Upload noibot SimDINO checkpoints
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- .gitattributes +147 -0
- simdino_ckpts/noibot/config.yaml +168 -0
- simdino_ckpts/noibot/eval/training_100079/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_108419/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_116759/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_125099/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_133439/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_141779/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_150119/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_158459/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_16679/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_166799/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_25019/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_33359/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_41699/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_50039/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_58379/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_66719/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_75059/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_8339/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_83399/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/eval/training_91739/teacher_checkpoint.pth +3 -0
- simdino_ckpts/noibot/last_checkpoint.rank_0 +1 -0
- simdino_ckpts/noibot/last_checkpoint.rank_1 +1 -0
- simdino_ckpts/noibot/last_checkpoint.rank_2 +1 -0
- simdino_ckpts/noibot/last_checkpoint.rank_3 +1 -0
- simdino_ckpts/noibot/last_checkpoint.rank_4 +1 -0
- simdino_ckpts/noibot/last_checkpoint.rank_5 +1 -0
- simdino_ckpts/noibot/model_0008339/.metadata +3 -0
- simdino_ckpts/noibot/model_0008339/__0_0.distcp +3 -0
- simdino_ckpts/noibot/model_0008339/__1_0.distcp +3 -0
- simdino_ckpts/noibot/model_0008339/__2_0.distcp +3 -0
- simdino_ckpts/noibot/model_0008339/__3_0.distcp +3 -0
- simdino_ckpts/noibot/model_0008339/__4_0.distcp +3 -0
- simdino_ckpts/noibot/model_0008339/__5_0.distcp +3 -0
- simdino_ckpts/noibot/model_0008339/kwargs.rank_0.pth +3 -0
- simdino_ckpts/noibot/model_0008339/kwargs.rank_1.pth +3 -0
- simdino_ckpts/noibot/model_0008339/kwargs.rank_2.pth +3 -0
- simdino_ckpts/noibot/model_0008339/kwargs.rank_3.pth +3 -0
- simdino_ckpts/noibot/model_0008339/kwargs.rank_4.pth +3 -0
- simdino_ckpts/noibot/model_0008339/kwargs.rank_5.pth +3 -0
- simdino_ckpts/noibot/model_0016679/.metadata +3 -0
- simdino_ckpts/noibot/model_0016679/__0_0.distcp +3 -0
- simdino_ckpts/noibot/model_0016679/__1_0.distcp +3 -0
- simdino_ckpts/noibot/model_0016679/__2_0.distcp +3 -0
- simdino_ckpts/noibot/model_0016679/__3_0.distcp +3 -0
- simdino_ckpts/noibot/model_0016679/__4_0.distcp +3 -0
- simdino_ckpts/noibot/model_0016679/__5_0.distcp +3 -0
- simdino_ckpts/noibot/model_0016679/kwargs.rank_0.pth +3 -0
- simdino_ckpts/noibot/model_0016679/kwargs.rank_1.pth +3 -0
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simdino_ckpts/noibot/model_0150119/.metadata filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_0158459/.metadata filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_0158459/__0_0.distcp filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_0166799/.metadata filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_0166799/__0_0.distcp filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_final/.metadata filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_final/__0_0.distcp filter=lfs diff=lfs merge=lfs -text
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simdino_ckpts/noibot/model_final/__5_0.distcp filter=lfs diff=lfs merge=lfs -text
|
simdino_ckpts/noibot/config.yaml
ADDED
|
@@ -0,0 +1,168 @@
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|
| 1 |
+
MODEL:
|
| 2 |
+
WEIGHTS: ''
|
| 3 |
+
compile: true
|
| 4 |
+
ignore_nan: false
|
| 5 |
+
compute_precision:
|
| 6 |
+
grad_scaler: true
|
| 7 |
+
teacher:
|
| 8 |
+
backbone:
|
| 9 |
+
sharding_strategy: SHARD_GRAD_OP
|
| 10 |
+
mixed_precision:
|
| 11 |
+
param_dtype: fp16
|
| 12 |
+
reduce_dtype: fp16
|
| 13 |
+
buffer_dtype: fp32
|
| 14 |
+
dino_head:
|
| 15 |
+
sharding_strategy: SHARD_GRAD_OP
|
| 16 |
+
mixed_precision:
|
| 17 |
+
param_dtype: fp16
|
| 18 |
+
reduce_dtype: fp16
|
| 19 |
+
buffer_dtype: fp32
|
| 20 |
+
ibot_head:
|
| 21 |
+
sharding_strategy: SHARD_GRAD_OP
|
| 22 |
+
mixed_precision:
|
| 23 |
+
param_dtype: fp16
|
| 24 |
+
reduce_dtype: fp16
|
| 25 |
+
buffer_dtype: fp32
|
| 26 |
+
student:
|
| 27 |
+
backbone:
|
| 28 |
+
sharding_strategy: SHARD_GRAD_OP
|
| 29 |
+
mixed_precision:
|
| 30 |
+
param_dtype: bf16
|
| 31 |
+
reduce_dtype: bf16
|
| 32 |
+
buffer_dtype: fp32
|
| 33 |
+
dino_head:
|
| 34 |
+
sharding_strategy: SHARD_GRAD_OP
|
| 35 |
+
mixed_precision:
|
| 36 |
+
param_dtype: fp16
|
| 37 |
+
reduce_dtype: fp32
|
| 38 |
+
buffer_dtype: fp32
|
| 39 |
+
ibot_head:
|
| 40 |
+
sharding_strategy: SHARD_GRAD_OP
|
| 41 |
+
mixed_precision:
|
| 42 |
+
param_dtype: fp16
|
| 43 |
+
reduce_dtype: fp32
|
| 44 |
+
buffer_dtype: fp32
|
| 45 |
+
dino:
|
| 46 |
+
use_mcr: true
|
| 47 |
+
mcr:
|
| 48 |
+
expa_loss: mcr
|
| 49 |
+
comp_loss: cosine
|
| 50 |
+
eps: 0.05
|
| 51 |
+
eps_end: -1
|
| 52 |
+
coeff: 1
|
| 53 |
+
coeff_end: -1
|
| 54 |
+
expa_type: 1
|
| 55 |
+
reduce_cov: 0
|
| 56 |
+
loss_weight: 1.0
|
| 57 |
+
head_n_prototypes: 256
|
| 58 |
+
head_bottleneck_dim: 256
|
| 59 |
+
head_nlayers: 3
|
| 60 |
+
head_hidden_dim: 2048
|
| 61 |
+
koleo_loss_weight: 0
|
| 62 |
+
remove_last_layer: true
|
| 63 |
+
head_normalize: true
|
| 64 |
+
ibot:
|
| 65 |
+
use_mcr: false
|
| 66 |
+
mcr:
|
| 67 |
+
eps: 0.05
|
| 68 |
+
coeff: 1
|
| 69 |
+
coeff_end: 1
|
| 70 |
+
loss_weight: 0
|
| 71 |
+
loss_weight_end: -1
|
| 72 |
+
loss_weight_freeze_epochs: 0
|
| 73 |
+
loss_weight_warmup_epochs: 0
|
| 74 |
+
activate_epochs: 0
|
| 75 |
+
mask_sample_probability: 0.5
|
| 76 |
+
mask_ratio_min_max:
|
| 77 |
+
- 0.1
|
| 78 |
+
- 0.5
|
| 79 |
+
separate_head: false
|
| 80 |
+
head_n_prototypes: 256
|
| 81 |
+
head_bottleneck_dim: 256
|
| 82 |
+
head_nlayers: 3
|
| 83 |
+
head_hidden_dim: 2048
|
| 84 |
+
remove_last_layer: true
|
| 85 |
+
head_normalize: true
|
| 86 |
+
train:
|
| 87 |
+
recipe: sim
|
| 88 |
+
batch_size_per_gpu: 128
|
| 89 |
+
dataset_path: ImageNet:split=TRAIN:root=/srv/data/sul/SimDINO/data/imagenet1k:extra=/srv/data/sul/SimDINO/data/imagenet1k_extra
|
| 90 |
+
output_dir: /srv/data/sul/SimDINO/outputs/simdinov2_vittiny16_reg4_imagenet1k_100e_6gpu_noibot
|
| 91 |
+
saveckp_freq: 5
|
| 92 |
+
resume_from: ''
|
| 93 |
+
log_period_iterations: 10
|
| 94 |
+
seed: 0
|
| 95 |
+
num_workers: 20
|
| 96 |
+
OFFICIAL_EPOCH_LENGTH: -1
|
| 97 |
+
cache_dataset: true
|
| 98 |
+
centering: none
|
| 99 |
+
actions: []
|
| 100 |
+
student:
|
| 101 |
+
arch: vit_tiny
|
| 102 |
+
block: nested
|
| 103 |
+
patch_size: 16
|
| 104 |
+
drop_path_rate: 0.2
|
| 105 |
+
rescale_weight: 1.0
|
| 106 |
+
layerscale: 0.1
|
| 107 |
+
drop_path_uniform: true
|
| 108 |
+
pretrained_weights: ''
|
| 109 |
+
pretrained_img_size: null
|
| 110 |
+
pretrained_patch_size: null
|
| 111 |
+
freeze_backbone_epochs: 0
|
| 112 |
+
ffn_layer: mlp
|
| 113 |
+
block_chunks: 4
|
| 114 |
+
qkv_bias: true
|
| 115 |
+
proj_bias: true
|
| 116 |
+
ffn_bias: true
|
| 117 |
+
num_register_tokens: 4
|
| 118 |
+
interpolate_antialias: true
|
| 119 |
+
interpolate_offset: 0.0
|
| 120 |
+
drop_masks: false
|
| 121 |
+
gradient_checkpointing: false
|
| 122 |
+
attn_drop: 0.0
|
| 123 |
+
ffn_drop: 0.0
|
| 124 |
+
qknorm: false
|
| 125 |
+
teacher:
|
| 126 |
+
momentum_teacher: 0.9
|
| 127 |
+
final_momentum_teacher: 1
|
| 128 |
+
warmup_teacher_temp: 0.04
|
| 129 |
+
teacher_temp: 0.07
|
| 130 |
+
warmup_teacher_temp_epochs: 30
|
| 131 |
+
optim:
|
| 132 |
+
opt: adamw
|
| 133 |
+
epochs: 100
|
| 134 |
+
weight_decay: 0.04
|
| 135 |
+
weight_decay_end: 0.4
|
| 136 |
+
base_lr: 0.004
|
| 137 |
+
lr: 0.0034641016151377543
|
| 138 |
+
warmup_epochs: 10
|
| 139 |
+
peak_epochs: 0
|
| 140 |
+
min_lr: 1.0e-06
|
| 141 |
+
clip_grad: 3.0
|
| 142 |
+
clip_grad_end: -1
|
| 143 |
+
freeze_last_layer_epochs: 1
|
| 144 |
+
scaling_rule: sqrt_wrt_1024
|
| 145 |
+
patch_embed_lr_mult: 0.2
|
| 146 |
+
layerwise_decay: 0.9
|
| 147 |
+
kwargs:
|
| 148 |
+
foreach: true
|
| 149 |
+
betas:
|
| 150 |
+
- 0.9
|
| 151 |
+
- 0.999
|
| 152 |
+
schedulefree_kwargs:
|
| 153 |
+
weight_decay_at_y: 0.0
|
| 154 |
+
momentum: 0.9
|
| 155 |
+
crops:
|
| 156 |
+
global_crops_scale:
|
| 157 |
+
- 0.4
|
| 158 |
+
- 1
|
| 159 |
+
local_crops_number: 10
|
| 160 |
+
local_crops_scale:
|
| 161 |
+
- 0.05
|
| 162 |
+
- 0.4
|
| 163 |
+
global_crops_size: 224
|
| 164 |
+
local_crops_size: 96
|
| 165 |
+
evaluation:
|
| 166 |
+
eval_period_epochs: 5
|
| 167 |
+
img_size: null
|
| 168 |
+
patch_size: null
|
simdino_ckpts/noibot/eval/training_100079/teacher_checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:4a7029ea1ffb9f46923cefea81e7b58d5a00f0f779822d70f04033d03683156b
|
| 3 |
+
size 42648836
|
simdino_ckpts/noibot/eval/training_108419/teacher_checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:53863af2ae57f393c4554de99203e2c6581511c0cb6587a9aabb2b7b728f6fde
|
| 3 |
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size 42648836
|
simdino_ckpts/noibot/eval/training_116759/teacher_checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:f3283482128be7566729f82609a7bd6db9d6d6d9c8608271cad2c0adfd1c4a84
|
| 3 |
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size 42648836
|
simdino_ckpts/noibot/eval/training_125099/teacher_checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
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|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:a5ce84933590dba5639cbf726d4f334dcf56244486b8d4e8da58d2f75bbb748e
|
| 3 |
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size 42648836
|
simdino_ckpts/noibot/eval/training_133439/teacher_checkpoint.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
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|
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|
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