Upload 6 files
Browse files- maskbit/DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16_checkpoint-50000/config.yaml +116 -0
- maskbit/DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16_checkpoint-50000/pytorch_model.bin +3 -0
- maskbit/DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16_checkpoint-50000/config.yaml +120 -0
- maskbit/DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16_checkpoint-50000/pytorch_model.bin +3 -0
- maskbit/DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16_checkpoint-50000/config.yaml +120 -0
- maskbit/DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16_checkpoint-50000/pytorch_model.bin +3 -0
maskbit/DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16_checkpoint-50000/config.yaml
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name: DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16
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report_to: wandb
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output_dir: outputs//MaskBit_benchmark/DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16/2025-08-11T16-13
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pretrained_model_path: ./pretrained_maskgit/MaskGIT/MaskGIT_ImageNet_256.pth
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pretrained_vae_path: ./pretrained_maskgit/VQGAN/
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wandb_project: DiMO_GAN_MaskBit
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wandb_user: yuanzhi_zhu
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ema_cpu: false
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ema_freq: 1
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max_train_steps: 200001
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log_steps: 50
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validation_steps: 200
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validation_steps_tuple:
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- 2
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- 50
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- 200
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- 500
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metric_type: fid
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metric_steps: 2000
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metric_steps_tuple:
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- 2000
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- 5000
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scale_lr: false
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lr_warmup_steps: 500
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lr_scheduler_type: constant_with_warmup
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train_batch_size: 128
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loss_reduction: sum
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optimizer_type: adam
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adam_beta1: 0.9
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adam_beta2: 0.999
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fake_adam_beta1: 0.9
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fake_adam_beta2: 0.999
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adam_weight_decay: 0.0
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adam_epsilon: 1.0e-06
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max_grad_norm: 1.0
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gradient_accumulation_steps: 1
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gradient_checkpointing: false
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checkpointing_steps: 1000
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mixed_precision: bf16
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enable_xformers_memory_efficient_attention: false
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global_seed: 3407
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is_debug: false
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cast_models_to_dtype: false
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checkpoints_total_limit: 5
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checkpointing_steps_tuple:
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- 5000
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- 10000
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- 15000
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- 20000
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- 25000
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- 30000
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- 40000
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- 50000
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- 60000
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- 70000
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- 80000
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- 90000
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- 100000
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resume_from_checkpoint_path: ''
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no_progress_bar: true
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generator_lr: 1.0e-06
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fake_rounds: 1
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weight_factor_type: uniform
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dm_loss_weight: 1.0
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distil_loss_type: FKL
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fixed_ratio: fix_0.6
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noise_emb_perturb: fix_0.0
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top_k: 0
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top_p: 0.0
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true_cfg: 1.5
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fake_cfg_eval: 1.0
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fake_cfg_train: 1.0
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fake_lr: 1.0e-06
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fake_cfg_drop_ratio: 0.0
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gen_temp: 1.0
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true_temp: 1.0
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fake_temp: 1.0
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ignore_index: -1
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ratio_mode: arccos
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ratio_mode_fake: arccos
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temperature_fake: 1.0
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alpha_fake: 0.0
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fix_emb_layer: true
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adaptive_cfg: false
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use_discriminator: 0.0
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discriminator_lr: 1.0e-06
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g_loss_weight: 0.1
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d_loss_weight: 1.0
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gan_noise_level: continuous_0.-0.5
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noisy_as_masked_emb: true
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noisy_as_noisy_feat: false
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same_maskemb: true
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generator_loss_type: non_saturating
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use_discriminator_steps: 1000
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emb_mode: plain
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tau: 0.5
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tau_min: 0.1
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dis_min_ch: 256
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dis_f_layer: 3
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dis_emb_input: true
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dis_t_cond: true
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dis_adam_beta1: 0.0
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dis_adam_beta2: 0.999
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sched_mode: arccos
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sampling_step: 64
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mask_value: 1024
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| 107 |
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cfg_w: 5.8
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r_temp: 10.3
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| 109 |
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sm_temp: 1.0
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Jeffreys_beta: 0.0
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run_id: 2025-08-11T16-13
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| 112 |
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precision: bf16
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folder_name: DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16/2025-08-11T16-13
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output_name: /MaskBit_benchmark
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ema_decay: 0.9999
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resolution: 256
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maskbit/DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16_checkpoint-50000/pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:25ab49d06acf857f69522e6cfa8b100d1d3af180ad60af07073bb23de04a50a1
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size 1219832638
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maskbit/DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16_checkpoint-50000/config.yaml
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@@ -0,0 +1,120 @@
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| 1 |
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name: DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16
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| 2 |
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report_to: wandb
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| 3 |
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output_dir: outputs//MaskBit_benchmark/DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16/2025-08-25T18-34
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| 4 |
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pretrained_model_path: ./pretrained_maskgit/MaskGIT/MaskGIT_ImageNet_256.pth
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| 5 |
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pretrained_vae_path: ./pretrained_maskgit/VQGAN/
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| 6 |
+
load_dimo_pre_train: outputs/MaskBit_benchmark/DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16/2025-08-17T14-45/meta_checkpoints_best_fid/ema_model/pytorch_model.bin
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| 7 |
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wandb_project: DiMO_GAN_MaskBit
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| 8 |
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wandb_user: yuanzhi_zhu
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| 9 |
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ema_cpu: false
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| 10 |
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ema_freq: 1
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| 11 |
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ema_rampup: true
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| 12 |
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max_train_steps: 200001
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| 13 |
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log_steps: 50
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| 14 |
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validation_steps: 200
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| 15 |
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validation_steps_tuple:
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| 16 |
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- 2
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| 17 |
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- 50
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| 18 |
+
- 200
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| 19 |
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- 500
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| 20 |
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metric_type: fid
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| 21 |
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metric_steps: 2000
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| 22 |
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metric_steps_tuple:
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| 23 |
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- 2000
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| 24 |
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- 5000
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| 25 |
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scale_lr: false
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| 26 |
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lr_warmup_steps: 500
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| 27 |
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lr_scheduler_type: constant_with_warmup
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| 28 |
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train_batch_size: 64
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| 29 |
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loss_reduction: sum
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| 30 |
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optimizer_type: adamw
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| 31 |
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adam_beta1: 0.9
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| 32 |
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adam_beta2: 0.999
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| 33 |
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fake_adam_beta1: 0.9
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| 34 |
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fake_adam_beta2: 0.999
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| 35 |
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adam_weight_decay: 0.01
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| 36 |
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adam_epsilon: 1.0e-06
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| 37 |
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max_grad_norm: 1.0
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| 38 |
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gradient_accumulation_steps: 1
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| 39 |
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gradient_checkpointing: false
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| 40 |
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checkpointing_steps: 1000
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| 41 |
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mixed_precision: bf16
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| 42 |
+
enable_xformers_memory_efficient_attention: false
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| 43 |
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global_seed: 3407
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| 44 |
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is_debug: false
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| 45 |
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cast_models_to_dtype: false
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| 46 |
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checkpoints_total_limit: 5
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| 47 |
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checkpointing_steps_tuple:
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| 48 |
+
- 5000
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| 49 |
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- 10000
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| 50 |
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- 15000
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| 51 |
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- 20000
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- 25000
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- 30000
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- 40000
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- 50000
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- 60000
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- 70000
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- 80000
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- 90000
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| 60 |
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- 100000
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| 61 |
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resume_from_checkpoint_path: ''
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| 62 |
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no_progress_bar: true
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| 63 |
+
generator_lr: 5.0e-07
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| 64 |
+
fake_rounds: 1
|
| 65 |
+
weight_factor_type: uniform
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| 66 |
+
dm_loss_weight: 1.0
|
| 67 |
+
distil_loss_type: FKL
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| 68 |
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fixed_ratio: fix_0.6
|
| 69 |
+
noise_emb_perturb: fix_0.0
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| 70 |
+
top_k: 0
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| 71 |
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top_p: 0.0
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| 72 |
+
true_cfg: 1.5
|
| 73 |
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fake_cfg_eval: 1.0
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| 74 |
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fake_cfg_train: 1.0
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| 75 |
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fake_lr: 5.0e-07
|
| 76 |
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fake_cfg_drop_ratio: 0.0
|
| 77 |
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gen_temp: 1.0
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| 78 |
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true_temp: 1.0
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| 79 |
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fake_temp: 1.0
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| 80 |
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ignore_index: -1
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| 81 |
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ratio_mode: arccos
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| 82 |
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ratio_mode_fake: arccos
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| 83 |
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temperature_fake: 1.0
|
| 84 |
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alpha_fake: 0.0
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| 85 |
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fix_emb_layer: true
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| 86 |
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cfg_schedule: constant
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| 87 |
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emb_input: false
|
| 88 |
+
use_discriminator: 1.0
|
| 89 |
+
discriminator_lr: 5.0e-07
|
| 90 |
+
g_loss_weight: 200.0
|
| 91 |
+
d_loss_weight: 1.0
|
| 92 |
+
gan_noise_level: continuous_0.-0.95
|
| 93 |
+
noisy_as_masked_emb: true
|
| 94 |
+
noisy_as_noisy_feat: false
|
| 95 |
+
noisy_as_noisy_emb: false
|
| 96 |
+
same_maskemb: true
|
| 97 |
+
generator_loss_type: non_saturating
|
| 98 |
+
use_discriminator_steps: 1000
|
| 99 |
+
emb_mode: plain
|
| 100 |
+
tau: 0.5
|
| 101 |
+
tau_min: 0.1
|
| 102 |
+
dis_min_ch: 256
|
| 103 |
+
dis_f_layer: 4
|
| 104 |
+
dis_emb_input: true
|
| 105 |
+
dis_t_cond: true
|
| 106 |
+
dis_adam_beta1: 0.0
|
| 107 |
+
dis_adam_beta2: 0.999
|
| 108 |
+
sched_mode: arccos
|
| 109 |
+
sampling_step: 64
|
| 110 |
+
mask_value: 1024
|
| 111 |
+
cfg_w: 5.8
|
| 112 |
+
r_temp: 10.3
|
| 113 |
+
sm_temp: 1.0
|
| 114 |
+
Jeffreys_beta: 0.0
|
| 115 |
+
run_id: 2025-08-25T18-34
|
| 116 |
+
precision: bf16
|
| 117 |
+
folder_name: DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16/2025-08-25T18-34
|
| 118 |
+
output_name: /MaskBit_benchmark
|
| 119 |
+
ema_decay: 0.9999
|
| 120 |
+
resolution: 256
|
maskbit/DiMO2-GPUS2-bs64-glr5e-07-flr5e-07-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-non_saturating-dlr5e-07-g_w200.0-d_w1.0-dm_w1.0-g_noise_0.-0.95-plain-bf16_checkpoint-50000/pytorch_model.bin
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:b1423dfbe97093c93a23b963e599f34b202bdaef9bfb101e0955f35d1bb0d0a7
|
| 3 |
+
size 1219832638
|
maskbit/DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16_checkpoint-50000/config.yaml
ADDED
|
@@ -0,0 +1,120 @@
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|
| 1 |
+
name: DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16
|
| 2 |
+
report_to: wandb
|
| 3 |
+
output_dir: outputs//MaskBit_benchmark/DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16/2025-08-17T14-45
|
| 4 |
+
pretrained_model_path: ./pretrained_maskgit/MaskGIT/MaskGIT_ImageNet_256.pth
|
| 5 |
+
pretrained_vae_path: ./pretrained_maskgit/VQGAN/
|
| 6 |
+
load_dimo_pre_train: ./outputs/MaskBit_benchmark/DDMD-GPUS1-bs128-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-emb_pert_fix_0.1-tcfg1.5-fcfg1.0-fcfgt1.0-r_mode_arccos-r_mode_f_arccos-reduce_sum-seed3407-bf16/2025-08-11T16-13/_checkpoint-50000/ema_model/pytorch_model.bin
|
| 7 |
+
wandb_project: DiMO_GAN_MaskBit
|
| 8 |
+
wandb_user: yuanzhi_zhu
|
| 9 |
+
ema_cpu: false
|
| 10 |
+
ema_freq: 1
|
| 11 |
+
ema_rampup: true
|
| 12 |
+
max_train_steps: 200001
|
| 13 |
+
log_steps: 50
|
| 14 |
+
validation_steps: 200
|
| 15 |
+
validation_steps_tuple:
|
| 16 |
+
- 2
|
| 17 |
+
- 50
|
| 18 |
+
- 200
|
| 19 |
+
- 500
|
| 20 |
+
metric_type: fid
|
| 21 |
+
metric_steps: 2000
|
| 22 |
+
metric_steps_tuple:
|
| 23 |
+
- 2000
|
| 24 |
+
- 5000
|
| 25 |
+
scale_lr: false
|
| 26 |
+
lr_warmup_steps: 500
|
| 27 |
+
lr_scheduler_type: constant_with_warmup
|
| 28 |
+
train_batch_size: 64
|
| 29 |
+
loss_reduction: sum
|
| 30 |
+
optimizer_type: adam
|
| 31 |
+
adam_beta1: 0.9
|
| 32 |
+
adam_beta2: 0.999
|
| 33 |
+
fake_adam_beta1: 0.9
|
| 34 |
+
fake_adam_beta2: 0.999
|
| 35 |
+
adam_weight_decay: 0.0
|
| 36 |
+
adam_epsilon: 1.0e-06
|
| 37 |
+
max_grad_norm: 1.0
|
| 38 |
+
gradient_accumulation_steps: 1
|
| 39 |
+
gradient_checkpointing: false
|
| 40 |
+
checkpointing_steps: 1000
|
| 41 |
+
mixed_precision: bf16
|
| 42 |
+
enable_xformers_memory_efficient_attention: false
|
| 43 |
+
global_seed: 3407
|
| 44 |
+
is_debug: false
|
| 45 |
+
cast_models_to_dtype: false
|
| 46 |
+
checkpoints_total_limit: 5
|
| 47 |
+
checkpointing_steps_tuple:
|
| 48 |
+
- 5000
|
| 49 |
+
- 10000
|
| 50 |
+
- 15000
|
| 51 |
+
- 20000
|
| 52 |
+
- 25000
|
| 53 |
+
- 30000
|
| 54 |
+
- 40000
|
| 55 |
+
- 50000
|
| 56 |
+
- 60000
|
| 57 |
+
- 70000
|
| 58 |
+
- 80000
|
| 59 |
+
- 90000
|
| 60 |
+
- 100000
|
| 61 |
+
resume_from_checkpoint_path: ''
|
| 62 |
+
no_progress_bar: true
|
| 63 |
+
generator_lr: 1.0e-06
|
| 64 |
+
fake_rounds: 1
|
| 65 |
+
weight_factor_type: uniform
|
| 66 |
+
dm_loss_weight: 1.0
|
| 67 |
+
distil_loss_type: FKL
|
| 68 |
+
fixed_ratio: fix_0.6
|
| 69 |
+
noise_emb_perturb: fix_0.0
|
| 70 |
+
top_k: 0
|
| 71 |
+
top_p: 0.0
|
| 72 |
+
true_cfg: 1.5
|
| 73 |
+
fake_cfg_eval: 1.0
|
| 74 |
+
fake_cfg_train: 1.0
|
| 75 |
+
fake_lr: 1.0e-06
|
| 76 |
+
fake_cfg_drop_ratio: 0.0
|
| 77 |
+
gen_temp: 1.0
|
| 78 |
+
true_temp: 1.0
|
| 79 |
+
fake_temp: 1.0
|
| 80 |
+
ignore_index: -1
|
| 81 |
+
ratio_mode: arccos
|
| 82 |
+
ratio_mode_fake: arccos
|
| 83 |
+
temperature_fake: 1.0
|
| 84 |
+
alpha_fake: 0.0
|
| 85 |
+
fix_emb_layer: true
|
| 86 |
+
cfg_schedule: constant
|
| 87 |
+
emb_input: false
|
| 88 |
+
use_discriminator: 1.0
|
| 89 |
+
discriminator_lr: 1.0e-06
|
| 90 |
+
g_loss_weight: 25.0
|
| 91 |
+
d_loss_weight: 1.0
|
| 92 |
+
gan_noise_level: continuous_0.-0.95
|
| 93 |
+
noisy_as_masked_emb: true
|
| 94 |
+
noisy_as_noisy_feat: false
|
| 95 |
+
noisy_as_noisy_emb: false
|
| 96 |
+
same_maskemb: true
|
| 97 |
+
generator_loss_type: non_saturating
|
| 98 |
+
use_discriminator_steps: 1000
|
| 99 |
+
emb_mode: plain
|
| 100 |
+
tau: 0.5
|
| 101 |
+
tau_min: 0.1
|
| 102 |
+
dis_min_ch: 256
|
| 103 |
+
dis_f_layer: 4
|
| 104 |
+
dis_emb_input: true
|
| 105 |
+
dis_t_cond: true
|
| 106 |
+
dis_adam_beta1: 0.0
|
| 107 |
+
dis_adam_beta2: 0.999
|
| 108 |
+
sched_mode: arccos
|
| 109 |
+
sampling_step: 64
|
| 110 |
+
mask_value: 1024
|
| 111 |
+
cfg_w: 5.8
|
| 112 |
+
r_temp: 10.3
|
| 113 |
+
sm_temp: 1.0
|
| 114 |
+
Jeffreys_beta: 0.0
|
| 115 |
+
run_id: 2025-08-17T14-45
|
| 116 |
+
precision: bf16
|
| 117 |
+
folder_name: DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16/2025-08-17T14-45
|
| 118 |
+
output_name: /MaskBit_benchmark
|
| 119 |
+
ema_decay: 0.9999
|
| 120 |
+
resolution: 256
|
maskbit/DiMO2-GPUS4-bs64-glr1e-06-flr1e-06-FKL-fix_rfix_0.6-cfgs1.5-1.0-1.0-r_modes_arccos-arccos-non_saturating-dlr1e-06-g_w25.0-d_w1.0-dm_w1.0-g_noise_continuous_0.-0.95-plain-bf16_checkpoint-50000/pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:32351716414757c5fdc917de7c96889f253a9a4d645a33e1b2a5168af5f170f0
|
| 3 |
+
size 1219832638
|