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

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+name: synth-m_bridge
+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: bridge
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.0
+  latent_dim: 32
+  num_latents: 16
+  latent_unit: 1
+  repre_emb_channels: 32
+  prototype_dim: 32
+  context_dim: 32
+  text_dim: 1024
+  fusion_type: gated_add
+  cond_drop_prob: 0.5
+  use_cfg: true
+  model_channels: 64
+  num_res_blocks: 2
+  attention_resolutions:
+  - 1
+  - 2
+  - 4
+  channel_mult:
+  - 1
+  - 2
+  - 4
+  - 4
+  num_heads: 8
+  num_head_channels: -1
+  use_scale_shift_norm: true
+  resblock_updown: true
+  use_spatial_transformer: true
+  transformer_depth: 1
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  bridge_type: vp
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/bridge/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: '2025-12-28T18:30:19.791690'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 13.817281705569064,
+  "wape": 106.19159049917226,
+  "ed": 16.047494094848634,
+  "crps": 0.6222953609760046,
+  "acd": 0.04810057580471039,
+  "sd": 0.3342529663983614,
+  "kd": 0.2772295471154491,
+  "mdd": 0.029095235188802075,
+  "fid": 36.90573498644184,
+  "sfd": 46.77665048709039,
+  "jftsd": 44.922412953420775,
+  "prdc_f1.f1": 0.2880602782071098,
+  "prdc_f1.precision": 0.62125,
+  "prdc_f1.recall": 0.1875,
+  "joint_prdc_f1.f1": 0.33039791744142805,
+  "joint_prdc_f1.precision": 0.38,
+  "joint_prdc_f1.recall": 0.29225,
+  "cttp": 18.433125,
+  "disc_auc": 0.9997595312499999
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T22:05:24.380146",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,169 @@
+name: synth-m_bridge
+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: bridge
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.0
+  latent_dim: 32
+  num_latents: 16
+  latent_unit: 1
+  repre_emb_channels: 32
+  prototype_dim: 32
+  context_dim: 32
+  text_dim: 1024
+  fusion_type: gated_add
+  cond_drop_prob: 0.5
+  use_cfg: true
+  model_channels: 64
+  num_res_blocks: 2
+  attention_resolutions:
+  - 1
+  - 2
+  - 4
+  channel_mult:
+  - 1
+  - 2
+  - 4
+  - 4
+  num_heads: 8
+  num_head_channels: -1
+  use_scale_shift_norm: true
+  resblock_updown: true
+  use_spatial_transformer: true
+  transformer_depth: 1
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  bridge_type: vp
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/bridge/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: '2025-12-28T18:32:05.306146'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 11.941985574008141,
+  "wape": 97.19576751179419,
+  "ed": 14.614929718017578,
+  "crps": 0.5933726656309234,
+  "acd": 0.08524112403392792,
+  "sd": 0.027004171864705717,
+  "kd": 0.707300600732306,
+  "mdd": 0.02950222778320312,
+  "fid": 60.61234598914979,
+  "sfd": 45.196805251014396,
+  "jftsd": 68.15098610695699,
+  "prdc_f1.f1": 0.17119105807935597,
+  "prdc_f1.precision": 0.77325,
+  "prdc_f1.recall": 0.09625,
+  "joint_prdc_f1.f1": 0.19173251468232783,
+  "joint_prdc_f1.precision": 0.33375,
+  "joint_prdc_f1.recall": 0.1345,
+  "cttp": 18.584201385498048,
+  "disc_auc": 0.9996928125
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T19:25:34.577642",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,169 @@
+name: synth-m_bridge
+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: bridge
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.0
+  latent_dim: 32
+  num_latents: 16
+  latent_unit: 1
+  repre_emb_channels: 32
+  prototype_dim: 32
+  context_dim: 32
+  text_dim: 1024
+  fusion_type: gated_add
+  cond_drop_prob: 0.5
+  use_cfg: true
+  model_channels: 64
+  num_res_blocks: 2
+  attention_resolutions:
+  - 1
+  - 2
+  - 4
+  channel_mult:
+  - 1
+  - 2
+  - 4
+  - 4
+  num_heads: 8
+  num_head_channels: -1
+  use_scale_shift_norm: true
+  resblock_updown: true
+  use_spatial_transformer: true
+  transformer_depth: 1
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  bridge_type: vp
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/bridge/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: '2025-12-28T18:35:18.501692'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 12.013450861567545,
+  "wape": 96.39575187473649,
+  "ed": 14.510944213867187,
+  "crps": 0.5734683085540916,
+  "acd": 0.04058488830924034,
+  "sd": 0.05335535791835336,
+  "kd": 0.2815472187496497,
+  "mdd": 0.029644704182942704,
+  "fid": 40.9487228029339,
+  "sfd": 42.799137914105,
+  "jftsd": 47.69404022174564,
+  "prdc_f1.f1": 0.2721332174920359,
+  "prdc_f1.precision": 0.694,
+  "prdc_f1.recall": 0.16925,
+  "joint_prdc_f1.f1": 0.35218493819128177,
+  "joint_prdc_f1.precision": 0.49525,
+  "joint_prdc_f1.recall": 0.27325,
+  "cttp": 19.501730834960938,
+  "disc_auc": 0.99973171875
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T20:09:44.682046",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,169 @@
+name: synth-u_bridge
+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: bridge
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.0
+  latent_dim: 32
+  num_latents: 16
+  latent_unit: 1
+  repre_emb_channels: 32
+  prototype_dim: 32
+  context_dim: 32
+  text_dim: 1024
+  fusion_type: gated_add
+  cond_drop_prob: 0.5
+  use_cfg: true
+  model_channels: 64
+  num_res_blocks: 2
+  attention_resolutions:
+  - 1
+  - 2
+  - 4
+  channel_mult:
+  - 1
+  - 2
+  - 4
+  - 4
+  num_heads: 8
+  num_head_channels: -1
+  use_scale_shift_norm: true
+  resblock_updown: true
+  use_spatial_transformer: true
+  transformer_depth: 1
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  bridge_type: vp
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/bridge/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: '2025-12-28T18:38:34.831322'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 6.354155136104681,
+  "wape": 88.65556005794502,
+  "ed": 9.25147834777832,
+  "crps": 0.5361806164317251,
+  "acd": 0.02120952121913433,
+  "sd": 0.17698199261192563,
+  "kd": 0.5880551470131783,
+  "mdd": 0.02806243896484374,
+  "fid": 47.42080353150922,
+  "sfd": 9.808309640175452,
+  "jftsd": 52.52638332382759,
+  "prdc_f1.f1": 0.14994884425918906,
+  "prdc_f1.precision": 0.5735,
+  "prdc_f1.recall": 0.08625,
+  "joint_prdc_f1.f1": 0.610718726016884,
+  "joint_prdc_f1.precision": 0.8145,
+  "joint_prdc_f1.recall": 0.4885,
+  "cttp": 23.847719635009767,
+  "disc_auc": 0.9995162499999999
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T19:47:20.050140",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,169 @@
+name: synth-u_bridge
+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: bridge
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.0
+  latent_dim: 32
+  num_latents: 16
+  latent_unit: 1
+  repre_emb_channels: 32
+  prototype_dim: 32
+  context_dim: 32
+  text_dim: 1024
+  fusion_type: gated_add
+  cond_drop_prob: 0.5
+  use_cfg: true
+  model_channels: 64
+  num_res_blocks: 2
+  attention_resolutions:
+  - 1
+  - 2
+  - 4
+  channel_mult:
+  - 1
+  - 2
+  - 4
+  - 4
+  num_heads: 8
+  num_head_channels: -1
+  use_scale_shift_norm: true
+  resblock_updown: true
+  use_spatial_transformer: true
+  transformer_depth: 1
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  bridge_type: vp
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/bridge/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: '2025-12-28T18:38:34.803045'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 5.753590787621783,
+  "wape": 85.46210875970107,
+  "ed": 8.889996612548828,
+  "crps": 0.5136260835656676,
+  "acd": 0.028903482481837273,
+  "sd": 0.022280193616036857,
+  "kd": 0.6368266785364254,
+  "mdd": 0.028317220052083324,
+  "fid": 48.50368331516401,
+  "sfd": 9.037110945980103,
+  "jftsd": 54.73198046870306,
+  "prdc_f1.f1": 0.1260411555203799,
+  "prdc_f1.precision": 0.56075,
+  "prdc_f1.recall": 0.071,
+  "joint_prdc_f1.f1": 0.5706327191739218,
+  "joint_prdc_f1.precision": 0.78725,
+  "joint_prdc_f1.recall": 0.4475,
+  "cttp": 22.753153106689453,
+  "disc_auc": 0.9995903125
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T19:17:30.004892",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,169 @@
+name: synth-u_bridge
+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: bridge
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.0
+  latent_dim: 32
+  num_latents: 16
+  latent_unit: 1
+  repre_emb_channels: 32
+  prototype_dim: 32
+  context_dim: 32
+  text_dim: 1024
+  fusion_type: gated_add
+  cond_drop_prob: 0.5
+  use_cfg: true
+  model_channels: 64
+  num_res_blocks: 2
+  attention_resolutions:
+  - 1
+  - 2
+  - 4
+  channel_mult:
+  - 1
+  - 2
+  - 4
+  - 4
+  num_heads: 8
+  num_head_channels: -1
+  use_scale_shift_norm: true
+  resblock_updown: true
+  use_spatial_transformer: true
+  transformer_depth: 1
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  bridge_type: vp
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/bridge/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: '2025-12-28T18:40:44.845855'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 5.530313082307284,
+  "wape": 82.54036397922455,
+  "ed": 8.522937805175781,
+  "crps": 0.5017315307045973,
+  "acd": 0.04407091811299324,
+  "sd": 0.0928177492640565,
+  "kd": 0.7001046294738782,
+  "mdd": 0.028313680013020828,
+  "fid": 54.61961133293579,
+  "sfd": 9.44118332955128,
+  "jftsd": 58.16182762137342,
+  "prdc_f1.f1": 0.1200266429840142,
+  "prdc_f1.precision": 0.6375,
+  "prdc_f1.recall": 0.06625,
+  "joint_prdc_f1.f1": 0.6256576958525346,
+  "joint_prdc_f1.precision": 0.86675,
+  "joint_prdc_f1.recall": 0.4895,
+  "cttp": 22.37494738769531,
+  "disc_auc": 0.99950046875
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T20:17:12.870391",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,156 @@
+name: synth-m_diffusets
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: vae_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: vae_pretrain
+    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: diffusets
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  latent_channels: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  kernel_size: 3
+  num_levels: 5
+  kld_weight: 1.0
+  kld_annealing: true
+  kld_annealing_type: linear
+  kld_warmup_epochs: 300
+  kld_start_weight: 0.01
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/diffusets/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: '2025-12-28T15:52:00.016312'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 11.140782107069837,
+  "wape": 89.60107209439903,
+  "ed": 13.401970443725586,
+  "crps": 0.48672253132439686,
+  "acd": 0.03553586080670357,
+  "sd": 0.16719546573763044,
+  "kd": 0.07568088321032929,
+  "mdd": 0.023467702229817703,
+  "fid": 42.76190316351483,
+  "sfd": 85.36533673707893,
+  "jftsd": 52.20228797971308,
+  "prdc_f1.f1": 0.2579129526462396,
+  "prdc_f1.precision": 0.5495,
+  "prdc_f1.recall": 0.1685,
+  "joint_prdc_f1.f1": 0.305841307814992,
+  "joint_prdc_f1.precision": 0.3625,
+  "joint_prdc_f1.recall": 0.2645,
+  "cttp": 16.67788977050781,
+  "disc_auc": 0.9999359375000001
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T16:24:00.801438",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,156 @@
+name: synth-m_diffusets
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: vae_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: vae_pretrain
+    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: diffusets
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  latent_channels: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  kernel_size: 3
+  num_levels: 5
+  kld_weight: 1.0
+  kld_annealing: true
+  kld_annealing_type: linear
+  kld_warmup_epochs: 300
+  kld_start_weight: 0.01
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/diffusets/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: '2025-12-28T15:55:48.457922'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 10.334665453160229,
+  "wape": 85.56766340774767,
+  "ed": 12.78905828857422,
+  "crps": 0.4503502460532916,
+  "acd": 0.025928545743227005,
+  "sd": 0.0435979218540752,
+  "kd": 0.08138287083778217,
+  "mdd": 0.021443400065104163,
+  "fid": 33.25484026734239,
+  "sfd": 79.12128260221301,
+  "jftsd": 39.5227926010414,
+  "prdc_f1.f1": 0.4241700302724521,
+  "prdc_f1.precision": 0.6835,
+  "prdc_f1.recall": 0.3075,
+  "joint_prdc_f1.f1": 0.5467748411978223,
+  "joint_prdc_f1.precision": 0.59925,
+  "joint_prdc_f1.recall": 0.50275,
+  "cttp": 21.062711242675782,
+  "disc_auc": 0.9997506249999999
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T16:57:34.102696",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,156 @@
+name: synth-m_diffusets
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: vae_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: vae_pretrain
+    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: diffusets
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  latent_channels: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  kernel_size: 3
+  num_levels: 5
+  kld_weight: 1.0
+  kld_annealing: true
+  kld_annealing_type: linear
+  kld_warmup_epochs: 300
+  kld_start_weight: 0.01
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/diffusets/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: '2025-12-28T16:18:09.179981'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 9.317690117480163,
+  "wape": 81.66055296593296,
+  "ed": 12.043457717895508,
+  "crps": 0.44030666400529395,
+  "acd": 0.06254220008850098,
+  "sd": 0.04333788460742726,
+  "kd": 0.3218432933887936,
+  "mdd": 0.01764912923177083,
+  "fid": 30.94725361796202,
+  "sfd": 44.83966561329548,
+  "jftsd": 34.4846521694688,
+  "prdc_f1.f1": 0.4201174869853289,
+  "prdc_f1.precision": 0.76725,
+  "prdc_f1.recall": 0.28925,
+  "joint_prdc_f1.f1": 0.7147140649149922,
+  "joint_prdc_f1.precision": 0.82575,
+  "joint_prdc_f1.recall": 0.63,
+  "cttp": 25.972833389282226,
+  "disc_auc": 0.9997812500000001
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T17:31:42.961739",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,156 @@
+name: synth-u_diffusets
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: vae_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: vae_pretrain
+    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: diffusets
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  latent_channels: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  kernel_size: 3
+  num_levels: 5
+  kld_weight: 1.0
+  kld_annealing: true
+  kld_annealing_type: linear
+  kld_warmup_epochs: 300
+  kld_start_weight: 0.01
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/diffusets/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: '2025-12-28T16:18:09.184954'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 6.532428591720535,
+  "wape": 87.80967145497634,
+  "ed": 9.246404472351074,
+  "crps": 0.4526067496610641,
+  "acd": 0.0433688648045063,
+  "sd": 0.2959921614171813,
+  "kd": 1.8287045933291228,
+  "mdd": 0.0260916748046875,
+  "fid": 51.36839796221051,
+  "sfd": 54.6720668718775,
+  "jftsd": 58.86045523270212,
+  "prdc_f1.f1": 0.3003663853727145,
+  "prdc_f1.precision": 0.4955,
+  "prdc_f1.recall": 0.2155,
+  "joint_prdc_f1.f1": 0.5770832266325224,
+  "joint_prdc_f1.precision": 0.657,
+  "joint_prdc_f1.recall": 0.5145,
+  "cttp": 19.388934158325196,
+  "disc_auc": 0.999903125
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T17:39:02.597689",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,156 @@
+name: synth-u_diffusets
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: vae_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: vae_pretrain
+    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: diffusets
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  latent_channels: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  kernel_size: 3
+  num_levels: 5
+  kld_weight: 1.0
+  kld_annealing: true
+  kld_annealing_type: linear
+  kld_warmup_epochs: 300
+  kld_start_weight: 0.01
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/diffusets/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: '2025-12-28T16:18:09.185009'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 4.954761916935516,
+  "wape": 81.29904120650428,
+  "ed": 8.348238151550293,
+  "crps": 0.4236568123287523,
+  "acd": 0.05647331476211548,
+  "sd": 0.031882725015297264,
+  "kd": 0.2726460478386823,
+  "mdd": 0.01779575602213541,
+  "fid": 33.97250146771219,
+  "sfd": 7.695950143207412,
+  "jftsd": 37.68384150873891,
+  "prdc_f1.f1": 0.33002626143405134,
+  "prdc_f1.precision": 0.62275,
+  "prdc_f1.recall": 0.2245,
+  "joint_prdc_f1.f1": 0.8377482661944814,
+  "joint_prdc_f1.precision": 0.93625,
+  "joint_prdc_f1.recall": 0.758,
+  "cttp": 27.93660757446289,
+  "disc_auc": 0.9999784375
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T17:34:41.687120",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

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

@@ -0,0 +1,156 @@
+name: synth-u_diffusets
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: vae_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: vae_pretrain
+    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: diffusets
+  channels: 64
+  layers: 3
+  nheads: 8
+  dropout: 0.1
+  latent_channels: 4
+  diffusion_steps: 50
+  noise_schedule: quad
+  beta_start: 0.0001
+  beta_end: 0.5
+  kernel_size: 3
+  num_levels: 5
+  kld_weight: 1.0
+  kld_annealing: true
+  kld_annealing_type: linear
+  kld_warmup_epochs: 300
+  kld_start_weight: 0.01
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/diffusets/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: '2025-12-28T16:59:44.641212'

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

@@ -0,0 +1,21 @@
+{
+  "dtw": 5.604377370645617,
+  "wape": 89.19720450918459,
+  "ed": 9.010427093505859,
+  "crps": 0.4444298378533488,
+  "acd": 0.06584841758012772,
+  "sd": 0.0934342422658183,
+  "kd": 0.3979876287319106,
+  "mdd": 0.017146341959635412,
+  "fid": 39.433125114674,
+  "sfd": 9.23097797963554,
+  "jftsd": 43.144632222561086,
+  "prdc_f1.f1": 0.275845928439235,
+  "prdc_f1.precision": 0.63425,
+  "prdc_f1.recall": 0.17625,
+  "joint_prdc_f1.f1": 0.805401887654133,
+  "joint_prdc_f1.precision": 0.93475,
+  "joint_prdc_f1.recall": 0.7075,
+  "cttp": 26.66297784423828,
+  "disc_auc": 0.9999381249999999
+}

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

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T17:53:54.368325",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/t2s/synth-m/seed0/config.template.yaml

@@ -0,0 +1,153 @@
+name: synth-m_t2s
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: ae_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: ae_pretrain
+    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: t2s
+  channels: 64
+  layers: 4
+  nheads: 4
+  dropout: 0.1
+  patch_size: 2
+  mlp_ratio: 2.0
+  flow_steps: 10
+  cfg_scale: 9.0
+  ae:
+    num_hiddens: 128
+    num_residual_layers: 2
+    num_residual_hiddens: 256
+    embedding_dim: 64
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/t2s/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: '2025-12-27T23:18:57.418170'

experiments/t2s/synth-m/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 30.853883330881942,
+  "wape": 231.39017954533955,
+  "ed": 36.92706576538086,
+  "crps": 1.2909548534012474,
+  "acd": 0.08280777186155319,
+  "sd": 0.43578305680359264,
+  "kd": 1.6891005246901758,
+  "mdd": 0.027735107421874995,
+  "fid": 122.14499871033982,
+  "sfd": 317.9769143235806,
+  "jftsd": 131.62202535095628,
+  "prdc_f1.f1": 0.0,
+  "prdc_f1.precision": 0.3175,
+  "prdc_f1.recall": 0.0,
+  "joint_prdc_f1.f1": 0.012721153846153844,
+  "joint_prdc_f1.precision": 0.11025,
+  "joint_prdc_f1.recall": 0.00675,
+  "cttp": -2.1494174547195435,
+  "disc_auc": 1.0
+}

experiments/t2s/synth-m/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T00:07:42.509933",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/t2s/synth-m/seed1/config.template.yaml

@@ -0,0 +1,153 @@
+name: synth-m_t2s
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: ae_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: ae_pretrain
+    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: t2s
+  channels: 64
+  layers: 4
+  nheads: 4
+  dropout: 0.1
+  patch_size: 2
+  mlp_ratio: 2.0
+  flow_steps: 10
+  cfg_scale: 9.0
+  ae:
+    num_hiddens: 128
+    num_residual_layers: 2
+    num_residual_hiddens: 256
+    embedding_dim: 64
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/t2s/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: '2025-12-27T23:29:31.014346'

experiments/t2s/synth-m/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 51.97795645532827,
+  "wape": 375.2316361826495,
+  "ed": 57.725555297851564,
+  "crps": 2.47075430506335,
+  "acd": 0.036171168088912964,
+  "sd": 0.48953894824419564,
+  "kd": 1.4351366797985663,
+  "mdd": 0.03595974731445312,
+  "fid": 109.6813469453873,
+  "sfd": 409.9287758892757,
+  "jftsd": 118.27890977769226,
+  "prdc_f1.f1": 0.0,
+  "prdc_f1.precision": 0.4685,
+  "prdc_f1.recall": 0.0,
+  "joint_prdc_f1.f1": 0.02031169665809768,
+  "joint_prdc_f1.precision": 0.18375,
+  "joint_prdc_f1.recall": 0.01075,
+  "cttp": 4.7206211853027344,
+  "disc_auc": 1.0
+}

experiments/t2s/synth-m/seed1/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T00:09:22.363900",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/t2s/synth-m/seed2/config.template.yaml

@@ -0,0 +1,153 @@
+name: synth-m_t2s
+description: ''
+seed: 2
+device: cuda:0
+train:
+  stages:
+  - name: ae_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: ae_pretrain
+    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: t2s
+  channels: 64
+  layers: 4
+  nheads: 4
+  dropout: 0.1
+  patch_size: 2
+  mlp_ratio: 2.0
+  flow_steps: 10
+  cfg_scale: 9.0
+  ae:
+    num_hiddens: 128
+    num_residual_layers: 2
+    num_residual_hiddens: 256
+    embedding_dim: 64
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/t2s/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: '2025-12-27T23:36:31.656409'

experiments/t2s/synth-m/seed2/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 33.4548552772021,
+  "wape": 233.52481543411972,
+  "ed": 38.108337890625,
+  "crps": 1.2779978524073943,
+  "acd": 0.10699678212404251,
+  "sd": 0.26627323448919915,
+  "kd": 1.3601897974690218,
+  "mdd": 0.027756306966145835,
+  "fid": 109.19084633158991,
+  "sfd": 384.584061896183,
+  "jftsd": 119.15697446699316,
+  "prdc_f1.f1": 0.0,
+  "prdc_f1.precision": 0.48775,
+  "prdc_f1.recall": 0.0,
+  "joint_prdc_f1.f1": 0.02104734576757532,
+  "joint_prdc_f1.precision": 0.163,
+  "joint_prdc_f1.recall": 0.01125,
+  "cttp": 2.3761753463745117,
+  "disc_auc": 1.0
+}

experiments/t2s/synth-m/seed2/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T00:23:21.692223",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/t2s/synth-u/seed0/config.template.yaml

@@ -0,0 +1,153 @@
+name: synth-u_t2s
+description: ''
+seed: 0
+device: cuda:0
+train:
+  stages:
+  - name: ae_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: ae_pretrain
+    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: t2s
+  channels: 64
+  layers: 4
+  nheads: 4
+  dropout: 0.1
+  patch_size: 2
+  mlp_ratio: 2.0
+  flow_steps: 10
+  cfg_scale: 9.0
+  ae:
+    num_hiddens: 128
+    num_residual_layers: 2
+    num_residual_hiddens: 256
+    embedding_dim: 64
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/t2s/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: '2025-12-27T23:40:52.259276'

experiments/t2s/synth-u/seed0/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 47.12652707117338,
+  "wape": 550.2959810862212,
+  "ed": 54.415912963867186,
+  "crps": 3.4977831919962763,
+  "acd": 0.039769306778907776,
+  "sd": 0.32305185133674863,
+  "kd": 0.5842860290533332,
+  "mdd": 0.05455151367187498,
+  "fid": 175.4499695138689,
+  "sfd": 158.77707966819406,
+  "jftsd": 186.9348911336512,
+  "prdc_f1.f1": 0.0,
+  "prdc_f1.precision": 0.01575,
+  "prdc_f1.recall": 0.0,
+  "joint_prdc_f1.f1": 0.005913978494623656,
+  "joint_prdc_f1.precision": 0.20625,
+  "joint_prdc_f1.recall": 0.003,
+  "cttp": 5.37317338180542,
+  "disc_auc": 1.0
+}

experiments/t2s/synth-u/seed0/summary.json

@@ -0,0 +1,5 @@
+{
+  "status": "completed",
+  "finished_at": "2025-12-28T00:15:00.860457",
+  "best_checkpoint": "checkpoints/finetune/best.ckpt"
+}

experiments/t2s/synth-u/seed1/config.template.yaml

@@ -0,0 +1,153 @@
+name: synth-u_t2s
+description: ''
+seed: 1
+device: cuda:0
+train:
+  stages:
+  - name: ae_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: ae_pretrain
+    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: t2s
+  channels: 64
+  layers: 4
+  nheads: 4
+  dropout: 0.1
+  patch_size: 2
+  mlp_ratio: 2.0
+  flow_steps: 10
+  cfg_scale: 9.0
+  ae:
+    num_hiddens: 128
+    num_residual_layers: 2
+    num_residual_hiddens: 256
+    embedding_dim: 64
+condition:
+  text:
+    enabled: true
+    input_dim: 1024
+    embedding_key: cap_emb
+    dropout: 0.0
+    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__/t2s/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: '2025-12-27T23:41:04.392813'

experiments/t2s/synth-u/seed1/results/expected_seed_metrics.json

@@ -0,0 +1,21 @@
+{
+  "dtw": 15.365408773958965,
+  "wape": 178.296819353186,
+  "ed": 20.013489288330078,
+  "crps": 1.0322840045545667,
+  "acd": 0.04774828627705574,
+  "sd": 0.9647802643913168,
+  "kd": 1.2767695148803266,
+  "mdd": 0.02350620524088541,
+  "fid": 134.2823978837169,
+  "sfd": 79.6028833155586,
+  "jftsd": 147.3762497463016,
+  "prdc_f1.f1": 0.0,
+  "prdc_f1.precision": 0.4055,
+  "prdc_f1.recall": 0.0,
+  "joint_prdc_f1.f1": 0.027200400000000003,
+  "joint_prdc_f1.precision": 0.29825,
+  "joint_prdc_f1.recall": 0.01425,
+  "cttp": 12.133055778503419,
+  "disc_auc": 1.0
+}