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@@ -90,3 +90,4 @@ p5-mae-base-d185/wandb/run-20260818_162313-phase5-p5-mae-base-d185/run-phase5-p5
 p5-mae-base-d190/wandb/run-20260818_162313-phase5-p5-mae-base-d190/run-phase5-p5-mae-base-d190.wandb filter=lfs diff=lfs merge=lfs -text
 p5-mae-base-d191/wandb/run-20260818_162313-phase5-p5-mae-base-d191/run-phase5-p5-mae-base-d191.wandb filter=lfs diff=lfs merge=lfs -text
 p5-mae-base-d193/wandb/run-20260818_162313-phase5-p5-mae-base-d193/run-phase5-p5-mae-base-d193.wandb filter=lfs diff=lfs merge=lfs -text
+p5-mae-base-d195/wandb/run-20260818_162313-phase5-p5-mae-base-d195/run-phase5-p5-mae-base-d195.wandb filter=lfs diff=lfs merge=lfs -text

p5-mae-base-d195/config.yaml

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+model:
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+  depth: 12
+  num_heads: 12
+  mlp_ratio: 4
+  target_frames: 1024
+  mel_bins: 64
+  patch_time: 16
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+  clone_batch: 1
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+  normalize_utterance_target: false
+  ema_decay: 0.9998
+  ema_end_decay: 0.99999
+  ema_anneal_steps: null
+data:
+  data_dir: /workspace/data/asmel_flat
+  train_split: train
+  val_split: balanced_train
+  revision: ''
+  batch_size: 24
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+  prefetch_factor: 4
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+  persistent_workers: true
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+  compile: true
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+eval:
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+  batch_size: 48
+checkpoint:
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+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
+  campaign_id: phase5
+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
+  wandb_entity: null
+  wandb_mode: online
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p5-mae-base-d195/exports/step_00005000/config.yaml

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+model:
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+  depth: 12
+  num_heads: 12
+  mlp_ratio: 4
+  target_frames: 1024
+  mel_bins: 64
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+  decoder_layers: 6
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+objective:
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+  normalize_utterance_target: false
+  ema_decay: 0.9998
+  ema_end_decay: 0.99999
+  ema_anneal_steps: null
+data:
+  data_dir: /workspace/data/asmel_flat
+  train_split: train
+  val_split: balanced_train
+  revision: ''
+  batch_size: 24
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+  prefetch_factor: 4
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+  compile: true
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+eval:
+  enabled: true
+  every_n_steps: 1000
+  num_clips: 2048
+  mask_seed: 12345
+  batch_size: 48
+checkpoint:
+  save_every_n_steps: 5000
+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
+  campaign_id: phase5
+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
+  wandb_entity: null
+  wandb_mode: online
+  wandb_run_id: null
+  hub_repo_id: null
+  hub_private: false
+  hub_upload: false
+runtime:
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p5-mae-base-d195/exports/step_00005000/probe.json

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p5-mae-base-d195/exports/step_00010000/config.yaml

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+  export_every_n_steps: 5000
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+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
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p5-mae-base-d195/exports/step_00015000/config.yaml

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+model:
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+  depth: 12
+  num_heads: 12
+  mlp_ratio: 4
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+  mel_bins: 64
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+  ema_decay: 0.9998
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+  ema_anneal_steps: null
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+  train_split: train
+  val_split: balanced_train
+  revision: ''
+  batch_size: 24
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+  prefetch_factor: 4
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+  persistent_workers: true
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+  seed: 0
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+  batch_size: 48
+checkpoint:
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+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
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+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
+  wandb_entity: null
+  wandb_mode: online
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p5-mae-base-d195/exports/step_00015000/probe.json

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p5-mae-base-d195/exports/step_00020000/config.yaml

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+model:
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+  revision: ''
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+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
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+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
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p5-mae-base-d195/exports/step_00025000/config.yaml

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+model:
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+  depth: 12
+  num_heads: 12
+  mlp_ratio: 4
+  target_frames: 1024
+  mel_bins: 64
+  patch_time: 16
+  patch_freq: 16
+  decoder_layers: 6
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+  clone_batch: 1
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+  normalize_utterance_target: false
+  ema_decay: 0.9998
+  ema_end_decay: 0.99999
+  ema_anneal_steps: null
+data:
+  data_dir: /workspace/data/asmel_flat
+  train_split: train
+  val_split: balanced_train
+  revision: ''
+  batch_size: 24
+  num_workers: 12
+  prefetch_factor: 4
+  pin_memory: true
+  persistent_workers: true
+  drop_last: true
+  seed: 0
+  max_shards: 0
+mixture:
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+  compile: true
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+  log_every_n_steps: 20
+  heartbeat_every_n_steps: 50
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+eval:
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+  every_n_steps: 1000
+  num_clips: 2048
+  mask_seed: 12345
+  batch_size: 48
+checkpoint:
+  save_every_n_steps: 5000
+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
+  campaign_id: phase5
+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
+  wandb_entity: null
+  wandb_mode: online
+  wandb_run_id: null
+  hub_repo_id: null
+  hub_private: false
+  hub_upload: false
+runtime:
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+  deterministic: false
+  allow_tf32: true

p5-mae-base-d195/exports/step_00025000/probe.json

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p5-mae-base-d195/exports/step_00030000/config.yaml

@@ -0,0 +1,112 @@
+model:
+  embed_dim: 768
+  depth: 12
+  num_heads: 12
+  mlp_ratio: 4
+  target_frames: 1024
+  mel_bins: 64
+  patch_time: 16
+  patch_freq: 16
+  decoder_layers: 6
+  decoder_groups: 16
+  decoder_kernel: 3
+objective:
+  kind: mae
+  mae_norm_pix: true
+  num_classes: 527
+  clone_batch: 1
+  mask_prob: 0.8
+  mask_length: 5
+  mask_prob_adjust: 0.07
+  average_top_k_layers: 0
+  utterance_weight: 1.0
+  normalize_utterance_target: false
+  ema_decay: 0.9998
+  ema_end_decay: 0.99999
+  ema_anneal_steps: null
+data:
+  data_dir: /workspace/data/asmel_flat
+  train_split: train
+  val_split: balanced_train
+  revision: ''
+  batch_size: 24
+  num_workers: 12
+  prefetch_factor: 4
+  pin_memory: true
+  persistent_workers: true
+  drop_last: true
+  seed: 0
+  max_shards: 0
+mixture:
+  cluster_index: /workspace/data/asmel_flat/train_cluster_index.npy
+  distributions: null
+  dist_id: null
+  weights:
+  - 0.0
+  - 0.004603515625
+  - 0.0
+  - 0.0
+  - 0.0
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+  - 0.01130078125
+  - 0.0
+  - 0.043109375
+  - 0.00041796875
+  - 0.0
+  - 0.10571875
+  repetition_cap: 1000.0
+  distinct_fraction: null
+optim:
+  lr: 0.0001
+  betas:
+  - 0.9
+  - 0.95
+  eps: 1.0e-08
+  weight_decay: 0.05
+  clip_norm: 4.0
+  warmup_frac: 0.1
+  min_lr_scale: 0.002
+loop:
+  budget_clips: 1920000
+  schedule_clips: null
+  gradient_accumulation_steps: 2
+  precision: bfloat16
+  compile: true
+  compile_mode: default
+  log_every_n_steps: 20
+  heartbeat_every_n_steps: 50
+  max_steps: null
+eval:
+  enabled: true
+  every_n_steps: 1000
+  num_clips: 2048
+  mask_seed: 12345
+  batch_size: 48
+checkpoint:
+  save_every_n_steps: 5000
+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
+  campaign_id: phase5
+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
+  wandb_entity: null
+  wandb_mode: online
+  wandb_run_id: null
+  hub_repo_id: null
+  hub_private: false
+  hub_upload: false
+runtime:
+  seed: 0
+  data_loader_seed: null
+  objective_seed: null
+  deterministic: false
+  allow_tf32: true

p5-mae-base-d195/exports/step_00030000/probe.json

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p5-mae-base-d195/exports/step_00035000/config.yaml

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+model:
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+  depth: 12
+  num_heads: 12
+  mlp_ratio: 4
+  target_frames: 1024
+  mel_bins: 64
+  patch_time: 16
+  patch_freq: 16
+  decoder_layers: 6
+  decoder_groups: 16
+  decoder_kernel: 3
+objective:
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+  mae_norm_pix: true
+  num_classes: 527
+  clone_batch: 1
+  mask_prob: 0.8
+  mask_length: 5
+  mask_prob_adjust: 0.07
+  average_top_k_layers: 0
+  utterance_weight: 1.0
+  normalize_utterance_target: false
+  ema_decay: 0.9998
+  ema_end_decay: 0.99999
+  ema_anneal_steps: null
+data:
+  data_dir: /workspace/data/asmel_flat
+  train_split: train
+  val_split: balanced_train
+  revision: ''
+  batch_size: 24
+  num_workers: 12
+  prefetch_factor: 4
+  pin_memory: true
+  persistent_workers: true
+  drop_last: true
+  seed: 0
+  max_shards: 0
+mixture:
+  cluster_index: /workspace/data/asmel_flat/train_cluster_index.npy
+  distributions: null
+  dist_id: null
+  weights:
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+  betas:
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+  eps: 1.0e-08
+  weight_decay: 0.05
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+  warmup_frac: 0.1
+  min_lr_scale: 0.002
+loop:
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+  schedule_clips: null
+  gradient_accumulation_steps: 2
+  precision: bfloat16
+  compile: true
+  compile_mode: default
+  log_every_n_steps: 20
+  heartbeat_every_n_steps: 50
+  max_steps: null
+eval:
+  enabled: true
+  every_n_steps: 1000
+  num_clips: 2048
+  mask_seed: 12345
+  batch_size: 48
+checkpoint:
+  save_every_n_steps: 5000
+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
+  campaign_id: phase5
+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
+  wandb_entity: null
+  wandb_mode: online
+  wandb_run_id: null
+  hub_repo_id: null
+  hub_private: false
+  hub_upload: false
+runtime:
+  seed: 0
+  data_loader_seed: null
+  objective_seed: null
+  deterministic: false
+  allow_tf32: true

p5-mae-base-d195/exports/step_00035000/probe.json

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p5-mae-base-d195/exports/step_00040000/config.yaml

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+model:
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+  ema_anneal_steps: null
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+  train_split: train
+  val_split: balanced_train
+  revision: ''
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+  export_every_n_steps: 5000
+  keep_last_n_exports: 0
+tracking:
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+  trial_id: p5-mae-base-d195
+  wandb_project: mixture-transfer
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p5-mae-base-d195/wandb/debug.log

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+2026-08-18 16:23:13,818 INFO    MainThread:3908749 [wandb_setup.py:_flush():81] Current SDK version is 0.28.2
+2026-08-18 16:23:13,818 INFO    MainThread:3908749 [wandb_setup.py:_flush():81] Configure stats pid to 3908749
+2026-08-18 16:23:13,818 INFO    MainThread:3908749 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-08-18 16:23:13,818 INFO    MainThread:3908749 [wandb_init.py:setup_run_log_directory():739] Logging user logs to /workspace/runs/p5-mae-base-d195/wandb/run-20260818_162313-phase5-p5-mae-base-d195/logs/debug.log
+2026-08-18 16:23:13,818 INFO    MainThread:3908749 [wandb_init.py:setup_run_log_directory():740] Logging internal logs to /workspace/runs/p5-mae-base-d195/wandb/run-20260818_162313-phase5-p5-mae-base-d195/logs/debug-internal.log
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p5-mae-base-d195/wandb/run-20260818_162313-phase5-p5-mae-base-d195/files/config.yaml

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+                    - --config
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+                    - --config
+                    - configs/budget_40k.yaml
+                    - --config
+                    - configs/obj_mae.yaml
+                    - --set
+                    - optim.lr=1.0e-4
+                    - --set
+                    - runtime.seed=0
+                    - --set
+                    - mixture.cluster_index=/workspace/data/asmel_flat/train_cluster_index.npy
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+                cudaVersion: "13.0"
+                disk:
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+                email: luequinn@gmail.com
+                executable: /venv/main/bin/python
+                git:
+                    commit: c3ed4f7086fd770b27c6d2c9980eb6b06ad4a3da
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+                      name: NVIDIA GeForce RTX 4090
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+                      name: NVIDIA GeForce RTX 4090
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+                      cudaCores: 16384
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+                      name: NVIDIA GeForce RTX 4090
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+                      name: NVIDIA GeForce RTX 4090
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+data:
+    value:
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+        num_workers: 12
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+        pin_memory: true
+        prefetch_factor: 4
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+    value:
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+        lr: 0.0001
+        min_lr_scale: 0.002
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+        weight_decay: 0.05
+runtime:
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+        wandb_mode: online
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+        wandb_run_id: null

p5-mae-base-d195/wandb/run-20260818_162313-phase5-p5-mae-base-d195/files/requirements.txt

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p5-mae-base-d195/wandb/run-20260818_162313-phase5-p5-mae-base-d195/files/wandb-metadata.json

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+  "args": [
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+    "--config",
+    "configs/budget_40k.yaml",
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+    "--set",
+    "optim.lr=1.0e-4",
+    "--set",
+    "runtime.seed=0",
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+    "--set",
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+}

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