diff --git a/LICENSE.upstream-CF b/LICENSE.upstream-CF new file mode 100644 index 0000000000000000000000000000000000000000..261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64 --- /dev/null +++ b/LICENSE.upstream-CF @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/NOTICE.md b/NOTICE.md index ad79b5947358238fd3d6433a4802cc139d6eaeae..6e8eda59030620326613e47bdabf80ee9b9d9b71 100644 --- a/NOTICE.md +++ b/NOTICE.md @@ -1,19 +1,13 @@ # Component attribution -## Original CF generator +## CF CR10 memory checkpoints -`base_model/chunkwise/causal_forcing.pt` is an unmodified mirror of the original chunkwise Causal Forcing generator released by `zhuhz22/Causal-Forcing`: +The four checkpoint directories contain original model-state files from the CR10 training run recorded in `inventory.json`, at steps 2000, 3000, 4000, and 5000. They include frozen generator state and trained compressor state. The training config is included as provenance. Code: https://github.com/a-little-hoof/video-compress . -- Source: https://huggingface.co/zhuhz22/Causal-Forcing -- Source revision inspected: `2f8eb8bb6eeb1238da9d13e5420d342a74d634a6` -- Source path: `chunkwise/causal_forcing.pt` -- SHA256: `cf75ee5cc6f4e2e336c59c973f5544655d8f0aa481761efe6de1b9cb2eb0cd9d` -- Upstream model card declares Apache-2.0: https://www.apache.org/licenses/LICENSE-2.0 +## Upstream generator -The original generator is credited to its upstream authors. Archiving it here does not imply it was trained by the owner of this archive. +The generator originates from `zhuhz22/Causal-Forcing`, `chunkwise/causal_forcing.pt`, revision `2f8eb8bb6eeb1238da9d13e5420d342a74d634a6`: https://huggingface.co/zhuhz22/Causal-Forcing . -## CF memory checkpoints +The upstream model card declares Apache-2.0. A copy from the original CF source repository is included in `LICENSE.upstream-CF`. The original generator is credited to its upstream authors. -The 127 `checkpoints/*/iter_*/model` directories are original model-state files from the five training runs listed in `inventory.json`. They include frozen generator state and trained compressor state. Training configurations are included as provenance. The inference and training code is maintained in https://github.com/a-little-hoof/video-compress . - -The upstream Apache-2.0 declaration applies to the upstream generator; this notice does not assert a new license for the separately trained compressor weights. Public download availability does not replace the applicable component terms. +This upstream license notice does not assert a new license for the separately trained compressor weights. Public availability does not replace applicable component terms. diff --git a/README.md b/README.md index e405b89aad4a0738bfff87c5737d9d36ffbd23e9..cabc316633ad8e218acb0b9471cc1050a191f43c 100644 --- a/README.md +++ b/README.md @@ -11,48 +11,35 @@ tags: - distributed-checkpoint --- -# Causal Forcing memory model checkpoints +# Causal Forcing CR10 checkpoints: 2k, 3k, 4k, 5k -This archive contains all 127 saved model checkpoints from the five original-Causal-Forcing training runs listed below, plus the original chunkwise CF generator used by these runs. Every tensor file is preserved byte-for-byte, with a SHA256 manifest. These are the CF-trained checkpoints used by the original-CF experiments in [a-little-hoof/video-compress](https://github.com/a-little-hoof/video-compress). +This public release contains four CR10 model checkpoints from the same Causal Forcing compressor training run: steps **2000, 3000, 4000, and 5000**. Tensor files are preserved byte-for-byte with SHA256 checksums. -## Contents +## Available checkpoints -| Training run directory | Ratio | Saved checkpoints | Available steps | -|---|---:|---:|---| -| `cf-cr10-lr1e4-cos2e5-5k` | 0.1 | 5 | 1000, 2000, 3000, 4000, 5000 | -| `cf-cr4-lr1e4-restart-10k` | 0.25 | 80 | 125 through 10000, every 125 | -| `cf-cr4-lr1e4-initial` | 0.25 | 9 | 125 through 1125, every 125 | -| `cf-cr4-lr2e4` | 0.25 | 32 | 125 through 4000, every 125 | -| `cf-cr4-smoke-1step` | 0.25 | 1 | 1; smoke test only | +| Step | Checkpoint directory | Model size | +|---:|---|---:| +| 2000 | `checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000002000` | 5.682 GB | +| 3000 | `checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000003000` | 5.682 GB | +| 4000 | `checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000004000` | 5.682 GB | +| 5000 | `checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000005000` | 5.682 GB | -The ratios describe the compressor setting. Original run names and each checkpoint's exact files, step, and size are retained in `inventory.json`. The CR4 initial run, restart run, LR2e-4 run, and smoke test are distinct training histories even where step numbers overlap. Availability in this archive is not a claim that every checkpoint was evaluated or is suitable for inference. +Total model size is approximately **22.73 GB**. The memory ratio is `0.1` (CR10). Original training provenance and exact file sizes are recorded in `inventory.json`. -The raw model checkpoints occupy approximately 721.6 GB; the original generator adds approximately 5.68 GB. Download only the run and iteration you need. +Each `model/` directory is a PyTorch Distributed Checkpoint (DCP) containing both frozen `net.*` generator state and trained `net_compressor.*` state. Keep `.metadata` and all `.distcp` shards together, including empty rank shards. This release contains model weights and a training config; optimizer, scheduler, and trainer state are not included. -```text -base_model/chunkwise/causal_forcing.pt -checkpoints//config.yaml -checkpoints//iter_/model/.metadata -checkpoints//iter_/model/___0.distcp -inventory.json -manifest.json -SHA256SUMS -NOTICE.md -``` - -The checkpoint `model` directories use PyTorch Distributed Checkpoint (DCP). They contain both `net.*` generator state and `net_compressor.*` compressor state. Keep `.metadata` and all model shards together. They are not Transformers `from_pretrained` or Diffusers pipeline exports. This is a model-weight archive; optimizer, scheduler, and trainer state are not part of this release, so it does not provide an exact training-resume bundle. - -Saved `config.yaml` files are retained as training provenance. Their credential fields are empty. They contain original cluster paths that must be adapted for another installation; they are not self-contained portable launch configurations. +The saved config contains original cluster paths that must be adapted on another installation. Its credential fields are empty. -## Download CR10 at step 2000 +## Download ```python from huggingface_hub import snapshot_download +step = 2000 # 2000, 3000, 4000, or 5000 root = snapshot_download( repo_id="weihang44/Causal-Forcing-Memory-Checkpoints", allow_patterns=[ - "checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000002000/model/*", + f"checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_{step:09d}/model/*", "checkpoints/cf-cr10-lr1e4-cos2e5-5k/config.yaml", "manifest.json", ], @@ -60,10 +47,11 @@ root = snapshot_download( ) ``` -Use the same pattern with a different iteration or training run to retrieve another checkpoint. To download the original generator as well, add `base_model/chunkwise/causal_forcing.pt` to `allow_patterns`. +To download all four checkpoints, omit `allow_patterns`. ## Load the compressor in the matching inference repository + Use the supported inference environment and the source pinned at [video-compress commit bdbf3f2e903392e855638f19b1d555c150904d96](https://github.com/a-little-hoof/video-compress/tree/bdbf3f2e903392e855638f19b1d555c150904d96). Its loader reads DCP checkpoints without requiring the original training world size, extracts `net_compressor.*`, and checks the target state dictionary strictly. It also handles the optional unused AE task embedding in older checkpoints. From that repository root, after downloading the checkpoint: @@ -83,16 +71,12 @@ load_compressor_weights( compressor = compressor.to(device="cuda", dtype=torch.bfloat16).eval() ``` -Use ratio `0.25` for CR4 checkpoints. This loads model weights; generation still requires the CF generator, text encoder, VAE, and the chosen cache policy. Selection-free fullraw21, sink count, and recent-frame count are inference policies, not different checkpoint identities. See the [published CF method and review index](https://github.com/a-little-hoof/video-compress/blob/bdbf3f2e903392e855638f19b1d555c150904d96/CF_MBENCH_REMOTE_REVIEW.md) for the exact evaluated setup and its limitations. - -## Integrity and provenance +This loads model weights; generation still requires the CF generator, text encoder, VAE, and the chosen cache policy. Selection-free fullraw21, sink count, and recent-frame count are inference policies, not different checkpoint identities. See the [published CF method and review index](https://github.com/a-little-hoof/video-compress/blob/bdbf3f2e903392e855638f19b1d555c150904d96/CF_MBENCH_REMOTE_REVIEW.md) for the exact evaluated setup and its limitations. -`manifest.json` and `SHA256SUMS` cover every uploaded model/config file. Verify the relevant SHA256 entries after downloading. `sha256sum -c SHA256SUMS` verifies the entire archive if all files have been downloaded. +## Integrity and upstream dependencies -The original generator is an unmodified copy of [`zhuhz22/Causal-Forcing`, `chunkwise/causal_forcing.pt`](https://huggingface.co/zhuhz22/Causal-Forcing/blob/2f8eb8bb6eeb1238da9d13e5420d342a74d634a6/chunkwise/causal_forcing.pt): +`manifest.json` and `SHA256SUMS` cover every model/config file in this release. After downloading all four checkpoints, run `sha256sum -c SHA256SUMS` from the download directory. -```text -cf75ee5cc6f4e2e336c59c973f5544655d8f0aa481761efe6de1b9cb2eb0cd9d -``` +The original standalone generator can be obtained from [zhuhz22/Causal-Forcing](https://huggingface.co/zhuhz22/Causal-Forcing/blob/2f8eb8bb6eeb1238da9d13e5420d342a74d634a6/chunkwise/causal_forcing.pt). Its SHA256 is `cf75ee5cc6f4e2e336c59c973f5544655d8f0aa481761efe6de1b9cb2eb0cd9d`. The matching inference setup also requires its text encoder and VAE. -These CF-trained runs are distinct from the clean RCM/SF-DMD pretrained-rate sweep used in some older reports with similar names. Use the training-run directory, step, and file hashes as the checkpoint identity. See `NOTICE.md` for upstream attribution. +These are CF-trained CR10 checkpoints. The training run, iteration, and file hashes identify each checkpoint. See `NOTICE.md` for upstream attribution. diff --git a/SHA256SUMS b/SHA256SUMS index 02c47298e760fb939a0ffc106e8fc9b4beea4981..121f680eecc77def21e06e4c996b6d49fb0c101c 100644 --- a/SHA256SUMS +++ b/SHA256SUMS @@ -1,9 +1,4 @@ 4b7e776e3a900b34c8682b4801f58579a1c75682a1de05da56cec559b2a0eb91 checkpoints/cf-cr10-lr1e4-cos2e5-5k/config.yaml -5dd9406d3924bdfece5748940bf2f69092aa23c9af363dd2077180f18ac13820 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000001000/model/.metadata -237c3ea3331f962d9f26a19cb6e3d443e40600061667ad91cdbedd4ff03a7cf5 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000001000/model/__0_0.distcp -e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000001000/model/__1_0.distcp -e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000001000/model/__2_0.distcp -e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000001000/model/__3_0.distcp 03c8273be31a7f2a8b35c4e3d3c1a787c12e5dfae42a5328fa2ad492a917f502 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000002000/model/.metadata e2c9b745f3599f8822a7713113a8642339fe59ae420b26e8a8f45218c2be20a4 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000002000/model/__0_0.distcp e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000002000/model/__1_0.distcp @@ -24,994 +19,3 @@ da44d33eb798b2ceedd21c1f906bbe096bb0064b001df35bf5cd047a582268a3 checkpoints/cf e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000005000/model/__1_0.distcp e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000005000/model/__2_0.distcp e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000005000/model/__3_0.distcp 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b/checkpoints/cf-cr10-lr1e4-cos2e5-5k/iter_000001000/model/__3_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-lr1e4-initial/config.yaml b/checkpoints/cf-cr4-lr1e4-initial/config.yaml deleted file mode 100644 index bd3231ba7f4f4d82aec4b2f19b67833a23f665aa..0000000000000000000000000000000000000000 --- a/checkpoints/cf-cr4-lr1e4-initial/config.yaml +++ /dev/null @@ -1,469 +0,0 @@ -checkpoint: - broadcast_via_filesystem: 'False' - dcp_allow_mismatched_size: 'False' - dcp_async_mode_enabled: 'False' - jit: - device: cuda - dtype: bfloat16 - enabled: 'False' - input_shape: null - strict: 'True' - keys_not_to_resume: [] - load_ema_to_reg: 'False' - load_from_object_store: - bucket: '' - credentials: '' - enabled: 'False' - load_path: '' - load_training_state: 'False' - only_load_scheduler_state: 'False' - override_optimizer_lr: 'False' - save_iter: '125' - save_to_object_store: - bucket: '' - credentials: '' - enabled: 'False' - strict_resume: 'False' - type: - _target_: - callbacks: null - disable_async: 'False' - verbose: 'True' -dataloader_train: - _target_: - batch_size: '1' - max_samples: '0' - num_workers: '1' - prefetch_factor: '2' - sample_offset: '0' - shard_shuffle_buffer: '0' - shuffle_buffer: '0' - tar_path_pattern: /scratch/wg25/video-compress/datasets/causal_forcing_c3-3_rollout_81920train_256val_seed0/parts/train/part-*/shard-00000.tar - uniform_shard_samples: '128' -dataloader_val: - _target_: - batch_sampler: null - batch_size: '1' - collate_fn: null - dataset: at 0x7f3b2a78ad40> - drop_last: 'False' - generator: null - in_order: 'True' - multiprocessing_context: null - num_workers: '0' - persistent_workers: 'False' - pin_memory: 'False' - pin_memory_device: '' - prefetch_factor: null - sampler: null - shuffle: null - timeout: '0' - worker_init_fn: null -defaults: -- _self_ -- trainer: standard -- data_train: dummy -- data_val: dummy -- optimizer: fusedadamw -- scheduler: lambdalinear -- callbacks: basic -- checkpoint: local -- ckpt_type: dcp -- model: fsdp_t2v_distill_rcm -- net: null -- net_compressor: null -- net_teacher: null -- net_causal_teacher: null -- net_bidirectional_teacher: null -- net_fake_score: null -- optimizer_fake_score: fusedadamw -- conditioner: text_nodrop -- ema: power -- tokenizer: wan2pt1_tokenizer -- experiment: null -job: - group: future-sf-scaleup - name: context_compress_causal_forcing_future_sf_c3-3_81920train_cr4_packed_temporal_grid_gbs8_lr1e-4_10000it - project: Memory_Compression - wandb_mode: online -model: - _recursive_: 'False' - _target_: - config: - backward_timesteps: - - '0.9375' - - '0.8333333333333334' - - '0.625' - bidirectional_guidance: 5.0 - bidirectional_teacher_ckpt: '' - causal_guidance: 3.0 - causal_teacher_ckpt: '' - checkpoint: - bucket: '' - credentials: '' - enabled: false - chunk_t: 3 - compressor_ckpt: '' - conditioner: - _target_: - text: - _target_: - dropout_rate: '0.0' - empty_string_embeddings_path: negative_prompt/empty_string_umt5.pt - input_key: - - t5_text_embeddings - use_empty_string: 'False' - context_compression_ae_weight: 1.0 - context_compression_cacheaware_branch: future - context_compression_causal_forcing_numerics: true - context_compression_compressed_context_checkpoint_mode: reentrant - context_compression_compressor_checkpoint_mode: default - context_compression_disable_compressed_context_checkpoint: false - context_compression_history_t: 0 - context_compression_history_t_max: 20 - context_compression_history_t_min: 1 - context_compression_memory_rope_mode: packed_temporal_grid - context_compression_pad_sampled_history_t: false - context_compression_prefix_t_values: - - '3' - - '6' - - '9' - - '12' - - '15' - - '18' - context_compression_rollout_denoise_steps: 4 - context_compression_rollout_detach_history: true - context_compression_rollout_loss_reduction: mean - context_compression_rollout_steps: 0 - context_compression_sample_history_t: false - context_compression_sample_target_start_t: false - context_compression_static_fixed_noise: false - context_compression_static_t: -1.0 - context_compression_static_t_values: '' - context_compression_t_steps: 1,15/16,5/6,5/8,0 - context_compression_target_start_t_max: 0 - context_compression_target_start_t_min: 0 - context_compression_target_t: 3 - context_from_last_step: false - context_from_last_step_start_chunk: 0 - dcm_skipping_interval_steps: 1 - dcm_total_steps: 48 - df_timestep_strategy: random - ema: - enabled: false - iteration_shift: 0 - rate: 0.1 - fake_score_ckpt: '' - first_chunk_t: 3 - fsdp_shard_size: 1 - generation_dit_frozen: true - grad_clip: false - input_caption_key: prompts - input_data_key: videos - input_latent_key: latents - loss_scale: 100.0 - loss_scale_dmd: 1.0 - loss_scale_fake_score: 1.0 - loss_weighting: none - max_simulation_steps_fake: 4 - neg_embed_path: '' - net: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_bidirectional_teacher: null - net_causal_teacher: null - net_compressor: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - max_memory_tokens_per_frame: '1024' - memory_ratio: '0.25' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_fake_score: null - optimizer_fake_score: - _target_: - betas: - - '0.9' - - '0.99' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.1' - p_D: - _target_: - shift: '5.0' - p_G: - _target_: - p_mean: '-0.8' - p_std: '1.6' - shift: '5.0' - precision: bfloat16 - rectified_flow_t_scaling_factor: 1000.0 - replayed_training: false - resolution: 480p - sample_timestep_shift: 3.0 - sf_backward_timestep_schedules: [] - sf_simulation_steps_per_chunk: [] - shift3_backward: false - sigma_data: 1.0 - sigma_max: 1600.0 - state_ch: 16 - state_t: 21 - strict_raw_checkpoint_load: true - student_ckpt: /scratch/wg25/video-compress/assets/checkpoints/Causal-Forcing/chunkwise/causal_forcing.pt - student_update_freq: 5 - tangent_warmup: 0 - text_encoder_class: umT5 - text_encoder_path: '' - tokenizer: - _target_: - chunk_duration: '81' - vae_pth: /scratch/wg25/video-compress/assets/checkpoints/Wan2.1_VAE.pth - training_type: cc_cacheaware_self_forcing -model_parallel: - _cpu_offloading_context: null - async_tensor_model_parallel_allreduce: true - autocast_dtype: torch.float32 - barrier_with_L1_time: true - batch_p2p_comm: true - batch_p2p_sync: true - bf16: false - context_parallel_size: 1 - cpu_offloading: false - cpu_offloading_activations: true - cpu_offloading_double_buffering: false - cpu_offloading_num_layers: 0 - cpu_offloading_weights: false - 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 - ep_overlap_early_attn_memory_release: 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 - hybrid_context_parallel: false - max_seqlen_per_dp_cp_rank: null - microbatch_group_size_per_vp_stage: 1 - moe_extended_tp: false - mtp_standalone: 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_: - betas: - - '0.9' - - '0.999' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.01' -scheduler: - _target_: - cycle_lengths: - - '10000' - f_max: - - '1.0' - f_min: - - '0.5' - f_start: - - 1e-06 - verbosity_interval: '0' - warm_up_steps: - - '100' -trainer: - callbacks: - compile_tokenizer: - _target_: - compile_after_iterations: '0' - dynamic: 'False' - enabled: 'False' - dataloader_speed: - _target_: - every_n: '5' - save_s3: 'False' - step_size: '1' - device_monitor: - _target_: - every_n: '5' - log_memory_detail: 'True' - save_s3: 'False' - step_size: '1' - upload_every_n_mul: '10' - every_n_sample_ema: - _target_: - every_n: '100000000' - is_ema: 'True' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - every_n_sample_reg: - _target_: - every_n: '100000000' - is_ema: 'False' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - grad_clip: - _target_: - clip_norm: '5.0' - force_finite: 'True' - heart_beat: - _target_: - every_n: '10' - save_s3: 'False' - step_size: '1' - update_interval_in_minute: '20' - iter_speed: - _target_: - every_n: '5' - hit_thres: '5' - save_s3: 'False' - save_s3_every_log_n: '10' - low_prec: - _target_: - config: null - trainer: null - update_iter: '1' - manual_gc: - _target_: - every_n: '5' - warm_up: '5' - wandb: - _target_: - logging_iter_multipler: '1' - save_logging_iter_multipler: '10' - save_s3: 'False' - wandb_10x: - _target_: - logging_iter_multipler: '10' - save_logging_iter_multipler: '1' - save_s3: 'False' - cudnn: - benchmark: 'True' - deterministic: 'False' - ddp: - broadcast_buffers: 'True' - find_unused_parameters: 'False' - static_graph: 'True' - distributed_parallelism: ddp - grad_accum_iter: '1' - grad_scaler_args: - enabled: 'False' - logging_iter: '5' - max_iter: '10000' - max_val_iter: null - memory_format: torch.preserve_format - profiling: - enable_memory_snapshot: 'False' - enable_profiling: 'False' - first_n_rank: '8' - profile_freq: '1' - profile_memory: 'True' - record_shape: 'True' - with_modules: 'True' - with_stack: 'True' - run_validation: 'False' - seed: '0' - timeout_period: '999999999' - type: - _target_: - config: null - validation_iter: '100' diff --git a/checkpoints/cf-cr4-lr1e4-initial/iter_000000125/model/__1_0.distcp b/checkpoints/cf-cr4-lr1e4-initial/iter_000000125/model/__1_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-lr1e4-initial/iter_000000125/model/__2_0.distcp 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ff5d18954958f59f8a9412d213652183f22cfac0..0000000000000000000000000000000000000000 --- a/checkpoints/cf-cr4-lr1e4-restart-10k/config.yaml +++ /dev/null @@ -1,469 +0,0 @@ -checkpoint: - broadcast_via_filesystem: 'False' - dcp_allow_mismatched_size: 'False' - dcp_async_mode_enabled: 'False' - jit: - device: cuda - dtype: bfloat16 - enabled: 'False' - input_shape: null - strict: 'True' - keys_not_to_resume: [] - load_ema_to_reg: 'False' - load_from_object_store: - bucket: '' - credentials: '' - enabled: 'False' - load_path: '' - load_training_state: 'False' - only_load_scheduler_state: 'False' - override_optimizer_lr: 'False' - save_iter: '125' - save_to_object_store: - bucket: '' - credentials: '' - enabled: 'False' - strict_resume: 'False' - type: - _target_: - callbacks: null - disable_async: 'False' - verbose: 'True' -dataloader_train: - _target_: - batch_size: '1' - max_samples: '0' - num_workers: '1' - prefetch_factor: '2' - sample_offset: '19750' - shard_shuffle_buffer: '0' - shuffle_buffer: '0' - tar_path_pattern: /scratch/wg25/video-compress/datasets/causal_forcing_c3-3_rollout_81920train_256val_seed0/parts/train/part-*/shard-00000.tar - uniform_shard_samples: '128' -dataloader_val: - _target_: - batch_sampler: null - batch_size: '1' - collate_fn: null - dataset: at 0x7f86bd0316c0> - drop_last: 'False' - generator: null - in_order: 'True' - multiprocessing_context: null - num_workers: '0' - persistent_workers: 'False' - pin_memory: 'False' - pin_memory_device: '' - prefetch_factor: null - sampler: null - shuffle: null - timeout: '0' - worker_init_fn: null -defaults: -- _self_ -- trainer: standard -- data_train: dummy -- data_val: dummy -- optimizer: fusedadamw -- scheduler: lambdalinear -- callbacks: basic -- checkpoint: local -- ckpt_type: dcp -- model: fsdp_t2v_distill_rcm -- net: null -- net_compressor: null -- net_teacher: null -- net_causal_teacher: null -- net_bidirectional_teacher: null -- net_fake_score: null -- optimizer_fake_score: fusedadamw -- conditioner: text_nodrop -- ema: power -- tokenizer: wan2pt1_tokenizer -- experiment: null -job: - group: future-sf-lr1e4-restart - name: context_compress_causal_forcing_future_sf_c3-3_81920train_cr4_packed_temporal_grid_gbs8_lr1e-4_10000it - project: Memory_Compression - wandb_mode: online -model: - _recursive_: 'False' - _target_: - config: - backward_timesteps: - - '0.9375' - - '0.8333333333333334' - - '0.625' - bidirectional_guidance: 5.0 - bidirectional_teacher_ckpt: '' - causal_guidance: 3.0 - causal_teacher_ckpt: '' - checkpoint: - bucket: '' - credentials: '' - enabled: false - chunk_t: 3 - compressor_ckpt: '' - conditioner: - _target_: - text: - _target_: - dropout_rate: '0.0' - empty_string_embeddings_path: negative_prompt/empty_string_umt5.pt - input_key: - - t5_text_embeddings - use_empty_string: 'False' - context_compression_ae_weight: 1.0 - context_compression_cacheaware_branch: future - context_compression_causal_forcing_numerics: true - context_compression_compressed_context_checkpoint_mode: reentrant - context_compression_compressor_checkpoint_mode: default - context_compression_disable_compressed_context_checkpoint: false - context_compression_history_t: 0 - context_compression_history_t_max: 20 - context_compression_history_t_min: 1 - context_compression_memory_rope_mode: packed_temporal_grid - context_compression_pad_sampled_history_t: false - context_compression_prefix_t_values: - - '3' - - '6' - - '9' - - '12' - - '15' - - '18' - context_compression_rollout_denoise_steps: 4 - context_compression_rollout_detach_history: true - context_compression_rollout_loss_reduction: mean - context_compression_rollout_steps: 0 - context_compression_sample_history_t: false - context_compression_sample_target_start_t: false - context_compression_static_fixed_noise: false - context_compression_static_t: -1.0 - context_compression_static_t_values: '' - context_compression_t_steps: 1,15/16,5/6,5/8,0 - context_compression_target_start_t_max: 0 - context_compression_target_start_t_min: 0 - context_compression_target_t: 3 - context_from_last_step: false - context_from_last_step_start_chunk: 0 - dcm_skipping_interval_steps: 1 - dcm_total_steps: 48 - df_timestep_strategy: random - ema: - enabled: false - iteration_shift: 0 - rate: 0.1 - fake_score_ckpt: '' - first_chunk_t: 3 - fsdp_shard_size: 1 - generation_dit_frozen: true - grad_clip: false - input_caption_key: prompts - input_data_key: videos - input_latent_key: latents - loss_scale: 100.0 - loss_scale_dmd: 1.0 - loss_scale_fake_score: 1.0 - loss_weighting: none - max_simulation_steps_fake: 4 - neg_embed_path: '' - net: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_bidirectional_teacher: null - net_causal_teacher: null - net_compressor: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - max_memory_tokens_per_frame: '1024' - memory_ratio: '0.25' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_fake_score: null - optimizer_fake_score: - _target_: - betas: - - '0.9' - - '0.99' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.1' - p_D: - _target_: - shift: '5.0' - p_G: - _target_: - p_mean: '-0.8' - p_std: '1.6' - shift: '5.0' - precision: bfloat16 - rectified_flow_t_scaling_factor: 1000.0 - replayed_training: false - resolution: 480p - sample_timestep_shift: 3.0 - sf_backward_timestep_schedules: [] - sf_simulation_steps_per_chunk: [] - shift3_backward: false - sigma_data: 1.0 - sigma_max: 1600.0 - state_ch: 16 - state_t: 21 - strict_raw_checkpoint_load: true - student_ckpt: /scratch/wg25/video-compress/assets/checkpoints/Causal-Forcing/chunkwise/causal_forcing.pt - student_update_freq: 5 - tangent_warmup: 0 - text_encoder_class: umT5 - text_encoder_path: '' - tokenizer: - _target_: - chunk_duration: '81' - vae_pth: /scratch/wg25/video-compress/assets/checkpoints/Wan2.1_VAE.pth - training_type: cc_cacheaware_self_forcing -model_parallel: - _cpu_offloading_context: null - async_tensor_model_parallel_allreduce: true - autocast_dtype: torch.float32 - barrier_with_L1_time: true - batch_p2p_comm: true - batch_p2p_sync: true - bf16: false - context_parallel_size: 1 - cpu_offloading: false - cpu_offloading_activations: true - cpu_offloading_double_buffering: false - cpu_offloading_num_layers: 0 - cpu_offloading_weights: false - 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 - ep_overlap_early_attn_memory_release: 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 - hybrid_context_parallel: false - max_seqlen_per_dp_cp_rank: null - microbatch_group_size_per_vp_stage: 1 - moe_extended_tp: false - mtp_standalone: 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_: - betas: - - '0.9' - - '0.999' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.01' -scheduler: - _target_: - cycle_lengths: - - '10000' - f_max: - - '1.0' - f_min: - - '0.5' - f_start: - - 1e-06 - verbosity_interval: '0' - warm_up_steps: - - '100' -trainer: - callbacks: - compile_tokenizer: - _target_: - compile_after_iterations: '0' - dynamic: 'False' - enabled: 'False' - dataloader_speed: - _target_: - every_n: '5' - save_s3: 'False' - step_size: '1' - device_monitor: - _target_: - every_n: '5' - log_memory_detail: 'True' - save_s3: 'False' - step_size: '1' - upload_every_n_mul: '10' - every_n_sample_ema: - _target_: - every_n: '100000000' - is_ema: 'True' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - every_n_sample_reg: - _target_: - every_n: '100000000' - is_ema: 'False' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - grad_clip: - _target_: - clip_norm: '5.0' - force_finite: 'True' - heart_beat: - _target_: - every_n: '10' - save_s3: 'False' - step_size: '1' - update_interval_in_minute: '20' - iter_speed: - _target_: - every_n: '5' - hit_thres: '5' - save_s3: 'False' - save_s3_every_log_n: '10' - low_prec: - _target_: - config: null - trainer: null - update_iter: '1' - manual_gc: - _target_: - every_n: '5' - warm_up: '5' - wandb: - _target_: - logging_iter_multipler: '1' - save_logging_iter_multipler: '10' - save_s3: 'False' - wandb_10x: - _target_: - logging_iter_multipler: '10' - save_logging_iter_multipler: '1' - save_s3: 'False' - cudnn: - benchmark: 'True' - deterministic: 'False' - ddp: - broadcast_buffers: 'True' - find_unused_parameters: 'False' - static_graph: 'True' - distributed_parallelism: ddp - grad_accum_iter: '2' - grad_scaler_args: - enabled: 'False' - logging_iter: '5' - max_iter: '10000' - max_val_iter: null - memory_format: torch.preserve_format - profiling: - enable_memory_snapshot: 'False' - enable_profiling: 'False' - first_n_rank: '8' - profile_freq: '1' - profile_memory: 'True' - record_shape: 'True' - with_modules: 'True' - with_stack: 'True' - run_validation: 'False' - seed: '0' - timeout_period: '999999999' - type: - _target_: - config: null - validation_iter: '100' diff --git a/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000000125/model/__1_0.distcp b/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000000125/model/__1_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000000125/model/__2_0.distcp b/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000000125/model/__2_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000000125/model/__3_0.distcp 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diff --git a/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000010000/model/__2_0.distcp b/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000010000/model/__2_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000010000/model/__3_0.distcp b/checkpoints/cf-cr4-lr1e4-restart-10k/iter_000010000/model/__3_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-lr2e4/config.yaml b/checkpoints/cf-cr4-lr2e4/config.yaml deleted file mode 100644 index 59e8fdae188736f7d1f999314b283ccee9b1fbd3..0000000000000000000000000000000000000000 --- a/checkpoints/cf-cr4-lr2e4/config.yaml +++ /dev/null @@ -1,469 +0,0 @@ -checkpoint: - broadcast_via_filesystem: 'False' - dcp_allow_mismatched_size: 'False' - dcp_async_mode_enabled: 'False' - jit: - device: cuda - dtype: bfloat16 - enabled: 'False' - input_shape: null - strict: 'True' - keys_not_to_resume: [] - load_ema_to_reg: 'False' - load_from_object_store: - bucket: '' - credentials: '' - enabled: 'False' - load_path: '' - load_training_state: 'False' - only_load_scheduler_state: 'False' - override_optimizer_lr: 'False' - save_iter: '125' - save_to_object_store: - bucket: '' - credentials: '' - enabled: 'False' - strict_resume: 'False' - type: - _target_: - callbacks: null - disable_async: 'False' - verbose: 'True' -dataloader_train: - _target_: - batch_size: '1' - max_samples: '0' - num_workers: '1' - prefetch_factor: '2' - sample_offset: '1125' - shard_shuffle_buffer: '0' - shuffle_buffer: '0' - tar_path_pattern: /scratch/wg25/video-compress/datasets/causal_forcing_c3-3_rollout_81920train_256val_seed0/parts/train/part-*/shard-00000.tar - uniform_shard_samples: '128' -dataloader_val: - _target_: - batch_sampler: null - batch_size: '1' - collate_fn: null - dataset: at 0x7f11cd00ad40> - drop_last: 'False' - generator: null - in_order: 'True' - multiprocessing_context: null - num_workers: '0' - persistent_workers: 'False' - pin_memory: 'False' - pin_memory_device: '' - prefetch_factor: null - sampler: null - shuffle: null - timeout: '0' - worker_init_fn: null -defaults: -- _self_ -- trainer: standard -- data_train: dummy -- data_val: dummy -- optimizer: fusedadamw -- scheduler: lambdalinear -- callbacks: basic -- checkpoint: local -- ckpt_type: dcp -- model: fsdp_t2v_distill_rcm -- net: null -- net_compressor: null -- net_teacher: null -- net_causal_teacher: null -- net_bidirectional_teacher: null -- net_fake_score: null -- optimizer_fake_score: fusedadamw -- conditioner: text_nodrop -- ema: power -- tokenizer: wan2pt1_tokenizer -- experiment: null -job: - group: future-sf-scaleup - name: context_compress_causal_forcing_future_sf_c3-3_81920train_cr4_packed_temporal_grid_gbs8_lr2e-4_10000it - project: Memory_Compression - wandb_mode: online -model: - _recursive_: 'False' - _target_: - config: - backward_timesteps: - - '0.9375' - - '0.8333333333333334' - - '0.625' - bidirectional_guidance: 5.0 - bidirectional_teacher_ckpt: '' - causal_guidance: 3.0 - causal_teacher_ckpt: '' - checkpoint: - bucket: '' - credentials: '' - enabled: false - chunk_t: 3 - compressor_ckpt: '' - conditioner: - _target_: - text: - _target_: - dropout_rate: '0.0' - empty_string_embeddings_path: negative_prompt/empty_string_umt5.pt - input_key: - - t5_text_embeddings - use_empty_string: 'False' - context_compression_ae_weight: 1.0 - context_compression_cacheaware_branch: future - context_compression_causal_forcing_numerics: true - context_compression_compressed_context_checkpoint_mode: reentrant - context_compression_compressor_checkpoint_mode: default - context_compression_disable_compressed_context_checkpoint: false - context_compression_history_t: 0 - context_compression_history_t_max: 20 - context_compression_history_t_min: 1 - context_compression_memory_rope_mode: packed_temporal_grid - context_compression_pad_sampled_history_t: false - context_compression_prefix_t_values: - - '3' - - '6' - - '9' - - '12' - - '15' - - '18' - context_compression_rollout_denoise_steps: 4 - context_compression_rollout_detach_history: true - context_compression_rollout_loss_reduction: mean - context_compression_rollout_steps: 0 - context_compression_sample_history_t: false - context_compression_sample_target_start_t: false - context_compression_static_fixed_noise: false - context_compression_static_t: -1.0 - context_compression_static_t_values: '' - context_compression_t_steps: 1,15/16,5/6,5/8,0 - context_compression_target_start_t_max: 0 - context_compression_target_start_t_min: 0 - context_compression_target_t: 3 - context_from_last_step: false - context_from_last_step_start_chunk: 0 - dcm_skipping_interval_steps: 1 - dcm_total_steps: 48 - df_timestep_strategy: random - ema: - enabled: false - iteration_shift: 0 - rate: 0.1 - fake_score_ckpt: '' - first_chunk_t: 3 - fsdp_shard_size: 1 - generation_dit_frozen: true - grad_clip: false - input_caption_key: prompts - input_data_key: videos - input_latent_key: latents - loss_scale: 100.0 - loss_scale_dmd: 1.0 - loss_scale_fake_score: 1.0 - loss_weighting: none - max_simulation_steps_fake: 4 - neg_embed_path: '' - net: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_bidirectional_teacher: null - net_causal_teacher: null - net_compressor: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - max_memory_tokens_per_frame: '1024' - memory_ratio: '0.25' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_fake_score: null - optimizer_fake_score: - _target_: - betas: - - '0.9' - - '0.99' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.1' - p_D: - _target_: - shift: '5.0' - p_G: - _target_: - p_mean: '-0.8' - p_std: '1.6' - shift: '5.0' - precision: bfloat16 - rectified_flow_t_scaling_factor: 1000.0 - replayed_training: false - resolution: 480p - sample_timestep_shift: 3.0 - sf_backward_timestep_schedules: [] - sf_simulation_steps_per_chunk: [] - shift3_backward: false - sigma_data: 1.0 - sigma_max: 1600.0 - state_ch: 16 - state_t: 21 - strict_raw_checkpoint_load: true - student_ckpt: /scratch/wg25/video-compress/assets/checkpoints/Causal-Forcing/chunkwise/causal_forcing.pt - student_update_freq: 5 - tangent_warmup: 0 - text_encoder_class: umT5 - text_encoder_path: '' - tokenizer: - _target_: - chunk_duration: '81' - vae_pth: /scratch/wg25/video-compress/assets/checkpoints/Wan2.1_VAE.pth - training_type: cc_cacheaware_self_forcing -model_parallel: - _cpu_offloading_context: null - async_tensor_model_parallel_allreduce: true - autocast_dtype: torch.float32 - barrier_with_L1_time: true - batch_p2p_comm: true - batch_p2p_sync: true - bf16: false - context_parallel_size: 1 - cpu_offloading: false - cpu_offloading_activations: true - cpu_offloading_double_buffering: false - cpu_offloading_num_layers: 0 - cpu_offloading_weights: false - 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 - ep_overlap_early_attn_memory_release: 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 - hybrid_context_parallel: false - max_seqlen_per_dp_cp_rank: null - microbatch_group_size_per_vp_stage: 1 - moe_extended_tp: false - mtp_standalone: 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_: - betas: - - '0.9' - - '0.999' - capturable: 'True' - eps: 1e-08 - lr: '0.0002' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.01' -scheduler: - _target_: - cycle_lengths: - - '10000' - f_max: - - '1.0' - f_min: - - '0.25' - f_start: - - 1e-06 - verbosity_interval: '0' - warm_up_steps: - - '100' -trainer: - callbacks: - compile_tokenizer: - _target_: - compile_after_iterations: '0' - dynamic: 'False' - enabled: 'False' - dataloader_speed: - _target_: - every_n: '5' - save_s3: 'False' - step_size: '1' - device_monitor: - _target_: - every_n: '5' - log_memory_detail: 'True' - save_s3: 'False' - step_size: '1' - upload_every_n_mul: '10' - every_n_sample_ema: - _target_: - every_n: '100000000' - is_ema: 'True' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - every_n_sample_reg: - _target_: - every_n: '100000000' - is_ema: 'False' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - grad_clip: - _target_: - clip_norm: '5.0' - force_finite: 'True' - heart_beat: - _target_: - every_n: '10' - save_s3: 'False' - step_size: '1' - update_interval_in_minute: '20' - iter_speed: - _target_: - every_n: '5' - hit_thres: '5' - save_s3: 'False' - save_s3_every_log_n: '10' - low_prec: - _target_: - config: null - trainer: null - update_iter: '1' - manual_gc: - _target_: - every_n: '5' - warm_up: '5' - wandb: - _target_: - logging_iter_multipler: '1' - save_logging_iter_multipler: '10' - save_s3: 'False' - wandb_10x: - _target_: - logging_iter_multipler: '10' - save_logging_iter_multipler: '1' - save_s3: 'False' - cudnn: - benchmark: 'True' - deterministic: 'False' - ddp: - broadcast_buffers: 'True' - find_unused_parameters: 'False' - static_graph: 'True' - distributed_parallelism: ddp - grad_accum_iter: '1' - grad_scaler_args: - enabled: 'False' - logging_iter: '5' - max_iter: '10000' - max_val_iter: null - memory_format: torch.preserve_format - profiling: - enable_memory_snapshot: 'False' - enable_profiling: 'False' - first_n_rank: '8' - profile_freq: '1' - profile_memory: 'True' - record_shape: 'True' - with_modules: 'True' - with_stack: 'True' - run_validation: 'False' - seed: '0' - timeout_period: '999999999' - type: - _target_: - config: null - validation_iter: '100' diff --git a/checkpoints/cf-cr4-lr2e4/iter_000000125/model/__1_0.distcp 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load_from_object_store: - bucket: '' - credentials: '' - enabled: 'False' - load_path: '' - load_training_state: 'False' - only_load_scheduler_state: 'False' - override_optimizer_lr: 'False' - save_iter: '1' - save_to_object_store: - bucket: '' - credentials: '' - enabled: 'False' - strict_resume: 'False' - type: - _target_: - callbacks: null - disable_async: 'False' - verbose: 'True' -dataloader_train: - _target_: - batch_size: '1' - max_samples: '0' - num_workers: '1' - prefetch_factor: '2' - sample_offset: '0' - shard_shuffle_buffer: '0' - shuffle_buffer: '0' - tar_path_pattern: /scratch/wg25/video-compress/smokes/causal_forcing_c3-3_rollout_16train_4val_seed0/parts/train/part-*/shard-00000.tar - uniform_shard_samples: '2' -dataloader_val: - _target_: - batch_sampler: null - batch_size: '1' - collate_fn: null - dataset: at 0x7f87819e1260> - drop_last: 'False' - generator: null - in_order: 'True' - multiprocessing_context: null - num_workers: '0' - persistent_workers: 'False' - pin_memory: 'False' - pin_memory_device: '' - prefetch_factor: null - sampler: null - shuffle: null - timeout: '0' - worker_init_fn: null -defaults: -- _self_ -- trainer: standard -- data_train: dummy -- data_val: dummy -- optimizer: fusedadamw -- scheduler: lambdalinear -- callbacks: basic -- checkpoint: local -- ckpt_type: dcp -- model: fsdp_t2v_distill_rcm -- net: null -- net_compressor: null -- net_teacher: null -- net_causal_teacher: null -- net_bidirectional_teacher: null -- net_fake_score: null -- optimizer_fake_score: fusedadamw -- conditioner: text_nodrop -- ema: power -- tokenizer: wan2pt1_tokenizer -- experiment: null -job: - group: future-sf-scaleup - name: context_compress_causal_forcing_future_sf_c3-3_16train_cr4_packed_temporal_grid_gbs8_lr1e-4_1it - project: Memory_Compression - wandb_mode: disabled -model: - _recursive_: 'False' - _target_: - config: - backward_timesteps: - - '0.9375' - - '0.8333333333333334' - - '0.625' - bidirectional_guidance: 5.0 - bidirectional_teacher_ckpt: '' - causal_guidance: 3.0 - causal_teacher_ckpt: '' - checkpoint: - bucket: '' - credentials: '' - enabled: false - chunk_t: 3 - compressor_ckpt: '' - conditioner: - _target_: - text: - _target_: - dropout_rate: '0.0' - empty_string_embeddings_path: negative_prompt/empty_string_umt5.pt - input_key: - - t5_text_embeddings - use_empty_string: 'False' - context_compression_ae_weight: 1.0 - context_compression_cacheaware_branch: future - context_compression_causal_forcing_numerics: true - context_compression_compressed_context_checkpoint_mode: reentrant - context_compression_compressor_checkpoint_mode: default - context_compression_disable_compressed_context_checkpoint: false - context_compression_history_t: 0 - context_compression_history_t_max: 20 - context_compression_history_t_min: 1 - context_compression_memory_rope_mode: packed_temporal_grid - context_compression_pad_sampled_history_t: false - context_compression_prefix_t_values: - - '3' - - '6' - - '9' - - '12' - - '15' - - '18' - context_compression_rollout_denoise_steps: 4 - context_compression_rollout_detach_history: true - context_compression_rollout_loss_reduction: mean - context_compression_rollout_steps: 0 - context_compression_sample_history_t: false - context_compression_sample_target_start_t: false - context_compression_static_fixed_noise: false - context_compression_static_t: -1.0 - context_compression_static_t_values: '' - context_compression_t_steps: 1,15/16,5/6,5/8,0 - context_compression_target_start_t_max: 0 - context_compression_target_start_t_min: 0 - context_compression_target_t: 3 - context_from_last_step: false - context_from_last_step_start_chunk: 0 - dcm_skipping_interval_steps: 1 - dcm_total_steps: 48 - df_timestep_strategy: random - ema: - enabled: false - iteration_shift: 0 - rate: 0.1 - fake_score_ckpt: '' - first_chunk_t: 3 - fsdp_shard_size: 1 - generation_dit_frozen: true - grad_clip: false - input_caption_key: prompts - input_data_key: videos - input_latent_key: latents - loss_scale: 100.0 - loss_scale_dmd: 1.0 - loss_scale_fake_score: 1.0 - loss_weighting: none - max_simulation_steps_fake: 4 - neg_embed_path: '' - net: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_bidirectional_teacher: null - net_causal_teacher: null - net_compressor: - _target_: - cross_attn_norm: 'True' - dim: '1536' - eps: 1e-06 - ffn_dim: '8960' - freq_dim: '256' - in_dim: '16' - max_memory_tokens_per_frame: '1024' - memory_ratio: '0.25' - model_type: t2v - num_heads: '12' - num_layers: '30' - out_dim: '16' - patch_size: - - '1' - - '2' - - '2' - qk_norm: 'True' - sac_config: - determinism_check: default - every_n_blocks: 1 - mode: block_wise - text_dim: '4096' - text_len: '512' - net_fake_score: null - optimizer_fake_score: - _target_: - betas: - - '0.9' - - '0.99' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.1' - p_D: - _target_: - shift: '5.0' - p_G: - _target_: - p_mean: '-0.8' - p_std: '1.6' - shift: '5.0' - precision: bfloat16 - rectified_flow_t_scaling_factor: 1000.0 - replayed_training: false - resolution: 480p - sample_timestep_shift: 3.0 - sf_backward_timestep_schedules: [] - sf_simulation_steps_per_chunk: [] - shift3_backward: false - sigma_data: 1.0 - sigma_max: 1600.0 - state_ch: 16 - state_t: 21 - strict_raw_checkpoint_load: true - student_ckpt: /scratch/wg25/video-compress/assets/checkpoints/Causal-Forcing/chunkwise/causal_forcing.pt - student_update_freq: 5 - tangent_warmup: 0 - text_encoder_class: umT5 - text_encoder_path: '' - tokenizer: - _target_: - chunk_duration: '81' - vae_pth: /scratch/wg25/video-compress/assets/checkpoints/Wan2.1_VAE.pth - training_type: cc_cacheaware_self_forcing -model_parallel: - _cpu_offloading_context: null - async_tensor_model_parallel_allreduce: true - autocast_dtype: torch.float32 - barrier_with_L1_time: true - batch_p2p_comm: true - batch_p2p_sync: true - bf16: false - context_parallel_size: 1 - cpu_offloading: false - cpu_offloading_activations: true - cpu_offloading_double_buffering: false - cpu_offloading_num_layers: 0 - cpu_offloading_weights: false - 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 - ep_overlap_early_attn_memory_release: 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 - hybrid_context_parallel: false - max_seqlen_per_dp_cp_rank: null - microbatch_group_size_per_vp_stage: 1 - moe_extended_tp: false - mtp_standalone: 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_: - betas: - - '0.9' - - '0.999' - capturable: 'True' - eps: 1e-08 - lr: '0.0001' - master_weights: 'True' - model: null - optim_type: fusedadam - weight_decay: '0.01' -scheduler: - _target_: - cycle_lengths: - - '1' - f_max: - - '1.0' - f_min: - - '0.5' - f_start: - - 1e-06 - verbosity_interval: '0' - warm_up_steps: - - '100' -trainer: - callbacks: - compile_tokenizer: - _target_: - compile_after_iterations: '0' - dynamic: 'False' - enabled: 'False' - dataloader_speed: - _target_: - every_n: '1' - save_s3: 'False' - step_size: '1' - device_monitor: - _target_: - every_n: '1' - log_memory_detail: 'True' - save_s3: 'False' - step_size: '1' - upload_every_n_mul: '10' - every_n_sample_ema: - _target_: - every_n: '100000000' - is_ema: 'True' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - every_n_sample_reg: - _target_: - every_n: '100000000' - is_ema: 'False' - is_image: 'False' - is_sample: 'True' - n_sample_to_save: '64' - num_samples: '2' - num_sampling_step: '50' - run_at_start: 'False' - sample_fix: 'False' - save_s3: 'False' - show_all_frames: 'False' - step_size: '1' - grad_clip: - _target_: - clip_norm: '5.0' - force_finite: 'True' - heart_beat: - _target_: - every_n: '10' - save_s3: 'False' - step_size: '1' - update_interval_in_minute: '20' - iter_speed: - _target_: - every_n: '1' - hit_thres: '5' - save_s3: 'False' - save_s3_every_log_n: '10' - low_prec: - _target_: - config: null - trainer: null - update_iter: '1' - manual_gc: - _target_: - every_n: '5' - warm_up: '5' - wandb: - _target_: - logging_iter_multipler: '1' - save_logging_iter_multipler: '10' - save_s3: 'False' - wandb_10x: - _target_: - logging_iter_multipler: '10' - save_logging_iter_multipler: '1' - save_s3: 'False' - cudnn: - benchmark: 'True' - deterministic: 'False' - ddp: - broadcast_buffers: 'True' - find_unused_parameters: 'False' - static_graph: 'True' - distributed_parallelism: ddp - grad_accum_iter: '1' - grad_scaler_args: - enabled: 'False' - logging_iter: '1' - max_iter: '1' - max_val_iter: null - memory_format: torch.preserve_format - profiling: - enable_memory_snapshot: 'False' - enable_profiling: 'False' - first_n_rank: '8' - profile_freq: '1' - profile_memory: 'True' - record_shape: 'True' - with_modules: 'True' - with_stack: 'True' - run_validation: 'False' - seed: '0' - timeout_period: '999999999' - type: - _target_: - config: null - validation_iter: '100' diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__1_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__1_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__2_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__2_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__3_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__3_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__4_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__4_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__5_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__5_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__6_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__6_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__7_0.distcp b/checkpoints/cf-cr4-smoke-1step/iter_000000001/model/__7_0.distcp deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/inventory.json b/inventory.json index 89760b21e66abe19386905bb0347e5848b5683b9..1ab5640cf415a5f58d75ff944bb68c4d7ed6348a 100644 --- a/inventory.json +++ b/inventory.json @@ -1,6 +1,6 @@ { - "release_id": "cf-all-model-checkpoints-20260919", - "prepared_at_utc": 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