Update config.yaml
Browse files- config.yaml +14 -54
config.yaml
CHANGED
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@@ -1,7 +1,6 @@
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MODEL:
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WEIGHTS: path/to/stage1/model_final.pth
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pretrained_weights: []
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WEIGHTS_ONLY: ''
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compute_precision:
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grad_scaler: true
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teacher:
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@@ -60,8 +59,6 @@ ibot:
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head_bottleneck_dim: 256
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head_nlayers: 3
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head_hidden_dim: 2048
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pe_distil:
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loss_weight: 0.0
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aux_loss:
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enable: false
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gating_loss_weight: 0.0
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@@ -73,71 +70,51 @@ train:
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id: ConcatDataset
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datasets:
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- id: FmowDataset
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root: {oc.env:RDIR}/datasets/
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split: {oc.env:RDIR}/datasets/fmow/metadata_v2/fmow_iwm_onid_train_val_savioclean_min42max1024.parquet
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num_sens: 2
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full_spectra: false
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subset: 800000
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- id: SatlasDataset
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root: {oc.env:RDIR}/datasets/satlas
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num_sens: 2
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full_spectra: false
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metadata_path: {oc.env:RDIR}/datasets/satlas/metadata_v2/fmow_iwm_onid_3sensors_all_clean.parquet
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- id: MMEarth
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base_path: {oc.env:RDIR}/datasets/mmearth/data_1M_v001
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split: train
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modalities: MODALITY_MINIMAL_SET1
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full_spectra: false
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- id: SpectralEarth
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split: train
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root: {oc.env:RDIR}/datasets/
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full_spectra: false
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dino_augm:
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id:
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global_crops_number: 2
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global_crops_size: 224
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global_crops_scale:
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- 0.32
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- 1.0
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global_crops_spectral_size:
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- 1.0
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- 4
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- 13
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-
global_modes_probs:
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- 1
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- 0
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- 0
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- 0
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global_multi_select_view_in_single_sensor_modes: false
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global_hs_modes_probs:
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- 1
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- 0
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-
- 0
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-
- 0
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- 0
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global_hs_multi_select_view_in_single_sensor_modes: true
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local_crops_number: 4
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local_crops_size: 98
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local_crops_scale:
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- 0.05
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- 0.32
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local_crops_spectral_size:
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- 1.0
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- 1
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- 4
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local_modes_probs:
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- 1
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- 0
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- 0
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- 0
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local_multi_select_view_in_single_sensor_modes: true
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local_hs_modes_probs:
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- 1
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- 0
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- 0
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-
- 0
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- 0
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local_hs_multi_select_view_in_single_sensor_modes: true
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batch_size_per_gpu: 75
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num_workers: 16
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drop_last: true
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@@ -149,10 +126,9 @@ train:
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OFFICIAL_EPOCH_LENGTH: 1250
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centering: centering
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log_every_n_steps: 10
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eff_bsz: 75
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student:
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arch: vit_base
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embed_layer:
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patch_size: 14
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pos_emb_img_size: 518
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drop_path_rate: 0.0
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@@ -167,24 +143,12 @@ student:
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num_register_tokens: 0
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interpolate_antialias: false
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interpolate_offset: 0.1
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in_chans: 3
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pe_args:
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-
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before_proj_id: 0
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after_proj_id: -1
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in_dim: 2304
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chnfus_cfg:
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id: ChnAttn
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query_mode: standard
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layer_norm: false
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chnemb_cfg:
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id: ChnEmbV3
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attn_cfg:
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num_heads: 16
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s_attn_cfg:
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num_blocks: 0
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mode: mix_chns
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num_heads: 4
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teacher:
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pretrained_weights: []
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momentum_teacher: 0.994
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@@ -213,7 +177,7 @@ optim:
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eval:
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only_eval: false
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skip: false
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config_obj: /
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overwrite: false
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overwrites:
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optim:
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@@ -225,10 +189,6 @@ eval:
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remove_ckpts: false
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include_final_ckpt: true
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final_model:
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config_obj: /
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overwrite: false
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overwrites: null
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use_online_eval: false
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add_args: true
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tmpfile: null
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slurm_job_id: '2957504'
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MODEL:
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WEIGHTS: path/to/stage1/run/model_final.pth
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pretrained_weights: []
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compute_precision:
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grad_scaler: true
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teacher:
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head_bottleneck_dim: 256
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head_nlayers: 3
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head_hidden_dim: 2048
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aux_loss:
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enable: false
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gating_loss_weight: 0.0
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id: ConcatDataset
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datasets:
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- id: FmowDataset
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root: ${oc.env:RDIR}/datasets/
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split: ${oc.env:RDIR}/datasets/fmow/metadata_v2/fmow_iwm_onid_train_val_savioclean_min42max1024.parquet
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num_sens: 2
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full_spectra: false
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subset: 800000 # super-sample to adjust for the indexing by location (several 100 views per location)
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- id: SatlasDataset
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root: ${oc.env:RDIR}/datasets/satlas
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num_sens: 2
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full_spectra: false
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metadata_path: ${oc.env:RDIR}/datasets/satlas/metadata_v2/fmow_iwm_onid_3sensors_all_clean.parquet
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- id: MMEarth
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base_path: ${oc.env:RDIR}/datasets/mmearth/data_1M_v001
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split: train
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modalities: MODALITY_MINIMAL_SET1
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full_spectra: false
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- id: SpectralEarth
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split: train
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root: ${oc.env:RDIR}/datasets/
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full_spectra: false
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dino_augm:
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id: PanopticonAugmentation
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global_crops_number: 2
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global_crops_size: 224
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global_crops_scale:
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- 0.32
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- 1.0
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global_crops_spectral_size:
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- 4
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- 13
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global_multi_select_view_in_single_sensor_modes: false
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global_hs_modes_probs:
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- 1
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- 0
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local_crops_number: 4
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local_crops_size: 98
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local_crops_scale:
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- 0.05
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- 0.32
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local_crops_spectral_size:
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- 1
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- 4
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local_multi_select_view_in_single_sensor_modes: true
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local_hs_modes_probs:
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- 1
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- 0
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batch_size_per_gpu: 75
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num_workers: 16
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drop_last: true
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OFFICIAL_EPOCH_LENGTH: 1250
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centering: centering
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log_every_n_steps: 10
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student:
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arch: vit_base
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embed_layer: ChnFusionPE
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patch_size: 14
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pos_emb_img_size: 518
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drop_path_rate: 0.0
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num_register_tokens: 0
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interpolate_antialias: false
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interpolate_offset: 0.1
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pe_args:
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attn_dim: 2304
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chnfus_cfg:
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layer_norm: false
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attn_cfg:
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num_heads: 16
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teacher:
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pretrained_weights: []
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momentum_teacher: 0.994
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eval:
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only_eval: false
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skip: false
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config_obj: ${oc.env:CDIR}/eval/oe
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overwrite: false
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overwrites:
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optim:
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remove_ckpts: false
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include_final_ckpt: true
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final_model:
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config_obj: ${oc.env:CDIR}/eval/oe;${oc.env:CDIR}/eval/fm/
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overwrite: false
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overwrites: null
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