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Feature Extraction/a2m_behavior_features.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:91ba05a6553040e3eb5f508a35d6ffb505691df34bf641635fd4f56fb917d351
+size 449967052

Model Training/args.json

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+{
+    "arch": "trans_enc",
+    "batch_size": 64,
+    "cond_mask_prob": 0.0,
+    "cuda": true,
+    "data_dir": "",
+    "dataset": "a2m_behavior",
+    "device": 0,
+    "diffusion_steps": 1000,
+    "emb_trans_dec": false,
+    "eval_batch_size": 32,
+    "eval_during_training": true,
+    "eval_num_samples": -1,
+    "eval_rep_times": 5,
+    "eval_split": "test",
+    "lambda_fc": 1.0,
+    "lambda_rcxyz": 1.0,
+    "lambda_vel": 1.0,
+    "latent_dim": 512,
+    "layers": 8,
+    "log_interval": 1000,
+    "lr": 0.0001,
+    "lr_anneal_steps": 0,
+    "noise_schedule": "cosine",
+    "num_frames": 100,
+    "num_steps": 750000,
+    "overwrite": true,
+    "resume_checkpoint": "",
+    "save_dir": "save/a2m_behavior_6",
+    "save_interval": 25000,
+    "seed": 10,
+    "sigma_small": true,
+    "train_platform_type": "TensorboardPlatform",
+    "unconstrained": false,
+    "weight_decay": 0.0
+}

Model Training/evaluation_results_iter250000_samp-1_scale1_a2m.yaml

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+feats:
+  accuracy_gen_test:
+  - '0.177632'
+  - '0.230263'
+  - '0.184211'
+  - '0.144737'
+  - '0.171053'
+  accuracy_gen_train:
+  - '0.187709'
+  - '0.15419'
+  - '0.182123'
+  - '0.172067'
+  - '0.192179'
+  accuracy_gt2_test:
+  - '0.144737'
+  - '0.151316'
+  - '0.144737'
+  - '0.131579'
+  - '0.151316'
+  accuracy_gt2_train:
+  - '0.189944'
+  - '0.194413'
+  - '0.184358'
+  - '0.191061'
+  - '0.192179'
+  accuracy_gt_test:
+  - '0.151316'
+  - '0.157895'
+  - '0.118421'
+  - '0.144737'
+  - '0.151316'
+  accuracy_gt_train:
+  - '0.192179'
+  - '0.191061'
+  - '0.2'
+  - '0.193296'
+  - '0.192179'
+  diversity_gen_test:
+  - '5.27889'
+  - '5.20282'
+  - '5.14108'
+  - '5.02415'
+  - '5.08378'
+  diversity_gen_train:
+  - '5.28407'
+  - '5.20238'
+  - '5.19497'
+  - '5.27803'
+  - '5.14202'
+  diversity_gt2_test:
+  - '5.19074'
+  - '5.26027'
+  - '5.30707'
+  - '5.2593'
+  - '5.18807'
+  diversity_gt2_train:
+  - '4.90178'
+  - '5.2247'
+  - '5.25033'
+  - '5.27086'
+  - '5.24766'
+  diversity_gt_test:
+  - '5.13821'
+  - '5.45459'
+  - '5.07608'
+  - '5.38923'
+  - '5.32228'
+  diversity_gt_train:
+  - '5.49592'
+  - '5.35409'
+  - '5.40914'
+  - '5.34149'
+  - '5.24109'
+  fid_gen_test:
+  - '1.06865'
+  - '1.24959'
+  - '0.893057'
+  - '1.05761'
+  - '1.09958'
+  fid_gen_train:
+  - '0.223781'
+  - '0.214265'
+  - '0.298615'
+  - '0.293078'
+  - '0.250024'
+  fid_gt2_test:
+  - '0.251351'
+  - '0.254747'
+  - '0.182544'
+  - '0.220369'
+  - '0.219562'
+  fid_gt2_train:
+  - '0.0343473'
+  - '0.0382697'
+  - '0.0343642'
+  - '0.0329219'
+  - '0.042929'
+  fid_gt_test:
+  - '-7.10543e-15'
+  - '-6.03961e-14'
+  - '-4.26326e-14'
+  - '2.4869e-14'
+  - '-7.10543e-15'
+  fid_gt_train:
+  - '-6.03961e-14'
+  - '2.13163e-14'
+  - '-3.55271e-14'
+  - '-4.26326e-14'
+  - '-7.10543e-15'
+  multimodality_gen_test:
+  - '2.43521'
+  - '2.32708'
+  - '2.45293'
+  - '2.35908'
+  - '2.15444'
+  multimodality_gen_train:
+  - '2.44231'
+  - '2.59512'
+  - '2.5638'
+  - '2.44482'
+  - '2.57837'
+  multimodality_gt2_test:
+  - '2.57293'
+  - '2.40149'
+  - '2.49281'
+  - '2.46296'
+  - '2.51386'
+  multimodality_gt2_train:
+  - '2.60554'
+  - '2.58947'
+  - '2.52842'
+  - '2.51034'
+  - '2.55694'
+  multimodality_gt_test:
+  - '2.56841'
+  - '2.40344'
+  - '2.46361'
+  - '2.39094'
+  - '2.46573'
+  multimodality_gt_train:
+  - '2.57281'
+  - '2.59351'
+  - '2.66714'
+  - '2.51202'
+  - '2.60757'

Model Training/model000250000.pt

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+oid sha256:fe58117f3bbf7e4efcb5b46914ac57613844bd24e21f1217dd0c288f84d2cefc
+size 80302110

Model Training/opt000250000.pt

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+size 140126140