Zero-Shot Image Classification
TiC-CLIP
vision
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params/2016.yaml ADDED
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+ accum_freq: 1
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+ aug_cfg: {}
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+ batch_size: 938
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+ beta1: 0.9
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+ beta2: 0.98
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+ checkpoint_path: /tmp/cumulative_sequential_2016/datacomp_xlarge-bestpool-2023-09-12_08-24-13_cumulative_seq_2016/checkpoints
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+ coca_caption_loss_weight: 2.0
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+ coca_contrastive_loss_weight: 1.0
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+ copy_codebase: False
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+ csv_caption_key: title
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+ csv_img_key: filepath
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+ csv_separator:
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+ dataset_resampled: True
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+ dataset_type: webdataset
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+ ddp_static_graph: True
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+ debug: False
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+ decay_fraction: 0.2
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+ delete_previous_checkpoint: False
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+ device: cuda:0
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+ dist_backend: nccl
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+ dist_url: env://
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+ distill: False
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+ distill_model: None
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+ distill_pretrained: None
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+ distributed: True
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+ epochs: 32
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+ epochs_cooldown: None
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+ eps: 1e-06
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+ force_custom_text: False
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+ force_image_size: None
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+ force_patch_dropout: None
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+ force_qk_norm: False
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+ force_qk_norm_eps: 1e-05
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+ force_quick_gelu: False
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+ gather_with_grad: True
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+ grad_checkpointing: True
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+ grad_clip_norm: None
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+ horovod: False
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+ image_mean: None
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+ image_std: None
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+ imagenet_v2: None
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+ imagenet_val: ../imagenet_validation
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+ is_iteration_based: True
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+ local_loss: True
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+ local_rank: 0
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+ lock_image: False
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+ lock_image_freeze_bn_stats: False
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+ lock_image_unlocked_groups: 0
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+ lock_text: False
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+ lock_text_freeze_layer_norm: False
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+ lock_text_unlocked_layers: 0
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+ log_every_n_steps: 100
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+ log_level: 20
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+ log_local: False
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+ log_path: /tmp/cumulative_sequential_2016/datacomp_xlarge-bestpool-2023-09-12_08-24-13_cumulative_seq_2016/out.log
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+ logs: /tmp/cumulative_sequential_2016
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+ lr: 0.001
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+ lr_cooldown_end: 0.0
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+ lr_cooldown_power: 1.0
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+ lr_scheduler: cosine
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+ max_iterations: 20500
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+ model: ViT-B-16
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+ name: datacomp_xlarge-bestpool-2023-09-12_08-24-13_cumulative_seq_2016
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+ no_set_device_rank: False
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+ precision: amp
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+ pretrained:
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+ pretrained_image: False
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+ rank: 0
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+ remote_sync: xlarge_CL_bestpool_filter/cumulative_sequential_2016/
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+ remote_sync_frequency: 300
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+ remote_sync_protocol: s3
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+ report_to: wandb
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+ resume: xlarge_CL_bestpool_filter/cumulative_sequential_2016/datacomp_xlarge-bestpool-2023-09-11_21-23-55_cumulative_seq_2016/checkpoints/epoch_6.pt
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+ save_frequency: 1
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+ save_most_recent: True
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+ seed: 0
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+ skip_scheduler: False
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+ tensorboard: False
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+ tensorboard_path:
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+ torchcompile: False
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+ torchscript: False
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+ trace: False
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+ train_data_upsampling_factors: None
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+ train_num_samples: None
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+ use_bn_sync: False
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+ use_bnb_linear: None
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+ val_data: None
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+ val_frequency: 1
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+ val_num_samples: None
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+ wandb: True
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+ wandb_notes:
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+ wandb_project_name: datacomp-xlarge-CL
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+ warmup: 10000
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+ wd: 0.2
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+ workers: 4
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+ world_size: 96
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+ zeroshot_frequency: 2
params/2017.yaml ADDED
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+ accum_freq: 1
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+ aug_cfg: {}
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+ batch_size: 1408
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+ beta1: 0.9
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+ beta2: 0.98
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+ checkpoint_path: /tmp/cumulative_sequential_2017/datacomp_xlarge-bestpool_cumulative_seq_2017/checkpoints
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+ coca_caption_loss_weight: 2.0
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+ coca_contrastive_loss_weight: 1.0
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+ copy_codebase: False
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+ csv_caption_key: title
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+ csv_img_key: filepath
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+ csv_separator:
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+ dataset_resampled: True
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+ dataset_type: webdataset
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+ ddp_static_graph: True
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+ debug: False
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+ decay_fraction: 0.2
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+ delete_previous_checkpoint: False
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+ device: cuda:0
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+ dist_backend: nccl
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+ dist_url: env://
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+ distill: False
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+ distill_model: None
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+ distill_pretrained: None
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+ distributed: True
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+ epochs: 32
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+ epochs_cooldown: None
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+ eps: 1e-06
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+ force_custom_text: False
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+ force_image_size: None
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+ force_patch_dropout: None
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+ force_qk_norm: False
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+ force_qk_norm_eps: 1e-05
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+ force_quick_gelu: False
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+ gather_with_grad: True
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+ grad_checkpointing: True
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+ grad_clip_norm: None
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+ horovod: False
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+ image_mean: None
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+ image_std: None
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+ imagenet_v2: None
42
+ imagenet_val: ../imagenet_validation
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+ is_iteration_based: True
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+ local_loss: True
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+ local_rank: 0
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+ lock_image: False
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+ lock_image_freeze_bn_stats: False
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+ lock_image_unlocked_groups: 0
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+ lock_text: False
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+ lock_text_freeze_layer_norm: False
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+ lock_text_unlocked_layers: 0
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+ log_every_n_steps: 100
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+ log_level: 20
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+ log_local: False
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+ log_path: /tmp/cumulative_sequential_2017/datacomp_xlarge-bestpool_cumulative_seq_2017/out.log
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+ logs: /tmp/cumulative_sequential_2017
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+ lr: 0.001
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+ lr_cooldown_end: 0.0
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+ lr_cooldown_power: 1.0
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+ lr_scheduler: cosine
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+ max_iterations: 20500
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+ model: ViT-B-16
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+ name: datacomp_xlarge-bestpool_cumulative_seq_2017
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+ new_run: True
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+ no_set_device_rank: False
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+ precision: amp
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+ pretrained:
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+ pretrained_image: False
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+ rank: 0
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+ remote_sync: xlarge_CL_bestpool_filter/cumulative_sequential_2017/
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+ remote_sync_frequency: 300
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+ remote_sync_protocol: s3
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+ report_to: wandb
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+ resume: xlarge_CL_bestpool_filter/cumulative_sequential_2016/datacomp_xlarge-bestpool-2023-09-12_08-24-13_cumulative_seq_2016/checkpoints/epoch_12.pt
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+ save_frequency: 1
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+ save_most_recent: True
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+ seed: 0
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+ skip_scheduler: False
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+ tensorboard: False
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+ tensorboard_path:
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+ torchcompile: False
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+ torchscript: False
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+ trace: False
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+ train_data_upsampling_factors: None
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+ train_num_samples: None
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+ use_bn_sync: False
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+ use_bnb_linear: None
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+ val_data: None
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+ val_frequency: 1
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+ val_num_samples: None
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+ wandb: True
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+ wandb_notes:
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+ wandb_project_name: datacomp-xlarge-CL
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+ warmup: 2000
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+ wd: 0.2
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+ workers: 4
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+ world_size: 64
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+ zeroshot_frequency: 2
params/2018.yaml ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accum_freq: 1
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+ aug_cfg: {}
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+ batch_size: 1408
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+ beta1: 0.9
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+ beta2: 0.98
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+ checkpoint_path: /tmp/cumulative_sequential_2018/datacomp_xlarge-bestpool_cumulative_seq_2018/checkpoints
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+ coca_caption_loss_weight: 2.0
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+ coca_contrastive_loss_weight: 1.0
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+ copy_codebase: False
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+ csv_caption_key: title
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+ csv_img_key: filepath
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+ csv_separator:
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+ dataset_resampled: True
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+ dataset_type: webdataset
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+ ddp_static_graph: True
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+ debug: False
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+ decay_fraction: 0.2
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+ delete_previous_checkpoint: False
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+ device: cuda:0
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+ dist_backend: nccl
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+ dist_url: env://
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+ distill: False
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+ distill_model: None
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+ distill_pretrained: None
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+ distributed: True
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+ epochs: 32
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+ epochs_cooldown: None
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+ eps: 1e-06
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+ force_custom_text: False
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+ force_image_size: None
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+ force_patch_dropout: None
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+ force_qk_norm_eps: 1e-05
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+ force_quick_gelu: False
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+ gather_with_grad: True
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+ grad_checkpointing: True
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+ grad_clip_norm: None
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+ horovod: False
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+ image_mean: None
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+ image_std: None
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+ imagenet_v2: None
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+ imagenet_val: ../imagenet_validation
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+ is_iteration_based: True
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+ local_loss: True
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+ local_rank: 0
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+ logs: /tmp/cumulative_sequential_2018
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+ lr: 0.001
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+ lr_cooldown_power: 1.0
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+ max_iterations: 20500
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+ model: ViT-B-16
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+ name: datacomp_xlarge-bestpool_cumulative_seq_2018
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+ new_run: True
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+ precision: amp
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+ rank: 0
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+ remote_sync_protocol: s3
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+ report_to:
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+ train_data_upsampling_factors: None
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+ train_num_samples: None
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+ use_bn_sync: False
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+ use_bnb_linear: None
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+ val_data: None
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+ val_frequency: 1
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+ val_num_samples: None
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+ wandb: False
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+ wandb_notes:
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+ wandb_project_name: open-clip
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+ warmup: 2000
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+ wd: 0.2
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+ workers: 4
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+ world_size: 64
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+ zeroshot_frequency: 1
params/2019.yaml ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accum_freq: 1
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+ aug_cfg: {}
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+ batch_size: 1408
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+ beta1: 0.9
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+ beta2: 0.98
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+ checkpoint_path: /tmp/cumulative_sequential_2019/datacomp_xlarge-bestpool_cumulative_seq_2019/checkpoints
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+ coca_caption_loss_weight: 2.0
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+ coca_contrastive_loss_weight: 1.0
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+ copy_codebase: False
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+ csv_caption_key: title
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+ csv_img_key: filepath
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+ csv_separator:
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+ dataset_resampled: True
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+ dataset_type: webdataset
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+ ddp_static_graph: True
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+ debug: False
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+ decay_fraction: 0.2
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+ delete_previous_checkpoint: False
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+ device: cuda:0
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+ dist_backend: nccl
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+ dist_url: env://
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+ distill: False
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+ distill_model: None
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+ distill_pretrained: None
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+ distributed: True
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+ epochs: 32
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+ epochs_cooldown: None
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+ eps: 1e-06
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+ force_custom_text: False
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+ force_image_size: None
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+ force_patch_dropout: None
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+ force_qk_norm: False
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+ force_qk_norm_eps: 1e-05
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+ force_quick_gelu: False
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+ gather_with_grad: True
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+ grad_checkpointing: True
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+ grad_clip_norm: None
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+ horovod: False
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+ image_mean: None
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+ image_std: None
41
+ imagenet_v2: None
42
+ imagenet_val: ../imagenet_validation
43
+ is_iteration_based: True
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+ local_loss: True
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+ local_rank: 0
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+ lock_image: False
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+ lock_image_freeze_bn_stats: False
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+ lock_image_unlocked_groups: 0
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+ lock_text: False
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+ lock_text_freeze_layer_norm: False
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+ lock_text_unlocked_layers: 0
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+ log_every_n_steps: 100
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+ log_level: 20
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+ log_local: False
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+ log_path: /tmp/cumulative_sequential_2019/datacomp_xlarge-bestpool_cumulative_seq_2019/out.log
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+ logs: /tmp/cumulative_sequential_2019
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+ lr: 0.001
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+ lr_cooldown_end: 0.0
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+ lr_cooldown_power: 1.0
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+ lr_scheduler: cosine
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+ max_iterations: 20500
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+ model: ViT-B-16
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+ name: datacomp_xlarge-bestpool_cumulative_seq_2019
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+ new_run: True
65
+ no_set_device_rank: False
66
+ precision: amp
67
+ pretrained:
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+ pretrained_image: False
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+ rank: 0
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+ remote_sync: xlarge_CL_bestpool_filter/cumulative_sequential_2019/
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+ remote_sync_frequency: 300
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+ remote_sync_protocol: s3
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+ report_to:
74
+ resume: xlarge_CL_bestpool_filter/cumulative_sequential_2018/datacomp_xlarge-bestpool_cumulative_seq_2018/checkpoints/epoch_4.pt
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+ save_frequency: 1
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+ save_most_recent: True
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+ seed: 0
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+ skip_scheduler: False
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+ tensorboard: False
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+ tensorboard_path:
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+ torchcompile: False
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+ torchscript: False
83
+ trace: False
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+ train_data_upsampling_factors: None
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+ train_num_samples: None
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+ use_bn_sync: False
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+ use_bnb_linear: None
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+ val_data: None
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+ val_frequency: 1
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+ val_num_samples: None
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+ wandb: False
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+ wandb_notes:
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+ wandb_project_name: open-clip
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+ warmup: 2000
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+ wd: 0.2
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+ workers: 4
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+ world_size: 64
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+ zeroshot_frequency: 1
params/2020.yaml ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ accum_freq: 1
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+ aug_cfg: {}
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+ batch_size: 1408
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+ beta1: 0.9
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+ beta2: 0.98
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+ checkpoint_path: /tmp/cumulative_sequential_2020/datacomp_xlarge-bestpool_cumulative_seq_2020/checkpoints
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+ coca_caption_loss_weight: 2.0
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+ coca_contrastive_loss_weight: 1.0
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+ copy_codebase: False
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+ csv_caption_key: title
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+ csv_img_key: filepath
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+ csv_separator:
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+ dataset_type: webdataset
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+ ddp_static_graph: True
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+ debug: False
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+ decay_fraction: 0.2
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+ delete_previous_checkpoint: False
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+ device: cuda:0
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+ dist_backend: nccl
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+ dist_url: env://
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+ distill: False
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+ distill_model: None
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+ distill_pretrained: None
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+ distributed: True
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+ epochs: 32
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+ eps: 1e-06
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+ force_patch_dropout: None
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+ force_qk_norm_eps: 1e-05
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+ force_quick_gelu: False
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+ gather_with_grad: True
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+ grad_checkpointing: True
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+ grad_clip_norm: None
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+ horovod: False
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+ image_mean: None
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+ image_std: None
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+ imagenet_v2: None
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+ imagenet_val: ../imagenet_validation
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+ logs: /tmp/cumulative_sequential_2020
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+ lr_cooldown_power: 1.0
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+ max_iterations: 20500
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+ model: ViT-B-16
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+ name: datacomp_xlarge-bestpool_cumulative_seq_2020
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+ new_run: True
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+ no_set_device_rank: False
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+ precision: amp
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+ rank: 0
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+ remote_sync_frequency: 300
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+ train_num_samples: None
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+ val_data: None
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+ val_frequency: 1
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+ wandb: False
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params/2021.yaml ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ accum_freq: 1
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+ aug_cfg: {}
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+ beta1: 0.9
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+ beta2: 0.98
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+ checkpoint_path: /tmp/cumulative_sequential_2021/datacomp_xlarge-bestpool_cumulative_seq_2021/checkpoints
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+ copy_codebase: False
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+ ddp_static_graph: True
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+ debug: False
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+ decay_fraction: 0.2
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+ delete_previous_checkpoint: False
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+ device: cuda:0
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+ dist_url: env://
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+ distill: False
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+ grad_checkpointing: True
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+ precision: amp
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+ epochs_cooldown: None
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+ eps: 1e-06
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+ force_custom_text: False
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+ force_image_size: None
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+ force_patch_dropout: None
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+ force_qk_norm: False
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+ force_qk_norm_eps: 1e-05
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+ force_quick_gelu: False
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+ gather_with_grad: True
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+ grad_checkpointing: True
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+ grad_clip_norm: None
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+ horovod: False
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+ image_mean: None
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+ image_std: None
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+ imagenet_v2: None
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+ imagenet_val: ../imagenet_validation
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+ is_iteration_based: True
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+ local_loss: True
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+ local_rank: 0
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+ lock_image: False
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+ lock_image_freeze_bn_stats: False
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+ lock_image_unlocked_groups: 0
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+ lock_text: False
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+ lock_text_freeze_layer_norm: False
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+ lock_text_unlocked_layers: 0
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+ log_every_n_steps: 100
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+ log_level: 20
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+ log_local: False
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+ log_path: /tmp/cumulative_sequential_2022/datacomp_xlarge-bestpool_cumulative_seq_2022/out.log
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+ logs: /tmp/cumulative_sequential_2022
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+ lr: 0.001
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+ lr_cooldown_end: 0.0
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+ lr_cooldown_power: 1.0
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+ lr_scheduler: cosine
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+ max_iterations: 20500
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+ model: ViT-B-16
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+ name: datacomp_xlarge-bestpool_cumulative_seq_2022
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+ new_run: True
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+ no_set_device_rank: False
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+ precision: amp
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+ rank: 0
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+ remote_sync: xlarge_CL_bestpool_filter/cumulative_sequential_2022/
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+ remote_sync_frequency: 300
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+ remote_sync_protocol: s3
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+ report_to:
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+ resume: xlarge_CL_bestpool_filter/cumulative_sequential_2021/datacomp_xlarge-bestpool_cumulative_seq_2021/checkpoints/epoch_2.pt
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+ save_frequency: 1
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+ seed: 0
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+ skip_scheduler: False
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+ tensorboard: False
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+ tensorboard_path:
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+ torchscript: False
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+ trace: False
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