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experiments/tedit/synth-m/seed0/config.template.yaml

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+name: synth-m_tedit
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: tedit
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  multipatch_num: 3
+  base_patch: 4
+  L_patch_len: 3
+  diffusion_steps: 50
+  diffusion_embedding_dim: 128
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  is_linear: false
+  side_var_emb: 16
+  side_time_emb: 112
+  var_emb: 64
+  time_emb: 64
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/tedit/synth-m/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T11:59:19.476747'

experiments/tedit/synth-m/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.449965004665586,
+  "wape": 84.70754473291974,
+  "ed": 12.568117126464843,
+  "crps": 0.43670245952221176,
+  "acd": 0.05856379494071007,
+  "sd": 0.029261844309823173,
+  "kd": 0.38030240728596487,
+  "mdd": 0.01425675455729166,
+  "fid": 34.12589442222904,
+  "sfd": 29.040304538337182,
+  "jftsd": 42.52122642823781,
+  "prdc_f1.f1": 0.3770247463499134,
+  "prdc_f1.precision": 0.7595,
+  "prdc_f1.recall": 0.25075,
+  "joint_prdc_f1.f1": 0.49005342399222923,
+  "joint_prdc_f1.precision": 0.6275,
+  "joint_prdc_f1.recall": 0.402,
+  "cttp": 21.539698181152342,
+  "disc_auc": 0.99049265625
+}

experiments/tedit/synth-m/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T12:45:10.406925",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/tedit/synth-m/seed1/config.template.yaml

@@ -0,0 +1,160 @@
+name: synth-m_tedit
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: tedit
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  multipatch_num: 3
+  base_patch: 4
+  L_patch_len: 3
+  diffusion_steps: 50
+  diffusion_embedding_dim: 128
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  is_linear: false
+  side_var_emb: 16
+  side_time_emb: 112
+  var_emb: 64
+  time_emb: 64
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/tedit/synth-m/seed1
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:00:28.391672'

experiments/tedit/synth-m/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 10.657325486540197,
+  "wape": 93.90555822286085,
+  "ed": 13.747008003234864,
+  "crps": 0.48623683406631973,
+  "acd": 0.04866933822631836,
+  "sd": 0.02613117771252848,
+  "kd": 0.18543531249497258,
+  "mdd": 0.017248840332031244,
+  "fid": 35.71198160860902,
+  "sfd": 28.30212871877896,
+  "jftsd": 44.363306631870586,
+  "prdc_f1.f1": 0.32694431216931213,
+  "prdc_f1.precision": 0.73475,
+  "prdc_f1.recall": 0.21025,
+  "joint_prdc_f1.f1": 0.47389876605389064,
+  "joint_prdc_f1.precision": 0.602,
+  "joint_prdc_f1.recall": 0.39075,
+  "cttp": 20.862328704833985,
+  "disc_auc": 0.9933971875000001
+}

experiments/tedit/synth-m/seed1/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T12:35:21.171409",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/tedit/synth-m/seed2/config.template.yaml

@@ -0,0 +1,160 @@
+name: synth-m_tedit
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: tedit
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  multipatch_num: 3
+  base_patch: 4
+  L_patch_len: 3
+  diffusion_steps: 50
+  diffusion_embedding_dim: 128
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  is_linear: false
+  side_var_emb: 16
+  side_time_emb: 112
+  var_emb: 64
+  time_emb: 64
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/tedit/synth-m/seed2
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:08:28.447209'

experiments/tedit/synth-m/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.850579732121773,
+  "wape": 88.43444260454119,
+  "ed": 13.037744049072266,
+  "crps": 0.47628230624078943,
+  "acd": 0.05967891961336136,
+  "sd": 0.03868219061395673,
+  "kd": 0.1998955795200681,
+  "mdd": 0.014961975097656245,
+  "fid": 35.74539814735715,
+  "sfd": 28.039383014968706,
+  "jftsd": 44.55691533072158,
+  "prdc_f1.f1": 0.34751166448230664,
+  "prdc_f1.precision": 0.72525,
+  "prdc_f1.recall": 0.2285,
+  "joint_prdc_f1.f1": 0.47022108585858585,
+  "joint_prdc_f1.precision": 0.60575,
+  "joint_prdc_f1.recall": 0.38425,
+  "cttp": 21.313952178955077,
+  "disc_auc": 0.98900359375
+}

experiments/tedit/synth-m/seed2/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T12:41:29.837867",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/tedit/synth-u/seed0/config.template.yaml

@@ -0,0 +1,159 @@
+name: synth-u_tedit
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: tedit
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  multipatch_num: 3
+  base_patch: 4
+  L_patch_len: 3
+  diffusion_steps: 50
+  diffusion_embedding_dim: 128
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  is_linear: false
+  side_var_emb: 16
+  side_time_emb: 112
+  var_emb: 64
+  time_emb: 64
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/tedit/synth-u/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:18:46.320258'

experiments/tedit/synth-u/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 7.959363302202195,
+  "wape": 125.00642335567366,
+  "ed": 12.238202255249023,
+  "crps": 0.7558069003698727,
+  "acd": 0.06724201887845993,
+  "sd": 0.28640310958163423,
+  "kd": 0.2388073990442381,
+  "mdd": 0.02708036295572916,
+  "fid": 53.56211119503274,
+  "sfd": 3.2625660021071496,
+  "jftsd": 64.02011808883037,
+  "prdc_f1.f1": 0.18506040784917277,
+  "prdc_f1.precision": 0.538,
+  "prdc_f1.recall": 0.11175,
+  "joint_prdc_f1.f1": 0.49510117967332123,
+  "joint_prdc_f1.precision": 0.7265,
+  "joint_prdc_f1.recall": 0.3755,
+  "cttp": 19.67137551879883,
+  "disc_auc": 0.98694375
+}

experiments/tedit/synth-u/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T12:29:22.785295",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/tedit/synth-u/seed1/config.template.yaml

@@ -0,0 +1,159 @@
+name: synth-u_tedit
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: tedit
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  multipatch_num: 3
+  base_patch: 4
+  L_patch_len: 3
+  diffusion_steps: 50
+  diffusion_embedding_dim: 128
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  is_linear: false
+  side_var_emb: 16
+  side_time_emb: 112
+  var_emb: 64
+  time_emb: 64
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/tedit/synth-u/seed1
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:32:08.099443'

experiments/tedit/synth-u/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 6.888405716152939,
+  "wape": 108.86051449077287,
+  "ed": 10.816663734436036,
+  "crps": 0.648811074876578,
+  "acd": 0.06429418176412582,
+  "sd": 0.09525932871616731,
+  "kd": 0.41859134401745623,
+  "mdd": 0.021761311848958333,
+  "fid": 52.893325673487965,
+  "sfd": 2.6884680714630846,
+  "jftsd": 63.38460337243362,
+  "prdc_f1.f1": 0.1599864812668984,
+  "prdc_f1.precision": 0.55375,
+  "prdc_f1.recall": 0.0935,
+  "joint_prdc_f1.f1": 0.48190530389255626,
+  "joint_prdc_f1.precision": 0.74125,
+  "joint_prdc_f1.recall": 0.357,
+  "cttp": 20.302712860107423,
+  "disc_auc": 0.98518453125
+}

experiments/tedit/synth-u/seed1/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T12:40:34.382593",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/tedit/synth-u/seed2/config.template.yaml

@@ -0,0 +1,159 @@
+name: synth-u_tedit
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: tedit
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  multipatch_num: 3
+  base_patch: 4
+  L_patch_len: 3
+  diffusion_steps: 50
+  diffusion_embedding_dim: 128
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  is_linear: false
+  side_var_emb: 16
+  side_time_emb: 112
+  var_emb: 64
+  time_emb: 64
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/tedit/synth-u/seed2
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:39:13.258262'

experiments/tedit/synth-u/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 5.892986179293807,
+  "wape": 97.12165176525684,
+  "ed": 9.810233108520508,
+  "crps": 0.48175781361963693,
+  "acd": 0.06590211391448975,
+  "sd": 0.1077936509493189,
+  "kd": 0.2053429891488836,
+  "mdd": 0.01589180501302083,
+  "fid": 41.02142245362586,
+  "sfd": 1.7363249259577884,
+  "jftsd": 52.48946236949155,
+  "prdc_f1.f1": 0.24714336535040912,
+  "prdc_f1.precision": 0.54275,
+  "prdc_f1.recall": 0.16,
+  "joint_prdc_f1.f1": 0.5708573059360731,
+  "joint_prdc_f1.precision": 0.73975,
+  "joint_prdc_f1.recall": 0.46475,
+  "cttp": 21.15283854675293,
+  "disc_auc": 0.9766831249999999
+}

experiments/tedit/synth-u/seed2/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T12:46:14.889866",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timevqvae/synth-m/seed0/config.template.yaml

@@ -0,0 +1,182 @@
+name: synth-m_timevqvae
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: pretrain
+    epochs: 200
+    lr: 0.001
+    use_condition: false
+    freeze_modules: []
+    early_stopping_patience: 50
+  - name: finetune
+    epochs: 500
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    load_from_stage: pretrain
+    early_stopping_patience: 50
+  stages_preset: two_stage
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timevqvae
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  vqvae:
+    n_fft: 4
+    codebook_sizes:
+      lf: 1024
+      hf: 1024
+    codebook_dim: 8
+  encoder:
+    init_dim: 4
+    hid_dim: 128
+    n_resnet_blocks: 2
+    downsampled_width:
+      lf: 8
+      hf: 32
+  decoder:
+    n_resnet_blocks: 2
+  maskgit:
+    choice_temperatures:
+      lf: 10.0
+      hf: 0.0
+    T:
+      lf: 10
+      hf: 10
+    cfg_scale: 1.0
+    ESS:
+      use: false
+      error_ratio_ma_rate: 0.3
+  prior:
+    hidden_dim: 128
+    n_layers: 4
+    heads: 2
+    ff_mult: 1.0
+    use_rmsnorm: true
+    p_unconditional: 0.2
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: true
+    num_classes: 128
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timevqvae/synth-m/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:13:04.898091'

experiments/timevqvae/synth-m/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.31858648716823,
+  "wape": 81.88684183666123,
+  "ed": 12.126584754943847,
+  "crps": 0.4874841920208506,
+  "acd": 0.07085198909044266,
+  "sd": 0.04403555863491975,
+  "kd": 0.5307467714991572,
+  "mdd": 0.021716542561848955,
+  "fid": 60.97225531828698,
+  "sfd": 42.101143778819434,
+  "jftsd": 67.23506846932088,
+  "prdc_f1.f1": 0.09898362892223739,
+  "prdc_f1.precision": 0.86375,
+  "prdc_f1.recall": 0.0525,
+  "joint_prdc_f1.f1": 0.30589631843926995,
+  "joint_prdc_f1.precision": 0.58775,
+  "joint_prdc_f1.recall": 0.20675,
+  "cttp": 19.705974319458008,
+  "disc_auc": 0.99985765625
+}

experiments/timevqvae/synth-m/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T13:38:29.052592",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timevqvae/synth-m/seed1/config.template.yaml

@@ -0,0 +1,182 @@
+name: synth-m_timevqvae
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: pretrain
+    epochs: 200
+    lr: 0.001
+    use_condition: false
+    freeze_modules: []
+    early_stopping_patience: 50
+  - name: finetune
+    epochs: 500
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    load_from_stage: pretrain
+    early_stopping_patience: 50
+  stages_preset: two_stage
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timevqvae
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  vqvae:
+    n_fft: 4
+    codebook_sizes:
+      lf: 1024
+      hf: 1024
+    codebook_dim: 8
+  encoder:
+    init_dim: 4
+    hid_dim: 128
+    n_resnet_blocks: 2
+    downsampled_width:
+      lf: 8
+      hf: 32
+  decoder:
+    n_resnet_blocks: 2
+  maskgit:
+    choice_temperatures:
+      lf: 10.0
+      hf: 0.0
+    T:
+      lf: 10
+      hf: 10
+    cfg_scale: 1.0
+    ESS:
+      use: false
+      error_ratio_ma_rate: 0.3
+  prior:
+    hidden_dim: 128
+    n_layers: 4
+    heads: 2
+    ff_mult: 1.0
+    use_rmsnorm: true
+    p_unconditional: 0.2
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: true
+    num_classes: 128
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timevqvae/synth-m/seed1
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:13:36.367851'

experiments/timevqvae/synth-m/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.343814207994294,
+  "wape": 82.52775025941148,
+  "ed": 12.224420776367188,
+  "crps": 0.4997049319745764,
+  "acd": 0.07632005959749222,
+  "sd": 0.025823204978308596,
+  "kd": 0.6081971666035935,
+  "mdd": 0.020432098388671868,
+  "fid": 60.14093743514633,
+  "sfd": 53.61667895938183,
+  "jftsd": 66.51047358008486,
+  "prdc_f1.f1": 0.10702228187919463,
+  "prdc_f1.precision": 0.87425,
+  "prdc_f1.recall": 0.057,
+  "joint_prdc_f1.f1": 0.31592179289026273,
+  "joint_prdc_f1.precision": 0.5935,
+  "joint_prdc_f1.recall": 0.21525,
+  "cttp": 19.920206237792968,
+  "disc_auc": 0.9996260937500001
+}

experiments/timevqvae/synth-m/seed1/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T13:53:15.114698",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timevqvae/synth-m/seed2/config.template.yaml

@@ -0,0 +1,182 @@
+name: synth-m_timevqvae
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: pretrain
+    epochs: 200
+    lr: 0.001
+    use_condition: false
+    freeze_modules: []
+    early_stopping_patience: 50
+  - name: finetune
+    epochs: 500
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    load_from_stage: pretrain
+    early_stopping_patience: 50
+  stages_preset: two_stage
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timevqvae
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  vqvae:
+    n_fft: 4
+    codebook_sizes:
+      lf: 1024
+      hf: 1024
+    codebook_dim: 8
+  encoder:
+    init_dim: 4
+    hid_dim: 128
+    n_resnet_blocks: 2
+    downsampled_width:
+      lf: 8
+      hf: 32
+  decoder:
+    n_resnet_blocks: 2
+  maskgit:
+    choice_temperatures:
+      lf: 10.0
+      hf: 0.0
+    T:
+      lf: 10
+      hf: 10
+    cfg_scale: 1.0
+    ESS:
+      use: false
+      error_ratio_ma_rate: 0.3
+  prior:
+    hidden_dim: 128
+    n_layers: 4
+    heads: 2
+    ff_mult: 1.0
+    use_rmsnorm: true
+    p_unconditional: 0.2
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: true
+    num_classes: 128
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timevqvae/synth-m/seed2
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-29T12:17:07.015654'

experiments/timevqvae/synth-m/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.057030897705099,
+  "wape": 80.26683620723146,
+  "ed": 11.922863044738769,
+  "crps": 0.47646317756947987,
+  "acd": 0.07277964800596237,
+  "sd": 0.014800543923988174,
+  "kd": 0.7531600463214593,
+  "mdd": 0.021204711914062493,
+  "fid": 60.74959109588518,
+  "sfd": 47.06639864320983,
+  "jftsd": 66.83946958109215,
+  "prdc_f1.f1": 0.09407817634173056,
+  "prdc_f1.precision": 0.86325,
+  "prdc_f1.recall": 0.04975,
+  "joint_prdc_f1.f1": 0.31364056720098643,
+  "joint_prdc_f1.precision": 0.5985,
+  "joint_prdc_f1.recall": 0.2125,
+  "cttp": 19.964169830322266,
+  "disc_auc": 0.999586875
+}

experiments/timevqvae/synth-m/seed2/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-29T13:48:00.124971",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timevqvae/synth-u/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 4.787562399860754,
+  "wape": 78.679489850362,
+  "ed": 8.096774627685546,
+  "crps": 0.46088996795434334,
+  "acd": 0.08149992674589157,
+  "sd": 0.06299340445322331,
+  "kd": 0.759065214899195,
+  "mdd": 0.025206624348958328,
+  "fid": 77.73334841368484,
+  "sfd": 5.412455164232835,
+  "jftsd": 85.91943105891795,
+  "prdc_f1.f1": 0.035607669122572,
+  "prdc_f1.precision": 0.72825,
+  "prdc_f1.recall": 0.01825,
+  "joint_prdc_f1.f1": 0.31903679653679656,
+  "joint_prdc_f1.precision": 0.719,
+  "joint_prdc_f1.recall": 0.205,
+  "cttp": 15.809910827636719,
+  "disc_auc": 0.9997239062500001
+}

experiments/timeweaver/synth-m/seed0/config.template.yaml

@@ -0,0 +1,155 @@
+name: synth-m_timeweaver
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timeweaver
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  attr_dim: 64
+  num_attr_heads: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  base_patch: 4
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timeweaver/synth-m/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T20:26:50.198854'

experiments/timeweaver/synth-m/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T21:14:55.616926",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timeweaver/synth-u/seed0/config.template.yaml

@@ -0,0 +1,154 @@
+name: synth-u_timeweaver
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timeweaver
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  attr_dim: 64
+  num_attr_heads: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  base_patch: 4
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timeweaver/synth-u/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T20:37:00.990690'

experiments/timeweaver/synth-u/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 6.5257270444318785,
+  "wape": 106.23219971334166,
+  "ed": 10.546296043395996,
+  "crps": 0.6598063489456146,
+  "acd": 0.0835137665271759,
+  "sd": 0.03484983097586652,
+  "kd": 0.7245602803386209,
+  "mdd": 0.02627673339843749,
+  "fid": 71.69699309532854,
+  "sfd": 2.824899052929652,
+  "jftsd": 81.25624647681377,
+  "prdc_f1.f1": 0.05651001430615164,
+  "prdc_f1.precision": 0.6695,
+  "prdc_f1.recall": 0.0295,
+  "joint_prdc_f1.f1": 0.3397619872136388,
+  "joint_prdc_f1.precision": 0.71575,
+  "joint_prdc_f1.recall": 0.22275,
+  "cttp": 17.022034454345704,
+  "disc_auc": 0.9896035937500001
+}

experiments/timeweaver/synth-u/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T20:50:28.675173",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timeweaver/synth-u/seed1/config.template.yaml

@@ -0,0 +1,154 @@
+name: synth-u_timeweaver
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timeweaver
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  attr_dim: 64
+  num_attr_heads: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  base_patch: 4
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timeweaver/synth-u/seed1
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T20:38:04.132978'

experiments/timeweaver/synth-u/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 5.083456673753537,
+  "wape": 86.62641059459605,
+  "ed": 8.87348338317871,
+  "crps": 0.4577799159935779,
+  "acd": 0.06394154578447342,
+  "sd": 0.03798199907397587,
+  "kd": 0.40341618695346027,
+  "mdd": 0.014729980468749997,
+  "fid": 42.469093827007754,
+  "sfd": 1.5728544362453079,
+  "jftsd": 53.49644161443217,
+  "prdc_f1.f1": 0.2789435205522435,
+  "prdc_f1.precision": 0.6165,
+  "prdc_f1.recall": 0.18025,
+  "joint_prdc_f1.f1": 0.56967758444217,
+  "joint_prdc_f1.precision": 0.76875,
+  "joint_prdc_f1.recall": 0.4525,
+  "cttp": 20.765921737670897,
+  "disc_auc": 0.97113171875
+}

experiments/timeweaver/synth-u/seed1/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T20:51:39.026544",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/timeweaver/synth-u/seed2/config.template.yaml

@@ -0,0 +1,154 @@
+name: synth-u_timeweaver
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: timeweaver
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  attr_dim: 64
+  num_attr_heads: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  base_patch: 4
+  attr_proj_type: avg
+  attr_heads: 8
+  attr_layers: 2
+  n_attrs: 4
+  feature_ratio: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+condition:
+  text:
+    enabled: false
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    cfg_scale: 1.0
+  attribute:
+    enabled: true
+    continuous_dim: 0
+    discrete_configs:
+    - num_classes: 4
+    - num_classes: 2
+    - num_classes: 4
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/timeweaver/synth-u/seed2
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T20:52:52.815536'

experiments/timeweaver/synth-u/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 6.306745138257389,
+  "wape": 102.75260034616316,
+  "ed": 10.294045974731445,
+  "crps": 0.5163008471568011,
+  "acd": 0.07299449294805527,
+  "sd": 0.0677454488779017,
+  "kd": 0.4350996962854301,
+  "mdd": 0.02103812662760416,
+  "fid": 52.15541755155982,
+  "sfd": 2.155792299061325,
+  "jftsd": 62.83588969110491,
+  "prdc_f1.f1": 0.20045689655172413,
+  "prdc_f1.precision": 0.58975,
+  "prdc_f1.recall": 0.12075,
+  "joint_prdc_f1.f1": 0.48181204627949187,
+  "joint_prdc_f1.precision": 0.74625,
+  "joint_prdc_f1.recall": 0.35575,
+  "cttp": 19.44007553100586,
+  "disc_auc": 0.9809070312500001
+}

experiments/timeweaver/synth-u/seed2/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T21:10:21.273633",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/verbalts/synth-m/seed0/config.template.yaml

@@ -0,0 +1,151 @@
+name: synth-m_verbalts
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: verbalts
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  condition_type: adaLN
+  L_patch_len: 3
+  multipatch_num: 3
+  base_patch: 4
+  diffusion_steps: 50
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+  var_dep_type: DEP
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    text_projector: var_scale_diffstep_multi
+    num_stages: 3
+    cfg_scale: 1.0
+  attribute:
+    enabled: false
+    continuous_dim: 0
+    discrete_configs: []
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/verbalts/synth-m/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T18:27:33.408298'

experiments/verbalts/synth-m/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.908606059173055,
+  "wape": 88.21088966857347,
+  "ed": 12.982225296020507,
+  "crps": 0.44765225635860156,
+  "acd": 0.05096884444355965,
+  "sd": 0.03132322065263225,
+  "kd": 0.2212235214124354,
+  "mdd": 0.015057739257812494,
+  "fid": 30.656134730475003,
+  "sfd": 28.636071019387487,
+  "jftsd": 35.34921438451477,
+  "prdc_f1.f1": 0.4473662168450442,
+  "prdc_f1.precision": 0.757,
+  "prdc_f1.recall": 0.3175,
+  "joint_prdc_f1.f1": 0.6324860684089162,
+  "joint_prdc_f1.precision": 0.75875,
+  "joint_prdc_f1.recall": 0.54225,
+  "cttp": 24.750399078369142,
+  "disc_auc": 0.9902834375000001
+}

experiments/verbalts/synth-m/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T20:02:44.214161",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/verbalts/synth-m/seed1/config.template.yaml

@@ -0,0 +1,151 @@
+name: synth-m_verbalts
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: verbalts
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  condition_type: adaLN
+  L_patch_len: 3
+  multipatch_num: 3
+  base_patch: 4
+  diffusion_steps: 50
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+  var_dep_type: DEP
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    text_projector: var_scale_diffstep_multi
+    num_stages: 3
+    cfg_scale: 1.0
+  attribute:
+    enabled: false
+    continuous_dim: 0
+    discrete_configs: []
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/verbalts/synth-m/seed1
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T18:25:58.276238'

experiments/verbalts/synth-m/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.688534115960435,
+  "wape": 86.73450378196509,
+  "ed": 12.808458847045898,
+  "crps": 0.44154393791529506,
+  "acd": 0.04938828572630882,
+  "sd": 0.013795681588651848,
+  "kd": 0.23307523080260983,
+  "mdd": 0.015345753987630202,
+  "fid": 30.426586720716642,
+  "sfd": 28.257033437889987,
+  "jftsd": 34.652391105447236,
+  "prdc_f1.f1": 0.4396665895953757,
+  "prdc_f1.precision": 0.77425,
+  "prdc_f1.recall": 0.307,
+  "joint_prdc_f1.f1": 0.6421972416399018,
+  "joint_prdc_f1.precision": 0.775,
+  "joint_prdc_f1.recall": 0.54825,
+  "cttp": 25.439562438964845,
+  "disc_auc": 0.9904329687499999
+}

experiments/verbalts/synth-m/seed1/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T20:30:55.671010",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/verbalts/synth-m/seed2/config.template.yaml

@@ -0,0 +1,151 @@
+name: synth-m_verbalts
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-m
+  data_folder: __DATA_ROOT__/datasets/synth-m
+  n_var: 2
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: verbalts
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  condition_type: adaLN
+  L_patch_len: 3
+  multipatch_num: 3
+  base_patch: 4
+  diffusion_steps: 50
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+  var_dep_type: DEP
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    text_projector: var_scale_diffstep_multi
+    num_stages: 3
+    cfg_scale: 1.0
+  attribute:
+    enabled: false
+    continuous_dim: 0
+    discrete_configs: []
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-m/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-m/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/verbalts/synth-m/seed2
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T18:25:56.863507'

experiments/verbalts/synth-m/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 10.922539546646847,
+  "wape": 95.35738398535062,
+  "ed": 13.85847917175293,
+  "crps": 0.5405318572121146,
+  "acd": 0.053873561322689056,
+  "sd": 0.07642871427613498,
+  "kd": 0.1231948631156774,
+  "mdd": 0.015523325602213537,
+  "fid": 39.61011326177959,
+  "sfd": 33.06918106665158,
+  "jftsd": 44.09657725747664,
+  "prdc_f1.f1": 0.3634620858895706,
+  "prdc_f1.precision": 0.782,
+  "prdc_f1.recall": 0.23675,
+  "joint_prdc_f1.f1": 0.528560749724366,
+  "joint_prdc_f1.precision": 0.71425,
+  "joint_prdc_f1.recall": 0.4195,
+  "cttp": 23.793466705322267,
+  "disc_auc": 0.993119375
+}

experiments/verbalts/synth-m/seed2/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-27T19:40:18.150148",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/verbalts/synth-u/seed0/config.template.yaml

@@ -0,0 +1,151 @@
+name: synth-u_verbalts
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: finetune
+    epochs: 700
+    lr: 0.001
+    use_condition: true
+    freeze_modules: []
+    early_stopping_patience: 50
+  epochs: 700
+  batch_size: 256
+  lr: 0.001
+  weight_decay: 0.0001
+  scheduler: cosine
+  scheduler_params: {}
+  early_stopping_patience: 50
+  gradient_clip_val: 1.0
+  accumulate_grad_batches: 1
+  val_check_interval: 1.0
+  num_workers: 4
+  pin_memory: true
+  limit_train_batches: 1.0
+  limit_val_batches: 1.0
+  limit_test_batches: 1.0
+  num_sanity_val_steps: 2
+  log_grad_norm: true
+  log_param_norm: true
+  log_norm_every_n_steps: 50
+data:
+  name: synth-u
+  data_folder: __DATA_ROOT__/datasets/synth-u
+  n_var: 1
+  seq_length: 128
+  normalize: false
+  train_split: 0.8
+  val_split: 0.1
+model:
+  name: verbalts
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  condition_type: adaLN
+  L_patch_len: 3
+  multipatch_num: 3
+  base_patch: 4
+  diffusion_steps: 50
+  attention_mask_type: parallel
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  side_var_emb: 16
+  side_time_emb: 112
+  var_dep_type: DEP
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    text_projector: var_scale_diffstep_multi
+    num_stages: 3
+    cfg_scale: 1.0
+  attribute:
+    enabled: false
+    continuous_dim: 0
+    discrete_configs: []
+    output_dim: 128
+    dropout: 0.0
+  label:
+    enabled: false
+    num_classes: 10
+    output_dim: 64
+  fusion: concat
+  condition_dropout: 0.0
+eval:
+  n_samples: 10
+  metrics:
+  - dtw
+  - wape
+  - ed
+  - crps
+  - acd
+  - sd
+  - kd
+  - mdd
+  - fid
+  - sfd
+  - jftsd
+  - prdc_f1
+  - joint_prdc_f1
+  - cttp
+  - disc_auc
+  batch_size: 128
+  save_samples: true
+  sampler: ddim
+  display_interval: 10
+  clip_config_path: __RELEASE_ROOT__/resources/cttp/synth-u/model_configs.yaml
+  clip_model_path: __RELEASE_ROOT__/resources/cttp/synth-u/clip_model_best.pth
+  cache_folder: __CACHE_ROOT__/verbalts/synth-u/seed0
+  use_longalign: false
+  reference_split: train
+  disc_auc:
+    k_folds: 5
+    epochs: 5
+    batch_size: 128
+    lr: 0.001
+    weight_decay: 0.0001
+    hidden_channels: 128
+    num_layers: 3
+    dropout: 0.1
+    seed: 42
+    num_workers: 0
+  prdc:
+    k: 5
+    max_samples: 5000
+    seed: 0
+    metric: euclidean
+    backend: auto
+    knn_chunk_size: 4096
+    joint_enable: true
+    joint_weights:
+      ts: 1.0
+      text: 1.0
+    joint_normalize: standard
+  segment_classifier:
+    enable: false
+    segment_len: 128
+    n_segments: 3
+    seed: 42
+  acd_max_lag: 50
+  mdd_bins: 32
+  use_cache: false
+  cache_file: predictions_cache.pkl
+  viz:
+    enable: true
+    k_cases: 20
+    max_vars: 8
+    ncols: 5
+    seed: 42
+    dpi: 200
+    alpha: 0.25
+    figsize_per_subplot:
+    - 3.0
+    - 2.0
+    output_type: pdf
+output_dir: ''
+created_at: '2025-12-27T18:28:14.826759'

experiments/verbalts/synth-u/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 4.930648105329671,
+  "wape": 83.84086095919642,
+  "ed": 8.562691368103028,
+  "crps": 0.44792016319441924,
+  "acd": 0.0560174435377121,
+  "sd": 0.0032578879594434736,
+  "kd": 0.3045949253759903,
+  "mdd": 0.013916402180989579,
+  "fid": 38.01059001158677,
+  "sfd": 2.035234186940542,
+  "jftsd": 41.473615746430596,
+  "prdc_f1.f1": 0.3203814049586777,
+  "prdc_f1.precision": 0.69975,
+  "prdc_f1.recall": 0.20775,
+  "joint_prdc_f1.f1": 0.8099794375566979,
+  "joint_prdc_f1.precision": 0.9445,
+  "joint_prdc_f1.recall": 0.709,
+  "cttp": 26.90989910888672,
+  "disc_auc": 0.9774965625
+}