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README.md ADDED
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+
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+ ---
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+ tags:
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+ - unity-ml-agents
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+ - ml-agents
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - ML-Agents-SnowballTarget
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+ library_name: ml-agents
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+ ---
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+
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+ # **ppo** Agent playing **SnowballTarget**
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+ This is a trained model of a **ppo** agent playing **SnowballTarget** 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://github.com/huggingface/ml-agents#get-started
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+ We wrote a complete tutorial to learn to train your first agent using ML-Agents and publish it to the Hub:
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+
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+
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+ ### Resume the training
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+ ```
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+ mlagents-learn <your_configuration_file_path.yaml> --run-id=<run_id> --resume
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+ ```
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+ ### Watch your Agent play
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+ You can watch your agent **playing directly in your browser:**.
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+
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+ 1. Go to https://huggingface.co/spaces/unity/ML-Agents-SnowballTarget
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+ 2. Step 1: Write your model_id: Victarry/ppo-SnowballTarget
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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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+ {"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, "learning_rate_schedule": "linear", "beta_schedule": "linear", "epsilon_schedule": "linear"}, "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, "checkpoint_interval": 50000, "max_steps": 200000, "time_horizon": 64, "summary_freq": 10000, "threaded": true, "self_play": null, "behavioral_cloning": null}}, "env_settings": {"env_path": "./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": "SnowballTarget1", "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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+ SnowballTarget:
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+ trainer_type: ppo
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+ hyperparameters:
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+ batch_size: 128
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+ buffer_size: 2048
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+ learning_rate: 0.0003
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+ beta: 0.005
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+ lambd: 0.95
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+ num_epoch: 3
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+ normalize: false
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+ hidden_units: 256
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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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+ reward_signals:
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+ gamma: 0.99
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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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+ 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: 10
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+ checkpoint_interval: 50000
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+ max_steps: 200000
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+ time_horizon: 64
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+ summary_freq: 10000
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+ threaded: true
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+ env_path: ./training-envs-executables/linux/SnowballTarget/SnowballTarget
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+ no_graphics: true
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+ environment_parameters: null
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+ checkpoint_settings:
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+ run_id: SnowballTarget1
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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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+ debug: false
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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
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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
+ Current Block Size 256.0 KB
301
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302
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303
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304
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305
+ Current Block Size 32.0 KB
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
+ Current Block Size 256.0 KB
326
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327
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328
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329
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330
+ Current Block Size 256.0 KB
331
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332
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333
+ [ALLOC_TEMP_Background Job.Worker 2]
334
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335
+ Current Block Size 32.0 KB
336
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337
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338
+ [ALLOC_TEMP_Job.Worker 8]
339
+ Initial Block Size 256.0 KB
340
+ Current Block Size 256.0 KB
341
+ Peak Allocated Bytes 3.6 KB
342
+ Overflow Count 0
343
+ [ALLOC_TEMP_Job.Worker 90]
344
+ Initial Block Size 256.0 KB
345
+ Current Block Size 256.0 KB
346
+ Peak Allocated Bytes 3.6 KB
347
+ Overflow Count 0
348
+ [ALLOC_TEMP_Job.Worker 32]
349
+ Initial Block Size 256.0 KB
350
+ Current Block Size 256.0 KB
351
+ Peak Allocated Bytes 3.6 KB
352
+ Overflow Count 0
353
+ [ALLOC_TEMP_Job.Worker 59]
354
+ Initial Block Size 256.0 KB
355
+ Current Block Size 256.0 KB
356
+ Peak Allocated Bytes 3.6 KB
357
+ Overflow Count 0
358
+ [ALLOC_TEMP_Job.Worker 1]
359
+ Initial Block Size 256.0 KB
360
+ Current Block Size 256.0 KB
361
+ Peak Allocated Bytes 3.6 KB
362
+ Overflow Count 0
363
+ [ALLOC_TEMP_Job.Worker 23]
364
+ Initial Block Size 256.0 KB
365
+ Current Block Size 256.0 KB
366
+ Peak Allocated Bytes 3.6 KB
367
+ Overflow Count 0
368
+ [ALLOC_TEMP_Job.Worker 49]
369
+ Initial Block Size 256.0 KB
370
+ Current Block Size 256.0 KB
371
+ Peak Allocated Bytes 3.6 KB
372
+ Overflow Count 0
373
+ [ALLOC_TEMP_Job.Worker 33]
374
+ Initial Block Size 256.0 KB
375
+ Current Block Size 256.0 KB
376
+ Peak Allocated Bytes 3.6 KB
377
+ Overflow Count 0
378
+ [ALLOC_TEMP_Job.Worker 10]
379
+ Initial Block Size 256.0 KB
380
+ Current Block Size 256.0 KB
381
+ Peak Allocated Bytes 3.6 KB
382
+ Overflow Count 0
383
+ [ALLOC_TEMP_Job.Worker 15]
384
+ Initial Block Size 256.0 KB
385
+ Current Block Size 256.0 KB
386
+ Peak Allocated Bytes 3.6 KB
387
+ Overflow Count 0
388
+ [ALLOC_TEMP_Job.Worker 24]
389
+ Initial Block Size 256.0 KB
390
+ Current Block Size 256.0 KB
391
+ Peak Allocated Bytes 3.6 KB
392
+ Overflow Count 0
393
+ [ALLOC_TEMP_Job.Worker 12]
394
+ Initial Block Size 256.0 KB
395
+ Current Block Size 256.0 KB
396
+ Peak Allocated Bytes 3.6 KB
397
+ Overflow Count 0
398
+ [ALLOC_TEMP_Job.Worker 83]
399
+ Initial Block Size 256.0 KB
400
+ Current Block Size 256.0 KB
401
+ Peak Allocated Bytes 3.6 KB
402
+ Overflow Count 0
403
+ [ALLOC_TEMP_Loading.PreloadManager]
404
+ Initial Block Size 256.0 KB
405
+ Current Block Size 304.0 KB
406
+ Peak Allocated Bytes 228.9 KB
407
+ Overflow Count 4
408
+ [ALLOC_TEMP_Job.Worker 99]
409
+ Initial Block Size 256.0 KB
410
+ Current Block Size 256.0 KB
411
+ Peak Allocated Bytes 3.6 KB
412
+ Overflow Count 0
413
+ [ALLOC_TEMP_Job.Worker 87]
414
+ Initial Block Size 256.0 KB
415
+ Current Block Size 256.0 KB
416
+ Peak Allocated Bytes 3.6 KB
417
+ Overflow Count 0
418
+ [ALLOC_TEMP_Job.Worker 17]
419
+ Initial Block Size 256.0 KB
420
+ Current Block Size 256.0 KB
421
+ Peak Allocated Bytes 3.6 KB
422
+ Overflow Count 0
423
+ [ALLOC_TEMP_Job.Worker 14]
424
+ Initial Block Size 256.0 KB
425
+ Current Block Size 256.0 KB
426
+ Peak Allocated Bytes 3.6 KB
427
+ Overflow Count 0
428
+ [ALLOC_TEMP_Job.Worker 65]
429
+ Initial Block Size 256.0 KB
430
+ Current Block Size 256.0 KB
431
+ Peak Allocated Bytes 3.6 KB
432
+ Overflow Count 0
433
+ [ALLOC_TEMP_Job.Worker 97]
434
+ Initial Block Size 256.0 KB
435
+ Current Block Size 256.0 KB
436
+ Peak Allocated Bytes 3.6 KB
437
+ Overflow Count 0
438
+ [ALLOC_TEMP_Job.Worker 3]
439
+ Initial Block Size 256.0 KB
440
+ Current Block Size 256.0 KB
441
+ Peak Allocated Bytes 3.6 KB
442
+ Overflow Count 0
443
+ [ALLOC_TEMP_Background Job.Worker 12]
444
+ Initial Block Size 32.0 KB
445
+ Current Block Size 32.0 KB
446
+ Peak Allocated Bytes 0 B
447
+ Overflow Count 0
448
+ [ALLOC_TEMP_AssetGarbageCollectorHelper] x 103
449
+ Initial Block Size 64.0 KB
450
+ Current Block Size 64.0 KB
451
+ Peak Allocated Bytes 0 B
452
+ Overflow Count 0
453
+ [ALLOC_TEMP_Background Job.Worker 5]
454
+ Initial Block Size 32.0 KB
455
+ Current Block Size 32.0 KB
456
+ Peak Allocated Bytes 0 B
457
+ Overflow Count 0
458
+ [ALLOC_TEMP_Job.Worker 56]
459
+ Initial Block Size 256.0 KB
460
+ Current Block Size 256.0 KB
461
+ Peak Allocated Bytes 3.6 KB
462
+ Overflow Count 0
463
+ [ALLOC_TEMP_Background Job.Worker 13]
464
+ Initial Block Size 32.0 KB
465
+ Current Block Size 32.0 KB
466
+ Peak Allocated Bytes 0 B
467
+ Overflow Count 0
468
+ [ALLOC_TEMP_Job.Worker 37]
469
+ Initial Block Size 256.0 KB
470
+ Current Block Size 256.0 KB
471
+ Peak Allocated Bytes 3.6 KB
472
+ Overflow Count 0
473
+ [ALLOC_TEMP_Job.Worker 88]
474
+ Initial Block Size 256.0 KB
475
+ Current Block Size 256.0 KB
476
+ Peak Allocated Bytes 3.6 KB
477
+ Overflow Count 0
478
+ [ALLOC_TEMP_Job.Worker 84]
479
+ Initial Block Size 256.0 KB
480
+ Current Block Size 256.0 KB
481
+ Peak Allocated Bytes 3.6 KB
482
+ Overflow Count 0
483
+ [ALLOC_TEMP_Job.Worker 62]
484
+ Initial Block Size 256.0 KB
485
+ Current Block Size 256.0 KB
486
+ Peak Allocated Bytes 3.6 KB
487
+ Overflow Count 0
488
+ [ALLOC_TEMP_Job.Worker 50]
489
+ Initial Block Size 256.0 KB
490
+ Current Block Size 256.0 KB
491
+ Peak Allocated Bytes 3.6 KB
492
+ Overflow Count 0
493
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494
+ Initial Block Size 256.0 KB
495
+ Current Block Size 256.0 KB
496
+ Peak Allocated Bytes 3.6 KB
497
+ Overflow Count 0
498
+ [ALLOC_TEMP_Job.Worker 2]
499
+ Initial Block Size 256.0 KB
500
+ Current Block Size 256.0 KB
501
+ Peak Allocated Bytes 3.6 KB
502
+ Overflow Count 0
503
+ [ALLOC_TEMP_Job.Worker 94]
504
+ Initial Block Size 256.0 KB
505
+ Current Block Size 256.0 KB
506
+ Peak Allocated Bytes 3.6 KB
507
+ Overflow Count 0
508
+ [ALLOC_TEMP_Background Job.Worker 0]
509
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510
+ Current Block Size 32.0 KB
511
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512
+ Overflow Count 0
513
+ [ALLOC_TEMP_Job.Worker 41]
514
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515
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516
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517
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518
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519
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520
+ Current Block Size 256.0 KB
521
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522
+ Overflow Count 0
523
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524
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525
+ Current Block Size 32.0 KB
526
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527
+ Overflow Count 0
528
+ [ALLOC_TEMP_Job.Worker 81]
529
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530
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531
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532
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533
+ [ALLOC_TEMP_Job.Worker 6]
534
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535
+ Current Block Size 256.0 KB
536
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537
+ Overflow Count 0
538
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539
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540
+ Current Block Size 256.0 KB
541
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542
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543
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544
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545
+ Current Block Size 32.0 KB
546
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547
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548
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549
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550
+ Current Block Size 256.0 KB
551
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552
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553
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554
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555
+ Current Block Size 256.0 KB
556
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557
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558
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559
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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579
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580
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581
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582
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583
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584
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585
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586
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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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600
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601
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602
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603
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604
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605
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606
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607
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
+ Initial Block Size 256.0 KB
620
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621
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622
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623
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624
+ Initial Block Size 256.0 KB
625
+ Current Block Size 256.0 KB
626
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627
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628
+ [ALLOC_TEMP_Job.Worker 102]
629
+ Initial Block Size 256.0 KB
630
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631
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632
+ Overflow Count 0
633
+ [ALLOC_TEMP_Job.Worker 93]
634
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635
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636
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637
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638
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639
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640
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641
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642
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643
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644
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645
+ Current Block Size 256.0 KB
646
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647
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648
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649
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650
+ Current Block Size 256.0 KB
651
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652
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653
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654
+ Initial Block Size 64.0 KB
655
+ Current Block Size 64.0 KB
656
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657
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658
+ [ALLOC_DEFAULT] Dual Thread Allocator
659
+ Peak main deferred allocation count 40
660
+ [ALLOC_BUCKET]
661
+ Large Block size 4.0 MB
662
+ Used Block count 1
663
+ Peak Allocated bytes 1.0 MB
664
+ [ALLOC_DEFAULT_MAIN]
665
+ Peak usage frame count: [4.0 MB-8.0 MB]: 5461 frames
666
+ Requested Block Size 16.0 MB
667
+ Peak Block count 1
668
+ Peak Allocated memory 6.9 MB
669
+ Peak Large allocation bytes 0 B
670
+ [ALLOC_DEFAULT_THREAD]
671
+ Peak usage frame count: [16.0 MB-32.0 MB]: 5461 frames
672
+ Requested Block Size 16.0 MB
673
+ Peak Block count 1
674
+ Peak Allocated memory 17.6 MB
675
+ Peak Large allocation bytes 16.0 MB
676
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677
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678
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679
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680
+ Overflow Count (full) 0
681
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682
+ Initial Block Size 2.0 MB
683
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684
+ Overflow Count (too large) 0
685
+ Overflow Count (full) 0
686
+ [ALLOC_TEMP_JOB_4_FRAMES (JobTemp)]
687
+ Initial Block Size 2.0 MB
688
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689
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690
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691
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692
+ Initial Block Size 1.0 MB
693
+ Used Block Count 3
694
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695
+ Overflow Count (full) 0
696
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697
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698
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699
+ Large Block size 4.0 MB
700
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701
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702
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703
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704
+ Requested Block Size 16.0 MB
705
+ Peak Block count 1
706
+ Peak Allocated memory 67.3 KB
707
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708
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709
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710
+ Requested Block Size 16.0 MB
711
+ Peak Block count 1
712
+ Peak Allocated memory 39.6 KB
713
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714
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715
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716
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717
+ Large Block size 4.0 MB
718
+ Used Block count 1
719
+ Peak Allocated bytes 1.0 MB
720
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721
+ Peak usage frame count: [0.5 MB-1.0 MB]: 5461 frames
722
+ Requested Block Size 4.0 MB
723
+ Peak Block count 1
724
+ Peak Allocated memory 0.6 MB
725
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726
+ [ALLOC_CACHEOBJECTS_THREAD]
727
+ Peak usage frame count: [0.5 MB-1.0 MB]: 5460 frames, [2.0 MB-4.0 MB]: 1 frames
728
+ Requested Block Size 4.0 MB
729
+ Peak Block count 1
730
+ Peak Allocated memory 2.2 MB
731
+ Peak Large allocation bytes 0 B
732
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733
+ Peak main deferred allocation count 0
734
+ [ALLOC_BUCKET]
735
+ Large Block size 4.0 MB
736
+ Used Block count 1
737
+ Peak Allocated bytes 1.0 MB
738
+ [ALLOC_TYPETREE_MAIN]
739
+ Peak usage frame count: [0-1.0 KB]: 5461 frames
740
+ Requested Block Size 2.0 MB
741
+ Peak Block count 1
742
+ Peak Allocated memory 1.0 KB
743
+ Peak Large allocation bytes 0 B
744
+ [ALLOC_TYPETREE_THREAD]
745
+ Peak usage frame count: [1.0 KB-2.0 KB]: 5461 frames
746
+ Requested Block Size 2.0 MB
747
+ Peak Block count 1
748
+ Peak Allocated memory 1.7 KB
749
+ Peak Large allocation bytes 0 B
run_logs/timers.json ADDED
@@ -0,0 +1,384 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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