Delete test

test/_edges/rainy/edge_bg0.1_rm0.5.mp4

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test/rainy/Building/2b_step35_bg0.1_rm0.5/config.yaml

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-checkpoint:
-  broadcast_via_filesystem: 'False'
-  dcp_async_mode_enabled: 'False'
-  enable_gcs_patch_in_boto3: 'False'
-  jit:
-    device: cuda
-    dtype: bfloat16
-    enabled: 'False'
-    input_shape: null
-    strict: 'True'
-  keys_not_to_resume: []
-  keys_to_skip_loading: []
-  load_ema_to_reg: 'False'
-  load_from_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  load_path: s3://bucket/cosmos_transfer2/vid2vid_2B_control/edge_720p_t24or1_spaced_layer4_cr1pt1_sdev2_lowsigma0.05_uniform_hqv3p1_20250714_64N_rectified_flow_refimdrop0pt5/checkpoints/iter_000032000
-  load_training_state: 'False'
-  only_load_scheduler_state: 'False'
-  save_iter: '1000'
-  save_to_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  strict_resume: 'False'
-  type:
-    _target_: <class 'cosmos_transfer2._src.predict2.checkpointer.dcp.DistributedCheckpointer'>
-    callbacks: null
-    disable_async: 'False'
-  verbose: 'True'
-dataloader_train:
-  dataloaders:
-    image_data:
-      ratio: '0'
-    video_data:
-      dataloader:
-        batch_size: '1'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7ff13e1a32e0>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          max_fps_thres: '60'
-          min_fps_thres: '10'
-          num_video_frames: '93'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-    video_data_1:
-      dataloader:
-        batch_size: '6'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7ff13e1a32e0>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          num_video_frames: '1'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-  dataset:
-    augmentor_name: video_basic_augmentor_v2_with_control
-    caption_type: t2w_qwen2p5_7b
-    control_input_type: edge
-    dataset_resolution_type: gt720p
-    embedding_type: null
-    max_fps_thres: '60'
-    min_fps_thres: '10'
-    num_video_frames: '93'
-    resolution: '720'
-    use_native_fps: 'True'
-    video_decoder_name: video_naive_bytes
-  num_workers: '4'
-dataloader_val:
-  _target_: <class 'cosmos_transfer2._src.predict2.datasets.joint_dataloader.IterativeJointDataLoader'>
-  dataloaders:
-    image_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7ff13e1a3400>
-        batch_size: '2'
-        cache_augment_fn: null
-        cache_replay_name: image_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_image_dataset at 0x7ff13e1a39a0>
-          len_t5: '512'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-    video_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7ff13e1a3400>
-        batch_size: '1'
-        cache_augment_fn: null
-        cache_replay_name: video_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_video_dataset at 0x7ff13e1a3d90>
-          len_t5: '512'
-          num_video_frames: '136'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-defaults:
-- _self_
-- data_train: mock
-- data_val: mock
-- optimizer: fusedadamw
-- scheduler: lambdalinear
-- model: ddp
-- callbacks: basic
-- net: null
-- conditioner: video_prediction_control_conditioner
-- ema: power
-- tokenizer: wan2pt1_tokenizer
-- checkpoint: s3
-- ckpt_type: dummy
-- experiment: null
-job:
-  cluster: null
-  group: vid2vid_2B_control
-  name: vid2vid_2B_control_720p_t24_control_layer4_cr1pt1_embedding_rectified_flow_with_image_context_with_image_data
-  project: cosmos_transfer2
-  wandb_mode: online
-model:
-  _recursive_: 'False'
-  _target_: <class 'cosmos_transfer2._src.transfer2.models.vid2vid_model_control_vace_rectified_flow.ControlVideo2WorldModelRectifiedFlow'>
-  config:
-    base_load_from: null
-    conditional_frame_timestep: -1.0
-    conditional_frames_probs:
-      0: 0.4
-      1: 0.4
-      2: 0.2
-    conditioner:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.conditioner.ControlVideo2WorldConditionerImageContext'>
-      control_input_depth:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth
-        output_key: control_input_depth
-      control_input_depth_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth_mask
-        output_key: control_input_depth_mask
-      control_input_edge:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge
-        output_key: control_input_edge
-      control_input_edge_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge_mask
-        output_key: control_input_edge_mask
-      control_input_inpaint:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint
-        output_key: control_input_inpaint
-      control_input_inpaint_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint_mask
-        output_key: control_input_inpaint_mask
-      control_input_seg:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg
-        output_key: control_input_seg
-      control_input_seg_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg_mask
-        output_key: control_input_seg_mask
-      control_input_vis:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis
-        output_key: control_input_vis
-      control_input_vis_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis_mask
-        output_key: control_input_vis_mask
-      fps:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: fps
-        output_key: fps
-      padding_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: padding_mask
-        output_key: padding_mask
-      reference_image_context:
-        _target_: <class 'cosmos_transfer2._src.transfer2.networks.siglip2_image_context.SigLip2EmbImgContext'>
-        dropout_rate: '0.5'
-        input_key:
-        - images
-        - video
-        - image_context
-        num_token: '256'
-        output_key: null
-      text:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.TextAttr'>
-        credential_path: credentials/s3_training.secret
-        dropout_rate: '0.2'
-        empty_string_embeddings_path: s3://bucket/predict2_assets/reason1_empty_string_embeddings.pt
-        input_key:
-        - t5_text_embeddings
-        use_empty_string: 'False'
-      use_video_condition:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.BooleanFlag'>
-        dropout_rate: '0.0'
-        input_key: fps
-        output_key: use_video_condition
-    conditioning_strategy: frame_replace
-    copy_weight_strategy: first_n
-    denoise_replace_gt_frames: true
-    ema:
-      enabled: false
-      iteration_shift: 0
-      rate: 0.1
-    fsdp_shard_size: 1
-    high_sigma_ratio: 0.05
-    high_sigma_timesteps_max: 1000
-    high_sigma_timesteps_min: 980
-    hint_keys: edge
-    init_lora_weights: true
-    input_caption_key: ai_caption
-    input_data_key: video
-    input_image_key: images
-    lora_alpha: 32
-    lora_rank: 32
-    lora_target_modules: q_proj,k_proj,v_proj,output_proj,mlp.layer1,mlp.layer2
-    max_num_conditional_frames: 2
-    min_num_conditional_frames: 0
-    net:
-      _target_: <class 'cosmos_transfer2._src.transfer2.networks.minimal_v4_lvg_dit_control_vace.MinimalV4LVGControlVaceDiT'>
-      adaln_lora_dim: '256'
-      atten_backend: minimal_a2a
-      concat_padding_mask: 'True'
-      condition_strategy: spaced
-      crossattn_emb_channels: '1024'
-      crossattn_proj_in_channels: '100352'
-      extra_image_context_dim: '1152'
-      extra_per_block_abs_pos_emb: 'False'
-      img_context_deep_proj: 'False'
-      in_channels: '16'
-      max_frames: '128'
-      max_img_h: '240'
-      max_img_w: '240'
-      mlp_ratio: '4.0'
-      model_channels: '2048'
-      num_blocks: '28'
-      num_control_branches: '1'
-      num_heads: '16'
-      num_max_modalities: '8'
-      out_channels: '16'
-      patch_spatial: '2'
-      patch_temporal: '1'
-      pos_emb_cls: rope3d
-      pos_emb_interpolation: crop
-      pos_emb_learnable: 'True'
-      rope_enable_fps_modulation: 'False'
-      rope_h_extrapolation_ratio: '3.0'
-      rope_t_extrapolation_ratio: '1.0'
-      rope_w_extrapolation_ratio: '3.0'
-      sac_config:
-        every_n_blocks: 1
-        mode: predict2_2b_720_aggressive
-      separate_embedders: 'False'
-      share_q_in_i2v_cross_attn: 'False'
-      spatial_compression_factor: '8'
-      timestep_scale: '0.001'
-      use_adaln_lora: 'True'
-      use_after_proj_for_multi_branch: 'True'
-      use_crossattn_projection: 'True'
-      use_cuda_graphs: 'False'
-      use_input_hint_block: 'False'
-      use_wan_fp32_strategy: 'True'
-      vace_block_every_n: '7'
-      vace_has_mask: 'False'
-    precision: bfloat16
-    resolution: '720'
-    shift: 5
-    state_ch: 16
-    state_t: 24
-    text_encoder_class: reason1p1_7B
-    text_encoder_config:
-      ckpt_path: s3://bucket/cosmos_reasoning1/sft_exp700/sft_exp721-1_qwen7b_tl_721_5vs5_s3_balanced_n32_resume_16k/checkpoints/iter_000016000/model/
-      compute_online: true
-      embedding_concat_strategy: full_concat
-      model_config:
-        _target_: <class 'cosmos_transfer2._src.predict2.text_encoders.reason1.QwenVLBaseModel'>
-        model_config:
-          _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenModelConfig
-          activation_checkpoint:
-            mode: selective
-            models: vlm
-            selective_ac_option: op
-          add_answer_tag: 'True'
-          add_cross_attention: 'False'
-          add_image_start_end_tag: 'False'
-          add_tile_tag: 'False'
-          architectures:
-          - Qwen2_5_VLForConditionalGeneration
-          attention_dropout: '0.0'
-          attn_implementation: flash_attention_2
-          attn_implementation_autoset: 'True'
-          aux_loss_coeff: '0.0'
-          bad_words_ids: null
-          begin_suppress_tokens: null
-          bos_token_id: '151643'
-          cache_dir: null
-          checkpoint:
-            async_mode: disabled
-            create_seed_checkpoint: false
-            enable_checkpoint: false
-            export_dtype: float32
-            folder: checkpoint
-            interval: 500
-            interval_type: steps
-            model_weights_only: false
-          chunk_size_feed_forward: '0'
-          ckpt_dir: null
-          ckpt_path: null
-          comm:
-            init_timeout_seconds: 300
-            trace_buf_size: 20000
-            train_timeout_seconds: 100
-          cp_size: null
-          cross_attention_hidden_size: null
-          decoder_start_token_id: null
-          deterministic: 'False'
-          diversity_penalty: '0.0'
-          do_sample: 'False'
-          early_stopping: 'False'
-          encoder_no_repeat_ngram_size: '0'
-          eos_token_id: '151645'
-          ep_size: null
-          experimental:
-            enable_async_tensor_parallel: false
-            enable_compiled_autograd: false
-            pipeline_parallel_degree: 1
-          exponential_decay_length_penalty: null
-          finetuning_task: null
-          float8:
-            enable_float8_linear: false
-          forced_bos_token_id: null
-          forced_eos_token_id: null
-          freeze_llm: 'False'
-          freeze_mm_projector: 'False'
-          freeze_vision_encoder: 'False'
-          fsdp_enabled: 'False'
-          hidden_act: silu
-          hidden_size: '3584'
-          id2label:
-            0: LABEL_0
-            1: LABEL_1
-          image_token_id: '151655'
-          initializer_range: '0.02'
-          intermediate_size: '18944'
-          is_decoder: 'False'
-          is_encoder_decoder: 'False'
-          label2id:
-            LABEL_0: '0'
-            LABEL_1: '1'
-          length_penalty: '1.0'
-          loss_per_token: 'True'
-          max_batch_size: '1'
-          max_length: '20'
-          max_position_embeddings: '128000'
-          max_seq_len: '128000'
-          max_window_layers: '28'
-          min_length: '0'
-          mm_projector: null
-          model_type: qwen2_5_vl
-          name_or_path: Qwen/Qwen2.5-VL-7B-Instruct
-          no_repeat_ngram_size: '0'
-          num_attention_heads: '28'
-          num_beam_groups: '1'
-          num_beams: '1'
-          num_hidden_layers: '28'
-          num_key_value_heads: '4'
-          num_return_sequences: '1'
-          num_tiles: '1'
-          optimizer:
-            early_step_in_backward: false
-            end_lr: 2.5e-05
-            fused: false
-            init_lr: 1.0e-05
-            lr: 0.0003
-            lr_multiplier_llm: 1.0
-            lr_multiplier_mm_projector: 1.0
-            lr_multiplier_vision_encoder: 0.1
-            name: AdamW
-          output_attentions: 'False'
-          output_hidden_states: 'True'
-          output_scores: 'False'
-          pad_token_id: null
-          precision: bfloat16
-          prefix: null
-          prepend_padding: 'False'
-          problem_type: null
-          pruned_heads: _Nothing.NOTHING
-          remove_invalid_values: 'False'
-          repetition_penalty: '1.0'
-          return_dict: 'True'
-          return_dict_in_generate: 'False'
-          rms_norm_eps: 1e-06
-          rope_scaling:
-            mrope_section:
-            - '16'
-            - '24'
-            - '24'
-            rope_type: default
-            type: default
-          rope_theta: '1000000.0'
-          s3_credential_path: credentials/pbss_dir.secret
-          seed: '0'
-          sep_token_id: null
-          sliding_window: '32768'
-          suppress_tokens: null
-          task_specific_params: null
-          temperature: '1.0'
-          tf_legacy_loss: 'False'
-          tie_encoder_decoder: 'False'
-          tie_word_embeddings: 'False'
-          tile_tag_type: space_separated
-          tokenizer_class: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-          top_k: '50'
-          top_p: '1.0'
-          torch_dtype: bfloat16
-          torchscript: 'False'
-          training:
-            compile: false
-            context_parallel_degree: 1
-            data_parallel_replicate_degree: 1
-            data_parallel_shard_degree: -1
-            disable_loss_parallel: false
-            enable_cpu_offload: false
-            fsdp_reshard_after_forward: default
-            mixed_precision_param: bfloat16
-            mixed_precision_reduce: float32
-            steps: 400000
-            tensor_parallel_degree: 1
-            use_cosine_decay: false
-            use_linear_decay: true
-            warmup_steps: 1000
-          training_seq_len: '4096'
-          transformers_version: 4.51.0.dev0
-          typical_p: '1.0'
-          use_bfloat16: 'False'
-          use_cache: 'False'
-          use_fsdp2: 'True'
-          use_return_dict: 'True'
-          use_rope_from_torchtitan: 'False'
-          use_sliding_window: 'False'
-          video_token_id: '151656'
-          vision_config:
-            _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenVisionConfig
-            add_cross_attention: 'False'
-            architectures: null
-            attn_implementation: flash_attention_2
-            attn_implementation_autoset: 'True'
-            bad_words_ids: null
-            begin_suppress_tokens: null
-            bos_token_id: null
-            chunk_size_feed_forward: '0'
-            cross_attention_hidden_size: null
-            decoder_start_token_id: null
-            depth: '32'
-            diversity_penalty: '0.0'
-            do_sample: 'False'
-            early_stopping: 'False'
-            embed_dim: null
-            encoder_no_repeat_ngram_size: '0'
-            eos_token_id: null
-            exponential_decay_length_penalty: null
-            finetuning_task: null
-            forced_bos_token_id: null
-            forced_eos_token_id: null
-            fullatt_block_indexes:
-            - '7'
-            - '15'
-            - '23'
-            - '31'
-            hidden_act: silu
-            hidden_size: '1280'
-            id2label:
-              0: LABEL_0
-              1: LABEL_1
-            in_channels: '3'
-            in_chans: '3'
-            intermediate_size: '3420'
-            is_decoder: 'False'
-            is_encoder_decoder: 'False'
-            label2id:
-              LABEL_0: '0'
-              LABEL_1: '1'
-            length_penalty: '1.0'
-            max_length: '20'
-            min_length: '0'
-            mlp_ratio: null
-            model_type: qwen2_5_vl
-            name_or_path: ''
-            no_repeat_ngram_size: '0'
-            num_beam_groups: '1'
-            num_beams: '1'
-            num_heads: '16'
-            num_return_sequences: '1'
-            out_hidden_size: '3584'
-            output_attentions: 'False'
-            output_hidden_states: 'False'
-            output_scores: 'False'
-            pad_token_id: null
-            patch_size: '14'
-            prefix: null
-            problem_type: null
-            pruned_heads: _Nothing.NOTHING
-            remove_invalid_values: 'False'
-            repetition_penalty: '1.0'
-            return_dict: 'True'
-            return_dict_in_generate: 'False'
-            sep_token_id: null
-            spatial_merge_size: '2'
-            spatial_patch_size: '14'
-            suppress_tokens: null
-            task_specific_params: null
-            temperature: '1.0'
-            temporal_patch_size: '2'
-            tf_legacy_loss: 'False'
-            tie_encoder_decoder: 'False'
-            tie_word_embeddings: 'True'
-            tokenizer_class: null
-            tokens_per_second: '2'
-            top_k: '50'
-            top_p: '1.0'
-            torch_dtype: bfloat16
-            torchscript: 'False'
-            typical_p: '1.0'
-            use_bfloat16: 'False'
-            window_size: '112'
-          vision_encoder: openai/clip-vit-base-patch32
-          vision_encoder_config:
-            depth_init: true
-            dim: 1024
-            ffn_dim_multiplier: null
-            head_dim: null
-            hidden_act: null
-            hidden_dim: 4096
-            image_size: 1024
-            image_token_id: null
-            multiple_of: null
-            n_heads: 16
-            n_kv_heads: null
-            n_layers: 24
-            norm_eps: 1.0e-05
-            norm_type: rmsnorm
-            num_channels: 3
-            patch_size: 16
-            proj_bias: null
-            qkv_bias: null
-            rope_theta: 10000.0
-            use_cache: false
-            use_rope_from_torchtitan: false
-          vision_encoder_in_channels: '3'
-          vision_end_token_id: '151653'
-          vision_start_token_id: '151652'
-          vision_token_id: '151654'
-          vocab_size: '152064'
-          z_loss_coeff: '0.0'
-        tokenizer:
-          _target_: <function build_tokenizer at 0x7ff1428839a0>
-          cache_dir: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-      n_layers_per_group: 5
-      s3_credential_path: credentials/s3_checkpoint.secret
-    tokenizer:
-      _target_: <class 'cosmos_transfer2._src.predict2.tokenizers.wan2pt1.Wan2pt1VAEInterface'>
-      chunk_duration: '81'
-      load_mean_std: 'False'
-      name: wan2pt1_tokenizer
-      temporal_window: '16'
-    train_time_distribution: logitnormal
-    train_time_weight: uniform
-    use_dora: false
-    use_dynamic_shift: false
-    use_high_sigma_strategy: false
-    use_kerras_sigma_at_inference: false
-    use_lora: false
-    use_reference_image: true
-    use_torch_compile: false
-model_parallel:
-  _cpu_offloading_context: null
-  async_tensor_model_parallel_allreduce: false
-  autocast_dtype: torch.float32
-  barrier_with_L1_time: true
-  batch_p2p_comm: true
-  batch_p2p_sync: true
-  bf16: false
-  context_parallel_size: 8
-  cpu_offloading: false
-  cpu_offloading_activations: true
-  cpu_offloading_double_buffering: false
-  cpu_offloading_num_layers: 0
-  cpu_offloading_weights: true
-  cross_entropy_fusion_impl: native
-  cross_entropy_loss_fusion: false
-  deallocate_pipeline_outputs: false
-  defer_embedding_wgrad_compute: false
-  delay_wgrad_compute: false
-  deterministic_mode: false
-  enable_autocast: false
-  expert_model_parallel_size: 1
-  expert_tensor_parallel_size: 1
-  finalize_model_grads_func: null
-  fp16: false
-  grad_scale_func: null
-  grad_sync_func: null
-  gradient_accumulation_fusion: false
-  hierarchical_context_parallel_sizes: null
-  microbatch_group_size_per_vp_stage: 1
-  moe_extended_tp: false
-  no_sync_func: null
-  num_microbatches_with_partial_activation_checkpoints: null
-  overlap_moe_expert_parallel_comm: false
-  overlap_p2p_comm: false
-  overlap_p2p_comm_warmup_flush: false
-  param_sync_func: null
-  params_dtype: torch.float32
-  perform_initialization: true
-  pipeline_dtype: null
-  pipeline_model_parallel_comm_backend: null
-  pipeline_model_parallel_size: 1
-  sequence_parallel: false
-  tensor_model_parallel_size: 1
-  timers: null
-  tp_comm_atomic_ag: false
-  tp_comm_atomic_rs: false
-  tp_comm_bootstrap_backend: nccl
-  tp_comm_bulk_dgrad: true
-  tp_comm_bulk_wgrad: true
-  tp_comm_overlap: false
-  tp_comm_overlap_ag: true
-  tp_comm_overlap_disable_fc1: false
-  tp_comm_overlap_disable_qkv: false
-  tp_comm_overlap_rs: true
-  tp_comm_overlap_rs_dgrad: false
-  tp_comm_split_ag: true
-  tp_comm_split_rs: true
-  use_cpu_initialization: false
-  use_ring_exchange_p2p: false
-  use_te_rng_tracker: false
-  variable_seq_lengths: false
-  virtual_pipeline_model_parallel_size: null
-  wgrad_deferral_limit: 0
-optimizer:
-  _target_: <function get_base_optimizer at 0x7ff13e2c85e0>
-  betas:
-  - '0.9'
-  - '0.999'
-  eps: 1e-08
-  fused: 'True'
-  lr: '8.63e-05'
-  model: null
-  optim_type: adamw
-  weight_decay: '0.001'
-scheduler:
-  _target_: <class 'cosmos_transfer2._src.imaginaire.functional.lr_scheduler.LambdaLinearScheduler'>
-  cycle_lengths:
-  - '100000'
-  f_max:
-  - '0.5'
-  f_min:
-  - '0.2'
-  f_start:
-  - 1e-06
-  verbosity_interval: '0'
-  warm_up_steps:
-  - '100'
-trainer:
-  callbacks:
-    compile_tokenizer:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.compile_tokenizer.CompileTokenizer'>
-      compile_after_iterations: '4'
-      dynamic: 'False'
-      enabled: 'True'
-    dataloader_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.dataloading_monitor.DetailedDataLoadingSpeedMonitor'>
-      every_n: '200'
-      save_s3: 'True'
-      step_size: '1'
-    device_monitor:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.device_monitor.DeviceMonitor'>
-      every_n: '200'
-      log_memory_detail: 'True'
-      save_s3: 'True'
-      step_size: '1'
-      upload_every_n_mul: '10'
-    every_n_sample_ema:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.every_n_draw_sample.EveryNDrawSample'>
-      every_n: '5000'
-      fix_batch_fp: null
-      fps: '16'
-      guidance:
-      - '0'
-      - '3'
-      - '7'
-      is_ema: 'True'
-      is_sample: 'True'
-      is_x0: 'False'
-      n_sample_to_save: '128'
-      n_viz_sample: '3'
-      n_x0_level: '4'
-      num_sampling_step: '35'
-      save_s3: 'True'
-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    every_n_sample_reg:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.every_n_draw_sample.EveryNDrawSample'>
-      every_n: '5000'
-      fix_batch_fp: null
-      fps: '16'
-      guidance:
-      - '0'
-      - '3'
-      - '7'
-      is_ema: 'False'
-      is_sample: 'True'
-      is_x0: 'False'
-      n_sample_to_save: '128'
-      n_viz_sample: '3'
-      n_x0_level: '4'
-      num_sampling_step: '35'
-      save_s3: 'True'
-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    frame_loss_log:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.frame_loss_log.FrameLossLog'>
-      logging_iter_multipler: '1'
-      save_logging_iter_multipler: '10'
-      save_s3: 'True'
-    grad_clip:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.grad_clip.GradClip'>
-      clip_norm: '0.1'
-      force_finite: 'True'
-    heart_beat:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.heart_beat.HeartBeat'>
-      every_n: '10'
-      save_s3: 'True'
-      step_size: '1'
-      update_interval_in_minute: '20'
-    iter_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.iter_speed.IterSpeed'>
-      every_n: '100'
-      hit_thres: '300'
-      save_s3: 'True'
-      save_s3_every_log_n: '10'
-    load_base_model:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.callbacks.LoadBaseModel'>
-      config: null
-      trainer: null
-    low_prec:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.utils.callback.LowPrecisionCallback'>
-      config: null
-      trainer: null
-      update_iter: '1'
-    manual_gc:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.callbacks.manual_gc.ManualGarbageCollection'>
-      every_n: '200'
-      warm_up: '5'
-    wandb:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '1'
-      save_logging_iter_multipler: '10'
-      save_s3: 'True'
-    wandb_10x:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '10'
-      save_logging_iter_multipler: '1'
-      save_s3: 'True'
-  compile_config:
-    recompile_limit: '8'
-    use_duck_shape: 'True'
-  cudnn:
-    benchmark: 'True'
-    deterministic: 'False'
-  ddp:
-    broadcast_buffers: 'True'
-    find_unused_parameters: 'False'
-    static_graph: 'True'
-  distributed_parallelism: fsdp
-  grad_accum_iter: '1'
-  grad_scaler_args:
-    enabled: 'False'
-  logging_iter: '200'
-  max_iter: '100000'
-  max_val_iter: null
-  memory_format: torch.preserve_format
-  profiling:
-    enable_memory_snapshot: 'False'
-    enable_profiling: 'False'
-    profile_freq: '1'
-    profile_memory: 'False'
-    record_shape: 'False'
-    save_s3: 'False'
-    target_ranks:
-    - '0'
-    - '1'
-    - '2'
-    - '3'
-    - '4'
-    - '5'
-    - '6'
-    - '7'
-    with_modules: 'True'
-    with_stack: 'True'
-  run_validation: 'False'
-  run_validation_on_start: 'False'
-  seed: '0'
-  straggler_detection:
-    analyze_backward: 'True'
-    analyze_dataloading: 'True'
-    analyze_forward: 'True'
-    analyze_optimizer: 'True'
-    enabled: 'True'
-    max_diff: '1.5'
-    profile_freq: '1'
-    raise_error: 'True'
-    report_freq: '100'
-  timeout_period: '999999999'
-  type: <class 'cosmos_transfer2._src.imaginaire.trainer.ImaginaireTrainer'>
-  validation_iter: '100'
-upload_reproducible_setup: 'True'

test/rainy/Building/2b_step35_bg0.1_rm0.5/console.log

@@ -1,18 +0,0 @@
-[06-22 01:18:17|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Wan2.1/vae(685afcaa-4de2-42fe-b7b9-69f7a2dee4d8)
-[06-22 01:18:17|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Predict2.5-2B --repo-type model --revision f176dc95b4a70f53ce01c4b302851595e7322b00 tokenizer.pth
-[06-22 01:18:21|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Qwen/Qwen2.5-VL-7B-Instruct(7219c6c7-f878-4137-bbdb-76842ea85e70)
-[06-22 01:18:21|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:18:22|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Reason1.1-7B(cb3e3ffa-7b08-4c34-822d-61c7aa31a14f)
-[06-22 01:18:22|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:18:26|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Transfer2.5-2B/general/edge(61f5694b-0ad5-4ecd-8ad7-c8545627d125)
-[06-22 01:18:26|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Transfer2.5-2B --repo-type model --revision b67b64abda3801a9aceddbff2bdb86126c06db74 general/edge/61f5694b-0ad5-4ecd-8ad7-c8545627d125_ema_bf16.pt
-[06-22 01:18:28|INFO|cosmos_transfer2/inference.py:146:__init__] Found 1 hint keys across all samples
-[06-22 01:18:28|INFO|cosmos_transfer2/inference.py:156:__init__] Saved config to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm0.5/config.yaml
-[06-22 01:18:28|INFO|cosmos_transfer2/inference.py:163:generate] Generating 1 samples: ['rainy_Building_2b_step35_bg0.1_rm0.5']
-[06-22 01:18:28|INFO|cosmos_transfer2/inference.py:167:generate] [1/1] Processing sample rainy_Building_2b_step35_bg0.1_rm0.5
-[06-22 01:18:28|INFO|cosmos_transfer2/inference.py:208:_generate_sample] Saved arguments to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5.json
-[06-22 01:18:28|WARNING|cosmos_transfer2/inference.py:239:_generate_sample] Guardrail checks on prompt are disabled
-[06-22 01:18:28|INFO|cosmos_transfer2/inference.py:242:_generate_sample] Processing the following paths: {'edge': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm0.5.mp4', 'edge_mask': None, 'edge_mask_prompt': None}
-[06-22 01:28:59|INFO|cosmos_transfer2/inference.py:311:_generate_sample] edge control video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5_control_edge.mp4
-[06-22 01:28:59|WARNING|cosmos_transfer2/inference.py:335:_generate_sample] Guardrail checks on video are disabled
-[06-22 01:29:01|SUCCESS|cosmos_transfer2/inference.py:343:_generate_sample] Generated video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5.mp4

test/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5.json

@@ -1 +0,0 @@
-{"name":"rainy_Building_2b_step35_bg0.1_rm0.5","prompt_path":null,"prompt":"The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.","negative_prompt":"The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures.","seed":2025,"guidance":3,"video_path":"/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4","max_frames":null,"context_frame_index":null,"image_context_path":null,"num_conditional_frames":1,"resolution":"720","sigma_max":null,"num_video_frames_per_chunk":93,"num_steps":35,"show_control_condition":false,"show_input":false,"keep_input_resolution":true,"edge":{"control_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm0.5.mp4","control_weight":1.0,"mask_path":null,"mask_prompt":null,"preset_edge_threshold":"medium"},"depth":null,"vis":null,"seg":null,"guided_generation_mask":null,"guided_generation_step_threshold":25,"guided_generation_foreground_labels":null}

test/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:787b4e5e81d13fe80381282c84d2d20bbcf29ff8f879b309f8f45117d5d5af81
-size 2093903

test/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5.txt

@@ -1 +0,0 @@
-The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.

test/rainy/Building/2b_step35_bg0.1_rm0.5/rainy_Building_2b_step35_bg0.1_rm0.5_control_edge.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3b13dda75a5cbf5da04e23bb5065f322fbb4eaa90ab11b6843fc65867ba80d54
-size 1241555

test/rainy/Building/2b_step35_bg0.1_rm0.5/spec.json

@@ -1,13 +0,0 @@
-{
-  "name": "rainy_Building_2b_step35_bg0.1_rm0.5",
-  "prompt": "The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.",
-  "video_path": "/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4",
-  "guidance": 3,
-  "num_steps": 35,
-  "seed": 2025,
-  "edge": {
-    "control_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm0.5.mp4",
-    "control_weight": 1.0
-  },
-  "negative_prompt": "The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures."
-}

test/rainy/Building/2b_step35_bg0.1_rm1/config.yaml

@@ -1,882 +0,0 @@
-checkpoint:
-  broadcast_via_filesystem: 'False'
-  dcp_async_mode_enabled: 'False'
-  enable_gcs_patch_in_boto3: 'False'
-  jit:
-    device: cuda
-    dtype: bfloat16
-    enabled: 'False'
-    input_shape: null
-    strict: 'True'
-  keys_not_to_resume: []
-  keys_to_skip_loading: []
-  load_ema_to_reg: 'False'
-  load_from_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  load_path: s3://bucket/cosmos_transfer2/vid2vid_2B_control/edge_720p_t24or1_spaced_layer4_cr1pt1_sdev2_lowsigma0.05_uniform_hqv3p1_20250714_64N_rectified_flow_refimdrop0pt5/checkpoints/iter_000032000
-  load_training_state: 'False'
-  only_load_scheduler_state: 'False'
-  save_iter: '1000'
-  save_to_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  strict_resume: 'False'
-  type:
-    _target_: <class 'cosmos_transfer2._src.predict2.checkpointer.dcp.DistributedCheckpointer'>
-    callbacks: null
-    disable_async: 'False'
-  verbose: 'True'
-dataloader_train:
-  dataloaders:
-    image_data:
-      ratio: '0'
-    video_data:
-      dataloader:
-        batch_size: '1'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7f7258fe32e0>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          max_fps_thres: '60'
-          min_fps_thres: '10'
-          num_video_frames: '93'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-    video_data_1:
-      dataloader:
-        batch_size: '6'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7f7258fe32e0>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          num_video_frames: '1'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-  dataset:
-    augmentor_name: video_basic_augmentor_v2_with_control
-    caption_type: t2w_qwen2p5_7b
-    control_input_type: edge
-    dataset_resolution_type: gt720p
-    embedding_type: null
-    max_fps_thres: '60'
-    min_fps_thres: '10'
-    num_video_frames: '93'
-    resolution: '720'
-    use_native_fps: 'True'
-    video_decoder_name: video_naive_bytes
-  num_workers: '4'
-dataloader_val:
-  _target_: <class 'cosmos_transfer2._src.predict2.datasets.joint_dataloader.IterativeJointDataLoader'>
-  dataloaders:
-    image_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7f7258fe3400>
-        batch_size: '2'
-        cache_augment_fn: null
-        cache_replay_name: image_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_image_dataset at 0x7f7258fe39a0>
-          len_t5: '512'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-    video_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7f7258fe3400>
-        batch_size: '1'
-        cache_augment_fn: null
-        cache_replay_name: video_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_video_dataset at 0x7f7258fe3d90>
-          len_t5: '512'
-          num_video_frames: '136'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-defaults:
-- _self_
-- data_train: mock
-- data_val: mock
-- optimizer: fusedadamw
-- scheduler: lambdalinear
-- model: ddp
-- callbacks: basic
-- net: null
-- conditioner: video_prediction_control_conditioner
-- ema: power
-- tokenizer: wan2pt1_tokenizer
-- checkpoint: s3
-- ckpt_type: dummy
-- experiment: null
-job:
-  cluster: null
-  group: vid2vid_2B_control
-  name: vid2vid_2B_control_720p_t24_control_layer4_cr1pt1_embedding_rectified_flow_with_image_context_with_image_data
-  project: cosmos_transfer2
-  wandb_mode: online
-model:
-  _recursive_: 'False'
-  _target_: <class 'cosmos_transfer2._src.transfer2.models.vid2vid_model_control_vace_rectified_flow.ControlVideo2WorldModelRectifiedFlow'>
-  config:
-    base_load_from: null
-    conditional_frame_timestep: -1.0
-    conditional_frames_probs:
-      0: 0.4
-      1: 0.4
-      2: 0.2
-    conditioner:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.conditioner.ControlVideo2WorldConditionerImageContext'>
-      control_input_depth:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth
-        output_key: control_input_depth
-      control_input_depth_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth_mask
-        output_key: control_input_depth_mask
-      control_input_edge:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge
-        output_key: control_input_edge
-      control_input_edge_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge_mask
-        output_key: control_input_edge_mask
-      control_input_inpaint:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint
-        output_key: control_input_inpaint
-      control_input_inpaint_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint_mask
-        output_key: control_input_inpaint_mask
-      control_input_seg:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg
-        output_key: control_input_seg
-      control_input_seg_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg_mask
-        output_key: control_input_seg_mask
-      control_input_vis:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis
-        output_key: control_input_vis
-      control_input_vis_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis_mask
-        output_key: control_input_vis_mask
-      fps:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: fps
-        output_key: fps
-      padding_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: padding_mask
-        output_key: padding_mask
-      reference_image_context:
-        _target_: <class 'cosmos_transfer2._src.transfer2.networks.siglip2_image_context.SigLip2EmbImgContext'>
-        dropout_rate: '0.5'
-        input_key:
-        - images
-        - video
-        - image_context
-        num_token: '256'
-        output_key: null
-      text:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.TextAttr'>
-        credential_path: credentials/s3_training.secret
-        dropout_rate: '0.2'
-        empty_string_embeddings_path: s3://bucket/predict2_assets/reason1_empty_string_embeddings.pt
-        input_key:
-        - t5_text_embeddings
-        use_empty_string: 'False'
-      use_video_condition:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.BooleanFlag'>
-        dropout_rate: '0.0'
-        input_key: fps
-        output_key: use_video_condition
-    conditioning_strategy: frame_replace
-    copy_weight_strategy: first_n
-    denoise_replace_gt_frames: true
-    ema:
-      enabled: false
-      iteration_shift: 0
-      rate: 0.1
-    fsdp_shard_size: 1
-    high_sigma_ratio: 0.05
-    high_sigma_timesteps_max: 1000
-    high_sigma_timesteps_min: 980
-    hint_keys: edge
-    init_lora_weights: true
-    input_caption_key: ai_caption
-    input_data_key: video
-    input_image_key: images
-    lora_alpha: 32
-    lora_rank: 32
-    lora_target_modules: q_proj,k_proj,v_proj,output_proj,mlp.layer1,mlp.layer2
-    max_num_conditional_frames: 2
-    min_num_conditional_frames: 0
-    net:
-      _target_: <class 'cosmos_transfer2._src.transfer2.networks.minimal_v4_lvg_dit_control_vace.MinimalV4LVGControlVaceDiT'>
-      adaln_lora_dim: '256'
-      atten_backend: minimal_a2a
-      concat_padding_mask: 'True'
-      condition_strategy: spaced
-      crossattn_emb_channels: '1024'
-      crossattn_proj_in_channels: '100352'
-      extra_image_context_dim: '1152'
-      extra_per_block_abs_pos_emb: 'False'
-      img_context_deep_proj: 'False'
-      in_channels: '16'
-      max_frames: '128'
-      max_img_h: '240'
-      max_img_w: '240'
-      mlp_ratio: '4.0'
-      model_channels: '2048'
-      num_blocks: '28'
-      num_control_branches: '1'
-      num_heads: '16'
-      num_max_modalities: '8'
-      out_channels: '16'
-      patch_spatial: '2'
-      patch_temporal: '1'
-      pos_emb_cls: rope3d
-      pos_emb_interpolation: crop
-      pos_emb_learnable: 'True'
-      rope_enable_fps_modulation: 'False'
-      rope_h_extrapolation_ratio: '3.0'
-      rope_t_extrapolation_ratio: '1.0'
-      rope_w_extrapolation_ratio: '3.0'
-      sac_config:
-        every_n_blocks: 1
-        mode: predict2_2b_720_aggressive
-      separate_embedders: 'False'
-      share_q_in_i2v_cross_attn: 'False'
-      spatial_compression_factor: '8'
-      timestep_scale: '0.001'
-      use_adaln_lora: 'True'
-      use_after_proj_for_multi_branch: 'True'
-      use_crossattn_projection: 'True'
-      use_cuda_graphs: 'False'
-      use_input_hint_block: 'False'
-      use_wan_fp32_strategy: 'True'
-      vace_block_every_n: '7'
-      vace_has_mask: 'False'
-    precision: bfloat16
-    resolution: '720'
-    shift: 5
-    state_ch: 16
-    state_t: 24
-    text_encoder_class: reason1p1_7B
-    text_encoder_config:
-      ckpt_path: s3://bucket/cosmos_reasoning1/sft_exp700/sft_exp721-1_qwen7b_tl_721_5vs5_s3_balanced_n32_resume_16k/checkpoints/iter_000016000/model/
-      compute_online: true
-      embedding_concat_strategy: full_concat
-      model_config:
-        _target_: <class 'cosmos_transfer2._src.predict2.text_encoders.reason1.QwenVLBaseModel'>
-        model_config:
-          _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenModelConfig
-          activation_checkpoint:
-            mode: selective
-            models: vlm
-            selective_ac_option: op
-          add_answer_tag: 'True'
-          add_cross_attention: 'False'
-          add_image_start_end_tag: 'False'
-          add_tile_tag: 'False'
-          architectures:
-          - Qwen2_5_VLForConditionalGeneration
-          attention_dropout: '0.0'
-          attn_implementation: flash_attention_2
-          attn_implementation_autoset: 'True'
-          aux_loss_coeff: '0.0'
-          bad_words_ids: null
-          begin_suppress_tokens: null
-          bos_token_id: '151643'
-          cache_dir: null
-          checkpoint:
-            async_mode: disabled
-            create_seed_checkpoint: false
-            enable_checkpoint: false
-            export_dtype: float32
-            folder: checkpoint
-            interval: 500
-            interval_type: steps
-            model_weights_only: false
-          chunk_size_feed_forward: '0'
-          ckpt_dir: null
-          ckpt_path: null
-          comm:
-            init_timeout_seconds: 300
-            trace_buf_size: 20000
-            train_timeout_seconds: 100
-          cp_size: null
-          cross_attention_hidden_size: null
-          decoder_start_token_id: null
-          deterministic: 'False'
-          diversity_penalty: '0.0'
-          do_sample: 'False'
-          early_stopping: 'False'
-          encoder_no_repeat_ngram_size: '0'
-          eos_token_id: '151645'
-          ep_size: null
-          experimental:
-            enable_async_tensor_parallel: false
-            enable_compiled_autograd: false
-            pipeline_parallel_degree: 1
-          exponential_decay_length_penalty: null
-          finetuning_task: null
-          float8:
-            enable_float8_linear: false
-          forced_bos_token_id: null
-          forced_eos_token_id: null
-          freeze_llm: 'False'
-          freeze_mm_projector: 'False'
-          freeze_vision_encoder: 'False'
-          fsdp_enabled: 'False'
-          hidden_act: silu
-          hidden_size: '3584'
-          id2label:
-            0: LABEL_0
-            1: LABEL_1
-          image_token_id: '151655'
-          initializer_range: '0.02'
-          intermediate_size: '18944'
-          is_decoder: 'False'
-          is_encoder_decoder: 'False'
-          label2id:
-            LABEL_0: '0'
-            LABEL_1: '1'
-          length_penalty: '1.0'
-          loss_per_token: 'True'
-          max_batch_size: '1'
-          max_length: '20'
-          max_position_embeddings: '128000'
-          max_seq_len: '128000'
-          max_window_layers: '28'
-          min_length: '0'
-          mm_projector: null
-          model_type: qwen2_5_vl
-          name_or_path: Qwen/Qwen2.5-VL-7B-Instruct
-          no_repeat_ngram_size: '0'
-          num_attention_heads: '28'
-          num_beam_groups: '1'
-          num_beams: '1'
-          num_hidden_layers: '28'
-          num_key_value_heads: '4'
-          num_return_sequences: '1'
-          num_tiles: '1'
-          optimizer:
-            early_step_in_backward: false
-            end_lr: 2.5e-05
-            fused: false
-            init_lr: 1.0e-05
-            lr: 0.0003
-            lr_multiplier_llm: 1.0
-            lr_multiplier_mm_projector: 1.0
-            lr_multiplier_vision_encoder: 0.1
-            name: AdamW
-          output_attentions: 'False'
-          output_hidden_states: 'True'
-          output_scores: 'False'
-          pad_token_id: null
-          precision: bfloat16
-          prefix: null
-          prepend_padding: 'False'
-          problem_type: null
-          pruned_heads: _Nothing.NOTHING
-          remove_invalid_values: 'False'
-          repetition_penalty: '1.0'
-          return_dict: 'True'
-          return_dict_in_generate: 'False'
-          rms_norm_eps: 1e-06
-          rope_scaling:
-            mrope_section:
-            - '16'
-            - '24'
-            - '24'
-            rope_type: default
-            type: default
-          rope_theta: '1000000.0'
-          s3_credential_path: credentials/pbss_dir.secret
-          seed: '0'
-          sep_token_id: null
-          sliding_window: '32768'
-          suppress_tokens: null
-          task_specific_params: null
-          temperature: '1.0'
-          tf_legacy_loss: 'False'
-          tie_encoder_decoder: 'False'
-          tie_word_embeddings: 'False'
-          tile_tag_type: space_separated
-          tokenizer_class: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-          top_k: '50'
-          top_p: '1.0'
-          torch_dtype: bfloat16
-          torchscript: 'False'
-          training:
-            compile: false
-            context_parallel_degree: 1
-            data_parallel_replicate_degree: 1
-            data_parallel_shard_degree: -1
-            disable_loss_parallel: false
-            enable_cpu_offload: false
-            fsdp_reshard_after_forward: default
-            mixed_precision_param: bfloat16
-            mixed_precision_reduce: float32
-            steps: 400000
-            tensor_parallel_degree: 1
-            use_cosine_decay: false
-            use_linear_decay: true
-            warmup_steps: 1000
-          training_seq_len: '4096'
-          transformers_version: 4.51.0.dev0
-          typical_p: '1.0'
-          use_bfloat16: 'False'
-          use_cache: 'False'
-          use_fsdp2: 'True'
-          use_return_dict: 'True'
-          use_rope_from_torchtitan: 'False'
-          use_sliding_window: 'False'
-          video_token_id: '151656'
-          vision_config:
-            _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenVisionConfig
-            add_cross_attention: 'False'
-            architectures: null
-            attn_implementation: flash_attention_2
-            attn_implementation_autoset: 'True'
-            bad_words_ids: null
-            begin_suppress_tokens: null
-            bos_token_id: null
-            chunk_size_feed_forward: '0'
-            cross_attention_hidden_size: null
-            decoder_start_token_id: null
-            depth: '32'
-            diversity_penalty: '0.0'
-            do_sample: 'False'
-            early_stopping: 'False'
-            embed_dim: null
-            encoder_no_repeat_ngram_size: '0'
-            eos_token_id: null
-            exponential_decay_length_penalty: null
-            finetuning_task: null
-            forced_bos_token_id: null
-            forced_eos_token_id: null
-            fullatt_block_indexes:
-            - '7'
-            - '15'
-            - '23'
-            - '31'
-            hidden_act: silu
-            hidden_size: '1280'
-            id2label:
-              0: LABEL_0
-              1: LABEL_1
-            in_channels: '3'
-            in_chans: '3'
-            intermediate_size: '3420'
-            is_decoder: 'False'
-            is_encoder_decoder: 'False'
-            label2id:
-              LABEL_0: '0'
-              LABEL_1: '1'
-            length_penalty: '1.0'
-            max_length: '20'
-            min_length: '0'
-            mlp_ratio: null
-            model_type: qwen2_5_vl
-            name_or_path: ''
-            no_repeat_ngram_size: '0'
-            num_beam_groups: '1'
-            num_beams: '1'
-            num_heads: '16'
-            num_return_sequences: '1'
-            out_hidden_size: '3584'
-            output_attentions: 'False'
-            output_hidden_states: 'False'
-            output_scores: 'False'
-            pad_token_id: null
-            patch_size: '14'
-            prefix: null
-            problem_type: null
-            pruned_heads: _Nothing.NOTHING
-            remove_invalid_values: 'False'
-            repetition_penalty: '1.0'
-            return_dict: 'True'
-            return_dict_in_generate: 'False'
-            sep_token_id: null
-            spatial_merge_size: '2'
-            spatial_patch_size: '14'
-            suppress_tokens: null
-            task_specific_params: null
-            temperature: '1.0'
-            temporal_patch_size: '2'
-            tf_legacy_loss: 'False'
-            tie_encoder_decoder: 'False'
-            tie_word_embeddings: 'True'
-            tokenizer_class: null
-            tokens_per_second: '2'
-            top_k: '50'
-            top_p: '1.0'
-            torch_dtype: bfloat16
-            torchscript: 'False'
-            typical_p: '1.0'
-            use_bfloat16: 'False'
-            window_size: '112'
-          vision_encoder: openai/clip-vit-base-patch32
-          vision_encoder_config:
-            depth_init: true
-            dim: 1024
-            ffn_dim_multiplier: null
-            head_dim: null
-            hidden_act: null
-            hidden_dim: 4096
-            image_size: 1024
-            image_token_id: null
-            multiple_of: null
-            n_heads: 16
-            n_kv_heads: null
-            n_layers: 24
-            norm_eps: 1.0e-05
-            norm_type: rmsnorm
-            num_channels: 3
-            patch_size: 16
-            proj_bias: null
-            qkv_bias: null
-            rope_theta: 10000.0
-            use_cache: false
-            use_rope_from_torchtitan: false
-          vision_encoder_in_channels: '3'
-          vision_end_token_id: '151653'
-          vision_start_token_id: '151652'
-          vision_token_id: '151654'
-          vocab_size: '152064'
-          z_loss_coeff: '0.0'
-        tokenizer:
-          _target_: <function build_tokenizer at 0x7f725d4cb9a0>
-          cache_dir: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-      n_layers_per_group: 5
-      s3_credential_path: credentials/s3_checkpoint.secret
-    tokenizer:
-      _target_: <class 'cosmos_transfer2._src.predict2.tokenizers.wan2pt1.Wan2pt1VAEInterface'>
-      chunk_duration: '81'
-      load_mean_std: 'False'
-      name: wan2pt1_tokenizer
-      temporal_window: '16'
-    train_time_distribution: logitnormal
-    train_time_weight: uniform
-    use_dora: false
-    use_dynamic_shift: false
-    use_high_sigma_strategy: false
-    use_kerras_sigma_at_inference: false
-    use_lora: false
-    use_reference_image: true
-    use_torch_compile: false
-model_parallel:
-  _cpu_offloading_context: null
-  async_tensor_model_parallel_allreduce: false
-  autocast_dtype: torch.float32
-  barrier_with_L1_time: true
-  batch_p2p_comm: true
-  batch_p2p_sync: true
-  bf16: false
-  context_parallel_size: 8
-  cpu_offloading: false
-  cpu_offloading_activations: true
-  cpu_offloading_double_buffering: false
-  cpu_offloading_num_layers: 0
-  cpu_offloading_weights: true
-  cross_entropy_fusion_impl: native
-  cross_entropy_loss_fusion: false
-  deallocate_pipeline_outputs: false
-  defer_embedding_wgrad_compute: false
-  delay_wgrad_compute: false
-  deterministic_mode: false
-  enable_autocast: false
-  expert_model_parallel_size: 1
-  expert_tensor_parallel_size: 1
-  finalize_model_grads_func: null
-  fp16: false
-  grad_scale_func: null
-  grad_sync_func: null
-  gradient_accumulation_fusion: false
-  hierarchical_context_parallel_sizes: null
-  microbatch_group_size_per_vp_stage: 1
-  moe_extended_tp: false
-  no_sync_func: null
-  num_microbatches_with_partial_activation_checkpoints: null
-  overlap_moe_expert_parallel_comm: false
-  overlap_p2p_comm: false
-  overlap_p2p_comm_warmup_flush: false
-  param_sync_func: null
-  params_dtype: torch.float32
-  perform_initialization: true
-  pipeline_dtype: null
-  pipeline_model_parallel_comm_backend: null
-  pipeline_model_parallel_size: 1
-  sequence_parallel: false
-  tensor_model_parallel_size: 1
-  timers: null
-  tp_comm_atomic_ag: false
-  tp_comm_atomic_rs: false
-  tp_comm_bootstrap_backend: nccl
-  tp_comm_bulk_dgrad: true
-  tp_comm_bulk_wgrad: true
-  tp_comm_overlap: false
-  tp_comm_overlap_ag: true
-  tp_comm_overlap_disable_fc1: false
-  tp_comm_overlap_disable_qkv: false
-  tp_comm_overlap_rs: true
-  tp_comm_overlap_rs_dgrad: false
-  tp_comm_split_ag: true
-  tp_comm_split_rs: true
-  use_cpu_initialization: false
-  use_ring_exchange_p2p: false
-  use_te_rng_tracker: false
-  variable_seq_lengths: false
-  virtual_pipeline_model_parallel_size: null
-  wgrad_deferral_limit: 0
-optimizer:
-  _target_: <function get_base_optimizer at 0x7f7259108430>
-  betas:
-  - '0.9'
-  - '0.999'
-  eps: 1e-08
-  fused: 'True'
-  lr: '8.63e-05'
-  model: null
-  optim_type: adamw
-  weight_decay: '0.001'
-scheduler:
-  _target_: <class 'cosmos_transfer2._src.imaginaire.functional.lr_scheduler.LambdaLinearScheduler'>
-  cycle_lengths:
-  - '100000'
-  f_max:
-  - '0.5'
-  f_min:
-  - '0.2'
-  f_start:
-  - 1e-06
-  verbosity_interval: '0'
-  warm_up_steps:
-  - '100'
-trainer:
-  callbacks:
-    compile_tokenizer:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.compile_tokenizer.CompileTokenizer'>
-      compile_after_iterations: '4'
-      dynamic: 'False'
-      enabled: 'True'
-    dataloader_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.dataloading_monitor.DetailedDataLoadingSpeedMonitor'>
-      every_n: '200'
-      save_s3: 'True'
-      step_size: '1'
-    device_monitor:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.device_monitor.DeviceMonitor'>
-      every_n: '200'
-      log_memory_detail: 'True'
-      save_s3: 'True'
-      step_size: '1'
-      upload_every_n_mul: '10'
-    every_n_sample_ema:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.every_n_draw_sample.EveryNDrawSample'>
-      every_n: '5000'
-      fix_batch_fp: null
-      fps: '16'
-      guidance:
-      - '0'
-      - '3'
-      - '7'
-      is_ema: 'True'
-      is_sample: 'True'
-      is_x0: 'False'
-      n_sample_to_save: '128'
-      n_viz_sample: '3'
-      n_x0_level: '4'
-      num_sampling_step: '35'
-      save_s3: 'True'
-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    every_n_sample_reg:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.every_n_draw_sample.EveryNDrawSample'>
-      every_n: '5000'
-      fix_batch_fp: null
-      fps: '16'
-      guidance:
-      - '0'
-      - '3'
-      - '7'
-      is_ema: 'False'
-      is_sample: 'True'
-      is_x0: 'False'
-      n_sample_to_save: '128'
-      n_viz_sample: '3'
-      n_x0_level: '4'
-      num_sampling_step: '35'
-      save_s3: 'True'
-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    frame_loss_log:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.frame_loss_log.FrameLossLog'>
-      logging_iter_multipler: '1'
-      save_logging_iter_multipler: '10'
-      save_s3: 'True'
-    grad_clip:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.grad_clip.GradClip'>
-      clip_norm: '0.1'
-      force_finite: 'True'
-    heart_beat:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.heart_beat.HeartBeat'>
-      every_n: '10'
-      save_s3: 'True'
-      step_size: '1'
-      update_interval_in_minute: '20'
-    iter_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.iter_speed.IterSpeed'>
-      every_n: '100'
-      hit_thres: '300'
-      save_s3: 'True'
-      save_s3_every_log_n: '10'
-    load_base_model:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.callbacks.LoadBaseModel'>
-      config: null
-      trainer: null
-    low_prec:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.utils.callback.LowPrecisionCallback'>
-      config: null
-      trainer: null
-      update_iter: '1'
-    manual_gc:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.callbacks.manual_gc.ManualGarbageCollection'>
-      every_n: '200'
-      warm_up: '5'
-    wandb:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '1'
-      save_logging_iter_multipler: '10'
-      save_s3: 'True'
-    wandb_10x:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '10'
-      save_logging_iter_multipler: '1'
-      save_s3: 'True'
-  compile_config:
-    recompile_limit: '8'
-    use_duck_shape: 'True'
-  cudnn:
-    benchmark: 'True'
-    deterministic: 'False'
-  ddp:
-    broadcast_buffers: 'True'
-    find_unused_parameters: 'False'
-    static_graph: 'True'
-  distributed_parallelism: fsdp
-  grad_accum_iter: '1'
-  grad_scaler_args:
-    enabled: 'False'
-  logging_iter: '200'
-  max_iter: '100000'
-  max_val_iter: null
-  memory_format: torch.preserve_format
-  profiling:
-    enable_memory_snapshot: 'False'
-    enable_profiling: 'False'
-    profile_freq: '1'
-    profile_memory: 'False'
-    record_shape: 'False'
-    save_s3: 'False'
-    target_ranks:
-    - '0'
-    - '1'
-    - '2'
-    - '3'
-    - '4'
-    - '5'
-    - '6'
-    - '7'
-    with_modules: 'True'
-    with_stack: 'True'
-  run_validation: 'False'
-  run_validation_on_start: 'False'
-  seed: '0'
-  straggler_detection:
-    analyze_backward: 'True'
-    analyze_dataloading: 'True'
-    analyze_forward: 'True'
-    analyze_optimizer: 'True'
-    enabled: 'True'
-    max_diff: '1.5'
-    profile_freq: '1'
-    raise_error: 'True'
-    report_freq: '100'
-  timeout_period: '999999999'
-  type: <class 'cosmos_transfer2._src.imaginaire.trainer.ImaginaireTrainer'>
-  validation_iter: '100'
-upload_reproducible_setup: 'True'

test/rainy/Building/2b_step35_bg0.1_rm1/console.log

@@ -1,18 +0,0 @@
-[06-22 01:29:18|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Wan2.1/vae(685afcaa-4de2-42fe-b7b9-69f7a2dee4d8)
-[06-22 01:29:18|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Predict2.5-2B --repo-type model --revision f176dc95b4a70f53ce01c4b302851595e7322b00 tokenizer.pth
-[06-22 01:29:23|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Qwen/Qwen2.5-VL-7B-Instruct(7219c6c7-f878-4137-bbdb-76842ea85e70)
-[06-22 01:29:23|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:29:24|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Reason1.1-7B(cb3e3ffa-7b08-4c34-822d-61c7aa31a14f)
-[06-22 01:29:24|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:29:28|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Transfer2.5-2B/general/edge(61f5694b-0ad5-4ecd-8ad7-c8545627d125)
-[06-22 01:29:28|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Transfer2.5-2B --repo-type model --revision b67b64abda3801a9aceddbff2bdb86126c06db74 general/edge/61f5694b-0ad5-4ecd-8ad7-c8545627d125_ema_bf16.pt
-[06-22 01:29:29|INFO|cosmos_transfer2/inference.py:146:__init__] Found 1 hint keys across all samples
-[06-22 01:29:29|INFO|cosmos_transfer2/inference.py:156:__init__] Saved config to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm1/config.yaml
-[06-22 01:29:29|INFO|cosmos_transfer2/inference.py:163:generate] Generating 1 samples: ['rainy_Building_2b_step35_bg0.1_rm1']
-[06-22 01:29:29|INFO|cosmos_transfer2/inference.py:167:generate] [1/1] Processing sample rainy_Building_2b_step35_bg0.1_rm1
-[06-22 01:29:29|INFO|cosmos_transfer2/inference.py:208:_generate_sample] Saved arguments to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1.json
-[06-22 01:29:29|WARNING|cosmos_transfer2/inference.py:239:_generate_sample] Guardrail checks on prompt are disabled
-[06-22 01:29:29|INFO|cosmos_transfer2/inference.py:242:_generate_sample] Processing the following paths: {'edge': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm1.mp4', 'edge_mask': None, 'edge_mask_prompt': None}
-[06-22 01:40:00|INFO|cosmos_transfer2/inference.py:311:_generate_sample] edge control video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1_control_edge.mp4
-[06-22 01:40:00|WARNING|cosmos_transfer2/inference.py:335:_generate_sample] Guardrail checks on video are disabled
-[06-22 01:40:02|SUCCESS|cosmos_transfer2/inference.py:343:_generate_sample] Generated video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1.mp4

test/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1.json

@@ -1 +0,0 @@
-{"name":"rainy_Building_2b_step35_bg0.1_rm1","prompt_path":null,"prompt":"The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.","negative_prompt":"The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures.","seed":2025,"guidance":3,"video_path":"/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4","max_frames":null,"context_frame_index":null,"image_context_path":null,"num_conditional_frames":1,"resolution":"720","sigma_max":null,"num_video_frames_per_chunk":93,"num_steps":35,"show_control_condition":false,"show_input":false,"keep_input_resolution":true,"edge":{"control_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm1.mp4","control_weight":1.0,"mask_path":null,"mask_prompt":null,"preset_edge_threshold":"medium"},"depth":null,"vis":null,"seg":null,"guided_generation_mask":null,"guided_generation_step_threshold":25,"guided_generation_foreground_labels":null}

test/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1f090a2909c597e034c973e2099eb245abc8c2943c5cc2d80a85fe8a71db41f6
-size 2959859

test/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1.txt

@@ -1 +0,0 @@
-The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.

test/rainy/Building/2b_step35_bg0.1_rm1/rainy_Building_2b_step35_bg0.1_rm1_control_edge.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5689de03a096a68f31321e1b2204a440dfaf1aa3732f57704ab3ead58223ec3d
-size 1585184

test/rainy/Building/2b_step35_bg0.1_rm1/spec.json

@@ -1,13 +0,0 @@
-{
-  "name": "rainy_Building_2b_step35_bg0.1_rm1",
-  "prompt": "The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.",
-  "video_path": "/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4",
-  "guidance": 3,
-  "num_steps": 35,
-  "seed": 2025,
-  "edge": {
-    "control_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm1.mp4",
-    "control_weight": 1.0
-  },
-  "negative_prompt": "The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures."
-}

test/rainy/Building/2b_step35_bg0.5_rm1/config.yaml

@@ -1,882 +0,0 @@
-checkpoint:
-  broadcast_via_filesystem: 'False'
-  dcp_async_mode_enabled: 'False'
-  enable_gcs_patch_in_boto3: 'False'
-  jit:
-    device: cuda
-    dtype: bfloat16
-    enabled: 'False'
-    input_shape: null
-    strict: 'True'
-  keys_not_to_resume: []
-  keys_to_skip_loading: []
-  load_ema_to_reg: 'False'
-  load_from_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  load_path: s3://bucket/cosmos_transfer2/vid2vid_2B_control/edge_720p_t24or1_spaced_layer4_cr1pt1_sdev2_lowsigma0.05_uniform_hqv3p1_20250714_64N_rectified_flow_refimdrop0pt5/checkpoints/iter_000032000
-  load_training_state: 'False'
-  only_load_scheduler_state: 'False'
-  save_iter: '1000'
-  save_to_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  strict_resume: 'False'
-  type:
-    _target_: <class 'cosmos_transfer2._src.predict2.checkpointer.dcp.DistributedCheckpointer'>
-    callbacks: null
-    disable_async: 'False'
-  verbose: 'True'
-dataloader_train:
-  dataloaders:
-    image_data:
-      ratio: '0'
-    video_data:
-      dataloader:
-        batch_size: '1'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7f6b79ee7250>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          max_fps_thres: '60'
-          min_fps_thres: '10'
-          num_video_frames: '93'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-    video_data_1:
-      dataloader:
-        batch_size: '6'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7f6b79ee7250>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          num_video_frames: '1'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-  dataset:
-    augmentor_name: video_basic_augmentor_v2_with_control
-    caption_type: t2w_qwen2p5_7b
-    control_input_type: edge
-    dataset_resolution_type: gt720p
-    embedding_type: null
-    max_fps_thres: '60'
-    min_fps_thres: '10'
-    num_video_frames: '93'
-    resolution: '720'
-    use_native_fps: 'True'
-    video_decoder_name: video_naive_bytes
-  num_workers: '4'
-dataloader_val:
-  _target_: <class 'cosmos_transfer2._src.predict2.datasets.joint_dataloader.IterativeJointDataLoader'>
-  dataloaders:
-    image_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7f6b79ee7370>
-        batch_size: '2'
-        cache_augment_fn: null
-        cache_replay_name: image_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_image_dataset at 0x7f6b79ee7910>
-          len_t5: '512'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-    video_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7f6b79ee7370>
-        batch_size: '1'
-        cache_augment_fn: null
-        cache_replay_name: video_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_video_dataset at 0x7f6b79ee7d00>
-          len_t5: '512'
-          num_video_frames: '136'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-defaults:
-- _self_
-- data_train: mock
-- data_val: mock
-- optimizer: fusedadamw
-- scheduler: lambdalinear
-- model: ddp
-- callbacks: basic
-- net: null
-- conditioner: video_prediction_control_conditioner
-- ema: power
-- tokenizer: wan2pt1_tokenizer
-- checkpoint: s3
-- ckpt_type: dummy
-- experiment: null
-job:
-  cluster: null
-  group: vid2vid_2B_control
-  name: vid2vid_2B_control_720p_t24_control_layer4_cr1pt1_embedding_rectified_flow_with_image_context_with_image_data
-  project: cosmos_transfer2
-  wandb_mode: online
-model:
-  _recursive_: 'False'
-  _target_: <class 'cosmos_transfer2._src.transfer2.models.vid2vid_model_control_vace_rectified_flow.ControlVideo2WorldModelRectifiedFlow'>
-  config:
-    base_load_from: null
-    conditional_frame_timestep: -1.0
-    conditional_frames_probs:
-      0: 0.4
-      1: 0.4
-      2: 0.2
-    conditioner:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.conditioner.ControlVideo2WorldConditionerImageContext'>
-      control_input_depth:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth
-        output_key: control_input_depth
-      control_input_depth_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth_mask
-        output_key: control_input_depth_mask
-      control_input_edge:
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-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge
-        output_key: control_input_edge
-      control_input_edge_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge_mask
-        output_key: control_input_edge_mask
-      control_input_inpaint:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint
-        output_key: control_input_inpaint
-      control_input_inpaint_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint_mask
-        output_key: control_input_inpaint_mask
-      control_input_seg:
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-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg
-        output_key: control_input_seg
-      control_input_seg_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg_mask
-        output_key: control_input_seg_mask
-      control_input_vis:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis
-        output_key: control_input_vis
-      control_input_vis_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis_mask
-        output_key: control_input_vis_mask
-      fps:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: fps
-        output_key: fps
-      padding_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: padding_mask
-        output_key: padding_mask
-      reference_image_context:
-        _target_: <class 'cosmos_transfer2._src.transfer2.networks.siglip2_image_context.SigLip2EmbImgContext'>
-        dropout_rate: '0.5'
-        input_key:
-        - images
-        - video
-        - image_context
-        num_token: '256'
-        output_key: null
-      text:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.TextAttr'>
-        credential_path: credentials/s3_training.secret
-        dropout_rate: '0.2'
-        empty_string_embeddings_path: s3://bucket/predict2_assets/reason1_empty_string_embeddings.pt
-        input_key:
-        - t5_text_embeddings
-        use_empty_string: 'False'
-      use_video_condition:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.BooleanFlag'>
-        dropout_rate: '0.0'
-        input_key: fps
-        output_key: use_video_condition
-    conditioning_strategy: frame_replace
-    copy_weight_strategy: first_n
-    denoise_replace_gt_frames: true
-    ema:
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-      rate: 0.1
-    fsdp_shard_size: 1
-    high_sigma_ratio: 0.05
-    high_sigma_timesteps_max: 1000
-    high_sigma_timesteps_min: 980
-    hint_keys: edge
-    init_lora_weights: true
-    input_caption_key: ai_caption
-    input_data_key: video
-    input_image_key: images
-    lora_alpha: 32
-    lora_rank: 32
-    lora_target_modules: q_proj,k_proj,v_proj,output_proj,mlp.layer1,mlp.layer2
-    max_num_conditional_frames: 2
-    min_num_conditional_frames: 0
-    net:
-      _target_: <class 'cosmos_transfer2._src.transfer2.networks.minimal_v4_lvg_dit_control_vace.MinimalV4LVGControlVaceDiT'>
-      adaln_lora_dim: '256'
-      atten_backend: minimal_a2a
-      concat_padding_mask: 'True'
-      condition_strategy: spaced
-      crossattn_emb_channels: '1024'
-      crossattn_proj_in_channels: '100352'
-      extra_image_context_dim: '1152'
-      extra_per_block_abs_pos_emb: 'False'
-      img_context_deep_proj: 'False'
-      in_channels: '16'
-      max_frames: '128'
-      max_img_h: '240'
-      max_img_w: '240'
-      mlp_ratio: '4.0'
-      model_channels: '2048'
-      num_blocks: '28'
-      num_control_branches: '1'
-      num_heads: '16'
-      num_max_modalities: '8'
-      out_channels: '16'
-      patch_spatial: '2'
-      patch_temporal: '1'
-      pos_emb_cls: rope3d
-      pos_emb_interpolation: crop
-      pos_emb_learnable: 'True'
-      rope_enable_fps_modulation: 'False'
-      rope_h_extrapolation_ratio: '3.0'
-      rope_t_extrapolation_ratio: '1.0'
-      rope_w_extrapolation_ratio: '3.0'
-      sac_config:
-        every_n_blocks: 1
-        mode: predict2_2b_720_aggressive
-      separate_embedders: 'False'
-      share_q_in_i2v_cross_attn: 'False'
-      spatial_compression_factor: '8'
-      timestep_scale: '0.001'
-      use_adaln_lora: 'True'
-      use_after_proj_for_multi_branch: 'True'
-      use_crossattn_projection: 'True'
-      use_cuda_graphs: 'False'
-      use_input_hint_block: 'False'
-      use_wan_fp32_strategy: 'True'
-      vace_block_every_n: '7'
-      vace_has_mask: 'False'
-    precision: bfloat16
-    resolution: '720'
-    shift: 5
-    state_ch: 16
-    state_t: 24
-    text_encoder_class: reason1p1_7B
-    text_encoder_config:
-      ckpt_path: s3://bucket/cosmos_reasoning1/sft_exp700/sft_exp721-1_qwen7b_tl_721_5vs5_s3_balanced_n32_resume_16k/checkpoints/iter_000016000/model/
-      compute_online: true
-      embedding_concat_strategy: full_concat
-      model_config:
-        _target_: <class 'cosmos_transfer2._src.predict2.text_encoders.reason1.QwenVLBaseModel'>
-        model_config:
-          _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenModelConfig
-          activation_checkpoint:
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-            models: vlm
-            selective_ac_option: op
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-          add_tile_tag: 'False'
-          architectures:
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-          attention_dropout: '0.0'
-          attn_implementation: flash_attention_2
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-          bad_words_ids: null
-          begin_suppress_tokens: null
-          bos_token_id: '151643'
-          cache_dir: null
-          checkpoint:
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-            interval: 500
-            interval_type: steps
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-          ckpt_dir: null
-          ckpt_path: null
-          comm:
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-          float8:
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-          hidden_act: silu
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-          id2label:
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-            1: LABEL_1
-          image_token_id: '151655'
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-          loss_per_token: 'True'
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-          model_type: qwen2_5_vl
-          name_or_path: Qwen/Qwen2.5-VL-7B-Instruct
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-          precision: bfloat16
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-          pruned_heads: _Nothing.NOTHING
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-          repetition_penalty: '1.0'
-          return_dict: 'True'
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-          rms_norm_eps: 1e-06
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-            - '24'
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-            type: default
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-          s3_credential_path: credentials/pbss_dir.secret
-          seed: '0'
-          sep_token_id: null
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-          tie_word_embeddings: 'False'
-          tile_tag_type: space_separated
-          tokenizer_class: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-          top_k: '50'
-          top_p: '1.0'
-          torch_dtype: bfloat16
-          torchscript: 'False'
-          training:
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-            context_parallel_degree: 1
-            data_parallel_replicate_degree: 1
-            data_parallel_shard_degree: -1
-            disable_loss_parallel: false
-            enable_cpu_offload: false
-            fsdp_reshard_after_forward: default
-            mixed_precision_param: bfloat16
-            mixed_precision_reduce: float32
-            steps: 400000
-            tensor_parallel_degree: 1
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-          training_seq_len: '4096'
-          transformers_version: 4.51.0.dev0
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-          use_rope_from_torchtitan: 'False'
-          use_sliding_window: 'False'
-          video_token_id: '151656'
-          vision_config:
-            _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenVisionConfig
-            add_cross_attention: 'False'
-            architectures: null
-            attn_implementation: flash_attention_2
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-            bad_words_ids: null
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-            fullatt_block_indexes:
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-            - '15'
-            - '23'
-            - '31'
-            hidden_act: silu
-            hidden_size: '1280'
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-              1: LABEL_1
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-            model_type: qwen2_5_vl
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-            problem_type: null
-            pruned_heads: _Nothing.NOTHING
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-            temperature: '1.0'
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-            window_size: '112'
-          vision_encoder: openai/clip-vit-base-patch32
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-            head_dim: null
-            hidden_act: null
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-            image_token_id: null
-            multiple_of: null
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-            norm_type: rmsnorm
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-            qkv_bias: null
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-            use_cache: false
-            use_rope_from_torchtitan: false
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-          vision_start_token_id: '151652'
-          vision_token_id: '151654'
-          vocab_size: '152064'
-          z_loss_coeff: '0.0'
-        tokenizer:
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-          cache_dir: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-      n_layers_per_group: 5
-      s3_credential_path: credentials/s3_checkpoint.secret
-    tokenizer:
-      _target_: <class 'cosmos_transfer2._src.predict2.tokenizers.wan2pt1.Wan2pt1VAEInterface'>
-      chunk_duration: '81'
-      load_mean_std: 'False'
-      name: wan2pt1_tokenizer
-      temporal_window: '16'
-    train_time_distribution: logitnormal
-    train_time_weight: uniform
-    use_dora: false
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-    use_high_sigma_strategy: false
-    use_kerras_sigma_at_inference: false
-    use_lora: false
-    use_reference_image: true
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-model_parallel:
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-  async_tensor_model_parallel_allreduce: false
-  autocast_dtype: torch.float32
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-  cpu_offloading_activations: true
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-  cpu_offloading_num_layers: 0
-  cpu_offloading_weights: true
-  cross_entropy_fusion_impl: native
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-  delay_wgrad_compute: false
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-  fp16: false
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-  overlap_moe_expert_parallel_comm: false
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-  param_sync_func: null
-  params_dtype: torch.float32
-  perform_initialization: true
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-  timers: null
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-  tp_comm_atomic_rs: false
-  tp_comm_bootstrap_backend: nccl
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-  tp_comm_overlap_disable_qkv: false
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-  tp_comm_split_ag: true
-  tp_comm_split_rs: true
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-  - '0.999'
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-  model: null
-  optim_type: adamw
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-scheduler:
-  _target_: <class 'cosmos_transfer2._src.imaginaire.functional.lr_scheduler.LambdaLinearScheduler'>
-  cycle_lengths:
-  - '100000'
-  f_max:
-  - '0.5'
-  f_min:
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-  f_start:
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-  verbosity_interval: '0'
-  warm_up_steps:
-  - '100'
-trainer:
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-      compile_after_iterations: '4'
-      dynamic: 'False'
-      enabled: 'True'
-    dataloader_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.dataloading_monitor.DetailedDataLoadingSpeedMonitor'>
-      every_n: '200'
-      save_s3: 'True'
-      step_size: '1'
-    device_monitor:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.device_monitor.DeviceMonitor'>
-      every_n: '200'
-      log_memory_detail: 'True'
-      save_s3: 'True'
-      step_size: '1'
-      upload_every_n_mul: '10'
-    every_n_sample_ema:
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-      every_n: '5000'
-      fix_batch_fp: null
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-      guidance:
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-      - '7'
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-      is_x0: 'False'
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-      n_x0_level: '4'
-      num_sampling_step: '35'
-      save_s3: 'True'
-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    every_n_sample_reg:
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-      save_s3: 'True'
-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    frame_loss_log:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.frame_loss_log.FrameLossLog'>
-      logging_iter_multipler: '1'
-      save_logging_iter_multipler: '10'
-      save_s3: 'True'
-    grad_clip:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.grad_clip.GradClip'>
-      clip_norm: '0.1'
-      force_finite: 'True'
-    heart_beat:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.heart_beat.HeartBeat'>
-      every_n: '10'
-      save_s3: 'True'
-      step_size: '1'
-      update_interval_in_minute: '20'
-    iter_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.iter_speed.IterSpeed'>
-      every_n: '100'
-      hit_thres: '300'
-      save_s3: 'True'
-      save_s3_every_log_n: '10'
-    load_base_model:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.callbacks.LoadBaseModel'>
-      config: null
-      trainer: null
-    low_prec:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.utils.callback.LowPrecisionCallback'>
-      config: null
-      trainer: null
-      update_iter: '1'
-    manual_gc:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.callbacks.manual_gc.ManualGarbageCollection'>
-      every_n: '200'
-      warm_up: '5'
-    wandb:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '1'
-      save_logging_iter_multipler: '10'
-      save_s3: 'True'
-    wandb_10x:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '10'
-      save_logging_iter_multipler: '1'
-      save_s3: 'True'
-  compile_config:
-    recompile_limit: '8'
-    use_duck_shape: 'True'
-  cudnn:
-    benchmark: 'True'
-    deterministic: 'False'
-  ddp:
-    broadcast_buffers: 'True'
-    find_unused_parameters: 'False'
-    static_graph: 'True'
-  distributed_parallelism: fsdp
-  grad_accum_iter: '1'
-  grad_scaler_args:
-    enabled: 'False'
-  logging_iter: '200'
-  max_iter: '100000'
-  max_val_iter: null
-  memory_format: torch.preserve_format
-  profiling:
-    enable_memory_snapshot: 'False'
-    enable_profiling: 'False'
-    profile_freq: '1'
-    profile_memory: 'False'
-    record_shape: 'False'
-    save_s3: 'False'
-    target_ranks:
-    - '0'
-    - '1'
-    - '2'
-    - '3'
-    - '4'
-    - '5'
-    - '6'
-    - '7'
-    with_modules: 'True'
-    with_stack: 'True'
-  run_validation: 'False'
-  run_validation_on_start: 'False'
-  seed: '0'
-  straggler_detection:
-    analyze_backward: 'True'
-    analyze_dataloading: 'True'
-    analyze_forward: 'True'
-    analyze_optimizer: 'True'
-    enabled: 'True'
-    max_diff: '1.5'
-    profile_freq: '1'
-    raise_error: 'True'
-    report_freq: '100'
-  timeout_period: '999999999'
-  type: <class 'cosmos_transfer2._src.imaginaire.trainer.ImaginaireTrainer'>
-  validation_iter: '100'
-upload_reproducible_setup: 'True'

test/rainy/Building/2b_step35_bg0.5_rm1/console.log

@@ -1,18 +0,0 @@
-[06-22 01:40:19|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Wan2.1/vae(685afcaa-4de2-42fe-b7b9-69f7a2dee4d8)
-[06-22 01:40:19|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Predict2.5-2B --repo-type model --revision f176dc95b4a70f53ce01c4b302851595e7322b00 tokenizer.pth
-[06-22 01:40:23|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Qwen/Qwen2.5-VL-7B-Instruct(7219c6c7-f878-4137-bbdb-76842ea85e70)
-[06-22 01:40:23|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:40:24|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Reason1.1-7B(cb3e3ffa-7b08-4c34-822d-61c7aa31a14f)
-[06-22 01:40:24|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:40:28|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Transfer2.5-2B/general/edge(61f5694b-0ad5-4ecd-8ad7-c8545627d125)
-[06-22 01:40:28|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Transfer2.5-2B --repo-type model --revision b67b64abda3801a9aceddbff2bdb86126c06db74 general/edge/61f5694b-0ad5-4ecd-8ad7-c8545627d125_ema_bf16.pt
-[06-22 01:40:29|INFO|cosmos_transfer2/inference.py:146:__init__] Found 1 hint keys across all samples
-[06-22 01:40:29|INFO|cosmos_transfer2/inference.py:156:__init__] Saved config to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.5_rm1/config.yaml
-[06-22 01:40:29|INFO|cosmos_transfer2/inference.py:163:generate] Generating 1 samples: ['rainy_Building_2b_step35_bg0.5_rm1']
-[06-22 01:40:29|INFO|cosmos_transfer2/inference.py:167:generate] [1/1] Processing sample rainy_Building_2b_step35_bg0.5_rm1
-[06-22 01:40:29|INFO|cosmos_transfer2/inference.py:208:_generate_sample] Saved arguments to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1.json
-[06-22 01:40:29|WARNING|cosmos_transfer2/inference.py:239:_generate_sample] Guardrail checks on prompt are disabled
-[06-22 01:40:29|INFO|cosmos_transfer2/inference.py:242:_generate_sample] Processing the following paths: {'edge': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.5_rm1.mp4', 'edge_mask': None, 'edge_mask_prompt': None}
-[06-22 01:51:05|INFO|cosmos_transfer2/inference.py:311:_generate_sample] edge control video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1_control_edge.mp4
-[06-22 01:51:05|WARNING|cosmos_transfer2/inference.py:335:_generate_sample] Guardrail checks on video are disabled
-[06-22 01:51:07|SUCCESS|cosmos_transfer2/inference.py:343:_generate_sample] Generated video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1.mp4

test/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1.json

@@ -1 +0,0 @@
-{"name":"rainy_Building_2b_step35_bg0.5_rm1","prompt_path":null,"prompt":"The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.","negative_prompt":"The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures.","seed":2025,"guidance":3,"video_path":"/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4","max_frames":null,"context_frame_index":null,"image_context_path":null,"num_conditional_frames":1,"resolution":"720","sigma_max":null,"num_video_frames_per_chunk":93,"num_steps":35,"show_control_condition":false,"show_input":false,"keep_input_resolution":true,"edge":{"control_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.5_rm1.mp4","control_weight":1.0,"mask_path":null,"mask_prompt":null,"preset_edge_threshold":"medium"},"depth":null,"vis":null,"seg":null,"guided_generation_mask":null,"guided_generation_step_threshold":25,"guided_generation_foreground_labels":null}

test/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f7394988648ee1a65d750419b0f476caa9ab59ac2fecd6276230360a8aa6e2b5
-size 3266591

test/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1.txt

@@ -1 +0,0 @@
-The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.

test/rainy/Building/2b_step35_bg0.5_rm1/rainy_Building_2b_step35_bg0.5_rm1_control_edge.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:08253b4d4d44f21313d6885eefa19ba4ba9a28b8fda86604481fcb7cd784756f
-size 1735420

test/rainy/Building/2b_step35_bg0.5_rm1/spec.json

@@ -1,13 +0,0 @@
-{
-  "name": "rainy_Building_2b_step35_bg0.5_rm1",
-  "prompt": "The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.",
-  "video_path": "/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4",
-  "guidance": 3,
-  "num_steps": 35,
-  "seed": 2025,
-  "edge": {
-    "control_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.5_rm1.mp4",
-    "control_weight": 1.0
-  },
-  "negative_prompt": "The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures."
-}

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/config.yaml

@@ -1,882 +0,0 @@
-checkpoint:
-  broadcast_via_filesystem: 'False'
-  dcp_async_mode_enabled: 'False'
-  enable_gcs_patch_in_boto3: 'False'
-  jit:
-    device: cuda
-    dtype: bfloat16
-    enabled: 'False'
-    input_shape: null
-    strict: 'True'
-  keys_not_to_resume: []
-  keys_to_skip_loading: []
-  load_ema_to_reg: 'False'
-  load_from_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  load_path: s3://bucket/cosmos_transfer2/vid2vid_2B_control/edge_720p_t24or1_spaced_layer4_cr1pt1_sdev2_lowsigma0.05_uniform_hqv3p1_20250714_64N_rectified_flow_refimdrop0pt5/checkpoints/iter_000032000
-  load_training_state: 'False'
-  only_load_scheduler_state: 'False'
-  save_iter: '1000'
-  save_to_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  strict_resume: 'False'
-  type:
-    _target_: <class 'cosmos_transfer2._src.predict2.checkpointer.dcp.DistributedCheckpointer'>
-    callbacks: null
-    disable_async: 'False'
-  verbose: 'True'
-dataloader_train:
-  dataloaders:
-    image_data:
-      ratio: '0'
-    video_data:
-      dataloader:
-        batch_size: '1'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7f7fef5e7370>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          max_fps_thres: '60'
-          min_fps_thres: '10'
-          num_video_frames: '93'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-    video_data_1:
-      dataloader:
-        batch_size: '6'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7f7fef5e7370>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          num_video_frames: '1'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-  dataset:
-    augmentor_name: video_basic_augmentor_v2_with_control
-    caption_type: t2w_qwen2p5_7b
-    control_input_type: edge
-    dataset_resolution_type: gt720p
-    embedding_type: null
-    max_fps_thres: '60'
-    min_fps_thres: '10'
-    num_video_frames: '93'
-    resolution: '720'
-    use_native_fps: 'True'
-    video_decoder_name: video_naive_bytes
-  num_workers: '4'
-dataloader_val:
-  _target_: <class 'cosmos_transfer2._src.predict2.datasets.joint_dataloader.IterativeJointDataLoader'>
-  dataloaders:
-    image_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7f7fef5e7490>
-        batch_size: '2'
-        cache_augment_fn: null
-        cache_replay_name: image_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_image_dataset at 0x7f7fef5e7a30>
-          len_t5: '512'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-    video_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7f7fef5e7490>
-        batch_size: '1'
-        cache_augment_fn: null
-        cache_replay_name: video_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_video_dataset at 0x7f7fef5e7e20>
-          len_t5: '512'
-          num_video_frames: '136'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-defaults:
-- _self_
-- data_train: mock
-- data_val: mock
-- optimizer: fusedadamw
-- scheduler: lambdalinear
-- model: ddp
-- callbacks: basic
-- net: null
-- conditioner: video_prediction_control_conditioner
-- ema: power
-- tokenizer: wan2pt1_tokenizer
-- checkpoint: s3
-- ckpt_type: dummy
-- experiment: null
-job:
-  cluster: null
-  group: vid2vid_2B_control
-  name: vid2vid_2B_control_720p_t24_control_layer4_cr1pt1_embedding_rectified_flow_with_image_context_with_image_data
-  project: cosmos_transfer2
-  wandb_mode: online
-model:
-  _recursive_: 'False'
-  _target_: <class 'cosmos_transfer2._src.transfer2.models.vid2vid_model_control_vace_rectified_flow.ControlVideo2WorldModelRectifiedFlow'>
-  config:
-    base_load_from: null
-    conditional_frame_timestep: -1.0
-    conditional_frames_probs:
-      0: 0.4
-      1: 0.4
-      2: 0.2
-    conditioner:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.conditioner.ControlVideo2WorldConditionerImageContext'>
-      control_input_depth:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth
-        output_key: control_input_depth
-      control_input_depth_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth_mask
-        output_key: control_input_depth_mask
-      control_input_edge:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge
-        output_key: control_input_edge
-      control_input_edge_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge_mask
-        output_key: control_input_edge_mask
-      control_input_inpaint:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint
-        output_key: control_input_inpaint
-      control_input_inpaint_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint_mask
-        output_key: control_input_inpaint_mask
-      control_input_seg:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg
-        output_key: control_input_seg
-      control_input_seg_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg_mask
-        output_key: control_input_seg_mask
-      control_input_vis:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis
-        output_key: control_input_vis
-      control_input_vis_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis_mask
-        output_key: control_input_vis_mask
-      fps:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: fps
-        output_key: fps
-      padding_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: padding_mask
-        output_key: padding_mask
-      reference_image_context:
-        _target_: <class 'cosmos_transfer2._src.transfer2.networks.siglip2_image_context.SigLip2EmbImgContext'>
-        dropout_rate: '0.5'
-        input_key:
-        - images
-        - video
-        - image_context
-        num_token: '256'
-        output_key: null
-      text:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.TextAttr'>
-        credential_path: credentials/s3_training.secret
-        dropout_rate: '0.2'
-        empty_string_embeddings_path: s3://bucket/predict2_assets/reason1_empty_string_embeddings.pt
-        input_key:
-        - t5_text_embeddings
-        use_empty_string: 'False'
-      use_video_condition:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.BooleanFlag'>
-        dropout_rate: '0.0'
-        input_key: fps
-        output_key: use_video_condition
-    conditioning_strategy: frame_replace
-    copy_weight_strategy: first_n
-    denoise_replace_gt_frames: true
-    ema:
-      enabled: false
-      iteration_shift: 0
-      rate: 0.1
-    fsdp_shard_size: 1
-    high_sigma_ratio: 0.05
-    high_sigma_timesteps_max: 1000
-    high_sigma_timesteps_min: 980
-    hint_keys: edge
-    init_lora_weights: true
-    input_caption_key: ai_caption
-    input_data_key: video
-    input_image_key: images
-    lora_alpha: 32
-    lora_rank: 32
-    lora_target_modules: q_proj,k_proj,v_proj,output_proj,mlp.layer1,mlp.layer2
-    max_num_conditional_frames: 2
-    min_num_conditional_frames: 0
-    net:
-      _target_: <class 'cosmos_transfer2._src.transfer2.networks.minimal_v4_lvg_dit_control_vace.MinimalV4LVGControlVaceDiT'>
-      adaln_lora_dim: '256'
-      atten_backend: minimal_a2a
-      concat_padding_mask: 'True'
-      condition_strategy: spaced
-      crossattn_emb_channels: '1024'
-      crossattn_proj_in_channels: '100352'
-      extra_image_context_dim: '1152'
-      extra_per_block_abs_pos_emb: 'False'
-      img_context_deep_proj: 'False'
-      in_channels: '16'
-      max_frames: '128'
-      max_img_h: '240'
-      max_img_w: '240'
-      mlp_ratio: '4.0'
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-      num_heads: '16'
-      num_max_modalities: '8'
-      out_channels: '16'
-      patch_spatial: '2'
-      patch_temporal: '1'
-      pos_emb_cls: rope3d
-      pos_emb_interpolation: crop
-      pos_emb_learnable: 'True'
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-      rope_h_extrapolation_ratio: '3.0'
-      rope_t_extrapolation_ratio: '1.0'
-      rope_w_extrapolation_ratio: '3.0'
-      sac_config:
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-        mode: predict2_2b_720_aggressive
-      separate_embedders: 'False'
-      share_q_in_i2v_cross_attn: 'False'
-      spatial_compression_factor: '8'
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-    precision: bfloat16
-    resolution: '720'
-    shift: 5
-    state_ch: 16
-    state_t: 24
-    text_encoder_class: reason1p1_7B
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-      compute_online: true
-      embedding_concat_strategy: full_concat
-      model_config:
-        _target_: <class 'cosmos_transfer2._src.predict2.text_encoders.reason1.QwenVLBaseModel'>
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-          model_type: qwen2_5_vl
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-          video_token_id: '151656'
-          vision_config:
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-            add_cross_attention: 'False'
-            architectures: null
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-          vision_encoder: openai/clip-vit-base-patch32
-          vision_encoder_config:
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-            qkv_bias: null
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-          vision_encoder_in_channels: '3'
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-          vision_token_id: '151654'
-          vocab_size: '152064'
-          z_loss_coeff: '0.0'
-        tokenizer:
-          _target_: <function build_tokenizer at 0x7f7ff3ad3a30>
-          cache_dir: null
-          tokenizer_type: Qwen/Qwen2.5-VL-7B-Instruct
-      n_layers_per_group: 5
-      s3_credential_path: credentials/s3_checkpoint.secret
-    tokenizer:
-      _target_: <class 'cosmos_transfer2._src.predict2.tokenizers.wan2pt1.Wan2pt1VAEInterface'>
-      chunk_duration: '81'
-      load_mean_std: 'False'
-      name: wan2pt1_tokenizer
-      temporal_window: '16'
-    train_time_distribution: logitnormal
-    train_time_weight: uniform
-    use_dora: false
-    use_dynamic_shift: false
-    use_high_sigma_strategy: false
-    use_kerras_sigma_at_inference: false
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-    use_reference_image: true
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-model_parallel:
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-  async_tensor_model_parallel_allreduce: false
-  autocast_dtype: torch.float32
-  barrier_with_L1_time: true
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-  cpu_offloading_num_layers: 0
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-  cross_entropy_fusion_impl: native
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-  finalize_model_grads_func: null
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-  num_microbatches_with_partial_activation_checkpoints: null
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-  param_sync_func: null
-  params_dtype: torch.float32
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-  tp_comm_atomic_ag: false
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-  tp_comm_bootstrap_backend: nccl
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-optimizer:
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-  optim_type: adamw
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-scheduler:
-  _target_: <class 'cosmos_transfer2._src.imaginaire.functional.lr_scheduler.LambdaLinearScheduler'>
-  cycle_lengths:
-  - '100000'
-  f_max:
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-  f_min:
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-  f_start:
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-  verbosity_interval: '0'
-  warm_up_steps:
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-trainer:
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-      compile_after_iterations: '4'
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-      enabled: 'True'
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-      step_size: '1'
-      upload_every_n_mul: '10'
-    every_n_sample_ema:
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-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    every_n_sample_reg:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.every_n_draw_sample.EveryNDrawSample'>
-      every_n: '5000'
-      fix_batch_fp: null
-      fps: '16'
-      guidance:
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-      show_all_frames: 'False'
-      step_size: '1'
-      use_negative_prompt: 'False'
-    frame_loss_log:
-      _target_: <class 'cosmos_transfer2._src.transfer2.callbacks.frame_loss_log.FrameLossLog'>
-      logging_iter_multipler: '1'
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-      save_s3: 'True'
-    grad_clip:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.grad_clip.GradClip'>
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-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.heart_beat.HeartBeat'>
-      every_n: '10'
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-      step_size: '1'
-      update_interval_in_minute: '20'
-    iter_speed:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.iter_speed.IterSpeed'>
-      every_n: '100'
-      hit_thres: '300'
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-      save_s3_every_log_n: '10'
-    load_base_model:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.callbacks.LoadBaseModel'>
-      config: null
-      trainer: null
-    low_prec:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.utils.callback.LowPrecisionCallback'>
-      config: null
-      trainer: null
-      update_iter: '1'
-    manual_gc:
-      _target_: <class 'cosmos_transfer2._src.imaginaire.callbacks.manual_gc.ManualGarbageCollection'>
-      every_n: '200'
-      warm_up: '5'
-    wandb:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
-      logging_iter_multipler: '1'
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-      save_s3: 'True'
-    wandb_10x:
-      _target_: <class 'cosmos_transfer2._src.predict2.callbacks.wandb_log.WandbCallback'>
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-  compile_config:
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-  cudnn:
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-  ddp:
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-  distributed_parallelism: fsdp
-  grad_accum_iter: '1'
-  grad_scaler_args:
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-  logging_iter: '200'
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-  max_val_iter: null
-  memory_format: torch.preserve_format
-  profiling:
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-    profile_freq: '1'
-    profile_memory: 'False'
-    record_shape: 'False'
-    save_s3: 'False'
-    target_ranks:
-    - '0'
-    - '1'
-    - '2'
-    - '3'
-    - '4'
-    - '5'
-    - '6'
-    - '7'
-    with_modules: 'True'
-    with_stack: 'True'
-  run_validation: 'False'
-  run_validation_on_start: 'False'
-  seed: '0'
-  straggler_detection:
-    analyze_backward: 'True'
-    analyze_dataloading: 'True'
-    analyze_forward: 'True'
-    analyze_optimizer: 'True'
-    enabled: 'True'
-    max_diff: '1.5'
-    profile_freq: '1'
-    raise_error: 'True'
-    report_freq: '100'
-  timeout_period: '999999999'
-  type: <class 'cosmos_transfer2._src.imaginaire.trainer.ImaginaireTrainer'>
-  validation_iter: '100'
-upload_reproducible_setup: 'True'

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/console.log

@@ -1,18 +0,0 @@
-[06-22 01:53:51|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Wan2.1/vae(685afcaa-4de2-42fe-b7b9-69f7a2dee4d8)
-[06-22 01:53:51|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Predict2.5-2B --repo-type model --revision f176dc95b4a70f53ce01c4b302851595e7322b00 tokenizer.pth
-[06-22 01:55:28|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Qwen/Qwen2.5-VL-7B-Instruct(7219c6c7-f878-4137-bbdb-76842ea85e70)
-[06-22 01:55:28|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:55:29|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Reason1.1-7B(cb3e3ffa-7b08-4c34-822d-61c7aa31a14f)
-[06-22 01:55:29|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 01:55:33|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Transfer2.5-2B/general/edge(61f5694b-0ad5-4ecd-8ad7-c8545627d125)
-[06-22 01:55:33|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Transfer2.5-2B --repo-type model --revision b67b64abda3801a9aceddbff2bdb86126c06db74 general/edge/61f5694b-0ad5-4ecd-8ad7-c8545627d125_ema_bf16.pt
-[06-22 01:55:34|INFO|cosmos_transfer2/inference.py:146:__init__] Found 1 hint keys across all samples
-[06-22 01:55:34|INFO|cosmos_transfer2/inference.py:156:__init__] Saved config to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm0.5/config.yaml
-[06-22 01:55:34|INFO|cosmos_transfer2/inference.py:163:generate] Generating 1 samples: ['rainy_Building_2b_step35_masked_bg0.1_rm0.5']
-[06-22 01:55:34|INFO|cosmos_transfer2/inference.py:167:generate] [1/1] Processing sample rainy_Building_2b_step35_masked_bg0.1_rm0.5
-[06-22 01:55:34|INFO|cosmos_transfer2/inference.py:208:_generate_sample] Saved arguments to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5.json
-[06-22 01:55:34|WARNING|cosmos_transfer2/inference.py:239:_generate_sample] Guardrail checks on prompt are disabled
-[06-22 01:55:34|INFO|cosmos_transfer2/inference.py:242:_generate_sample] Processing the following paths: {'edge': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm0.5.mp4', 'edge_mask': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_masks/rainy/Building_mask.mp4', 'edge_mask_prompt': None}
-[06-22 02:06:06|INFO|cosmos_transfer2/inference.py:311:_generate_sample] edge control video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5_control_edge.mp4
-[06-22 02:06:06|WARNING|cosmos_transfer2/inference.py:335:_generate_sample] Guardrail checks on video are disabled
-[06-22 02:06:08|SUCCESS|cosmos_transfer2/inference.py:343:_generate_sample] Generated video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5.mp4

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5.json

@@ -1 +0,0 @@
-{"name":"rainy_Building_2b_step35_masked_bg0.1_rm0.5","prompt_path":null,"prompt":"The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.","negative_prompt":"The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures.","seed":2025,"guidance":3,"video_path":"/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4","max_frames":null,"context_frame_index":null,"image_context_path":null,"num_conditional_frames":1,"resolution":"720","sigma_max":null,"num_video_frames_per_chunk":93,"num_steps":35,"show_control_condition":false,"show_input":false,"keep_input_resolution":true,"edge":{"control_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm0.5.mp4","control_weight":1.0,"mask_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_masks/rainy/Building_mask.mp4","mask_prompt":null,"preset_edge_threshold":"medium"},"depth":null,"vis":null,"seg":null,"guided_generation_mask":null,"guided_generation_step_threshold":25,"guided_generation_foreground_labels":null}

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cbc0b360e7121c9603caa0581f2f5e4fcd8455a47d88d3cccc82ab27887acf30
-size 1890501

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5.txt

@@ -1 +0,0 @@
-The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/rainy_Building_2b_step35_masked_bg0.1_rm0.5_control_edge.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:443ce4eea89df366b0029d9d3f3dc666f6863d802e1ac2d9a52b5d5bc9d723a6
-size 738646

test/rainy/Building/2b_step35_masked_bg0.1_rm0.5/spec.json

@@ -1,14 +0,0 @@
-{
-  "name": "rainy_Building_2b_step35_masked_bg0.1_rm0.5",
-  "prompt": "The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.",
-  "video_path": "/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4",
-  "guidance": 3,
-  "num_steps": 35,
-  "seed": 2025,
-  "edge": {
-    "control_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm0.5.mp4",
-    "control_weight": 1.0,
-    "mask_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_masks/rainy/Building_mask.mp4"
-  },
-  "negative_prompt": "The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures."
-}

test/rainy/Building/2b_step35_masked_bg0.1_rm1/config.yaml

@@ -1,882 +0,0 @@
-checkpoint:
-  broadcast_via_filesystem: 'False'
-  dcp_async_mode_enabled: 'False'
-  enable_gcs_patch_in_boto3: 'False'
-  jit:
-    device: cuda
-    dtype: bfloat16
-    enabled: 'False'
-    input_shape: null
-    strict: 'True'
-  keys_not_to_resume: []
-  keys_to_skip_loading: []
-  load_ema_to_reg: 'False'
-  load_from_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  load_path: s3://bucket/cosmos_transfer2/vid2vid_2B_control/edge_720p_t24or1_spaced_layer4_cr1pt1_sdev2_lowsigma0.05_uniform_hqv3p1_20250714_64N_rectified_flow_refimdrop0pt5/checkpoints/iter_000032000
-  load_training_state: 'False'
-  only_load_scheduler_state: 'False'
-  save_iter: '1000'
-  save_to_object_store:
-    bucket: bucket
-    credentials: credentials/s3_checkpoint.secret
-    enabled: 'True'
-  strict_resume: 'False'
-  type:
-    _target_: <class 'cosmos_transfer2._src.predict2.checkpointer.dcp.DistributedCheckpointer'>
-    callbacks: null
-    disable_async: 'False'
-  verbose: 'True'
-dataloader_train:
-  dataloaders:
-    image_data:
-      ratio: '0'
-    video_data:
-      dataloader:
-        batch_size: '1'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7fe1608572e0>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          max_fps_thres: '60'
-          min_fps_thres: '10'
-          num_video_frames: '93'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-    video_data_1:
-      dataloader:
-        batch_size: '6'
-        cache_augment_fn: functools.partial(<function duplicate_batches_random at
-          0x7fe1608572e0>, n=1.8)
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          augmentor_name: video_basic_augmentor_v2_with_control_and_image_context
-          caption_type: t2w_qwen2p5_7b
-          control_input_type: edge
-          dataset_resolution_type: gt720p
-          embedding_type: null
-          num_video_frames: '1'
-          resolution: '720'
-          use_native_fps: 'True'
-          video_decoder_name: video_naive_bytes
-        num_workers: '4'
-        use_cache: 'False'
-      ratio: '1'
-  dataset:
-    augmentor_name: video_basic_augmentor_v2_with_control
-    caption_type: t2w_qwen2p5_7b
-    control_input_type: edge
-    dataset_resolution_type: gt720p
-    embedding_type: null
-    max_fps_thres: '60'
-    min_fps_thres: '10'
-    num_video_frames: '93'
-    resolution: '720'
-    use_native_fps: 'True'
-    video_decoder_name: video_naive_bytes
-  num_workers: '4'
-dataloader_val:
-  _target_: <class 'cosmos_transfer2._src.predict2.datasets.joint_dataloader.IterativeJointDataLoader'>
-  dataloaders:
-    image_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7fe160857400>
-        batch_size: '2'
-        cache_augment_fn: null
-        cache_replay_name: image_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_image_dataset at 0x7fe1608579a0>
-          len_t5: '512'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-    video_data:
-      dataloader:
-        _target_: <function get_cached_replay_dataloader at 0x7fe160857400>
-        batch_size: '1'
-        cache_augment_fn: null
-        cache_replay_name: video_dataloader
-        cache_size: '32'
-        concat_size: '1'
-        dataset:
-          _target_: <function get_video_dataset at 0x7fe160857d90>
-          len_t5: '512'
-          num_video_frames: '136'
-          resolution: '512'
-          t5_dim: '1024'
-        num_workers: '8'
-        pin_memory: 'True'
-        shuffle: 'False'
-        use_cache: 'False'
-        webdataset: 'False'
-      ratio: '1'
-defaults:
-- _self_
-- data_train: mock
-- data_val: mock
-- optimizer: fusedadamw
-- scheduler: lambdalinear
-- model: ddp
-- callbacks: basic
-- net: null
-- conditioner: video_prediction_control_conditioner
-- ema: power
-- tokenizer: wan2pt1_tokenizer
-- checkpoint: s3
-- ckpt_type: dummy
-- experiment: null
-job:
-  cluster: null
-  group: vid2vid_2B_control
-  name: vid2vid_2B_control_720p_t24_control_layer4_cr1pt1_embedding_rectified_flow_with_image_context_with_image_data
-  project: cosmos_transfer2
-  wandb_mode: online
-model:
-  _recursive_: 'False'
-  _target_: <class 'cosmos_transfer2._src.transfer2.models.vid2vid_model_control_vace_rectified_flow.ControlVideo2WorldModelRectifiedFlow'>
-  config:
-    base_load_from: null
-    conditional_frame_timestep: -1.0
-    conditional_frames_probs:
-      0: 0.4
-      1: 0.4
-      2: 0.2
-    conditioner:
-      _target_: <class 'cosmos_transfer2._src.transfer2.configs.vid2vid_transfer.defaults.conditioner.ControlVideo2WorldConditionerImageContext'>
-      control_input_depth:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth
-        output_key: control_input_depth
-      control_input_depth_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_depth_mask
-        output_key: control_input_depth_mask
-      control_input_edge:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge
-        output_key: control_input_edge
-      control_input_edge_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_edge_mask
-        output_key: control_input_edge_mask
-      control_input_inpaint:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint
-        output_key: control_input_inpaint
-      control_input_inpaint_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_inpaint_mask
-        output_key: control_input_inpaint_mask
-      control_input_seg:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg
-        output_key: control_input_seg
-      control_input_seg_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_seg_mask
-        output_key: control_input_seg_mask
-      control_input_vis:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis
-        output_key: control_input_vis
-      control_input_vis_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: control_input_vis_mask
-        output_key: control_input_vis_mask
-      fps:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: fps
-        output_key: fps
-      padding_mask:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.ReMapkey'>
-        dropout_rate: '0.0'
-        dtype: null
-        input_key: padding_mask
-        output_key: padding_mask
-      reference_image_context:
-        _target_: <class 'cosmos_transfer2._src.transfer2.networks.siglip2_image_context.SigLip2EmbImgContext'>
-        dropout_rate: '0.5'
-        input_key:
-        - images
-        - video
-        - image_context
-        num_token: '256'
-        output_key: null
-      text:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.TextAttr'>
-        credential_path: credentials/s3_training.secret
-        dropout_rate: '0.2'
-        empty_string_embeddings_path: s3://bucket/predict2_assets/reason1_empty_string_embeddings.pt
-        input_key:
-        - t5_text_embeddings
-        use_empty_string: 'False'
-      use_video_condition:
-        _target_: <class 'cosmos_transfer2._src.predict2.conditioner.BooleanFlag'>
-        dropout_rate: '0.0'
-        input_key: fps
-        output_key: use_video_condition
-    conditioning_strategy: frame_replace
-    copy_weight_strategy: first_n
-    denoise_replace_gt_frames: true
-    ema:
-      enabled: false
-      iteration_shift: 0
-      rate: 0.1
-    fsdp_shard_size: 1
-    high_sigma_ratio: 0.05
-    high_sigma_timesteps_max: 1000
-    high_sigma_timesteps_min: 980
-    hint_keys: edge
-    init_lora_weights: true
-    input_caption_key: ai_caption
-    input_data_key: video
-    input_image_key: images
-    lora_alpha: 32
-    lora_rank: 32
-    lora_target_modules: q_proj,k_proj,v_proj,output_proj,mlp.layer1,mlp.layer2
-    max_num_conditional_frames: 2
-    min_num_conditional_frames: 0
-    net:
-      _target_: <class 'cosmos_transfer2._src.transfer2.networks.minimal_v4_lvg_dit_control_vace.MinimalV4LVGControlVaceDiT'>
-      adaln_lora_dim: '256'
-      atten_backend: minimal_a2a
-      concat_padding_mask: 'True'
-      condition_strategy: spaced
-      crossattn_emb_channels: '1024'
-      crossattn_proj_in_channels: '100352'
-      extra_image_context_dim: '1152'
-      extra_per_block_abs_pos_emb: 'False'
-      img_context_deep_proj: 'False'
-      in_channels: '16'
-      max_frames: '128'
-      max_img_h: '240'
-      max_img_w: '240'
-      mlp_ratio: '4.0'
-      model_channels: '2048'
-      num_blocks: '28'
-      num_control_branches: '1'
-      num_heads: '16'
-      num_max_modalities: '8'
-      out_channels: '16'
-      patch_spatial: '2'
-      patch_temporal: '1'
-      pos_emb_cls: rope3d
-      pos_emb_interpolation: crop
-      pos_emb_learnable: 'True'
-      rope_enable_fps_modulation: 'False'
-      rope_h_extrapolation_ratio: '3.0'
-      rope_t_extrapolation_ratio: '1.0'
-      rope_w_extrapolation_ratio: '3.0'
-      sac_config:
-        every_n_blocks: 1
-        mode: predict2_2b_720_aggressive
-      separate_embedders: 'False'
-      share_q_in_i2v_cross_attn: 'False'
-      spatial_compression_factor: '8'
-      timestep_scale: '0.001'
-      use_adaln_lora: 'True'
-      use_after_proj_for_multi_branch: 'True'
-      use_crossattn_projection: 'True'
-      use_cuda_graphs: 'False'
-      use_input_hint_block: 'False'
-      use_wan_fp32_strategy: 'True'
-      vace_block_every_n: '7'
-      vace_has_mask: 'False'
-    precision: bfloat16
-    resolution: '720'
-    shift: 5
-    state_ch: 16
-    state_t: 24
-    text_encoder_class: reason1p1_7B
-    text_encoder_config:
-      ckpt_path: s3://bucket/cosmos_reasoning1/sft_exp700/sft_exp721-1_qwen7b_tl_721_5vs5_s3_balanced_n32_resume_16k/checkpoints/iter_000016000/model/
-      compute_online: true
-      embedding_concat_strategy: full_concat
-      model_config:
-        _target_: <class 'cosmos_transfer2._src.predict2.text_encoders.reason1.QwenVLBaseModel'>
-        model_config:
-          _target_: cosmos_transfer2._src.reason1.configs.default.model_config_qwen.QwenModelConfig
-          activation_checkpoint:
-            mode: selective
-            models: vlm
-            selective_ac_option: op
-          add_answer_tag: 'True'
-          add_cross_attention: 'False'
-          add_image_start_end_tag: 'False'
-          add_tile_tag: 'False'
-          architectures:
-          - Qwen2_5_VLForConditionalGeneration
-          attention_dropout: '0.0'
-          attn_implementation: flash_attention_2
-          attn_implementation_autoset: 'True'
-          aux_loss_coeff: '0.0'
-          bad_words_ids: null
-          begin_suppress_tokens: null
-          bos_token_id: '151643'
-          cache_dir: null
-          checkpoint:
-            async_mode: disabled
-            create_seed_checkpoint: false
-            enable_checkpoint: false
-            export_dtype: float32
-            folder: checkpoint
-            interval: 500
-            interval_type: steps
-            model_weights_only: false
-          chunk_size_feed_forward: '0'
-          ckpt_dir: null
-          ckpt_path: null
-          comm:
-            init_timeout_seconds: 300
-            trace_buf_size: 20000
-            train_timeout_seconds: 100
-          cp_size: null
-          cross_attention_hidden_size: null
-          decoder_start_token_id: null
-          deterministic: 'False'
-          diversity_penalty: '0.0'
-          do_sample: 'False'
-          early_stopping: 'False'
-          encoder_no_repeat_ngram_size: '0'
-          eos_token_id: '151645'
-          ep_size: null
-          experimental:
-            enable_async_tensor_parallel: false
-            enable_compiled_autograd: false
-            pipeline_parallel_degree: 1
-          exponential_decay_length_penalty: null
-          finetuning_task: null
-          float8:
-            enable_float8_linear: false
-          forced_bos_token_id: null
-          forced_eos_token_id: null
-          freeze_llm: 'False'
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-    iter_speed:
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-    load_base_model:
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-  timeout_period: '999999999'
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test/rainy/Building/2b_step35_masked_bg0.1_rm1/console.log

@@ -1,18 +0,0 @@
-[06-22 02:06:25|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Wan2.1/vae(685afcaa-4de2-42fe-b7b9-69f7a2dee4d8)
-[06-22 02:06:25|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Predict2.5-2B --repo-type model --revision f176dc95b4a70f53ce01c4b302851595e7322b00 tokenizer.pth
-[06-22 02:08:04|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint Qwen/Qwen2.5-VL-7B-Instruct(7219c6c7-f878-4137-bbdb-76842ea85e70)
-[06-22 02:08:04|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 02:08:05|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Reason1.1-7B(cb3e3ffa-7b08-4c34-822d-61c7aa31a14f)
-[06-22 02:08:05|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Reason1-7B --repo-type model --revision 3210bec0495fdc7a8d3dbb8d58da5711eab4b423 --include '*'
-[06-22 02:08:13|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:297:download] Downloading checkpoint nvidia/Cosmos-Transfer2.5-2B/general/edge(61f5694b-0ad5-4ecd-8ad7-c8545627d125)
-[06-22 02:08:13|INFO|cosmos_transfer2/_src/imaginaire/utils/checkpoint_db.py:165:_hf_download] uvx 'hf>=1.3.5' download nvidia/Cosmos-Transfer2.5-2B --repo-type model --revision b67b64abda3801a9aceddbff2bdb86126c06db74 general/edge/61f5694b-0ad5-4ecd-8ad7-c8545627d125_ema_bf16.pt
-[06-22 02:08:15|INFO|cosmos_transfer2/inference.py:146:__init__] Found 1 hint keys across all samples
-[06-22 02:08:15|INFO|cosmos_transfer2/inference.py:156:__init__] Saved config to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm1/config.yaml
-[06-22 02:08:15|INFO|cosmos_transfer2/inference.py:163:generate] Generating 1 samples: ['rainy_Building_2b_step35_masked_bg0.1_rm1']
-[06-22 02:08:15|INFO|cosmos_transfer2/inference.py:167:generate] [1/1] Processing sample rainy_Building_2b_step35_masked_bg0.1_rm1
-[06-22 02:08:15|INFO|cosmos_transfer2/inference.py:208:_generate_sample] Saved arguments to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1.json
-[06-22 02:08:15|WARNING|cosmos_transfer2/inference.py:239:_generate_sample] Guardrail checks on prompt are disabled
-[06-22 02:08:15|INFO|cosmos_transfer2/inference.py:242:_generate_sample] Processing the following paths: {'edge': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm1.mp4', 'edge_mask': '/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_masks/rainy/Building_mask.mp4', 'edge_mask_prompt': None}
-[06-22 02:18:57|INFO|cosmos_transfer2/inference.py:311:_generate_sample] edge control video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1_control_edge.mp4
-[06-22 02:18:57|WARNING|cosmos_transfer2/inference.py:335:_generate_sample] Guardrail checks on video are disabled
-[06-22 02:18:59|SUCCESS|cosmos_transfer2/inference.py:343:_generate_sample] Generated video saved to /scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1.mp4

test/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1.json

@@ -1 +0,0 @@
-{"name":"rainy_Building_2b_step35_masked_bg0.1_rm1","prompt_path":null,"prompt":"The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.","negative_prompt":"The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures.","seed":2025,"guidance":3,"video_path":"/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4","max_frames":null,"context_frame_index":null,"image_context_path":null,"num_conditional_frames":1,"resolution":"720","sigma_max":null,"num_video_frames_per_chunk":93,"num_steps":35,"show_control_condition":false,"show_input":false,"keep_input_resolution":true,"edge":{"control_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm1.mp4","control_weight":1.0,"mask_path":"/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_masks/rainy/Building_mask.mp4","mask_prompt":null,"preset_edge_threshold":"medium"},"depth":null,"vis":null,"seg":null,"guided_generation_mask":null,"guided_generation_step_threshold":25,"guided_generation_foreground_labels":null}

test/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:29aa6aa619b2aa55f2b5bddbac685437206efc6aa983ab5dcadbe95b75b30307
-size 1647785

test/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1.txt

@@ -1 +0,0 @@
-The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.

test/rainy/Building/2b_step35_masked_bg0.1_rm1/rainy_Building_2b_step35_masked_bg0.1_rm1_control_edge.mp4

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1df186a7561c7f7ea389a13b86d2c92d140febb2bdc7445f430dde7568973ce1
-size 891463

test/rainy/Building/2b_step35_masked_bg0.1_rm1/spec.json

@@ -1,14 +0,0 @@
-{
-  "name": "rainy_Building_2b_step35_masked_bg0.1_rm1",
-  "prompt": "The video shows an urban intersection captured from a vehicle-mounted camera on a rainy overcast day. The streets are lined with ornate classical stone buildings featuring columns, cornices and tall arched windows, their facades darkened and glistening from the rain. A wet road network with painted lane markings, stop lines and pedestrian crosswalks runs through the scene, multiple vehicles move through the junction, and the camera follows the moving ego vehicle smoothly. Photorealistic, soft diffuse overcast light, high detail.",
-  "video_path": "/scratch/ssaha/cosmos-transfer2.5/SceneDriveBench/output/priority_from_right/run_000_rainy/videos/rgb_front.mp4",
-  "guidance": 3,
-  "num_steps": 35,
-  "seed": 2025,
-  "edge": {
-    "control_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_edges/rainy/edge_bg0.1_rm1.mp4",
-    "control_weight": 1.0,
-    "mask_path": "/scratch/ssaha/cosmos-transfer2.5/outputs/edge_threshold_grid/_masks/rainy/Building_mask.mp4"
-  },
-  "negative_prompt": "The video captures a game playing, with bad crappy graphics and cartoonish frames. It represents a recording of old outdated games. The lighting looks very fake. The textures are very raw and basic. The geometries are very primitive. The images are very pixelated and of poor CG quality. There are many subtitles in the footage. Overall, the video is unrealistic at all. Modern glass towers, plain concrete blocks, melted or warped facades, floating disconnected structures."
-}