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Push Huggy to the Hub

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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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+ - Huggy
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - ML-Agents-Huggy
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+ ---
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+
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+ # **ppo** Agent playing **Huggy**
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+ This is a trained model of a **ppo** agent playing **Huggy**
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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: 0xtimi/ppo-Huggy
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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 ADDED
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+ {"default_settings": null, "behaviors": {"Huggy": {"trainer_type": "ppo", "hyperparameters": {"batch_size": 2048, "buffer_size": 20480, "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": 200000, "network_settings": {"normalize": true, "hidden_units": 512, "num_layers": 3, "vis_encode_type": "simple", "memory": null, "goal_conditioning_type": "hyper", "deterministic": false}, "reward_signals": {"extrinsic": {"gamma": 0.995, "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": 15, "even_checkpoints": false, "max_steps": 2000000, "time_horizon": 1000, "summary_freq": 50000, "threaded": false, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./trained-envs-executables/linux/Huggy/Huggy", "env_args": null, "base_port": 5005, "num_envs": 1, "num_areas": 1, "timeout_wait": 60, "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, "no_graphics_monitor": false}, "environment_parameters": null, "checkpoint_settings": {"run_id": "Huggy", "initialize_from": null, "load_model": false, "resume": false, "force": false, "train_model": false, "inference": false, "results_dir": "results"}, "torch_settings": {"device": null}, "debug": false}
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+ default_settings: null
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+ behaviors:
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+ Huggy:
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+ trainer_type: ppo
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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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+ shared_critic: false
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+ learning_rate_schedule: linear
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+ beta_schedule: linear
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+ epsilon_schedule: linear
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+ checkpoint_interval: 200000
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+ network_settings:
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+ normalize: true
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+ hidden_units: 512
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+ num_layers: 3
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+ vis_encode_type: simple
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+ memory: null
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+ goal_conditioning_type: hyper
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+ deterministic: false
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+ reward_signals:
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+ extrinsic:
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+ gamma: 0.995
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+ strength: 1.0
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+ network_settings:
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+ normalize: false
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+ hidden_units: 128
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+ num_layers: 2
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+ vis_encode_type: simple
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+ memory: null
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+ goal_conditioning_type: hyper
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+ deterministic: false
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+ init_path: null
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+ keep_checkpoints: 15
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+ even_checkpoints: false
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+ max_steps: 2000000
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+ time_horizon: 1000
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+ summary_freq: 50000
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+ threaded: false
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+ self_play: null
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+ behavioral_cloning: null
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+ env_settings:
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+ env_path: ./trained-envs-executables/linux/Huggy/Huggy
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+ env_args: null
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+ base_port: 5005
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+ num_envs: 1
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+ num_areas: 1
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+ timeout_wait: 60
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+ seed: -1
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+ max_lifetime_restarts: 10
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+ restarts_rate_limit_n: 1
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+ restarts_rate_limit_period_s: 60
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+ engine_settings:
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+ width: 84
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+ height: 84
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+ quality_level: 5
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+ time_scale: 20
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+ target_frame_rate: -1
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+ capture_frame_rate: 60
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+ no_graphics: true
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+ no_graphics_monitor: false
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+ environment_parameters: null
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+ checkpoint_settings:
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+ run_id: Huggy
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+ initialize_from: null
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+ load_model: false
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+ resume: false
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+ force: false
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+ train_model: false
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+ inference: false
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+ results_dir: results
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+ torch_settings:
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+ device: null
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+ debug: false
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100
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105
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106
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110
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111
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112
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114
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115
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116
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117
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118
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119
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120
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121
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122
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124
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125
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126
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127
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128
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129
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130
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131
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132
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134
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135
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136
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137
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139
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140
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141
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142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
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166
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167
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168
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169
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170
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171
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172
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173
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174
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175
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176
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177
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178
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179
+ Initial Block Size 32.0 KB
180
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181
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182
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183
+ [ALLOC_TEMP_AssetGarbageCollectorHelper] x 63
184
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185
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186
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187
+ Overflow Count 0
188
+ [ALLOC_TEMP_Background Job.Worker 5]
189
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190
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191
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192
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193
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194
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195
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196
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197
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198
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199
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200
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201
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202
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203
+ [ALLOC_TEMP_Job.Worker 62]
204
+ Initial Block Size 256.0 KB
205
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206
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207
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208
+ [ALLOC_TEMP_Job.Worker 37]
209
+ Initial Block Size 256.0 KB
210
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211
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212
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213
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214
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215
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216
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217
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218
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219
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220
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221
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222
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223
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224
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225
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226
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227
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228
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229
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230
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231
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232
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233
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234
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235
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236
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237
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238
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239
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240
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241
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242
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243
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244
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245
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246
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247
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248
+ [ALLOC_TEMP_Background Job.Worker 0]
249
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250
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251
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252
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253
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254
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255
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256
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257
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258
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259
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260
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261
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262
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263
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264
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265
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266
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267
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268
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269
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270
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271
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272
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273
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274
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275
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276
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277
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278
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279
+ Initial Block Size 64.0 KB
280
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281
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282
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283
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284
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285
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286
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287
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288
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289
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290
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291
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292
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293
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294
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295
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296
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297
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298
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299
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300
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301
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302
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303
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304
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305
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306
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307
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308
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309
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310
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311
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312
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313
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314
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315
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316
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317
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318
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319
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320
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321
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322
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323
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324
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325
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326
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327
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328
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329
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330
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331
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332
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333
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334
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335
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336
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337
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338
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339
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340
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341
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342
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343
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344
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345
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346
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347
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348
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349
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350
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351
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352
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353
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354
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355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
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381
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382
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384
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385
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386
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387
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388
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389
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390
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392
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394
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395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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425
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426
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427
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429
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434
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435
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436
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440
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445
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450
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454
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455
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456
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459
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460
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465
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466
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470
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474
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475
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476
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480
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481
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482
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484
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485
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486
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487
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489
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490
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491
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492
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493
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494
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496
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497
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498
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499
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500
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501
+ Requested Block Size 16.0 MB
502
+ Peak Block count 1
503
+ Peak Allocated memory 24.1 MB
504
+ Peak Large allocation bytes 16.0 MB
505
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506
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507
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508
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509
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510
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511
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512
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513
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515
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517
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518
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520
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522
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523
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527
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528
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529
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530
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531
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532
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534
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535
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536
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537
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538
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539
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540
+ Peak Block count 1
541
+ Peak Allocated memory 65.6 KB
542
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543
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544
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545
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546
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548
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549
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550
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552
+ Large Block size 4.0 MB
553
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+ Peak Allocated bytes 1.4 MB
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556
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+ Requested Block Size 4.0 MB
558
+ Peak Block count 2
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560
+ Peak Large allocation bytes 24.9 MB
561
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562
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+ Requested Block Size 4.0 MB
564
+ Peak Block count 1
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+ Peak Allocated memory 2.6 MB
566
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567
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568
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570
+ Large Block size 4.0 MB
571
+ Used Block count 1
572
+ Peak Allocated bytes 1.4 MB
573
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574
+ Peak usage frame count: [0-1.0 KB]: 26748 frames
575
+ Requested Block Size 2.0 MB
576
+ Peak Block count 1
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+ Peak Allocated memory 1.0 KB
578
+ Peak Large allocation bytes 0 B
579
+ [ALLOC_TYPETREE_THREAD]
580
+ Peak usage frame count: [4.0 KB-8.0 KB]: 26748 frames
581
+ Requested Block Size 2.0 MB
582
+ Peak Block count 1
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+ Peak Allocated memory 7.3 KB
584
+ Peak Large allocation bytes 0 B
run_logs/timers.json ADDED
@@ -0,0 +1,362 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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