+ "count": 182070,
296
+ "is_parallel": true,
297
+ "self": 11.830512969093434
298
+ }
299
+ }
300
+ }
301
+ }
302
+ }
303
+ }
304
+ }
305
+ }
306
+ }
307
+ }
308
+ }
309
+ }
310
+ },
311
+ "trainer_threads": {
312
+ "total": 0.00018820999957824824,
313
+ "count": 1,
314
+ "self": 0.00018820999957824824,
315
+ "children": {
316
+ "thread_root": {
317
+ "total": 0.0,
318
+ "count": 0,
319
+ "is_parallel": true,
320
+ "self": 0.0,
321
+ "children": {
322
+ "trainer_advance": {
323
+ "total": 1645.5939395193154,
324
+ "count": 3109797,
325
+ "is_parallel": true,
326
+ "self": 15.485322908098624,
327
+ "children": {
328
+ "process_trajectory": {
329
+ "total": 985.8543664352142,
330
+ "count": 3109797,
331
+ "is_parallel": true,
332
+ "self": 984.8976165382137,
333
+ "children": {
334
+ "RLTrainer._checkpoint": {
335
+ "total": 0.9567498970004635,
336
+ "count": 4,
337
+ "is_parallel": true,
338
+ "self": 0.9567498970004635
339
+ }
340
+ }
341
+ },
342
+ "_update_policy": {
343
+ "total": 644.2542501760026,
344
+ "count": 90,
345
+ "is_parallel": true,
346
+ "self": 26.743431131987563,
347
+ "children": {
348
+ "TorchPPOOptimizer.update": {
349
+ "total": 617.5108190440151,
350
+ "count": 4587,
351
+ "is_parallel": true,
352
+ "self": 617.5108190440151
353
+ }
354
+ }
355
+ }
356
+ }
357
+ }
358
+ }
359
+ }
360
+ }
361
+ },
362
+ "TrainerController._save_models": {
363
+ "total": 0.1676017290001255,
364
+ "count": 1,
365
+ "self": 0.0009011470001496491,
366
+ "children": {
367
+ "RLTrainer._checkpoint": {
368
+ "total": 0.16670058199997584,
369
+ "count": 1,
370
+ "self": 0.16670058199997584
371
+ }
372
+ }
373
+ }
374
+ }
375
+ }
376
+ }
377
+ }
run_logs/training_status.json ADDED
@@ -0,0 +1,65 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "SnowballTarget": {
3
+ "checkpoints": [
4
+ {
5
+ "steps": 49936,
6
+ "file_path": "results/SnowballTarget2/SnowballTarget/SnowballTarget-49936.onnx",
7
+ "reward": 14.727272727272727,
8
+ "creation_time": 1680623491.4701023,
9
+ "auxillary_file_paths": [
10
+ "results/SnowballTarget2/SnowballTarget/SnowballTarget-49936.pt"
11
+ ]
12
+ },
13
+ {
14
+ "steps": 99960,
15
+ "file_path": "results/SnowballTarget2/SnowballTarget/SnowballTarget-99960.onnx",
16
+ "reward": 21.545454545454547,
17
+ "creation_time": 1680623903.8554273,
18
+ "auxillary_file_paths": [
19
+ "results/SnowballTarget2/SnowballTarget/SnowballTarget-99960.pt"
20
+ ]
21
+ },
22
+ {
23
+ "steps": 149984,
24
+ "file_path": "results/SnowballTarget2/SnowballTarget/SnowballTarget-149984.onnx",
25
+ "reward": 23.272727272727273,
26
+ "creation_time": 1680624317.282558,
27
+ "auxillary_file_paths": [
28
+ "results/SnowballTarget2/SnowballTarget/SnowballTarget-149984.pt"
29
+ ]
30
+ },
31
+ {
32
+ "steps": 199984,
33
+ "file_path": "results/SnowballTarget2/SnowballTarget/SnowballTarget-199984.onnx",
34
+ "reward": 24.636363636363637,
35
+ "creation_time": 1680624725.9815562,
36
+ "auxillary_file_paths": [
37
+ "results/SnowballTarget2/SnowballTarget/SnowballTarget-199984.pt"
38
+ ]
39
+ },
40
+ {
41
+ "steps": 200112,
42
+ "file_path": "results/SnowballTarget2/SnowballTarget/SnowballTarget-200112.onnx",
43
+ "reward": 24.636363636363637,
44
+ "creation_time": 1680624726.3577485,
45
+ "auxillary_file_paths": [
46
+ "results/SnowballTarget2/SnowballTarget/SnowballTarget-200112.pt"
47
+ ]
48
+ }
49
+ ],
50
+ "final_checkpoint": {
51
+ "steps": 200112,
52
+ "file_path": "results/SnowballTarget2/SnowballTarget.onnx",
53
+ "reward": 24.636363636363637,
54
+ "creation_time": 1680624726.3577485,
55
+ "auxillary_file_paths": [
56
+ "results/SnowballTarget2/SnowballTarget/SnowballTarget-200112.pt"
57
+ ]
58
+ }
59
+ },
60
+ "metadata": {
61
+ "stats_format_version": "0.3.0",
62
+ "mlagents_version": "0.31.0.dev0",
63
+ "torch_version": "2.0.0"
64
+ }
65
+ }