Training in progress, step 80
Browse files- checkpoint-80/config.json +102 -0
- checkpoint-80/optimizer.pt +3 -0
- checkpoint-80/pytorch_model.bin +3 -0
- checkpoint-80/rng_state.pth +3 -0
- checkpoint-80/scheduler.pt +3 -0
- checkpoint-80/trainer_state.json +652 -0
- checkpoint-80/training_args.bin +3 -0
- config.json +102 -0
- pytorch_model.bin +3 -0
- runs/May20_21-20-16_robolidar/events.out.tfevents.1716258023.robolidar.3008813.0 +3 -0
- training_args.bin +3 -0
checkpoint-80/config.json
ADDED
|
@@ -0,0 +1,102 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "nvidia/mit-b0",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SegformerForSemanticSegmentation"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"classifier_dropout_prob": 0.1,
|
| 8 |
+
"decoder_hidden_size": 256,
|
| 9 |
+
"depths": [
|
| 10 |
+
2,
|
| 11 |
+
2,
|
| 12 |
+
2,
|
| 13 |
+
2
|
| 14 |
+
],
|
| 15 |
+
"downsampling_rates": [
|
| 16 |
+
1,
|
| 17 |
+
4,
|
| 18 |
+
8,
|
| 19 |
+
16
|
| 20 |
+
],
|
| 21 |
+
"drop_path_rate": 0.1,
|
| 22 |
+
"hidden_act": "gelu",
|
| 23 |
+
"hidden_dropout_prob": 0.0,
|
| 24 |
+
"hidden_sizes": [
|
| 25 |
+
32,
|
| 26 |
+
64,
|
| 27 |
+
160,
|
| 28 |
+
256
|
| 29 |
+
],
|
| 30 |
+
"id2label": {
|
| 31 |
+
"0": "unlabeled",
|
| 32 |
+
"1": "NAT",
|
| 33 |
+
"2": "concrete",
|
| 34 |
+
"3": "grass",
|
| 35 |
+
"4": "speedway bricks",
|
| 36 |
+
"5": "steel",
|
| 37 |
+
"6": "rough concrete",
|
| 38 |
+
"7": "dark bricks",
|
| 39 |
+
"8": "road",
|
| 40 |
+
"9": "rough red sidewalk",
|
| 41 |
+
"10": "tiles",
|
| 42 |
+
"11": "red bricks",
|
| 43 |
+
"12": "concrete tiles",
|
| 44 |
+
"13": "REST"
|
| 45 |
+
},
|
| 46 |
+
"image_size": 224,
|
| 47 |
+
"initializer_range": 0.02,
|
| 48 |
+
"label2id": {
|
| 49 |
+
"NAT": 1,
|
| 50 |
+
"REST": 13,
|
| 51 |
+
"concrete": 2,
|
| 52 |
+
"concrete tiles": 12,
|
| 53 |
+
"dark bricks": 7,
|
| 54 |
+
"grass": 3,
|
| 55 |
+
"red bricks": 11,
|
| 56 |
+
"road": 8,
|
| 57 |
+
"rough concrete": 6,
|
| 58 |
+
"rough red sidewalk": 9,
|
| 59 |
+
"speedway bricks": 4,
|
| 60 |
+
"steel": 5,
|
| 61 |
+
"tiles": 10,
|
| 62 |
+
"unlabeled": 0
|
| 63 |
+
},
|
| 64 |
+
"layer_norm_eps": 1e-06,
|
| 65 |
+
"mlp_ratios": [
|
| 66 |
+
4,
|
| 67 |
+
4,
|
| 68 |
+
4,
|
| 69 |
+
4
|
| 70 |
+
],
|
| 71 |
+
"model_type": "segformer",
|
| 72 |
+
"num_attention_heads": [
|
| 73 |
+
1,
|
| 74 |
+
2,
|
| 75 |
+
5,
|
| 76 |
+
8
|
| 77 |
+
],
|
| 78 |
+
"num_channels": 3,
|
| 79 |
+
"num_encoder_blocks": 4,
|
| 80 |
+
"patch_sizes": [
|
| 81 |
+
7,
|
| 82 |
+
3,
|
| 83 |
+
3,
|
| 84 |
+
3
|
| 85 |
+
],
|
| 86 |
+
"reshape_last_stage": true,
|
| 87 |
+
"semantic_loss_ignore_index": 255,
|
| 88 |
+
"sr_ratios": [
|
| 89 |
+
8,
|
| 90 |
+
4,
|
| 91 |
+
2,
|
| 92 |
+
1
|
| 93 |
+
],
|
| 94 |
+
"strides": [
|
| 95 |
+
4,
|
| 96 |
+
2,
|
| 97 |
+
2,
|
| 98 |
+
2
|
| 99 |
+
],
|
| 100 |
+
"torch_dtype": "float32",
|
| 101 |
+
"transformers_version": "4.30.2"
|
| 102 |
+
}
|
checkpoint-80/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cc31879e5c37d87089a752e4132673249c0958d03a2b33331c9df5f0f49d9207
|
| 3 |
+
size 29861381
|
checkpoint-80/pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2ad22c770dbf928f9aeb0e0a6371a0cf1f7b944d5d3d3ae5fa29dc5244b66c39
|
| 3 |
+
size 14944077
|
checkpoint-80/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d36fa1ebf661b7d16f466ead99a6ca8e0ccccf39b14db15504c4d9f429f40ab9
|
| 3 |
+
size 14575
|
checkpoint-80/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4374eecad6e55b8c9a105a8e6ddd5f8fc33a804e43294396fb159541ebf4ae55
|
| 3 |
+
size 627
|
checkpoint-80/trainer_state.json
ADDED
|
@@ -0,0 +1,652 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 1.2371957302093506,
|
| 3 |
+
"best_model_checkpoint": "/robodata/smodak/Projects/nspl/scripts/terrainseg/training/models/safety-utcustom-terrain-b0/checkpoint-80",
|
| 4 |
+
"epoch": 7.2727272727272725,
|
| 5 |
+
"global_step": 80,
|
| 6 |
+
"is_hyper_param_search": false,
|
| 7 |
+
"is_local_process_zero": true,
|
| 8 |
+
"is_world_process_zero": true,
|
| 9 |
+
"log_history": [
|
| 10 |
+
{
|
| 11 |
+
"epoch": 0.09,
|
| 12 |
+
"learning_rate": 3.6363636363636366e-07,
|
| 13 |
+
"loss": 2.6936,
|
| 14 |
+
"step": 1
|
| 15 |
+
},
|
| 16 |
+
{
|
| 17 |
+
"epoch": 0.18,
|
| 18 |
+
"learning_rate": 7.272727272727273e-07,
|
| 19 |
+
"loss": 2.6918,
|
| 20 |
+
"step": 2
|
| 21 |
+
},
|
| 22 |
+
{
|
| 23 |
+
"epoch": 0.27,
|
| 24 |
+
"learning_rate": 1.090909090909091e-06,
|
| 25 |
+
"loss": 2.6894,
|
| 26 |
+
"step": 3
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"epoch": 0.36,
|
| 30 |
+
"learning_rate": 1.4545454545454546e-06,
|
| 31 |
+
"loss": 2.6788,
|
| 32 |
+
"step": 4
|
| 33 |
+
},
|
| 34 |
+
{
|
| 35 |
+
"epoch": 0.45,
|
| 36 |
+
"learning_rate": 1.818181818181818e-06,
|
| 37 |
+
"loss": 2.6793,
|
| 38 |
+
"step": 5
|
| 39 |
+
},
|
| 40 |
+
{
|
| 41 |
+
"epoch": 0.55,
|
| 42 |
+
"learning_rate": 2.181818181818182e-06,
|
| 43 |
+
"loss": 2.6842,
|
| 44 |
+
"step": 6
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 0.64,
|
| 48 |
+
"learning_rate": 2.5454545454545456e-06,
|
| 49 |
+
"loss": 2.6901,
|
| 50 |
+
"step": 7
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"epoch": 0.73,
|
| 54 |
+
"learning_rate": 2.9090909090909093e-06,
|
| 55 |
+
"loss": 2.6793,
|
| 56 |
+
"step": 8
|
| 57 |
+
},
|
| 58 |
+
{
|
| 59 |
+
"epoch": 0.82,
|
| 60 |
+
"learning_rate": 3.2727272727272733e-06,
|
| 61 |
+
"loss": 2.6703,
|
| 62 |
+
"step": 9
|
| 63 |
+
},
|
| 64 |
+
{
|
| 65 |
+
"epoch": 0.91,
|
| 66 |
+
"learning_rate": 3.636363636363636e-06,
|
| 67 |
+
"loss": 2.6668,
|
| 68 |
+
"step": 10
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"epoch": 1.0,
|
| 72 |
+
"learning_rate": 4.000000000000001e-06,
|
| 73 |
+
"loss": 2.6638,
|
| 74 |
+
"step": 11
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"epoch": 1.09,
|
| 78 |
+
"learning_rate": 4.363636363636364e-06,
|
| 79 |
+
"loss": 2.6632,
|
| 80 |
+
"step": 12
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"epoch": 1.18,
|
| 84 |
+
"learning_rate": 4.727272727272727e-06,
|
| 85 |
+
"loss": 2.6546,
|
| 86 |
+
"step": 13
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"epoch": 1.27,
|
| 90 |
+
"learning_rate": 5.090909090909091e-06,
|
| 91 |
+
"loss": 2.6434,
|
| 92 |
+
"step": 14
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"epoch": 1.36,
|
| 96 |
+
"learning_rate": 5.4545454545454545e-06,
|
| 97 |
+
"loss": 2.6392,
|
| 98 |
+
"step": 15
|
| 99 |
+
},
|
| 100 |
+
{
|
| 101 |
+
"epoch": 1.45,
|
| 102 |
+
"learning_rate": 5.8181818181818185e-06,
|
| 103 |
+
"loss": 2.6424,
|
| 104 |
+
"step": 16
|
| 105 |
+
},
|
| 106 |
+
{
|
| 107 |
+
"epoch": 1.55,
|
| 108 |
+
"learning_rate": 6.181818181818183e-06,
|
| 109 |
+
"loss": 2.6164,
|
| 110 |
+
"step": 17
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"epoch": 1.64,
|
| 114 |
+
"learning_rate": 6.545454545454547e-06,
|
| 115 |
+
"loss": 2.6205,
|
| 116 |
+
"step": 18
|
| 117 |
+
},
|
| 118 |
+
{
|
| 119 |
+
"epoch": 1.73,
|
| 120 |
+
"learning_rate": 6.909090909090909e-06,
|
| 121 |
+
"loss": 2.6095,
|
| 122 |
+
"step": 19
|
| 123 |
+
},
|
| 124 |
+
{
|
| 125 |
+
"epoch": 1.82,
|
| 126 |
+
"learning_rate": 7.272727272727272e-06,
|
| 127 |
+
"loss": 2.6108,
|
| 128 |
+
"step": 20
|
| 129 |
+
},
|
| 130 |
+
{
|
| 131 |
+
"epoch": 1.82,
|
| 132 |
+
"eval_accuracy_NAT": 0.09511473910290841,
|
| 133 |
+
"eval_accuracy_REST": 0.25,
|
| 134 |
+
"eval_accuracy_concrete": 0.01301558006781407,
|
| 135 |
+
"eval_accuracy_concrete tiles": 0.0,
|
| 136 |
+
"eval_accuracy_dark bricks": 0.6411223586467033,
|
| 137 |
+
"eval_accuracy_grass": 0.16874215792839992,
|
| 138 |
+
"eval_accuracy_red bricks": 0.0,
|
| 139 |
+
"eval_accuracy_road": 0.005832014288011783,
|
| 140 |
+
"eval_accuracy_rough concrete": 0.0,
|
| 141 |
+
"eval_accuracy_rough red sidewalk": 0.1063325338405977,
|
| 142 |
+
"eval_accuracy_speedway bricks": 0.06347065688180568,
|
| 143 |
+
"eval_accuracy_steel": 0.013958511971505837,
|
| 144 |
+
"eval_accuracy_tiles": 0.0,
|
| 145 |
+
"eval_accuracy_unlabeled": NaN,
|
| 146 |
+
"eval_iou_NAT": 0.09360158321654327,
|
| 147 |
+
"eval_iou_REST": 7.769355796094811e-07,
|
| 148 |
+
"eval_iou_concrete": 0.011760286008604496,
|
| 149 |
+
"eval_iou_concrete tiles": 0.0,
|
| 150 |
+
"eval_iou_dark bricks": 0.005873411187090554,
|
| 151 |
+
"eval_iou_grass": 0.020184891600275597,
|
| 152 |
+
"eval_iou_red bricks": 0.0,
|
| 153 |
+
"eval_iou_road": 0.005779806508903394,
|
| 154 |
+
"eval_iou_rough concrete": 0.0,
|
| 155 |
+
"eval_iou_rough red sidewalk": 0.017025014456033796,
|
| 156 |
+
"eval_iou_speedway bricks": 0.06224845291701409,
|
| 157 |
+
"eval_iou_steel": 0.006497743252786392,
|
| 158 |
+
"eval_iou_tiles": 0.0,
|
| 159 |
+
"eval_iou_unlabeled": 0.0,
|
| 160 |
+
"eval_loss": 2.605102300643921,
|
| 161 |
+
"eval_mean_accuracy": 0.10442988867136511,
|
| 162 |
+
"eval_mean_iou": 0.015926569005916515,
|
| 163 |
+
"eval_overall_accuracy": 0.07727368672688802,
|
| 164 |
+
"eval_runtime": 3.9824,
|
| 165 |
+
"eval_samples_per_second": 9.04,
|
| 166 |
+
"eval_steps_per_second": 0.502,
|
| 167 |
+
"step": 20
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"epoch": 1.91,
|
| 171 |
+
"learning_rate": 7.636363636363638e-06,
|
| 172 |
+
"loss": 2.5966,
|
| 173 |
+
"step": 21
|
| 174 |
+
},
|
| 175 |
+
{
|
| 176 |
+
"epoch": 2.0,
|
| 177 |
+
"learning_rate": 8.000000000000001e-06,
|
| 178 |
+
"loss": 2.5833,
|
| 179 |
+
"step": 22
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"epoch": 2.09,
|
| 183 |
+
"learning_rate": 8.363636363636365e-06,
|
| 184 |
+
"loss": 2.5726,
|
| 185 |
+
"step": 23
|
| 186 |
+
},
|
| 187 |
+
{
|
| 188 |
+
"epoch": 2.18,
|
| 189 |
+
"learning_rate": 8.727272727272728e-06,
|
| 190 |
+
"loss": 2.564,
|
| 191 |
+
"step": 24
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"epoch": 2.27,
|
| 195 |
+
"learning_rate": 9.090909090909091e-06,
|
| 196 |
+
"loss": 2.5487,
|
| 197 |
+
"step": 25
|
| 198 |
+
},
|
| 199 |
+
{
|
| 200 |
+
"epoch": 2.36,
|
| 201 |
+
"learning_rate": 9.454545454545454e-06,
|
| 202 |
+
"loss": 2.5331,
|
| 203 |
+
"step": 26
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"epoch": 2.45,
|
| 207 |
+
"learning_rate": 9.818181818181818e-06,
|
| 208 |
+
"loss": 2.5263,
|
| 209 |
+
"step": 27
|
| 210 |
+
},
|
| 211 |
+
{
|
| 212 |
+
"epoch": 2.55,
|
| 213 |
+
"learning_rate": 1.0181818181818182e-05,
|
| 214 |
+
"loss": 2.5167,
|
| 215 |
+
"step": 28
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"epoch": 2.64,
|
| 219 |
+
"learning_rate": 1.0545454545454546e-05,
|
| 220 |
+
"loss": 2.4959,
|
| 221 |
+
"step": 29
|
| 222 |
+
},
|
| 223 |
+
{
|
| 224 |
+
"epoch": 2.73,
|
| 225 |
+
"learning_rate": 1.0909090909090909e-05,
|
| 226 |
+
"loss": 2.4863,
|
| 227 |
+
"step": 30
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"epoch": 2.82,
|
| 231 |
+
"learning_rate": 1.1272727272727274e-05,
|
| 232 |
+
"loss": 2.4883,
|
| 233 |
+
"step": 31
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"epoch": 2.91,
|
| 237 |
+
"learning_rate": 1.1636363636363637e-05,
|
| 238 |
+
"loss": 2.4681,
|
| 239 |
+
"step": 32
|
| 240 |
+
},
|
| 241 |
+
{
|
| 242 |
+
"epoch": 3.0,
|
| 243 |
+
"learning_rate": 1.2e-05,
|
| 244 |
+
"loss": 2.4457,
|
| 245 |
+
"step": 33
|
| 246 |
+
},
|
| 247 |
+
{
|
| 248 |
+
"epoch": 3.09,
|
| 249 |
+
"learning_rate": 1.2363636363636365e-05,
|
| 250 |
+
"loss": 2.4198,
|
| 251 |
+
"step": 34
|
| 252 |
+
},
|
| 253 |
+
{
|
| 254 |
+
"epoch": 3.18,
|
| 255 |
+
"learning_rate": 1.2727272727272727e-05,
|
| 256 |
+
"loss": 2.4107,
|
| 257 |
+
"step": 35
|
| 258 |
+
},
|
| 259 |
+
{
|
| 260 |
+
"epoch": 3.27,
|
| 261 |
+
"learning_rate": 1.3090909090909093e-05,
|
| 262 |
+
"loss": 2.3918,
|
| 263 |
+
"step": 36
|
| 264 |
+
},
|
| 265 |
+
{
|
| 266 |
+
"epoch": 3.36,
|
| 267 |
+
"learning_rate": 1.3454545454545457e-05,
|
| 268 |
+
"loss": 2.3891,
|
| 269 |
+
"step": 37
|
| 270 |
+
},
|
| 271 |
+
{
|
| 272 |
+
"epoch": 3.45,
|
| 273 |
+
"learning_rate": 1.3818181818181818e-05,
|
| 274 |
+
"loss": 2.3568,
|
| 275 |
+
"step": 38
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"epoch": 3.55,
|
| 279 |
+
"learning_rate": 1.4181818181818181e-05,
|
| 280 |
+
"loss": 2.3432,
|
| 281 |
+
"step": 39
|
| 282 |
+
},
|
| 283 |
+
{
|
| 284 |
+
"epoch": 3.64,
|
| 285 |
+
"learning_rate": 1.4545454545454545e-05,
|
| 286 |
+
"loss": 2.3421,
|
| 287 |
+
"step": 40
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"epoch": 3.64,
|
| 291 |
+
"eval_accuracy_NAT": 0.6849137118750895,
|
| 292 |
+
"eval_accuracy_REST": 0.125,
|
| 293 |
+
"eval_accuracy_concrete": 0.05468314090733508,
|
| 294 |
+
"eval_accuracy_concrete tiles": 0.0,
|
| 295 |
+
"eval_accuracy_dark bricks": 0.5916631384473269,
|
| 296 |
+
"eval_accuracy_grass": 0.18795108294858398,
|
| 297 |
+
"eval_accuracy_red bricks": 0.0,
|
| 298 |
+
"eval_accuracy_road": 0.1476613296218683,
|
| 299 |
+
"eval_accuracy_rough concrete": 0.0,
|
| 300 |
+
"eval_accuracy_rough red sidewalk": 0.02789953960245913,
|
| 301 |
+
"eval_accuracy_speedway bricks": 0.7465795828521156,
|
| 302 |
+
"eval_accuracy_steel": 0.02932689136600488,
|
| 303 |
+
"eval_accuracy_tiles": 0.0,
|
| 304 |
+
"eval_accuracy_unlabeled": NaN,
|
| 305 |
+
"eval_iou_NAT": 0.6762243132368754,
|
| 306 |
+
"eval_iou_REST": 8.163178676471188e-07,
|
| 307 |
+
"eval_iou_concrete": 0.04730494108637764,
|
| 308 |
+
"eval_iou_concrete tiles": 0.0,
|
| 309 |
+
"eval_iou_dark bricks": 0.009574402487401365,
|
| 310 |
+
"eval_iou_grass": 0.0756298502760737,
|
| 311 |
+
"eval_iou_red bricks": 0.0,
|
| 312 |
+
"eval_iou_road": 0.14108906887268777,
|
| 313 |
+
"eval_iou_rough concrete": 0.0,
|
| 314 |
+
"eval_iou_rough red sidewalk": 0.005906833131964022,
|
| 315 |
+
"eval_iou_speedway bricks": 0.6970837094053498,
|
| 316 |
+
"eval_iou_steel": 0.012883666683569613,
|
| 317 |
+
"eval_iou_tiles": 0.0,
|
| 318 |
+
"eval_iou_unlabeled": 0.0,
|
| 319 |
+
"eval_loss": 2.2775866985321045,
|
| 320 |
+
"eval_mean_accuracy": 0.1996675705862141,
|
| 321 |
+
"eval_mean_iou": 0.11897840010701195,
|
| 322 |
+
"eval_overall_accuracy": 0.5674870808919271,
|
| 323 |
+
"eval_runtime": 3.5096,
|
| 324 |
+
"eval_samples_per_second": 10.258,
|
| 325 |
+
"eval_steps_per_second": 0.57,
|
| 326 |
+
"step": 40
|
| 327 |
+
},
|
| 328 |
+
{
|
| 329 |
+
"epoch": 3.73,
|
| 330 |
+
"learning_rate": 1.4909090909090908e-05,
|
| 331 |
+
"loss": 2.3287,
|
| 332 |
+
"step": 41
|
| 333 |
+
},
|
| 334 |
+
{
|
| 335 |
+
"epoch": 3.82,
|
| 336 |
+
"learning_rate": 1.5272727272727276e-05,
|
| 337 |
+
"loss": 2.308,
|
| 338 |
+
"step": 42
|
| 339 |
+
},
|
| 340 |
+
{
|
| 341 |
+
"epoch": 3.91,
|
| 342 |
+
"learning_rate": 1.563636363636364e-05,
|
| 343 |
+
"loss": 2.2771,
|
| 344 |
+
"step": 43
|
| 345 |
+
},
|
| 346 |
+
{
|
| 347 |
+
"epoch": 4.0,
|
| 348 |
+
"learning_rate": 1.6000000000000003e-05,
|
| 349 |
+
"loss": 2.2752,
|
| 350 |
+
"step": 44
|
| 351 |
+
},
|
| 352 |
+
{
|
| 353 |
+
"epoch": 4.09,
|
| 354 |
+
"learning_rate": 1.6363636363636366e-05,
|
| 355 |
+
"loss": 2.2581,
|
| 356 |
+
"step": 45
|
| 357 |
+
},
|
| 358 |
+
{
|
| 359 |
+
"epoch": 4.18,
|
| 360 |
+
"learning_rate": 1.672727272727273e-05,
|
| 361 |
+
"loss": 2.2201,
|
| 362 |
+
"step": 46
|
| 363 |
+
},
|
| 364 |
+
{
|
| 365 |
+
"epoch": 4.27,
|
| 366 |
+
"learning_rate": 1.7090909090909092e-05,
|
| 367 |
+
"loss": 2.1681,
|
| 368 |
+
"step": 47
|
| 369 |
+
},
|
| 370 |
+
{
|
| 371 |
+
"epoch": 4.36,
|
| 372 |
+
"learning_rate": 1.7454545454545456e-05,
|
| 373 |
+
"loss": 2.1538,
|
| 374 |
+
"step": 48
|
| 375 |
+
},
|
| 376 |
+
{
|
| 377 |
+
"epoch": 4.45,
|
| 378 |
+
"learning_rate": 1.781818181818182e-05,
|
| 379 |
+
"loss": 2.1502,
|
| 380 |
+
"step": 49
|
| 381 |
+
},
|
| 382 |
+
{
|
| 383 |
+
"epoch": 4.55,
|
| 384 |
+
"learning_rate": 1.8181818181818182e-05,
|
| 385 |
+
"loss": 2.1401,
|
| 386 |
+
"step": 50
|
| 387 |
+
},
|
| 388 |
+
{
|
| 389 |
+
"epoch": 4.64,
|
| 390 |
+
"learning_rate": 1.8545454545454545e-05,
|
| 391 |
+
"loss": 2.0827,
|
| 392 |
+
"step": 51
|
| 393 |
+
},
|
| 394 |
+
{
|
| 395 |
+
"epoch": 4.73,
|
| 396 |
+
"learning_rate": 1.890909090909091e-05,
|
| 397 |
+
"loss": 2.0856,
|
| 398 |
+
"step": 52
|
| 399 |
+
},
|
| 400 |
+
{
|
| 401 |
+
"epoch": 4.82,
|
| 402 |
+
"learning_rate": 1.9272727272727272e-05,
|
| 403 |
+
"loss": 2.0984,
|
| 404 |
+
"step": 53
|
| 405 |
+
},
|
| 406 |
+
{
|
| 407 |
+
"epoch": 4.91,
|
| 408 |
+
"learning_rate": 1.9636363636363635e-05,
|
| 409 |
+
"loss": 2.049,
|
| 410 |
+
"step": 54
|
| 411 |
+
},
|
| 412 |
+
{
|
| 413 |
+
"epoch": 5.0,
|
| 414 |
+
"learning_rate": 2e-05,
|
| 415 |
+
"loss": 2.0259,
|
| 416 |
+
"step": 55
|
| 417 |
+
},
|
| 418 |
+
{
|
| 419 |
+
"epoch": 5.09,
|
| 420 |
+
"learning_rate": 2.0363636363636365e-05,
|
| 421 |
+
"loss": 1.961,
|
| 422 |
+
"step": 56
|
| 423 |
+
},
|
| 424 |
+
{
|
| 425 |
+
"epoch": 5.18,
|
| 426 |
+
"learning_rate": 2.0727272727272728e-05,
|
| 427 |
+
"loss": 1.9549,
|
| 428 |
+
"step": 57
|
| 429 |
+
},
|
| 430 |
+
{
|
| 431 |
+
"epoch": 5.27,
|
| 432 |
+
"learning_rate": 2.109090909090909e-05,
|
| 433 |
+
"loss": 1.9661,
|
| 434 |
+
"step": 58
|
| 435 |
+
},
|
| 436 |
+
{
|
| 437 |
+
"epoch": 5.36,
|
| 438 |
+
"learning_rate": 2.1454545454545455e-05,
|
| 439 |
+
"loss": 1.9233,
|
| 440 |
+
"step": 59
|
| 441 |
+
},
|
| 442 |
+
{
|
| 443 |
+
"epoch": 5.45,
|
| 444 |
+
"learning_rate": 2.1818181818181818e-05,
|
| 445 |
+
"loss": 1.9173,
|
| 446 |
+
"step": 60
|
| 447 |
+
},
|
| 448 |
+
{
|
| 449 |
+
"epoch": 5.45,
|
| 450 |
+
"eval_accuracy_NAT": 0.9258208329480817,
|
| 451 |
+
"eval_accuracy_REST": 0.0,
|
| 452 |
+
"eval_accuracy_concrete": 0.5797794433237478,
|
| 453 |
+
"eval_accuracy_concrete tiles": 0.0,
|
| 454 |
+
"eval_accuracy_dark bricks": 0.18390362187752587,
|
| 455 |
+
"eval_accuracy_grass": 0.419499715151494,
|
| 456 |
+
"eval_accuracy_red bricks": 0.0,
|
| 457 |
+
"eval_accuracy_road": 0.6828861880537421,
|
| 458 |
+
"eval_accuracy_rough concrete": 0.0,
|
| 459 |
+
"eval_accuracy_rough red sidewalk": 0.0004686681553772779,
|
| 460 |
+
"eval_accuracy_speedway bricks": 0.9326892558412893,
|
| 461 |
+
"eval_accuracy_steel": 0.00015665193588813403,
|
| 462 |
+
"eval_accuracy_tiles": 0.0,
|
| 463 |
+
"eval_accuracy_unlabeled": NaN,
|
| 464 |
+
"eval_iou_NAT": 0.915879998687335,
|
| 465 |
+
"eval_iou_REST": 0.0,
|
| 466 |
+
"eval_iou_concrete": 0.3659033117650445,
|
| 467 |
+
"eval_iou_concrete tiles": 0.0,
|
| 468 |
+
"eval_iou_dark bricks": 0.02468574498974441,
|
| 469 |
+
"eval_iou_grass": 0.19461708465144334,
|
| 470 |
+
"eval_iou_red bricks": 0.0,
|
| 471 |
+
"eval_iou_road": 0.5963247243226463,
|
| 472 |
+
"eval_iou_rough concrete": 0.0,
|
| 473 |
+
"eval_iou_rough red sidewalk": 0.00032108185698636346,
|
| 474 |
+
"eval_iou_speedway bricks": 0.7993201887295917,
|
| 475 |
+
"eval_iou_steel": 0.00015567773071030014,
|
| 476 |
+
"eval_iou_tiles": 0.0,
|
| 477 |
+
"eval_iou_unlabeled": 0.0,
|
| 478 |
+
"eval_loss": 1.6415036916732788,
|
| 479 |
+
"eval_mean_accuracy": 0.286554182868242,
|
| 480 |
+
"eval_mean_iou": 0.20694341519525014,
|
| 481 |
+
"eval_overall_accuracy": 0.8386445575290256,
|
| 482 |
+
"eval_runtime": 3.435,
|
| 483 |
+
"eval_samples_per_second": 10.48,
|
| 484 |
+
"eval_steps_per_second": 0.582,
|
| 485 |
+
"step": 60
|
| 486 |
+
},
|
| 487 |
+
{
|
| 488 |
+
"epoch": 5.55,
|
| 489 |
+
"learning_rate": 2.2181818181818184e-05,
|
| 490 |
+
"loss": 1.8719,
|
| 491 |
+
"step": 61
|
| 492 |
+
},
|
| 493 |
+
{
|
| 494 |
+
"epoch": 5.64,
|
| 495 |
+
"learning_rate": 2.2545454545454548e-05,
|
| 496 |
+
"loss": 1.851,
|
| 497 |
+
"step": 62
|
| 498 |
+
},
|
| 499 |
+
{
|
| 500 |
+
"epoch": 5.73,
|
| 501 |
+
"learning_rate": 2.290909090909091e-05,
|
| 502 |
+
"loss": 1.8528,
|
| 503 |
+
"step": 63
|
| 504 |
+
},
|
| 505 |
+
{
|
| 506 |
+
"epoch": 5.82,
|
| 507 |
+
"learning_rate": 2.3272727272727274e-05,
|
| 508 |
+
"loss": 1.8134,
|
| 509 |
+
"step": 64
|
| 510 |
+
},
|
| 511 |
+
{
|
| 512 |
+
"epoch": 5.91,
|
| 513 |
+
"learning_rate": 2.3636363636363637e-05,
|
| 514 |
+
"loss": 1.7904,
|
| 515 |
+
"step": 65
|
| 516 |
+
},
|
| 517 |
+
{
|
| 518 |
+
"epoch": 6.0,
|
| 519 |
+
"learning_rate": 2.4e-05,
|
| 520 |
+
"loss": 1.7922,
|
| 521 |
+
"step": 66
|
| 522 |
+
},
|
| 523 |
+
{
|
| 524 |
+
"epoch": 6.09,
|
| 525 |
+
"learning_rate": 2.4363636363636364e-05,
|
| 526 |
+
"loss": 1.7283,
|
| 527 |
+
"step": 67
|
| 528 |
+
},
|
| 529 |
+
{
|
| 530 |
+
"epoch": 6.18,
|
| 531 |
+
"learning_rate": 2.472727272727273e-05,
|
| 532 |
+
"loss": 1.7191,
|
| 533 |
+
"step": 68
|
| 534 |
+
},
|
| 535 |
+
{
|
| 536 |
+
"epoch": 6.27,
|
| 537 |
+
"learning_rate": 2.5090909090909094e-05,
|
| 538 |
+
"loss": 1.7944,
|
| 539 |
+
"step": 69
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"epoch": 6.36,
|
| 543 |
+
"learning_rate": 2.5454545454545454e-05,
|
| 544 |
+
"loss": 1.678,
|
| 545 |
+
"step": 70
|
| 546 |
+
},
|
| 547 |
+
{
|
| 548 |
+
"epoch": 6.45,
|
| 549 |
+
"learning_rate": 2.581818181818182e-05,
|
| 550 |
+
"loss": 1.7206,
|
| 551 |
+
"step": 71
|
| 552 |
+
},
|
| 553 |
+
{
|
| 554 |
+
"epoch": 6.55,
|
| 555 |
+
"learning_rate": 2.6181818181818187e-05,
|
| 556 |
+
"loss": 1.6827,
|
| 557 |
+
"step": 72
|
| 558 |
+
},
|
| 559 |
+
{
|
| 560 |
+
"epoch": 6.64,
|
| 561 |
+
"learning_rate": 2.6545454545454547e-05,
|
| 562 |
+
"loss": 1.6447,
|
| 563 |
+
"step": 73
|
| 564 |
+
},
|
| 565 |
+
{
|
| 566 |
+
"epoch": 6.73,
|
| 567 |
+
"learning_rate": 2.6909090909090913e-05,
|
| 568 |
+
"loss": 1.6101,
|
| 569 |
+
"step": 74
|
| 570 |
+
},
|
| 571 |
+
{
|
| 572 |
+
"epoch": 6.82,
|
| 573 |
+
"learning_rate": 2.7272727272727273e-05,
|
| 574 |
+
"loss": 1.599,
|
| 575 |
+
"step": 75
|
| 576 |
+
},
|
| 577 |
+
{
|
| 578 |
+
"epoch": 6.91,
|
| 579 |
+
"learning_rate": 2.7636363636363636e-05,
|
| 580 |
+
"loss": 1.6276,
|
| 581 |
+
"step": 76
|
| 582 |
+
},
|
| 583 |
+
{
|
| 584 |
+
"epoch": 7.0,
|
| 585 |
+
"learning_rate": 2.8000000000000003e-05,
|
| 586 |
+
"loss": 1.6611,
|
| 587 |
+
"step": 77
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"epoch": 7.09,
|
| 591 |
+
"learning_rate": 2.8363636363636363e-05,
|
| 592 |
+
"loss": 1.5806,
|
| 593 |
+
"step": 78
|
| 594 |
+
},
|
| 595 |
+
{
|
| 596 |
+
"epoch": 7.18,
|
| 597 |
+
"learning_rate": 2.872727272727273e-05,
|
| 598 |
+
"loss": 1.5683,
|
| 599 |
+
"step": 79
|
| 600 |
+
},
|
| 601 |
+
{
|
| 602 |
+
"epoch": 7.27,
|
| 603 |
+
"learning_rate": 2.909090909090909e-05,
|
| 604 |
+
"loss": 1.5459,
|
| 605 |
+
"step": 80
|
| 606 |
+
},
|
| 607 |
+
{
|
| 608 |
+
"epoch": 7.27,
|
| 609 |
+
"eval_accuracy_NAT": 0.9541145930013841,
|
| 610 |
+
"eval_accuracy_REST": 0.0,
|
| 611 |
+
"eval_accuracy_concrete": 0.7506236855659041,
|
| 612 |
+
"eval_accuracy_concrete tiles": 0.0,
|
| 613 |
+
"eval_accuracy_dark bricks": 0.0003079173241984527,
|
| 614 |
+
"eval_accuracy_grass": 0.33006776947891947,
|
| 615 |
+
"eval_accuracy_red bricks": 0.0,
|
| 616 |
+
"eval_accuracy_road": 0.8611586397367794,
|
| 617 |
+
"eval_accuracy_rough concrete": 0.0,
|
| 618 |
+
"eval_accuracy_rough red sidewalk": 0.0,
|
| 619 |
+
"eval_accuracy_speedway bricks": 0.9632361726084233,
|
| 620 |
+
"eval_accuracy_steel": 0.0,
|
| 621 |
+
"eval_accuracy_tiles": 0.0,
|
| 622 |
+
"eval_accuracy_unlabeled": NaN,
|
| 623 |
+
"eval_iou_NAT": 0.9413840553822712,
|
| 624 |
+
"eval_iou_REST": 0.0,
|
| 625 |
+
"eval_iou_concrete": 0.4971771539137395,
|
| 626 |
+
"eval_iou_concrete tiles": 0.0,
|
| 627 |
+
"eval_iou_dark bricks": 0.0002478775484910454,
|
| 628 |
+
"eval_iou_grass": 0.2048493314707643,
|
| 629 |
+
"eval_iou_red bricks": 0.0,
|
| 630 |
+
"eval_iou_road": 0.715494766157398,
|
| 631 |
+
"eval_iou_rough concrete": 0.0,
|
| 632 |
+
"eval_iou_rough red sidewalk": 0.0,
|
| 633 |
+
"eval_iou_speedway bricks": 0.8327570610740783,
|
| 634 |
+
"eval_iou_steel": 0.0,
|
| 635 |
+
"eval_iou_tiles": 0.0,
|
| 636 |
+
"eval_iou_unlabeled": 0.0,
|
| 637 |
+
"eval_loss": 1.2371957302093506,
|
| 638 |
+
"eval_mean_accuracy": 0.2968852905935084,
|
| 639 |
+
"eval_mean_iou": 0.22799358896762448,
|
| 640 |
+
"eval_overall_accuracy": 0.8868987825181749,
|
| 641 |
+
"eval_runtime": 3.6626,
|
| 642 |
+
"eval_samples_per_second": 9.829,
|
| 643 |
+
"eval_steps_per_second": 0.546,
|
| 644 |
+
"step": 80
|
| 645 |
+
}
|
| 646 |
+
],
|
| 647 |
+
"max_steps": 5500,
|
| 648 |
+
"num_train_epochs": 500,
|
| 649 |
+
"total_flos": 4.478602205410099e+16,
|
| 650 |
+
"trial_name": null,
|
| 651 |
+
"trial_params": null
|
| 652 |
+
}
|
checkpoint-80/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6ae3e621e780039b6372f57185ebc8826ff51d8891b4d0fda6ee4b4df223c8c5
|
| 3 |
+
size 4155
|
config.json
ADDED
|
@@ -0,0 +1,102 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "nvidia/mit-b0",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SegformerForSemanticSegmentation"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"classifier_dropout_prob": 0.1,
|
| 8 |
+
"decoder_hidden_size": 256,
|
| 9 |
+
"depths": [
|
| 10 |
+
2,
|
| 11 |
+
2,
|
| 12 |
+
2,
|
| 13 |
+
2
|
| 14 |
+
],
|
| 15 |
+
"downsampling_rates": [
|
| 16 |
+
1,
|
| 17 |
+
4,
|
| 18 |
+
8,
|
| 19 |
+
16
|
| 20 |
+
],
|
| 21 |
+
"drop_path_rate": 0.1,
|
| 22 |
+
"hidden_act": "gelu",
|
| 23 |
+
"hidden_dropout_prob": 0.0,
|
| 24 |
+
"hidden_sizes": [
|
| 25 |
+
32,
|
| 26 |
+
64,
|
| 27 |
+
160,
|
| 28 |
+
256
|
| 29 |
+
],
|
| 30 |
+
"id2label": {
|
| 31 |
+
"0": "unlabeled",
|
| 32 |
+
"1": "NAT",
|
| 33 |
+
"2": "concrete",
|
| 34 |
+
"3": "grass",
|
| 35 |
+
"4": "speedway bricks",
|
| 36 |
+
"5": "steel",
|
| 37 |
+
"6": "rough concrete",
|
| 38 |
+
"7": "dark bricks",
|
| 39 |
+
"8": "road",
|
| 40 |
+
"9": "rough red sidewalk",
|
| 41 |
+
"10": "tiles",
|
| 42 |
+
"11": "red bricks",
|
| 43 |
+
"12": "concrete tiles",
|
| 44 |
+
"13": "REST"
|
| 45 |
+
},
|
| 46 |
+
"image_size": 224,
|
| 47 |
+
"initializer_range": 0.02,
|
| 48 |
+
"label2id": {
|
| 49 |
+
"NAT": 1,
|
| 50 |
+
"REST": 13,
|
| 51 |
+
"concrete": 2,
|
| 52 |
+
"concrete tiles": 12,
|
| 53 |
+
"dark bricks": 7,
|
| 54 |
+
"grass": 3,
|
| 55 |
+
"red bricks": 11,
|
| 56 |
+
"road": 8,
|
| 57 |
+
"rough concrete": 6,
|
| 58 |
+
"rough red sidewalk": 9,
|
| 59 |
+
"speedway bricks": 4,
|
| 60 |
+
"steel": 5,
|
| 61 |
+
"tiles": 10,
|
| 62 |
+
"unlabeled": 0
|
| 63 |
+
},
|
| 64 |
+
"layer_norm_eps": 1e-06,
|
| 65 |
+
"mlp_ratios": [
|
| 66 |
+
4,
|
| 67 |
+
4,
|
| 68 |
+
4,
|
| 69 |
+
4
|
| 70 |
+
],
|
| 71 |
+
"model_type": "segformer",
|
| 72 |
+
"num_attention_heads": [
|
| 73 |
+
1,
|
| 74 |
+
2,
|
| 75 |
+
5,
|
| 76 |
+
8
|
| 77 |
+
],
|
| 78 |
+
"num_channels": 3,
|
| 79 |
+
"num_encoder_blocks": 4,
|
| 80 |
+
"patch_sizes": [
|
| 81 |
+
7,
|
| 82 |
+
3,
|
| 83 |
+
3,
|
| 84 |
+
3
|
| 85 |
+
],
|
| 86 |
+
"reshape_last_stage": true,
|
| 87 |
+
"semantic_loss_ignore_index": 255,
|
| 88 |
+
"sr_ratios": [
|
| 89 |
+
8,
|
| 90 |
+
4,
|
| 91 |
+
2,
|
| 92 |
+
1
|
| 93 |
+
],
|
| 94 |
+
"strides": [
|
| 95 |
+
4,
|
| 96 |
+
2,
|
| 97 |
+
2,
|
| 98 |
+
2
|
| 99 |
+
],
|
| 100 |
+
"torch_dtype": "float32",
|
| 101 |
+
"transformers_version": "4.30.2"
|
| 102 |
+
}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2ad22c770dbf928f9aeb0e0a6371a0cf1f7b944d5d3d3ae5fa29dc5244b66c39
|
| 3 |
+
size 14944077
|
runs/May20_21-20-16_robolidar/events.out.tfevents.1716258023.robolidar.3008813.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c20f7e002bc0cea49d760b2de936e03ddad8cc09249466094d9fec6f994b15ca
|
| 3 |
+
size 25791
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6ae3e621e780039b6372f57185ebc8826ff51d8891b4d0fda6ee4b4df223c8c5
|
| 3 |
+
size 4155
|