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README.md ADDED
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+ ---
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+ library_name: ml-agents
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+ tags:
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+ - SoccerTwos
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - ML-Agents-SoccerTwos
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+ ---
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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**
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+ using the [Unity ML-Agents Library](https://github.com/Unity-Technologies/ml-agents).
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+
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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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+
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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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+
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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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+
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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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+
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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: rishisim/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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+
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+ {"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"}, "network_settings": {"normalize": false, "hidden_units": 512, "num_layers": 2, "vis_encode_type": "simple"}, "reward_signals": {"extrinsic": {"gamma": 0.99, "strength": 1.0}}, "keep_checkpoints": 5, "max_steps": 50000000, "time_horizon": 2048, "summary_freq": 50000, "self_play": {"save_steps": 50000, "team_change": 200000, "swap_steps": 10000, "window": 20, "play_against_latest_model_ratio": 0.6, "initial_elo": 1200.0}}}}
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+ behaviors:
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+ SoccerTwos:
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+ trainer_type: poca
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+ hyperparameters:
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+ batch_size: 2048
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+ buffer_size: 20480
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+ learning_rate: 0.0003
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+ beta: 0.005
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+ epsilon: 0.2
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+ lambd: 0.95
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+ num_epoch: 3
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+ learning_rate_schedule: constant
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+ network_settings:
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+ normalize: false
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+ hidden_units: 512
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+ num_layers: 2
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+ vis_encode_type: simple
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+ reward_signals:
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+ extrinsic:
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+ gamma: 0.99
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+ strength: 1.0
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+ keep_checkpoints: 5
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+ max_steps: 50000000
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+ time_horizon: 2048
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+ summary_freq: 50000
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+ self_play:
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+ save_steps: 50000
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+ team_change: 200000
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+ swap_steps: 10000
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+ window: 20
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+ play_against_latest_model_ratio: 0.6
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+ initial_elo: 1200.0
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1003
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1009
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1010
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1011
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1012
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1013
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1014
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1015
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1016
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1017
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1018
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1019
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1020
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1021
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1022
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1023
+ TOO LONG
1024
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1025
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1026
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1027
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1028
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1029
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1030
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1031
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1032
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1033
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1034
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1035
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1036
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1037
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1038
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1039
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1040
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1041
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1042
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1043
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1044
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1045
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1046
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1047
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1048
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1049
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1050
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1051
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1052
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1053
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1054
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1055
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1056
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1057
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1058
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1059
+ TOO LONG
1060
+ TOO LONG
1061
+ Setting up 8 worker threads for Enlighten.
1062
+ Memory Statistics:
1063
+ [ALLOC_TEMP_TLS] TLS Allocator
1064
+ StackAllocators :
1065
+ [ALLOC_TEMP_MAIN]
1066
+ Peak usage frame count: [8.0 KB-16.0 KB]: 86464 frames, [2.0 MB-4.0 MB]: 1 frames
1067
+ Initial Block Size 4.0 MB
1068
+ Current Block Size 4.0 MB
1069
+ Peak Allocated Bytes 2.0 MB
1070
+ Overflow Count 0
1071
+ [ALLOC_TEMP_Loading.AsyncRead]
1072
+ Initial Block Size 64.0 KB
1073
+ Current Block Size 64.0 KB
1074
+ Peak Allocated Bytes 312 B
1075
+ Overflow Count 0
1076
+ [ALLOC_TEMP_Loading.PreloadManager]
1077
+ Initial Block Size 256.0 KB
1078
+ Current Block Size 256.0 KB
1079
+ Peak Allocated Bytes 67.1 KB
1080
+ Overflow Count 4
1081
+ [ALLOC_TEMP_Background Job.Worker 8]
1082
+ Initial Block Size 32.0 KB
1083
+ Current Block Size 32.0 KB
1084
+ Peak Allocated Bytes 54 B
1085
+ Overflow Count 0
1086
+ [ALLOC_TEMP_Job.Worker 6]
1087
+ Initial Block Size 256.0 KB
1088
+ Current Block Size 256.0 KB
1089
+ Peak Allocated Bytes 0 B
1090
+ Overflow Count 0
1091
+ [ALLOC_TEMP_Job.Worker 0]
1092
+ Initial Block Size 256.0 KB
1093
+ Current Block Size 256.0 KB
1094
+ Peak Allocated Bytes 0 B
1095
+ Overflow Count 0
1096
+ [ALLOC_TEMP_Background Job.Worker 10]
1097
+ Initial Block Size 32.0 KB
1098
+ Current Block Size 32.0 KB
1099
+ Peak Allocated Bytes 54 B
1100
+ Overflow Count 0
1101
+ [ALLOC_TEMP_Background Job.Worker 9]
1102
+ Initial Block Size 32.0 KB
1103
+ Current Block Size 32.0 KB
1104
+ Peak Allocated Bytes 54 B
1105
+ Overflow Count 0
1106
+ [ALLOC_TEMP_Job.Worker 5]
1107
+ Initial Block Size 256.0 KB
1108
+ Current Block Size 256.0 KB
1109
+ Peak Allocated Bytes 0 B
1110
+ Overflow Count 0
1111
+ [ALLOC_TEMP_Background Job.Worker 14]
1112
+ Initial Block Size 32.0 KB
1113
+ Current Block Size 32.0 KB
1114
+ Peak Allocated Bytes 54 B
1115
+ Overflow Count 0
1116
+ [ALLOC_TEMP_Background Job.Worker 6]
1117
+ Initial Block Size 32.0 KB
1118
+ Current Block Size 32.0 KB
1119
+ Peak Allocated Bytes 54 B
1120
+ Overflow Count 0
1121
+ [ALLOC_TEMP_Job.Worker 4]
1122
+ Initial Block Size 256.0 KB
1123
+ Current Block Size 256.0 KB
1124
+ Peak Allocated Bytes 0 B
1125
+ Overflow Count 0
1126
+ [ALLOC_TEMP_Job.Worker 14]
1127
+ Initial Block Size 256.0 KB
1128
+ Current Block Size 256.0 KB
1129
+ Peak Allocated Bytes 54 B
1130
+ Overflow Count 0
1131
+ [ALLOC_TEMP_Job.Worker 3]
1132
+ Initial Block Size 256.0 KB
1133
+ Current Block Size 256.0 KB
1134
+ Peak Allocated Bytes 0 B
1135
+ Overflow Count 0
1136
+ [ALLOC_TEMP_Job.Worker 13]
1137
+ Initial Block Size 256.0 KB
1138
+ Current Block Size 256.0 KB
1139
+ Peak Allocated Bytes 54 B
1140
+ Overflow Count 0
1141
+ [ALLOC_TEMP_Background Job.Worker 12]
1142
+ Initial Block Size 32.0 KB
1143
+ Current Block Size 32.0 KB
1144
+ Peak Allocated Bytes 54 B
1145
+ Overflow Count 0
1146
+ [ALLOC_TEMP_EnlightenWorker] x 8
1147
+ Initial Block Size 64.0 KB
1148
+ Current Block Size 64.0 KB
1149
+ Peak Allocated Bytes 54 B
1150
+ Overflow Count 0
1151
+ [ALLOC_TEMP_Background Job.Worker 15]
1152
+ Initial Block Size 32.0 KB
1153
+ Current Block Size 32.0 KB
1154
+ Peak Allocated Bytes 54 B
1155
+ Overflow Count 0
1156
+ [ALLOC_TEMP_Background Job.Worker 1]
1157
+ Initial Block Size 32.0 KB
1158
+ Current Block Size 32.0 KB
1159
+ Peak Allocated Bytes 54 B
1160
+ Overflow Count 0
1161
+ [ALLOC_TEMP_Background Job.Worker 2]
1162
+ Initial Block Size 32.0 KB
1163
+ Current Block Size 32.0 KB
1164
+ Peak Allocated Bytes 54 B
1165
+ Overflow Count 0
1166
+ [ALLOC_TEMP_Background Job.Worker 7]
1167
+ Initial Block Size 32.0 KB
1168
+ Current Block Size 32.0 KB
1169
+ Peak Allocated Bytes 54 B
1170
+ Overflow Count 0
1171
+ [ALLOC_TEMP_AssetGarbageCollectorHelper] x 15
1172
+ Initial Block Size 64.0 KB
1173
+ Current Block Size 64.0 KB
1174
+ Peak Allocated Bytes 0 B
1175
+ Overflow Count 0
1176
+ [ALLOC_TEMP_Background Job.Worker 5]
1177
+ Initial Block Size 32.0 KB
1178
+ Current Block Size 32.0 KB
1179
+ Peak Allocated Bytes 54 B
1180
+ Overflow Count 0
1181
+ [ALLOC_TEMP_Job.Worker 9]
1182
+ Initial Block Size 256.0 KB
1183
+ Current Block Size 256.0 KB
1184
+ Peak Allocated Bytes 0 B
1185
+ Overflow Count 0
1186
+ [ALLOC_TEMP_Background Job.Worker 13]
1187
+ Initial Block Size 32.0 KB
1188
+ Current Block Size 32.0 KB
1189
+ Peak Allocated Bytes 54 B
1190
+ Overflow Count 0
1191
+ [ALLOC_TEMP_Job.Worker 8]
1192
+ Initial Block Size 256.0 KB
1193
+ Current Block Size 256.0 KB
1194
+ Peak Allocated Bytes 0 B
1195
+ Overflow Count 0
1196
+ [ALLOC_TEMP_Job.Worker 7]
1197
+ Initial Block Size 256.0 KB
1198
+ Current Block Size 256.0 KB
1199
+ Peak Allocated Bytes 0.8 KB
1200
+ Overflow Count 0
1201
+ [ALLOC_TEMP_Job.Worker 1]
1202
+ Initial Block Size 256.0 KB
1203
+ Current Block Size 256.0 KB
1204
+ Peak Allocated Bytes 0 B
1205
+ Overflow Count 0
1206
+ [ALLOC_TEMP_Job.Worker 2]
1207
+ Initial Block Size 256.0 KB
1208
+ Current Block Size 256.0 KB
1209
+ Peak Allocated Bytes 0 B
1210
+ Overflow Count 0
1211
+ [ALLOC_TEMP_Background Job.Worker 3]
1212
+ Initial Block Size 32.0 KB
1213
+ Current Block Size 32.0 KB
1214
+ Peak Allocated Bytes 54 B
1215
+ Overflow Count 0
1216
+ [ALLOC_TEMP_Background Job.Worker 11]
1217
+ Initial Block Size 32.0 KB
1218
+ Current Block Size 32.0 KB
1219
+ Peak Allocated Bytes 54 B
1220
+ Overflow Count 0
1221
+ [ALLOC_TEMP_Job.Worker 10]
1222
+ Initial Block Size 256.0 KB
1223
+ Current Block Size 256.0 KB
1224
+ Peak Allocated Bytes 54 B
1225
+ Overflow Count 0
1226
+ [ALLOC_TEMP_Background Job.Worker 0]
1227
+ Initial Block Size 32.0 KB
1228
+ Current Block Size 32.0 KB
1229
+ Peak Allocated Bytes 54 B
1230
+ Overflow Count 0
1231
+ [ALLOC_TEMP_Job.Worker 11]
1232
+ Initial Block Size 256.0 KB
1233
+ Current Block Size 256.0 KB
1234
+ Peak Allocated Bytes 54 B
1235
+ Overflow Count 0
1236
+ [ALLOC_TEMP_Job.Worker 12]
1237
+ Initial Block Size 256.0 KB
1238
+ Current Block Size 256.0 KB
1239
+ Peak Allocated Bytes 54 B
1240
+ Overflow Count 0
1241
+ [ALLOC_TEMP_Background Job.Worker 4]
1242
+ Initial Block Size 32.0 KB
1243
+ Current Block Size 32.0 KB
1244
+ Peak Allocated Bytes 54 B
1245
+ Overflow Count 0
1246
+ [ALLOC_TEMP_BatchDeleteObjects]
1247
+ Initial Block Size 64.0 KB
1248
+ Current Block Size 64.0 KB
1249
+ Peak Allocated Bytes 54 B
1250
+ Overflow Count 0
1251
+ [ALLOC_DEFAULT] Dual Thread Allocator
1252
+ Peak main deferred allocation count 4
1253
+ [ALLOC_BUCKET]
1254
+ Large Block size 4.0 MB
1255
+ Used Block count 1
1256
+ Peak Allocated bytes 0.9 MB
1257
+ [ALLOC_DEFAULT_MAIN]
1258
+ Peak usage frame count: [4.0 MB-8.0 MB]: 86465 frames
1259
+ Requested Block Size 16.0 MB
1260
+ Peak Block count 1
1261
+ Peak Allocated memory 5.1 MB
1262
+ Peak Large allocation bytes 0 B
1263
+ [ALLOC_DEFAULT_THREAD]
1264
+ Peak usage frame count: [16.0 MB-32.0 MB]: 86465 frames
1265
+ Requested Block Size 16.0 MB
1266
+ Peak Block count 1
1267
+ Peak Allocated memory 17.2 MB
1268
+ Peak Large allocation bytes 16.0 MB
1269
+ [ALLOC_TEMP_JOB_1_FRAME]
1270
+ Initial Block Size 2.0 MB
1271
+ Used Block Count 1
1272
+ Overflow Count (too large) 0
1273
+ Overflow Count (full) 0
1274
+ [ALLOC_TEMP_JOB_2_FRAMES]
1275
+ Initial Block Size 2.0 MB
1276
+ Used Block Count 1
1277
+ Overflow Count (too large) 0
1278
+ Overflow Count (full) 0
1279
+ [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
1280
+ Initial Block Size 2.0 MB
1281
+ Used Block Count 2
1282
+ Overflow Count (too large) 0
1283
+ Overflow Count (full) 0
1284
+ [ALLOC_TEMP_JOB_ASYNC (Background)]
1285
+ Initial Block Size 1.0 MB
1286
+ Used Block Count 3
1287
+ Overflow Count (too large) 0
1288
+ Overflow Count (full) 0
1289
+ [ALLOC_GFX] Dual Thread Allocator
1290
+ Peak main deferred allocation count 0
1291
+ [ALLOC_BUCKET]
1292
+ Large Block size 4.0 MB
1293
+ Used Block count 1
1294
+ Peak Allocated bytes 0.9 MB
1295
+ [ALLOC_GFX_MAIN]
1296
+ Peak usage frame count: [32.0 KB-64.0 KB]: 86464 frames, [64.0 KB-128.0 KB]: 1 frames
1297
+ Requested Block Size 16.0 MB
1298
+ Peak Block count 1
1299
+ Peak Allocated memory 65.6 KB
1300
+ Peak Large allocation bytes 0 B
1301
+ [ALLOC_GFX_THREAD]
1302
+ Peak usage frame count: [128.0 KB-256.0 KB]: 86465 frames
1303
+ Requested Block Size 16.0 MB
1304
+ Peak Block count 1
1305
+ Peak Allocated memory 173.6 KB
1306
+ Peak Large allocation bytes 0 B
1307
+ [ALLOC_CACHEOBJECTS] Dual Thread Allocator
1308
+ Peak main deferred allocation count 2
1309
+ [ALLOC_BUCKET]
1310
+ Large Block size 4.0 MB
1311
+ Used Block count 1
1312
+ Peak Allocated bytes 0.9 MB
1313
+ [ALLOC_CACHEOBJECTS_MAIN]
1314
+ Peak usage frame count: [0.5 MB-1.0 MB]: 86465 frames
1315
+ Requested Block Size 4.0 MB
1316
+ Peak Block count 1
1317
+ Peak Allocated memory 0.6 MB
1318
+ Peak Large allocation bytes 0 B
1319
+ [ALLOC_CACHEOBJECTS_THREAD]
1320
+ Peak usage frame count: [0.5 MB-1.0 MB]: 86464 frames, [2.0 MB-4.0 MB]: 1 frames
1321
+ Requested Block Size 4.0 MB
1322
+ Peak Block count 1
1323
+ Peak Allocated memory 3.2 MB
1324
+ Peak Large allocation bytes 0 B
1325
+ [ALLOC_TYPETREE] Dual Thread Allocator
1326
+ Peak main deferred allocation count 0
1327
+ [ALLOC_BUCKET]
1328
+ Large Block size 4.0 MB
1329
+ Used Block count 1
1330
+ Peak Allocated bytes 0.9 MB
1331
+ [ALLOC_TYPETREE_MAIN]
1332
+ Peak usage frame count: [0-1.0 KB]: 86465 frames
1333
+ Requested Block Size 2.0 MB
1334
+ Peak Block count 1
1335
+ Peak Allocated memory 1.0 KB
1336
+ Peak Large allocation bytes 0 B
1337
+ [ALLOC_TYPETREE_THREAD]
1338
+ Peak usage frame count: [1.0 KB-2.0 KB]: 86464 frames, [2.0 KB-4.0 KB]: 1 frames
1339
+ Requested Block Size 2.0 MB
1340
+ Peak Block count 1
1341
+ Peak Allocated memory 2.2 KB
1342
+ Peak Large allocation bytes 0 B