removing conflicting hydra conf
Browse files- pix2poly/224/building_fusion/.hydra/config.yaml +0 -122
- pix2poly/224/building_fusion/.hydra/hydra.yaml +0 -165
- pix2poly/224/building_fusion/.hydra/overrides.yaml +0 -3
- pix2poly/224/dinov3/train.log +18 -0
- pix2poly/224/{building_fusion → image_bs2x16_convnext_tiny}/train.log +0 -0
- pix2poly/224/{building_fusion → image_bs2x16_dinov1}/checkpoints/best_val_iou.pth +2 -2
- pix2poly/224/{building_fusion → image_bs2x16_dinov1}/checkpoints/best_val_loss.pth +2 -2
- pix2poly/224/{building_fusion → image_bs2x16_dinov1}/checkpoints/latest.pth +2 -2
- pix2poly/224/{building_fusion → image_bs2x16_dinov1}/predictions_CH_val/best_val_iou.json +2 -2
- pix2poly/224/image_bs2x16_dinov1/train.log +0 -0
- pix2poly/224/image_bs2x16_dinov2/train.log +5 -0
- pix2poly/224/image_bs2x16_dinov3/checkpoints/best_val_iou.pth +3 -0
- pix2poly/224/image_bs2x16_dinov3/checkpoints/best_val_loss.pth +3 -0
- pix2poly/224/image_bs2x16_dinov3/checkpoints/latest.pth +3 -0
- pix2poly/224/image_bs2x16_dinov3/predictions_CH_val/best_val_iou.json +3 -0
- pix2poly/224/image_bs2x16_dinov3/train.log +29 -0
- pix2poly/224/lidar_dinov3/checkpoints/best_val_loss.pth +1 -1
- pix2poly/224/lidar_dinov3/checkpoints/latest.pth +1 -1
- pix2poly/224/lidar_pp_vit_bs2x16_mnv64/.hydra/config.yaml +0 -125
- pix2poly/224/lidar_pp_vit_bs2x16_mnv64/.hydra/hydra.yaml +0 -167
- pix2poly/224/lidar_pp_vit_bs2x16_mnv64/.hydra/overrides.yaml +0 -5
pix2poly/224/building_fusion/.hydra/config.yaml
DELETED
|
@@ -1,122 +0,0 @@
|
|
| 1 |
-
host:
|
| 2 |
-
name: gin
|
| 3 |
-
data_root: /data/rsulzer/${..dataset.name}_dataset
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| 4 |
-
model_root: /data/rsulzer/${..dataset.name}_output
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| 5 |
-
multi_gpu: false
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| 6 |
-
device: cuda
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| 7 |
-
update_pbar_every: 1
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| 8 |
-
ldof_exe: /user/rsulzer/home/cpp/line-DOF-metric/build/calculate_DoF
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| 9 |
-
dino_v2_repo: /user/rsulzer/home/remote_python/dinov2
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| 10 |
-
run_type:
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| 11 |
-
name: release
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| 12 |
-
batch_size: 16
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| 13 |
-
train_subset: null
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| 14 |
-
val_subset: null
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| 15 |
-
test_subset: null
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| 16 |
-
logging: INFO
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| 17 |
-
num_workers: 16
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| 18 |
-
log_to_wandb: true
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| 19 |
-
dataset:
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| 20 |
-
name: PixelsPointsPolygons
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| 21 |
-
size: ${..experiment.encoder.in_size}
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| 22 |
-
path: ${host.data_root}/data/${.size}
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| 23 |
-
annotations:
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| 24 |
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train: ${..path}/annotations/${...experiment.annotation_type}/annotations_${...experiment.country}_train.json
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| 25 |
-
val: ${..path}/annotations/${...experiment.annotation_type}/annotations_${...experiment.country}_val.json
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| 26 |
-
test: ${..path}/annotations/${...experiment.annotation_type}/annotations_${...experiment.country}_test.json
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| 27 |
-
ffl_stats:
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| 28 |
-
train: ${..path}/ffl/train/stats-${...experiment.country}.pt
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| 29 |
-
val: ${..path}/ffl/val/stats-${...experiment.country}.pt
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| 30 |
-
test: ${..path}/ffl/test/stats-${...experiment.country}.pt
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| 31 |
-
train_subset: ${..run_type.train_subset}
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| 32 |
-
val_subset: ${..run_type.val_subset}
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| 33 |
-
test_subset: ${..run_type.test_subset}
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| 34 |
-
experiment:
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| 35 |
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encoder:
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| 36 |
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name: early_fusion_vit
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| 37 |
-
use_images: true
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| 38 |
-
use_lidar: true
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| 39 |
-
in_size: 224
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| 40 |
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in_height: ${.in_size}
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| 41 |
-
in_width: ${.in_size}
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| 42 |
-
in_voxel_size:
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| 43 |
-
x: 8
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| 44 |
-
'y': 8
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| 45 |
-
z: 100
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| 46 |
-
max_num_points_per_voxel: 64
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| 47 |
-
max_num_voxels:
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| 48 |
-
train: 784
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| 49 |
-
test: 784
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| 50 |
-
out_feature_width: 28
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| 51 |
-
out_feature_height: 28
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| 52 |
-
vit:
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| 53 |
-
type: vit_small_patch${..patch_size}_${..in_size}.dino
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| 54 |
-
checkpoint_file: ${....host.model_root}/backbones/dino_deitsmall8_pretrain.pth
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| 55 |
-
pretrained: true
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| 56 |
-
patch_size: 8
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| 57 |
-
patch_feature_size: 28
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| 58 |
-
patch_feature_height: ${.patch_feature_size}
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| 59 |
-
patch_feature_width: ${.patch_feature_size}
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| 60 |
-
patch_feature_dim: 384
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| 61 |
-
num_patches: 784
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| 62 |
-
out_feature_dim: ${..model.decoder.in_feature_dim}
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| 63 |
-
image_mean:
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| 64 |
-
- 0.0
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| 65 |
-
- 0.0
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| 66 |
-
- 0.0
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| 67 |
-
image_std:
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| 68 |
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- 1.0
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| 69 |
-
- 1.0
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| 70 |
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- 1.0
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| 71 |
-
image_max_pixel_value: 255.0
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| 72 |
-
augmentations:
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| 73 |
-
- D4
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| 74 |
-
- ColorJitter
|
| 75 |
-
- GaussNoise
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| 76 |
-
- Normalize
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| 77 |
-
model:
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| 78 |
-
name: pix2poly
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| 79 |
-
decoder:
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| 80 |
-
in_feature_size: ${...encoder.patch_feature_size}
|
| 81 |
-
in_feature_width: ${.in_feature_size}
|
| 82 |
-
in_feature_height: ${.in_feature_size}
|
| 83 |
-
in_feature_dim: 256
|
| 84 |
-
tokenizer:
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| 85 |
-
num_bins: ${...encoder.in_size}
|
| 86 |
-
shuffle_tokens: false
|
| 87 |
-
n_vertices: 192
|
| 88 |
-
max_len: null
|
| 89 |
-
pad_idx: null
|
| 90 |
-
generation_steps: null
|
| 91 |
-
fusion: patch_concat
|
| 92 |
-
sinkhorn_iterations: 100
|
| 93 |
-
label_smoothing: 0.0
|
| 94 |
-
vertex_loss_weight: 1.0
|
| 95 |
-
perm_loss_weight: 10.0
|
| 96 |
-
batch_size: ${...run_type.batch_size}
|
| 97 |
-
start_epoch: 0
|
| 98 |
-
num_epochs: 200
|
| 99 |
-
milestone: 0
|
| 100 |
-
learning_rate: 0.0003
|
| 101 |
-
weight_decay: 0.0001
|
| 102 |
-
name: building_fusion
|
| 103 |
-
group_name: v3_${.model.name}
|
| 104 |
-
lidar_dropout: null
|
| 105 |
-
country: CH
|
| 106 |
-
annotation_type: buildings
|
| 107 |
-
training:
|
| 108 |
-
save_best: true
|
| 109 |
-
save_latest: true
|
| 110 |
-
save_every: 10
|
| 111 |
-
val_every: 1
|
| 112 |
-
best_val_loss: 10000000.0
|
| 113 |
-
best_val_iou: 0.0
|
| 114 |
-
evaluation:
|
| 115 |
-
split: val
|
| 116 |
-
pred_file: ${..output_dir}/predictions_${..experiment.country}_${.split}/${..checkpoint}.json
|
| 117 |
-
modes:
|
| 118 |
-
- iou
|
| 119 |
-
eval_file: results/metrics
|
| 120 |
-
output_dir: ${.host.model_root}/${.experiment.model.name}/${.experiment.encoder.in_size}/${.experiment.name}
|
| 121 |
-
checkpoint: null
|
| 122 |
-
num_workers: ${.run_type.num_workers}
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pix2poly/224/building_fusion/.hydra/hydra.yaml
DELETED
|
@@ -1,165 +0,0 @@
|
|
| 1 |
-
hydra:
|
| 2 |
-
run:
|
| 3 |
-
dir: ${...output_dir}
|
| 4 |
-
sweep:
|
| 5 |
-
dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
|
| 6 |
-
subdir: ${hydra.job.num}
|
| 7 |
-
launcher:
|
| 8 |
-
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
| 9 |
-
sweeper:
|
| 10 |
-
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
| 11 |
-
max_batch_size: null
|
| 12 |
-
params: null
|
| 13 |
-
help:
|
| 14 |
-
app_name: ${hydra.job.name}
|
| 15 |
-
header: '${hydra.help.app_name} is powered by Hydra.
|
| 16 |
-
|
| 17 |
-
'
|
| 18 |
-
footer: 'Powered by Hydra (https://hydra.cc)
|
| 19 |
-
|
| 20 |
-
Use --hydra-help to view Hydra specific help
|
| 21 |
-
|
| 22 |
-
'
|
| 23 |
-
template: '${hydra.help.header}
|
| 24 |
-
|
| 25 |
-
== Configuration groups ==
|
| 26 |
-
|
| 27 |
-
Compose your configuration from those groups (group=option)
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
$APP_CONFIG_GROUPS
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
== Config ==
|
| 34 |
-
|
| 35 |
-
Override anything in the config (foo.bar=value)
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
$CONFIG
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
${hydra.help.footer}
|
| 42 |
-
|
| 43 |
-
'
|
| 44 |
-
hydra_help:
|
| 45 |
-
template: 'Hydra (${hydra.runtime.version})
|
| 46 |
-
|
| 47 |
-
See https://hydra.cc for more info.
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
== Flags ==
|
| 51 |
-
|
| 52 |
-
$FLAGS_HELP
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
== Configuration groups ==
|
| 56 |
-
|
| 57 |
-
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
| 58 |
-
to command line)
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
$HYDRA_CONFIG_GROUPS
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
Use ''--cfg hydra'' to Show the Hydra config.
|
| 65 |
-
|
| 66 |
-
'
|
| 67 |
-
hydra_help: ???
|
| 68 |
-
hydra_logging:
|
| 69 |
-
version: 1
|
| 70 |
-
formatters:
|
| 71 |
-
simple:
|
| 72 |
-
format: '[%(asctime)s][HYDRA] %(message)s'
|
| 73 |
-
handlers:
|
| 74 |
-
console:
|
| 75 |
-
class: logging.StreamHandler
|
| 76 |
-
formatter: simple
|
| 77 |
-
stream: ext://sys.stdout
|
| 78 |
-
root:
|
| 79 |
-
level: INFO
|
| 80 |
-
handlers:
|
| 81 |
-
- console
|
| 82 |
-
loggers:
|
| 83 |
-
logging_example:
|
| 84 |
-
level: DEBUG
|
| 85 |
-
disable_existing_loggers: false
|
| 86 |
-
job_logging:
|
| 87 |
-
version: 1
|
| 88 |
-
formatters:
|
| 89 |
-
simple:
|
| 90 |
-
format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
|
| 91 |
-
handlers:
|
| 92 |
-
console:
|
| 93 |
-
class: logging.StreamHandler
|
| 94 |
-
formatter: simple
|
| 95 |
-
stream: ext://sys.stdout
|
| 96 |
-
file:
|
| 97 |
-
class: logging.FileHandler
|
| 98 |
-
formatter: simple
|
| 99 |
-
filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
|
| 100 |
-
root:
|
| 101 |
-
level: INFO
|
| 102 |
-
handlers:
|
| 103 |
-
- console
|
| 104 |
-
- file
|
| 105 |
-
disable_existing_loggers: false
|
| 106 |
-
env: {}
|
| 107 |
-
mode: RUN
|
| 108 |
-
searchpath: []
|
| 109 |
-
callbacks: {}
|
| 110 |
-
output_subdir: .hydra
|
| 111 |
-
overrides:
|
| 112 |
-
hydra:
|
| 113 |
-
- hydra.mode=RUN
|
| 114 |
-
task:
|
| 115 |
-
- host=gin
|
| 116 |
-
- experiment=p2p_fusion_building_ann
|
| 117 |
-
- run_type=release
|
| 118 |
-
job:
|
| 119 |
-
name: train
|
| 120 |
-
chdir: null
|
| 121 |
-
override_dirname: experiment=p2p_fusion_building_ann,host=gin,run_type=release
|
| 122 |
-
id: ???
|
| 123 |
-
num: ???
|
| 124 |
-
config_name: config
|
| 125 |
-
env_set: {}
|
| 126 |
-
env_copy: []
|
| 127 |
-
config:
|
| 128 |
-
override_dirname:
|
| 129 |
-
kv_sep: '='
|
| 130 |
-
item_sep: ','
|
| 131 |
-
exclude_keys: []
|
| 132 |
-
runtime:
|
| 133 |
-
version: 1.3.2
|
| 134 |
-
version_base: '1.3'
|
| 135 |
-
cwd: /run/netsop/u/home-sam/home/rsulzer/remote_python/pixelspointspolygons
|
| 136 |
-
config_sources:
|
| 137 |
-
- path: hydra.conf
|
| 138 |
-
schema: pkg
|
| 139 |
-
provider: hydra
|
| 140 |
-
- path: /run/netsop/u/home-sam/home/rsulzer/remote_python/pixelspointspolygons/config
|
| 141 |
-
schema: file
|
| 142 |
-
provider: main
|
| 143 |
-
- path: ''
|
| 144 |
-
schema: structured
|
| 145 |
-
provider: schema
|
| 146 |
-
output_dir: /data/rsulzer/PixelsPointsPolygons_output/pix2poly/224/building_fusion
|
| 147 |
-
choices:
|
| 148 |
-
evaluation: val
|
| 149 |
-
training: default
|
| 150 |
-
experiment: p2p_fusion_building_ann
|
| 151 |
-
model@experiment.model: pix2poly
|
| 152 |
-
encoder@experiment.encoder: early_fusion_vit
|
| 153 |
-
dataset: p3
|
| 154 |
-
run_type: release
|
| 155 |
-
host: gin
|
| 156 |
-
hydra/env: default
|
| 157 |
-
hydra/callbacks: null
|
| 158 |
-
hydra/job_logging: default
|
| 159 |
-
hydra/hydra_logging: default
|
| 160 |
-
hydra/hydra_help: default
|
| 161 |
-
hydra/help: default
|
| 162 |
-
hydra/sweeper: basic
|
| 163 |
-
hydra/launcher: basic
|
| 164 |
-
hydra/output: default
|
| 165 |
-
verbose: false
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|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
pix2poly/224/building_fusion/.hydra/overrides.yaml
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
- host=gin
|
| 2 |
-
- experiment=p2p_fusion_building_ann
|
| 3 |
-
- run_type=release
|
|
|
|
|
|
|
|
|
|
|
|
pix2poly/224/dinov3/train.log
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[2025-10-28 16:51:35,089][dinov3][INFO] - using base=100 for rope new
|
| 2 |
+
[2025-10-28 16:51:35,089][dinov3][INFO] - using min_period=None for rope new
|
| 3 |
+
[2025-10-28 16:51:35,089][dinov3][INFO] - using max_period=None for rope new
|
| 4 |
+
[2025-10-28 16:51:35,090][dinov3][INFO] - using normalize_coords=separate for rope new
|
| 5 |
+
[2025-10-28 16:51:35,090][dinov3][INFO] - using shift_coords=None for rope new
|
| 6 |
+
[2025-10-28 16:51:35,090][dinov3][INFO] - using rescale_coords=2 for rope new
|
| 7 |
+
[2025-10-28 16:51:35,090][dinov3][INFO] - using jitter_coords=None for rope new
|
| 8 |
+
[2025-10-28 16:51:35,090][dinov3][INFO] - using dtype=fp32 for rope new
|
| 9 |
+
[2025-10-28 16:51:35,230][dinov3][INFO] - using swiglu layer as FFN
|
| 10 |
+
[2025-10-28 16:52:42,472][dinov3][INFO] - using base=100 for rope new
|
| 11 |
+
[2025-10-28 16:52:42,472][dinov3][INFO] - using min_period=None for rope new
|
| 12 |
+
[2025-10-28 16:52:42,472][dinov3][INFO] - using max_period=None for rope new
|
| 13 |
+
[2025-10-28 16:52:42,472][dinov3][INFO] - using normalize_coords=separate for rope new
|
| 14 |
+
[2025-10-28 16:52:42,473][dinov3][INFO] - using shift_coords=None for rope new
|
| 15 |
+
[2025-10-28 16:52:42,473][dinov3][INFO] - using rescale_coords=2 for rope new
|
| 16 |
+
[2025-10-28 16:52:42,473][dinov3][INFO] - using jitter_coords=None for rope new
|
| 17 |
+
[2025-10-28 16:52:42,473][dinov3][INFO] - using dtype=fp32 for rope new
|
| 18 |
+
[2025-10-28 16:52:42,473][dinov3][INFO] - using swiglu layer as FFN
|
pix2poly/224/{building_fusion → image_bs2x16_convnext_tiny}/train.log
RENAMED
|
File without changes
|
pix2poly/224/{building_fusion → image_bs2x16_dinov1}/checkpoints/best_val_iou.pth
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a661a0513520f75d12b9792b579836eb0c3fa816a8f936d58b137bdfacb06423
|
| 3 |
+
size 383280061
|
pix2poly/224/{building_fusion → image_bs2x16_dinov1}/checkpoints/best_val_loss.pth
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:12acbbbf676f5f05f371148011ed478d91a2042a71306fcdb4ec1e8a6b07a34d
|
| 3 |
+
size 383281253
|
pix2poly/224/{building_fusion → image_bs2x16_dinov1}/checkpoints/latest.pth
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fe32a792e1b6f51a765a15d1c5a472a99a5b944c57386ad90000888c6d682c18
|
| 3 |
+
size 383266637
|
pix2poly/224/{building_fusion → image_bs2x16_dinov1}/predictions_CH_val/best_val_iou.json
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6012906c65f55859dc83054cb2e1d5b677868ef634614057d3028e640f615bc1
|
| 3 |
+
size 477006
|
pix2poly/224/image_bs2x16_dinov1/train.log
ADDED
|
File without changes
|
pix2poly/224/image_bs2x16_dinov2/train.log
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[2025-10-29 10:10:55,531][dinov2][INFO] - using MLP layer as FFN
|
| 2 |
+
[2025-10-29 10:10:55,531][dinov2][INFO] - using MLP layer as FFN
|
| 3 |
+
[2025-10-29 12:00:32,426][dinov2][INFO] - using MLP layer as FFN
|
| 4 |
+
[2025-10-29 12:00:32,426][dinov2][INFO] - using MLP layer as FFN
|
| 5 |
+
[2025-10-29 12:01:58,754][dinov2][INFO] - using MLP layer as FFN
|
pix2poly/224/image_bs2x16_dinov3/checkpoints/best_val_iou.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:43f0fa4667191fdb997c081f93d94dc47c3bf50899647c7b685e34e8518be7ae
|
| 3 |
+
size 465915137
|
pix2poly/224/image_bs2x16_dinov3/checkpoints/best_val_loss.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b07e3b5ebc940fa01d1422978ed8e0aa425be04d53ce31a249ce74cdc5caa672
|
| 3 |
+
size 465916538
|
pix2poly/224/image_bs2x16_dinov3/checkpoints/latest.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a495c9208ee5864e6a9122a4070c7ad29e18ec6fb772fef9a4b763c71364461b
|
| 3 |
+
size 465900459
|
pix2poly/224/image_bs2x16_dinov3/predictions_CH_val/best_val_iou.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fceef44bf8a874c7198056e38141672617ce6672b6791132ef946772413d2f02
|
| 3 |
+
size 496870
|
pix2poly/224/image_bs2x16_dinov3/train.log
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[2025-10-28 19:25:49,851][dinov3][INFO] - using base=100 for rope new
|
| 2 |
+
[2025-10-28 19:25:49,851][dinov3][INFO] - using min_period=None for rope new
|
| 3 |
+
[2025-10-28 19:25:49,851][dinov3][INFO] - using max_period=None for rope new
|
| 4 |
+
[2025-10-28 19:25:49,851][dinov3][INFO] - using normalize_coords=separate for rope new
|
| 5 |
+
[2025-10-28 19:25:49,852][dinov3][INFO] - using shift_coords=None for rope new
|
| 6 |
+
[2025-10-28 19:25:49,852][dinov3][INFO] - using rescale_coords=2 for rope new
|
| 7 |
+
[2025-10-28 19:25:49,852][dinov3][INFO] - using jitter_coords=None for rope new
|
| 8 |
+
[2025-10-28 19:25:49,852][dinov3][INFO] - using dtype=fp32 for rope new
|
| 9 |
+
[2025-10-28 19:25:49,982][dinov3][INFO] - using swiglu layer as FFN
|
| 10 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using base=100 for rope new
|
| 11 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using base=100 for rope new
|
| 12 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using min_period=None for rope new
|
| 13 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using min_period=None for rope new
|
| 14 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using max_period=None for rope new
|
| 15 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using max_period=None for rope new
|
| 16 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using normalize_coords=separate for rope new
|
| 17 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using normalize_coords=separate for rope new
|
| 18 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using shift_coords=None for rope new
|
| 19 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using rescale_coords=2 for rope new
|
| 20 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using shift_coords=None for rope new
|
| 21 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using jitter_coords=None for rope new
|
| 22 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using rescale_coords=2 for rope new
|
| 23 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using dtype=fp32 for rope new
|
| 24 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using jitter_coords=None for rope new
|
| 25 |
+
[2025-10-28 20:08:50,729][dinov3][INFO] - using dtype=fp32 for rope new
|
| 26 |
+
[2025-10-28 20:08:50,776][dinov3][INFO] - using swiglu layer as FFN
|
| 27 |
+
[2025-10-28 20:08:50,776][dinov3][INFO] - using swiglu layer as FFN
|
| 28 |
+
[2025-10-29 13:00:05,929][dinov2][INFO] - using MLP layer as FFN
|
| 29 |
+
[2025-10-29 13:00:05,932][dinov2][INFO] - using MLP layer as FFN
|
pix2poly/224/lidar_dinov3/checkpoints/best_val_loss.pth
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 462687976
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a5a16dacd1c62c303ea1e724fc1bb4ab7278a355622f5d26a58fa016745c3626
|
| 3 |
size 462687976
|
pix2poly/224/lidar_dinov3/checkpoints/latest.pth
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 462671871
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dcfbe6eb1f772fb14024ccd3a7f0571e3f39a0c5fd04b718cb5d384f0c07831c
|
| 3 |
size 462671871
|
pix2poly/224/lidar_pp_vit_bs2x16_mnv64/.hydra/config.yaml
DELETED
|
@@ -1,125 +0,0 @@
|
|
| 1 |
-
host:
|
| 2 |
-
name: gin
|
| 3 |
-
dataset_root: /data/rsulzer
|
| 4 |
-
model_root: /data/rsulzer
|
| 5 |
-
multi_gpu: false
|
| 6 |
-
device: cuda
|
| 7 |
-
update_pbar_every: 1
|
| 8 |
-
ldof_exe: /user/rsulzer/home/cpp/line-DOF-metric/build/calculate_DoF
|
| 9 |
-
dino_v2_repo: /user/rsulzer/home/remote_python/dinov2
|
| 10 |
-
dino_v3_repo: /user/rsulzer/home/remote_python/dinov3
|
| 11 |
-
run_type:
|
| 12 |
-
name: release
|
| 13 |
-
batch_size: 16
|
| 14 |
-
train_subset: null
|
| 15 |
-
val_subset: null
|
| 16 |
-
test_subset: null
|
| 17 |
-
logging: INFO
|
| 18 |
-
num_workers: 16
|
| 19 |
-
log_to_wandb: true
|
| 20 |
-
experiment:
|
| 21 |
-
dataset:
|
| 22 |
-
name: PixelsPointsPolygons
|
| 23 |
-
size: ${..encoder.in_size}
|
| 24 |
-
in_path: ${host.dataset_root}/${..dataset.name}_dataset/data/${.size}
|
| 25 |
-
out_path: ${host.model_root}/${..dataset.name}_output
|
| 26 |
-
annotation_type: blocks
|
| 27 |
-
country: CH
|
| 28 |
-
annotations:
|
| 29 |
-
train: ${..in_path}/annotations/${..annotation_type}/annotations_${..country}_train.json
|
| 30 |
-
val: ${..in_path}/annotations/${..annotation_type}/annotations_${..country}_val.json
|
| 31 |
-
test: ${..in_path}/annotations/${..annotation_type}/annotations_${..country}_test.json
|
| 32 |
-
ffl_stats:
|
| 33 |
-
train: ${..in_path}/ffl/train/stats-${..country}.pt
|
| 34 |
-
val: ${..in_path}/ffl/val/stats-${..country}.pt
|
| 35 |
-
test: ${..in_path}/ffl/test/stats-${..country}.pt
|
| 36 |
-
train_subset: ${...run_type.train_subset}
|
| 37 |
-
val_subset: ${...run_type.val_subset}
|
| 38 |
-
test_subset: ${...run_type.test_subset}
|
| 39 |
-
encoder:
|
| 40 |
-
name: pointpillars_vit
|
| 41 |
-
use_images: false
|
| 42 |
-
use_lidar: true
|
| 43 |
-
in_size: 224
|
| 44 |
-
in_height: ${.in_size}
|
| 45 |
-
in_width: ${.in_size}
|
| 46 |
-
in_voxel_size:
|
| 47 |
-
x: 8
|
| 48 |
-
'y': 8
|
| 49 |
-
z: 100
|
| 50 |
-
max_num_points_per_voxel: 64
|
| 51 |
-
max_num_voxels:
|
| 52 |
-
train: 784
|
| 53 |
-
test: 784
|
| 54 |
-
out_feature_width: 28
|
| 55 |
-
out_feature_height: 28
|
| 56 |
-
vit:
|
| 57 |
-
type: vit_small_patch${..patch_size}_${..in_size}.dino
|
| 58 |
-
checkpoint_file: ${...dataset.out_path}/backbones/dino_deitsmall8_pretrain.pth
|
| 59 |
-
pretrained: true
|
| 60 |
-
patch_size: 8
|
| 61 |
-
feature_map_size: 28
|
| 62 |
-
feature_map_height: ${.feature_map_size}
|
| 63 |
-
feature_map_width: ${.feature_map_size}
|
| 64 |
-
patch_feature_dim: 384
|
| 65 |
-
num_patches: 784
|
| 66 |
-
out_feature_dim: ${..model.decoder.in_feature_dim}
|
| 67 |
-
image_mean:
|
| 68 |
-
- 0.0
|
| 69 |
-
- 0.0
|
| 70 |
-
- 0.0
|
| 71 |
-
image_std:
|
| 72 |
-
- 1.0
|
| 73 |
-
- 1.0
|
| 74 |
-
- 1.0
|
| 75 |
-
image_max_pixel_value: 255.0
|
| 76 |
-
augmentations:
|
| 77 |
-
- D4
|
| 78 |
-
- ColorJitter
|
| 79 |
-
- GaussNoise
|
| 80 |
-
- Normalize
|
| 81 |
-
model:
|
| 82 |
-
name: pix2poly
|
| 83 |
-
decoder:
|
| 84 |
-
in_feature_size: ${...encoder.feature_map_size}
|
| 85 |
-
in_feature_width: ${.in_feature_size}
|
| 86 |
-
in_feature_height: ${.in_feature_size}
|
| 87 |
-
in_feature_dim: 256
|
| 88 |
-
tokenizer:
|
| 89 |
-
num_bins: ${...encoder.in_size}
|
| 90 |
-
shuffle_tokens: false
|
| 91 |
-
max_num_vertices: 192
|
| 92 |
-
max_len: null
|
| 93 |
-
pad_idx: null
|
| 94 |
-
generation_steps: null
|
| 95 |
-
shuffle_polygons: false
|
| 96 |
-
fusion: patch_concat
|
| 97 |
-
sinkhorn_iterations: 100
|
| 98 |
-
vertex_loss_weight: 1.0
|
| 99 |
-
perm_loss_weight: 10.0
|
| 100 |
-
batch_size: ${...run_type.batch_size}
|
| 101 |
-
start_epoch: 0
|
| 102 |
-
num_epochs: 200
|
| 103 |
-
learning_rate: 0.0003
|
| 104 |
-
weight_decay: 0.0001
|
| 105 |
-
name: lidar_pp_vit_bs2x16_mnv64
|
| 106 |
-
group_name: v2_${.model.name}
|
| 107 |
-
project_name: HiSup
|
| 108 |
-
lidar_dropout: null
|
| 109 |
-
training:
|
| 110 |
-
save_best: true
|
| 111 |
-
save_latest: true
|
| 112 |
-
save_every: 10
|
| 113 |
-
val_every: 5
|
| 114 |
-
best_val_loss: 10000000.0
|
| 115 |
-
best_val_iou: 0.0
|
| 116 |
-
evaluation:
|
| 117 |
-
split: val
|
| 118 |
-
pred_file: ${..output_dir}/predictions_${..experiment.dataset.country}_${.split}/${..checkpoint}.json
|
| 119 |
-
modes:
|
| 120 |
-
- iou
|
| 121 |
-
eval_file: results/metrics
|
| 122 |
-
output_dir: ${.experiment.dataset.out_path}/${.experiment.model.name}/${.experiment.encoder.in_size}/${.experiment.name}
|
| 123 |
-
checkpoint: best_val_iou
|
| 124 |
-
num_workers: ${.run_type.num_workers}
|
| 125 |
-
lidar_file: /data/rsulzer/luxcarta/Nimes/laz/LHD_FXX_0809_6305_PTS_LAMB93_IGN69.copc.laz
|
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|
pix2poly/224/lidar_pp_vit_bs2x16_mnv64/.hydra/hydra.yaml
DELETED
|
@@ -1,167 +0,0 @@
|
|
| 1 |
-
hydra:
|
| 2 |
-
run:
|
| 3 |
-
dir: ${...output_dir}
|
| 4 |
-
sweep:
|
| 5 |
-
dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
|
| 6 |
-
subdir: ${hydra.job.num}
|
| 7 |
-
launcher:
|
| 8 |
-
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
| 9 |
-
sweeper:
|
| 10 |
-
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
| 11 |
-
max_batch_size: null
|
| 12 |
-
params: null
|
| 13 |
-
help:
|
| 14 |
-
app_name: ${hydra.job.name}
|
| 15 |
-
header: '${hydra.help.app_name} is powered by Hydra.
|
| 16 |
-
|
| 17 |
-
'
|
| 18 |
-
footer: 'Powered by Hydra (https://hydra.cc)
|
| 19 |
-
|
| 20 |
-
Use --hydra-help to view Hydra specific help
|
| 21 |
-
|
| 22 |
-
'
|
| 23 |
-
template: '${hydra.help.header}
|
| 24 |
-
|
| 25 |
-
== Configuration groups ==
|
| 26 |
-
|
| 27 |
-
Compose your configuration from those groups (group=option)
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
$APP_CONFIG_GROUPS
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
== Config ==
|
| 34 |
-
|
| 35 |
-
Override anything in the config (foo.bar=value)
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
$CONFIG
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
${hydra.help.footer}
|
| 42 |
-
|
| 43 |
-
'
|
| 44 |
-
hydra_help:
|
| 45 |
-
template: 'Hydra (${hydra.runtime.version})
|
| 46 |
-
|
| 47 |
-
See https://hydra.cc for more info.
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
== Flags ==
|
| 51 |
-
|
| 52 |
-
$FLAGS_HELP
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
== Configuration groups ==
|
| 56 |
-
|
| 57 |
-
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
| 58 |
-
to command line)
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
$HYDRA_CONFIG_GROUPS
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
Use ''--cfg hydra'' to Show the Hydra config.
|
| 65 |
-
|
| 66 |
-
'
|
| 67 |
-
hydra_help: ???
|
| 68 |
-
hydra_logging:
|
| 69 |
-
version: 1
|
| 70 |
-
formatters:
|
| 71 |
-
simple:
|
| 72 |
-
format: '[%(asctime)s][HYDRA] %(message)s'
|
| 73 |
-
handlers:
|
| 74 |
-
console:
|
| 75 |
-
class: logging.StreamHandler
|
| 76 |
-
formatter: simple
|
| 77 |
-
stream: ext://sys.stdout
|
| 78 |
-
root:
|
| 79 |
-
level: INFO
|
| 80 |
-
handlers:
|
| 81 |
-
- console
|
| 82 |
-
loggers:
|
| 83 |
-
logging_example:
|
| 84 |
-
level: DEBUG
|
| 85 |
-
disable_existing_loggers: false
|
| 86 |
-
job_logging:
|
| 87 |
-
version: 1
|
| 88 |
-
formatters:
|
| 89 |
-
simple:
|
| 90 |
-
format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
|
| 91 |
-
handlers:
|
| 92 |
-
console:
|
| 93 |
-
class: logging.StreamHandler
|
| 94 |
-
formatter: simple
|
| 95 |
-
stream: ext://sys.stdout
|
| 96 |
-
file:
|
| 97 |
-
class: logging.FileHandler
|
| 98 |
-
formatter: simple
|
| 99 |
-
filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
|
| 100 |
-
root:
|
| 101 |
-
level: INFO
|
| 102 |
-
handlers:
|
| 103 |
-
- console
|
| 104 |
-
- file
|
| 105 |
-
disable_existing_loggers: false
|
| 106 |
-
env: {}
|
| 107 |
-
mode: RUN
|
| 108 |
-
searchpath: []
|
| 109 |
-
callbacks: {}
|
| 110 |
-
output_subdir: .hydra
|
| 111 |
-
overrides:
|
| 112 |
-
hydra:
|
| 113 |
-
- hydra.mode=RUN
|
| 114 |
-
task:
|
| 115 |
-
- run_type=release
|
| 116 |
-
- host=gin
|
| 117 |
-
- checkpoint=best_val_iou
|
| 118 |
-
- experiment=p2p_lidar
|
| 119 |
-
- +lidar_file=/data/rsulzer/luxcarta/Nimes/laz/LHD_FXX_0809_6305_PTS_LAMB93_IGN69.copc.laz
|
| 120 |
-
job:
|
| 121 |
-
name: predict_geotile
|
| 122 |
-
chdir: null
|
| 123 |
-
override_dirname: +lidar_file=/data/rsulzer/luxcarta/Nimes/laz/LHD_FXX_0809_6305_PTS_LAMB93_IGN69.copc.laz,checkpoint=best_val_iou,experiment=p2p_lidar,host=gin,run_type=release
|
| 124 |
-
id: ???
|
| 125 |
-
num: ???
|
| 126 |
-
config_name: config
|
| 127 |
-
env_set: {}
|
| 128 |
-
env_copy: []
|
| 129 |
-
config:
|
| 130 |
-
override_dirname:
|
| 131 |
-
kv_sep: '='
|
| 132 |
-
item_sep: ','
|
| 133 |
-
exclude_keys: []
|
| 134 |
-
runtime:
|
| 135 |
-
version: 1.3.2
|
| 136 |
-
version_base: '1.3'
|
| 137 |
-
cwd: /run/netsop/u/home-sam/home/rsulzer/remote_python/pixelspointspolygons
|
| 138 |
-
config_sources:
|
| 139 |
-
- path: hydra.conf
|
| 140 |
-
schema: pkg
|
| 141 |
-
provider: hydra
|
| 142 |
-
- path: /run/netsop/u/home-sam/home/rsulzer/remote_python/pixelspointspolygons/config
|
| 143 |
-
schema: file
|
| 144 |
-
provider: main
|
| 145 |
-
- path: ''
|
| 146 |
-
schema: structured
|
| 147 |
-
provider: schema
|
| 148 |
-
output_dir: /data/rsulzer/PixelsPointsPolygons_output/pix2poly/224/lidar_pp_vit_bs2x16_mnv64
|
| 149 |
-
choices:
|
| 150 |
-
evaluation: val
|
| 151 |
-
training: default
|
| 152 |
-
experiment: p2p_lidar
|
| 153 |
-
model@experiment.model: pix2poly
|
| 154 |
-
encoder@experiment.encoder: pointpillars_vit
|
| 155 |
-
dataset@experiment.dataset: p3
|
| 156 |
-
run_type: release
|
| 157 |
-
host: gin
|
| 158 |
-
hydra/env: default
|
| 159 |
-
hydra/callbacks: null
|
| 160 |
-
hydra/job_logging: default
|
| 161 |
-
hydra/hydra_logging: default
|
| 162 |
-
hydra/hydra_help: default
|
| 163 |
-
hydra/help: default
|
| 164 |
-
hydra/sweeper: basic
|
| 165 |
-
hydra/launcher: basic
|
| 166 |
-
hydra/output: default
|
| 167 |
-
verbose: false
|
|
|
|
|
|
|
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|
pix2poly/224/lidar_pp_vit_bs2x16_mnv64/.hydra/overrides.yaml
DELETED
|
@@ -1,5 +0,0 @@
|
|
| 1 |
-
- run_type=release
|
| 2 |
-
- host=gin
|
| 3 |
-
- checkpoint=best_val_iou
|
| 4 |
-
- experiment=p2p_lidar
|
| 5 |
-
- +lidar_file=/data/rsulzer/luxcarta/Nimes/laz/LHD_FXX_0809_6305_PTS_LAMB93_IGN69.copc.laz
|
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