fayetitchenal
commited on
Commit
•
039cfbf
1
Parent(s):
c77056b
Training in progress, step 16500, checkpoint
Browse files
checkpoint-16500/config.json
ADDED
@@ -0,0 +1,92 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "nvidia/mit-b5",
|
3 |
+
"architectures": [
|
4 |
+
"SegformerForSemanticSegmentation"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.0,
|
7 |
+
"classifier_dropout_prob": 0.1,
|
8 |
+
"decoder_hidden_size": 768,
|
9 |
+
"depths": [
|
10 |
+
3,
|
11 |
+
6,
|
12 |
+
40,
|
13 |
+
3
|
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 |
+
64,
|
26 |
+
128,
|
27 |
+
320,
|
28 |
+
512
|
29 |
+
],
|
30 |
+
"id2label": {
|
31 |
+
"0": "background",
|
32 |
+
"1": "double_plant",
|
33 |
+
"2": "drydown",
|
34 |
+
"3": "endrow",
|
35 |
+
"4": "nutrient_deficiency",
|
36 |
+
"5": "planter_skip",
|
37 |
+
"6": "water",
|
38 |
+
"7": "waterway",
|
39 |
+
"8": "weed_cluster"
|
40 |
+
},
|
41 |
+
"image_size": 224,
|
42 |
+
"initializer_range": 0.02,
|
43 |
+
"label2id": {
|
44 |
+
"background": 0,
|
45 |
+
"double_plant": 1,
|
46 |
+
"drydown": 2,
|
47 |
+
"endrow": 3,
|
48 |
+
"nutrient_deficiency": 4,
|
49 |
+
"planter_skip": 5,
|
50 |
+
"water": 6,
|
51 |
+
"waterway": 7,
|
52 |
+
"weed_cluster": 8
|
53 |
+
},
|
54 |
+
"layer_norm_eps": 1e-06,
|
55 |
+
"mlp_ratios": [
|
56 |
+
4,
|
57 |
+
4,
|
58 |
+
4,
|
59 |
+
4
|
60 |
+
],
|
61 |
+
"model_type": "segformer",
|
62 |
+
"num_attention_heads": [
|
63 |
+
1,
|
64 |
+
2,
|
65 |
+
5,
|
66 |
+
8
|
67 |
+
],
|
68 |
+
"num_channels": 4,
|
69 |
+
"num_encoder_blocks": 4,
|
70 |
+
"patch_sizes": [
|
71 |
+
7,
|
72 |
+
3,
|
73 |
+
3,
|
74 |
+
3
|
75 |
+
],
|
76 |
+
"reshape_last_stage": true,
|
77 |
+
"semantic_loss_ignore_index": 255,
|
78 |
+
"sr_ratios": [
|
79 |
+
8,
|
80 |
+
4,
|
81 |
+
2,
|
82 |
+
1
|
83 |
+
],
|
84 |
+
"strides": [
|
85 |
+
4,
|
86 |
+
2,
|
87 |
+
2,
|
88 |
+
2
|
89 |
+
],
|
90 |
+
"torch_dtype": "float32",
|
91 |
+
"transformers_version": "4.40.2"
|
92 |
+
}
|
checkpoint-16500/model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:79aefd76f26da589e50f79588de08cda2edf84ad7ca765bfb8b1aa49d5d9039c
|
3 |
+
size 338562516
|
checkpoint-16500/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f60d9a873c8d4ad8eb3be9114aafac04b04fc5d4c366675945ccd5eeba59def1
|
3 |
+
size 677518143
|
checkpoint-16500/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:18af2c40c819b919322add6b2e4d779474449f63e4702fcdb5efeb1983608bdb
|
3 |
+
size 14575
|
checkpoint-16500/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a0bbef5e5f3a4ce389b5f26ff11993482de48e08194cd2bc7cf1cd0405d58cfd
|
3 |
+
size 563
|
checkpoint-16500/trainer_state.json
ADDED
@@ -0,0 +1,1209 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 2.75,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 16500,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 0.08333333333333333,
|
13 |
+
"grad_norm": 10.64107608795166,
|
14 |
+
"learning_rate": 2.4999999999999998e-06,
|
15 |
+
"loss": 4.1627,
|
16 |
+
"step": 500
|
17 |
+
},
|
18 |
+
{
|
19 |
+
"epoch": 0.08333333333333333,
|
20 |
+
"eval_accuracy_background": 0.014990974836900402,
|
21 |
+
"eval_accuracy_double_plant": 0.09625850817128659,
|
22 |
+
"eval_accuracy_drydown": 0.11748866381009407,
|
23 |
+
"eval_accuracy_endrow": 0.019624906998737878,
|
24 |
+
"eval_accuracy_nutrient_deficiency": 0.39043216558572647,
|
25 |
+
"eval_accuracy_planter_skip": 0.03244089779472675,
|
26 |
+
"eval_accuracy_water": 0.4902746667077927,
|
27 |
+
"eval_accuracy_waterway": 0.37818186421979577,
|
28 |
+
"eval_accuracy_weed_cluster": 0.5157577782392276,
|
29 |
+
"eval_iou_background": 0.01485215844086368,
|
30 |
+
"eval_iou_double_plant": 0.025830652956995166,
|
31 |
+
"eval_iou_drydown": 0.09098524126821965,
|
32 |
+
"eval_iou_endrow": 0.011190399377301194,
|
33 |
+
"eval_iou_nutrient_deficiency": 0.16172838363740288,
|
34 |
+
"eval_iou_planter_skip": 0.007145844854739052,
|
35 |
+
"eval_iou_water": 0.052629358314533047,
|
36 |
+
"eval_iou_waterway": 0.008009602169192399,
|
37 |
+
"eval_iou_weed_cluster": 0.055193229922437775,
|
38 |
+
"eval_loss": 3.9555599689483643,
|
39 |
+
"eval_mean_accuracy": 0.22838338070714315,
|
40 |
+
"eval_mean_iou": 0.047507207882409426,
|
41 |
+
"eval_overall_accuracy": 0.09656532361323403,
|
42 |
+
"eval_runtime": 348.036,
|
43 |
+
"eval_samples_per_second": 8.166,
|
44 |
+
"eval_steps_per_second": 2.724,
|
45 |
+
"step": 500
|
46 |
+
},
|
47 |
+
{
|
48 |
+
"epoch": 0.16666666666666666,
|
49 |
+
"grad_norm": 12.677851676940918,
|
50 |
+
"learning_rate": 4.9999999999999996e-06,
|
51 |
+
"loss": 3.7698,
|
52 |
+
"step": 1000
|
53 |
+
},
|
54 |
+
{
|
55 |
+
"epoch": 0.16666666666666666,
|
56 |
+
"eval_accuracy_background": 0.29766305371935275,
|
57 |
+
"eval_accuracy_double_plant": 0.04300475016987658,
|
58 |
+
"eval_accuracy_drydown": 0.7567223885695242,
|
59 |
+
"eval_accuracy_endrow": 0.006538411852764754,
|
60 |
+
"eval_accuracy_nutrient_deficiency": 0.5373960102281351,
|
61 |
+
"eval_accuracy_planter_skip": 0.1493345947032268,
|
62 |
+
"eval_accuracy_water": 0.2900425128140623,
|
63 |
+
"eval_accuracy_waterway": 0.37062750835043584,
|
64 |
+
"eval_accuracy_weed_cluster": 0.242435460451953,
|
65 |
+
"eval_iou_background": 0.2681855463534359,
|
66 |
+
"eval_iou_double_plant": 0.02937987848319999,
|
67 |
+
"eval_iou_drydown": 0.30192234804386486,
|
68 |
+
"eval_iou_endrow": 0.006310524335748097,
|
69 |
+
"eval_iou_nutrient_deficiency": 0.19394253102070813,
|
70 |
+
"eval_iou_planter_skip": 0.08231306246610917,
|
71 |
+
"eval_iou_water": 0.10160883330705332,
|
72 |
+
"eval_iou_waterway": 0.050415164283578985,
|
73 |
+
"eval_iou_weed_cluster": 0.07122746911823011,
|
74 |
+
"eval_loss": 3.33693528175354,
|
75 |
+
"eval_mean_accuracy": 0.29930718787325905,
|
76 |
+
"eval_mean_iou": 0.12281170637910319,
|
77 |
+
"eval_overall_accuracy": 0.37769782397579943,
|
78 |
+
"eval_runtime": 260.2627,
|
79 |
+
"eval_samples_per_second": 10.92,
|
80 |
+
"eval_steps_per_second": 3.642,
|
81 |
+
"step": 1000
|
82 |
+
},
|
83 |
+
{
|
84 |
+
"epoch": 0.25,
|
85 |
+
"grad_norm": 12.100262641906738,
|
86 |
+
"learning_rate": 7.5e-06,
|
87 |
+
"loss": 3.2674,
|
88 |
+
"step": 1500
|
89 |
+
},
|
90 |
+
{
|
91 |
+
"epoch": 0.25,
|
92 |
+
"eval_accuracy_background": 0.48419612667845113,
|
93 |
+
"eval_accuracy_double_plant": 0.013344873041957285,
|
94 |
+
"eval_accuracy_drydown": 0.8872887901430043,
|
95 |
+
"eval_accuracy_endrow": 0.015151865793565866,
|
96 |
+
"eval_accuracy_nutrient_deficiency": 0.37784363150955347,
|
97 |
+
"eval_accuracy_planter_skip": 0.1236399017700026,
|
98 |
+
"eval_accuracy_water": 0.6308252089425159,
|
99 |
+
"eval_accuracy_waterway": 0.4153131997350911,
|
100 |
+
"eval_accuracy_weed_cluster": 0.2533755890828509,
|
101 |
+
"eval_iou_background": 0.4220656310747218,
|
102 |
+
"eval_iou_double_plant": 0.012970922185309422,
|
103 |
+
"eval_iou_drydown": 0.3650381802310761,
|
104 |
+
"eval_iou_endrow": 0.014768985148023165,
|
105 |
+
"eval_iou_nutrient_deficiency": 0.20002194862446826,
|
106 |
+
"eval_iou_planter_skip": 0.09927397940127604,
|
107 |
+
"eval_iou_water": 0.27391064172674834,
|
108 |
+
"eval_iou_waterway": 0.10636423788784055,
|
109 |
+
"eval_iou_weed_cluster": 0.10586226367786514,
|
110 |
+
"eval_loss": 2.763476610183716,
|
111 |
+
"eval_mean_accuracy": 0.3556643540774437,
|
112 |
+
"eval_mean_iou": 0.17780853221748097,
|
113 |
+
"eval_overall_accuracy": 0.5152837603493446,
|
114 |
+
"eval_runtime": 258.1136,
|
115 |
+
"eval_samples_per_second": 11.011,
|
116 |
+
"eval_steps_per_second": 3.673,
|
117 |
+
"step": 1500
|
118 |
+
},
|
119 |
+
{
|
120 |
+
"epoch": 0.3333333333333333,
|
121 |
+
"grad_norm": 13.388419151306152,
|
122 |
+
"learning_rate": 9.999999999999999e-06,
|
123 |
+
"loss": 2.8338,
|
124 |
+
"step": 2000
|
125 |
+
},
|
126 |
+
{
|
127 |
+
"epoch": 0.3333333333333333,
|
128 |
+
"eval_accuracy_background": 0.6007479203520831,
|
129 |
+
"eval_accuracy_double_plant": 0.09356295249957611,
|
130 |
+
"eval_accuracy_drydown": 0.8340823867683501,
|
131 |
+
"eval_accuracy_endrow": 0.0035413015410058713,
|
132 |
+
"eval_accuracy_nutrient_deficiency": 0.44282241132222916,
|
133 |
+
"eval_accuracy_planter_skip": 0.11649665949385082,
|
134 |
+
"eval_accuracy_water": 0.921699186070695,
|
135 |
+
"eval_accuracy_waterway": 0.20547725725890914,
|
136 |
+
"eval_accuracy_weed_cluster": 0.3415216522793772,
|
137 |
+
"eval_iou_background": 0.5156964205169746,
|
138 |
+
"eval_iou_double_plant": 0.07643992513295463,
|
139 |
+
"eval_iou_drydown": 0.4276993634847662,
|
140 |
+
"eval_iou_endrow": 0.0035320673127108605,
|
141 |
+
"eval_iou_nutrient_deficiency": 0.23942297475711152,
|
142 |
+
"eval_iou_planter_skip": 0.09915967157890872,
|
143 |
+
"eval_iou_water": 0.37311176318003697,
|
144 |
+
"eval_iou_waterway": 0.1337041070891874,
|
145 |
+
"eval_iou_weed_cluster": 0.17456818424609255,
|
146 |
+
"eval_loss": 2.2476296424865723,
|
147 |
+
"eval_mean_accuracy": 0.39555019195400853,
|
148 |
+
"eval_mean_iou": 0.22703716414430483,
|
149 |
+
"eval_overall_accuracy": 0.6012494768590696,
|
150 |
+
"eval_runtime": 261.9728,
|
151 |
+
"eval_samples_per_second": 10.848,
|
152 |
+
"eval_steps_per_second": 3.619,
|
153 |
+
"step": 2000
|
154 |
+
},
|
155 |
+
{
|
156 |
+
"epoch": 0.4166666666666667,
|
157 |
+
"grad_norm": 31.341535568237305,
|
158 |
+
"learning_rate": 1.25e-05,
|
159 |
+
"loss": 2.5604,
|
160 |
+
"step": 2500
|
161 |
+
},
|
162 |
+
{
|
163 |
+
"epoch": 0.4166666666666667,
|
164 |
+
"eval_accuracy_background": 0.7311239150003357,
|
165 |
+
"eval_accuracy_double_plant": 0.18906004388106473,
|
166 |
+
"eval_accuracy_drydown": 0.7049642054247133,
|
167 |
+
"eval_accuracy_endrow": 0.03270138529568011,
|
168 |
+
"eval_accuracy_nutrient_deficiency": 0.2058331492617626,
|
169 |
+
"eval_accuracy_planter_skip": 0.07169662420163618,
|
170 |
+
"eval_accuracy_water": 0.9476640149608306,
|
171 |
+
"eval_accuracy_waterway": 0.4427819971981128,
|
172 |
+
"eval_accuracy_weed_cluster": 0.38249564148248877,
|
173 |
+
"eval_iou_background": 0.5934145085795158,
|
174 |
+
"eval_iou_double_plant": 0.10950501729968068,
|
175 |
+
"eval_iou_drydown": 0.42479480844402817,
|
176 |
+
"eval_iou_endrow": 0.030470447854384766,
|
177 |
+
"eval_iou_nutrient_deficiency": 0.16681197423835636,
|
178 |
+
"eval_iou_planter_skip": 0.06706541524720425,
|
179 |
+
"eval_iou_water": 0.36387793500767635,
|
180 |
+
"eval_iou_waterway": 0.19571015933545038,
|
181 |
+
"eval_iou_weed_cluster": 0.22406855402046205,
|
182 |
+
"eval_loss": 2.0893733501434326,
|
183 |
+
"eval_mean_accuracy": 0.41203566407851394,
|
184 |
+
"eval_mean_iou": 0.24174653555852876,
|
185 |
+
"eval_overall_accuracy": 0.6543493727987272,
|
186 |
+
"eval_runtime": 259.8765,
|
187 |
+
"eval_samples_per_second": 10.936,
|
188 |
+
"eval_steps_per_second": 3.648,
|
189 |
+
"step": 2500
|
190 |
+
},
|
191 |
+
{
|
192 |
+
"epoch": 0.5,
|
193 |
+
"grad_norm": 22.26491928100586,
|
194 |
+
"learning_rate": 1.5e-05,
|
195 |
+
"loss": 2.4032,
|
196 |
+
"step": 3000
|
197 |
+
},
|
198 |
+
{
|
199 |
+
"epoch": 0.5,
|
200 |
+
"eval_accuracy_background": 0.6732741082932401,
|
201 |
+
"eval_accuracy_double_plant": 0.10359602903136565,
|
202 |
+
"eval_accuracy_drydown": 0.8666517772278536,
|
203 |
+
"eval_accuracy_endrow": 0.035669653990401784,
|
204 |
+
"eval_accuracy_nutrient_deficiency": 0.2536647750774501,
|
205 |
+
"eval_accuracy_planter_skip": 0.24370499629921916,
|
206 |
+
"eval_accuracy_water": 0.9767091931497752,
|
207 |
+
"eval_accuracy_waterway": 0.6842904410593037,
|
208 |
+
"eval_accuracy_weed_cluster": 0.3698701654570609,
|
209 |
+
"eval_iou_background": 0.5681057490790173,
|
210 |
+
"eval_iou_double_plant": 0.0852643551765096,
|
211 |
+
"eval_iou_drydown": 0.4543271536581631,
|
212 |
+
"eval_iou_endrow": 0.03370061965697607,
|
213 |
+
"eval_iou_nutrient_deficiency": 0.19633806402515588,
|
214 |
+
"eval_iou_planter_skip": 0.18150485646008124,
|
215 |
+
"eval_iou_water": 0.3528168740365702,
|
216 |
+
"eval_iou_waterway": 0.16230336403850296,
|
217 |
+
"eval_iou_weed_cluster": 0.22603294672854196,
|
218 |
+
"eval_loss": 1.9570292234420776,
|
219 |
+
"eval_mean_accuracy": 0.4674923488428522,
|
220 |
+
"eval_mean_iou": 0.2511548869843909,
|
221 |
+
"eval_overall_accuracy": 0.6432186597875551,
|
222 |
+
"eval_runtime": 259.2993,
|
223 |
+
"eval_samples_per_second": 10.96,
|
224 |
+
"eval_steps_per_second": 3.656,
|
225 |
+
"step": 3000
|
226 |
+
},
|
227 |
+
{
|
228 |
+
"epoch": 0.5833333333333334,
|
229 |
+
"grad_norm": 31.124582290649414,
|
230 |
+
"learning_rate": 1.7500000000000002e-05,
|
231 |
+
"loss": 2.3362,
|
232 |
+
"step": 3500
|
233 |
+
},
|
234 |
+
{
|
235 |
+
"epoch": 0.5833333333333334,
|
236 |
+
"eval_accuracy_background": 0.5814538721345998,
|
237 |
+
"eval_accuracy_double_plant": 0.06263123204822073,
|
238 |
+
"eval_accuracy_drydown": 0.9572617680178966,
|
239 |
+
"eval_accuracy_endrow": 0.1022870538789039,
|
240 |
+
"eval_accuracy_nutrient_deficiency": 0.155304235691705,
|
241 |
+
"eval_accuracy_planter_skip": 0.28837366612584614,
|
242 |
+
"eval_accuracy_water": 0.957647648655113,
|
243 |
+
"eval_accuracy_waterway": 0.4168520985122232,
|
244 |
+
"eval_accuracy_weed_cluster": 0.20255586893627922,
|
245 |
+
"eval_iou_background": 0.5035989534908836,
|
246 |
+
"eval_iou_double_plant": 0.05887727499276805,
|
247 |
+
"eval_iou_drydown": 0.35033214248192274,
|
248 |
+
"eval_iou_endrow": 0.08288492557854046,
|
249 |
+
"eval_iou_nutrient_deficiency": 0.1308384862727777,
|
250 |
+
"eval_iou_planter_skip": 0.23854848545793084,
|
251 |
+
"eval_iou_water": 0.33185434658316154,
|
252 |
+
"eval_iou_waterway": 0.19380165775707148,
|
253 |
+
"eval_iou_weed_cluster": 0.16104566462906844,
|
254 |
+
"eval_loss": 2.403474807739258,
|
255 |
+
"eval_mean_accuracy": 0.4138186048889764,
|
256 |
+
"eval_mean_iou": 0.22797577080490272,
|
257 |
+
"eval_overall_accuracy": 0.5765593656585961,
|
258 |
+
"eval_runtime": 258.5568,
|
259 |
+
"eval_samples_per_second": 10.992,
|
260 |
+
"eval_steps_per_second": 3.667,
|
261 |
+
"step": 3500
|
262 |
+
},
|
263 |
+
{
|
264 |
+
"epoch": 0.6666666666666666,
|
265 |
+
"grad_norm": 27.981061935424805,
|
266 |
+
"learning_rate": 1.9999999999999998e-05,
|
267 |
+
"loss": 2.2454,
|
268 |
+
"step": 4000
|
269 |
+
},
|
270 |
+
{
|
271 |
+
"epoch": 0.6666666666666666,
|
272 |
+
"eval_accuracy_background": 0.6165356472563173,
|
273 |
+
"eval_accuracy_double_plant": 0.2464305201601748,
|
274 |
+
"eval_accuracy_drydown": 0.9388557439528662,
|
275 |
+
"eval_accuracy_endrow": 0.08952317035344279,
|
276 |
+
"eval_accuracy_nutrient_deficiency": 0.30307985133610366,
|
277 |
+
"eval_accuracy_planter_skip": 0.34189676046879824,
|
278 |
+
"eval_accuracy_water": 0.9684396578613939,
|
279 |
+
"eval_accuracy_waterway": 0.4364168499156771,
|
280 |
+
"eval_accuracy_weed_cluster": 0.48568842831047665,
|
281 |
+
"eval_iou_background": 0.5406762574665314,
|
282 |
+
"eval_iou_double_plant": 0.12820291315879165,
|
283 |
+
"eval_iou_drydown": 0.445376041256294,
|
284 |
+
"eval_iou_endrow": 0.07582305802889684,
|
285 |
+
"eval_iou_nutrient_deficiency": 0.2473209944226292,
|
286 |
+
"eval_iou_planter_skip": 0.2571484714289717,
|
287 |
+
"eval_iou_water": 0.3523385474174709,
|
288 |
+
"eval_iou_waterway": 0.2182523975088832,
|
289 |
+
"eval_iou_weed_cluster": 0.22609664246227254,
|
290 |
+
"eval_loss": 1.9709433317184448,
|
291 |
+
"eval_mean_accuracy": 0.49187406995725,
|
292 |
+
"eval_mean_iou": 0.27680392479452676,
|
293 |
+
"eval_overall_accuracy": 0.6261566315021039,
|
294 |
+
"eval_runtime": 262.6128,
|
295 |
+
"eval_samples_per_second": 10.822,
|
296 |
+
"eval_steps_per_second": 3.61,
|
297 |
+
"step": 4000
|
298 |
+
},
|
299 |
+
{
|
300 |
+
"epoch": 0.75,
|
301 |
+
"grad_norm": 19.56971549987793,
|
302 |
+
"learning_rate": 2.25e-05,
|
303 |
+
"loss": 2.2631,
|
304 |
+
"step": 4500
|
305 |
+
},
|
306 |
+
{
|
307 |
+
"epoch": 0.75,
|
308 |
+
"eval_accuracy_background": 0.7136164920788886,
|
309 |
+
"eval_accuracy_double_plant": 0.2274296812949631,
|
310 |
+
"eval_accuracy_drydown": 0.8423346225534782,
|
311 |
+
"eval_accuracy_endrow": 0.3372638527840968,
|
312 |
+
"eval_accuracy_nutrient_deficiency": 0.39363536828312395,
|
313 |
+
"eval_accuracy_planter_skip": 0.24472503933611423,
|
314 |
+
"eval_accuracy_water": 0.8132625823496894,
|
315 |
+
"eval_accuracy_waterway": 0.5279086387447126,
|
316 |
+
"eval_accuracy_weed_cluster": 0.2613040701496915,
|
317 |
+
"eval_iou_background": 0.6023960172505115,
|
318 |
+
"eval_iou_double_plant": 0.14551908714826825,
|
319 |
+
"eval_iou_drydown": 0.48571101575483516,
|
320 |
+
"eval_iou_endrow": 0.15976738972856136,
|
321 |
+
"eval_iou_nutrient_deficiency": 0.26876578893765557,
|
322 |
+
"eval_iou_planter_skip": 0.21772117232934346,
|
323 |
+
"eval_iou_water": 0.3885318463525075,
|
324 |
+
"eval_iou_waterway": 0.25285421749201065,
|
325 |
+
"eval_iou_weed_cluster": 0.19549177279724894,
|
326 |
+
"eval_loss": 1.8094414472579956,
|
327 |
+
"eval_mean_accuracy": 0.48460892750830653,
|
328 |
+
"eval_mean_iou": 0.3018620341989936,
|
329 |
+
"eval_overall_accuracy": 0.6746520910480136,
|
330 |
+
"eval_runtime": 263.1854,
|
331 |
+
"eval_samples_per_second": 10.798,
|
332 |
+
"eval_steps_per_second": 3.602,
|
333 |
+
"step": 4500
|
334 |
+
},
|
335 |
+
{
|
336 |
+
"epoch": 0.8333333333333334,
|
337 |
+
"grad_norm": 15.023950576782227,
|
338 |
+
"learning_rate": 2.5e-05,
|
339 |
+
"loss": 2.2139,
|
340 |
+
"step": 5000
|
341 |
+
},
|
342 |
+
{
|
343 |
+
"epoch": 0.8333333333333334,
|
344 |
+
"eval_accuracy_background": 0.6023184738684322,
|
345 |
+
"eval_accuracy_double_plant": 0.19349261148429422,
|
346 |
+
"eval_accuracy_drydown": 0.4844650786080634,
|
347 |
+
"eval_accuracy_endrow": 0.16074521211886753,
|
348 |
+
"eval_accuracy_nutrient_deficiency": 0.6620136299007383,
|
349 |
+
"eval_accuracy_planter_skip": 0.20313071353995618,
|
350 |
+
"eval_accuracy_water": 0.9327820785252834,
|
351 |
+
"eval_accuracy_waterway": 0.42715639009708817,
|
352 |
+
"eval_accuracy_weed_cluster": 0.5896869029400611,
|
353 |
+
"eval_iou_background": 0.5071775649990886,
|
354 |
+
"eval_iou_double_plant": 0.14848297634630775,
|
355 |
+
"eval_iou_drydown": 0.34958365519874773,
|
356 |
+
"eval_iou_endrow": 0.1266887334828955,
|
357 |
+
"eval_iou_nutrient_deficiency": 0.3268729234134353,
|
358 |
+
"eval_iou_planter_skip": 0.1708553631916936,
|
359 |
+
"eval_iou_water": 0.3656991869753895,
|
360 |
+
"eval_iou_waterway": 0.15825121509439088,
|
361 |
+
"eval_iou_weed_cluster": 0.18557336284286047,
|
362 |
+
"eval_loss": 2.1465232372283936,
|
363 |
+
"eval_mean_accuracy": 0.47286567678697605,
|
364 |
+
"eval_mean_iou": 0.2599094423938677,
|
365 |
+
"eval_overall_accuracy": 0.585979408046041,
|
366 |
+
"eval_runtime": 258.2944,
|
367 |
+
"eval_samples_per_second": 11.003,
|
368 |
+
"eval_steps_per_second": 3.67,
|
369 |
+
"step": 5000
|
370 |
+
},
|
371 |
+
{
|
372 |
+
"epoch": 0.9166666666666666,
|
373 |
+
"grad_norm": 15.944084167480469,
|
374 |
+
"learning_rate": 2.75e-05,
|
375 |
+
"loss": 2.1107,
|
376 |
+
"step": 5500
|
377 |
+
},
|
378 |
+
{
|
379 |
+
"epoch": 0.9166666666666666,
|
380 |
+
"eval_accuracy_background": 0.6320754005058506,
|
381 |
+
"eval_accuracy_double_plant": 0.18459879167713122,
|
382 |
+
"eval_accuracy_drydown": 0.7435807472335404,
|
383 |
+
"eval_accuracy_endrow": 0.4730924983472199,
|
384 |
+
"eval_accuracy_nutrient_deficiency": 0.7501714321465206,
|
385 |
+
"eval_accuracy_planter_skip": 0.394123356093544,
|
386 |
+
"eval_accuracy_water": 0.8982667262993669,
|
387 |
+
"eval_accuracy_waterway": 0.2070484619961853,
|
388 |
+
"eval_accuracy_weed_cluster": 0.06027005934327404,
|
389 |
+
"eval_iou_background": 0.5431209987641049,
|
390 |
+
"eval_iou_double_plant": 0.1123139870852644,
|
391 |
+
"eval_iou_drydown": 0.4467521390448892,
|
392 |
+
"eval_iou_endrow": 0.1507248222065432,
|
393 |
+
"eval_iou_nutrient_deficiency": 0.3257302284667843,
|
394 |
+
"eval_iou_planter_skip": 0.2504630445874714,
|
395 |
+
"eval_iou_water": 0.38357052112337536,
|
396 |
+
"eval_iou_waterway": 0.1656467966651648,
|
397 |
+
"eval_iou_weed_cluster": 0.0586611852117363,
|
398 |
+
"eval_loss": 2.075209856033325,
|
399 |
+
"eval_mean_accuracy": 0.48258083040473704,
|
400 |
+
"eval_mean_iou": 0.27077596923948155,
|
401 |
+
"eval_overall_accuracy": 0.6281377263734175,
|
402 |
+
"eval_runtime": 259.3294,
|
403 |
+
"eval_samples_per_second": 10.959,
|
404 |
+
"eval_steps_per_second": 3.656,
|
405 |
+
"step": 5500
|
406 |
+
},
|
407 |
+
{
|
408 |
+
"epoch": 1.0,
|
409 |
+
"grad_norm": 4.946102142333984,
|
410 |
+
"learning_rate": 3e-05,
|
411 |
+
"loss": 2.1338,
|
412 |
+
"step": 6000
|
413 |
+
},
|
414 |
+
{
|
415 |
+
"epoch": 1.0,
|
416 |
+
"eval_accuracy_background": 0.6964471310778703,
|
417 |
+
"eval_accuracy_double_plant": 0.2429333892576808,
|
418 |
+
"eval_accuracy_drydown": 0.8654738033211103,
|
419 |
+
"eval_accuracy_endrow": 0.05382795612758288,
|
420 |
+
"eval_accuracy_nutrient_deficiency": 0.30272693922024607,
|
421 |
+
"eval_accuracy_planter_skip": 0.39966472396096286,
|
422 |
+
"eval_accuracy_water": 0.9846543263110985,
|
423 |
+
"eval_accuracy_waterway": 0.7568692730591431,
|
424 |
+
"eval_accuracy_weed_cluster": 0.10615040627525124,
|
425 |
+
"eval_iou_background": 0.5855221723102959,
|
426 |
+
"eval_iou_double_plant": 0.1361405520488392,
|
427 |
+
"eval_iou_drydown": 0.4768776656490699,
|
428 |
+
"eval_iou_endrow": 0.05007269671892798,
|
429 |
+
"eval_iou_nutrient_deficiency": 0.22420499455655446,
|
430 |
+
"eval_iou_planter_skip": 0.2752533913799669,
|
431 |
+
"eval_iou_water": 0.29633141374004973,
|
432 |
+
"eval_iou_waterway": 0.1110136523015455,
|
433 |
+
"eval_iou_weed_cluster": 0.10019203575135141,
|
434 |
+
"eval_loss": 2.053126335144043,
|
435 |
+
"eval_mean_accuracy": 0.489860883178994,
|
436 |
+
"eval_mean_iou": 0.25062317493962233,
|
437 |
+
"eval_overall_accuracy": 0.6527557080115521,
|
438 |
+
"eval_runtime": 261.8254,
|
439 |
+
"eval_samples_per_second": 10.855,
|
440 |
+
"eval_steps_per_second": 3.621,
|
441 |
+
"step": 6000
|
442 |
+
},
|
443 |
+
{
|
444 |
+
"epoch": 1.0833333333333333,
|
445 |
+
"grad_norm": 16.1883602142334,
|
446 |
+
"learning_rate": 3.25e-05,
|
447 |
+
"loss": 2.0743,
|
448 |
+
"step": 6500
|
449 |
+
},
|
450 |
+
{
|
451 |
+
"epoch": 1.0833333333333333,
|
452 |
+
"eval_accuracy_background": 0.6163441350441362,
|
453 |
+
"eval_accuracy_double_plant": 0.3179624244479489,
|
454 |
+
"eval_accuracy_drydown": 0.637096555419927,
|
455 |
+
"eval_accuracy_endrow": 0.45733081369282536,
|
456 |
+
"eval_accuracy_nutrient_deficiency": 0.8510315773068933,
|
457 |
+
"eval_accuracy_planter_skip": 0.5177706104082623,
|
458 |
+
"eval_accuracy_water": 0.9512477714625793,
|
459 |
+
"eval_accuracy_waterway": 0.5107166291437305,
|
460 |
+
"eval_accuracy_weed_cluster": 0.24186705045667198,
|
461 |
+
"eval_iou_background": 0.5350583256945234,
|
462 |
+
"eval_iou_double_plant": 0.17959294330409034,
|
463 |
+
"eval_iou_drydown": 0.4634150029792384,
|
464 |
+
"eval_iou_endrow": 0.16707740028365953,
|
465 |
+
"eval_iou_nutrient_deficiency": 0.31532389062386124,
|
466 |
+
"eval_iou_planter_skip": 0.2948590617515534,
|
467 |
+
"eval_iou_water": 0.34520224120688753,
|
468 |
+
"eval_iou_waterway": 0.11975132688004231,
|
469 |
+
"eval_iou_weed_cluster": 0.2113183362317597,
|
470 |
+
"eval_loss": 1.8855762481689453,
|
471 |
+
"eval_mean_accuracy": 0.5668186185981083,
|
472 |
+
"eval_mean_iou": 0.29239983655062396,
|
473 |
+
"eval_overall_accuracy": 0.6228305054183748,
|
474 |
+
"eval_runtime": 259.3394,
|
475 |
+
"eval_samples_per_second": 10.959,
|
476 |
+
"eval_steps_per_second": 3.655,
|
477 |
+
"step": 6500
|
478 |
+
},
|
479 |
+
{
|
480 |
+
"epoch": 1.1666666666666667,
|
481 |
+
"grad_norm": 9.279212951660156,
|
482 |
+
"learning_rate": 3.5000000000000004e-05,
|
483 |
+
"loss": 2.0725,
|
484 |
+
"step": 7000
|
485 |
+
},
|
486 |
+
{
|
487 |
+
"epoch": 1.1666666666666667,
|
488 |
+
"eval_accuracy_background": 0.7373301969750995,
|
489 |
+
"eval_accuracy_double_plant": 0.33336127425920425,
|
490 |
+
"eval_accuracy_drydown": 0.6301703388238222,
|
491 |
+
"eval_accuracy_endrow": 0.37253283281326316,
|
492 |
+
"eval_accuracy_nutrient_deficiency": 0.34279961797329944,
|
493 |
+
"eval_accuracy_planter_skip": 0.5799829420962596,
|
494 |
+
"eval_accuracy_water": 0.9469093944591689,
|
495 |
+
"eval_accuracy_waterway": 0.3649137190752288,
|
496 |
+
"eval_accuracy_weed_cluster": 0.4194977852900649,
|
497 |
+
"eval_iou_background": 0.6045108089230737,
|
498 |
+
"eval_iou_double_plant": 0.15103332950916856,
|
499 |
+
"eval_iou_drydown": 0.4284455196537357,
|
500 |
+
"eval_iou_endrow": 0.18315189002409357,
|
501 |
+
"eval_iou_nutrient_deficiency": 0.2540752037931447,
|
502 |
+
"eval_iou_planter_skip": 0.2268832410220617,
|
503 |
+
"eval_iou_water": 0.3615440261043886,
|
504 |
+
"eval_iou_waterway": 0.2757438894003987,
|
505 |
+
"eval_iou_weed_cluster": 0.24843146863053017,
|
506 |
+
"eval_loss": 1.8260598182678223,
|
507 |
+
"eval_mean_accuracy": 0.5252775668628233,
|
508 |
+
"eval_mean_iou": 0.3037577085622884,
|
509 |
+
"eval_overall_accuracy": 0.6668996089543237,
|
510 |
+
"eval_runtime": 257.8864,
|
511 |
+
"eval_samples_per_second": 11.02,
|
512 |
+
"eval_steps_per_second": 3.676,
|
513 |
+
"step": 7000
|
514 |
+
},
|
515 |
+
{
|
516 |
+
"epoch": 1.25,
|
517 |
+
"grad_norm": 12.69166088104248,
|
518 |
+
"learning_rate": 3.7500000000000003e-05,
|
519 |
+
"loss": 2.1051,
|
520 |
+
"step": 7500
|
521 |
+
},
|
522 |
+
{
|
523 |
+
"epoch": 1.25,
|
524 |
+
"eval_accuracy_background": 0.6136021677052333,
|
525 |
+
"eval_accuracy_double_plant": 0.21675932855086671,
|
526 |
+
"eval_accuracy_drydown": 0.8978391275698134,
|
527 |
+
"eval_accuracy_endrow": 0.31490227354840317,
|
528 |
+
"eval_accuracy_nutrient_deficiency": 0.6391839292944432,
|
529 |
+
"eval_accuracy_planter_skip": 0.4095695820323414,
|
530 |
+
"eval_accuracy_water": 0.9815472332260521,
|
531 |
+
"eval_accuracy_waterway": 0.3863849586942106,
|
532 |
+
"eval_accuracy_weed_cluster": 0.41607248209352754,
|
533 |
+
"eval_iou_background": 0.5478072558942303,
|
534 |
+
"eval_iou_double_plant": 0.15633489787457702,
|
535 |
+
"eval_iou_drydown": 0.4606893739380495,
|
536 |
+
"eval_iou_endrow": 0.18368040175633407,
|
537 |
+
"eval_iou_nutrient_deficiency": 0.36167812896859036,
|
538 |
+
"eval_iou_planter_skip": 0.3133978757416113,
|
539 |
+
"eval_iou_water": 0.35102829123972634,
|
540 |
+
"eval_iou_waterway": 0.2651990401867848,
|
541 |
+
"eval_iou_weed_cluster": 0.27107161264823754,
|
542 |
+
"eval_loss": 1.7672898769378662,
|
543 |
+
"eval_mean_accuracy": 0.5417623425238768,
|
544 |
+
"eval_mean_iou": 0.32343187536090456,
|
545 |
+
"eval_overall_accuracy": 0.6462444076512336,
|
546 |
+
"eval_runtime": 263.0897,
|
547 |
+
"eval_samples_per_second": 10.802,
|
548 |
+
"eval_steps_per_second": 3.603,
|
549 |
+
"step": 7500
|
550 |
+
},
|
551 |
+
{
|
552 |
+
"epoch": 1.3333333333333333,
|
553 |
+
"grad_norm": 26.389280319213867,
|
554 |
+
"learning_rate": 3.9999999999999996e-05,
|
555 |
+
"loss": 2.0567,
|
556 |
+
"step": 8000
|
557 |
+
},
|
558 |
+
{
|
559 |
+
"epoch": 1.3333333333333333,
|
560 |
+
"eval_accuracy_background": 0.6516741544849038,
|
561 |
+
"eval_accuracy_double_plant": 0.22472217370629263,
|
562 |
+
"eval_accuracy_drydown": 0.9205657832973893,
|
563 |
+
"eval_accuracy_endrow": 0.1334717500678728,
|
564 |
+
"eval_accuracy_nutrient_deficiency": 0.579114420966078,
|
565 |
+
"eval_accuracy_planter_skip": 0.6448299356407252,
|
566 |
+
"eval_accuracy_water": 0.8737892085078403,
|
567 |
+
"eval_accuracy_waterway": 0.4514893265909921,
|
568 |
+
"eval_accuracy_weed_cluster": 0.36867061298945264,
|
569 |
+
"eval_iou_background": 0.5743802241628614,
|
570 |
+
"eval_iou_double_plant": 0.17379933416714446,
|
571 |
+
"eval_iou_drydown": 0.4870945365813324,
|
572 |
+
"eval_iou_endrow": 0.1124492323800547,
|
573 |
+
"eval_iou_nutrient_deficiency": 0.35858088912475333,
|
574 |
+
"eval_iou_planter_skip": 0.22081427365766507,
|
575 |
+
"eval_iou_water": 0.4188886664719046,
|
576 |
+
"eval_iou_waterway": 0.23882510300705312,
|
577 |
+
"eval_iou_weed_cluster": 0.22928729873239137,
|
578 |
+
"eval_loss": 1.7339626550674438,
|
579 |
+
"eval_mean_accuracy": 0.5387030406946163,
|
580 |
+
"eval_mean_iou": 0.3126799509205734,
|
581 |
+
"eval_overall_accuracy": 0.6655563976415058,
|
582 |
+
"eval_runtime": 262.6835,
|
583 |
+
"eval_samples_per_second": 10.819,
|
584 |
+
"eval_steps_per_second": 3.609,
|
585 |
+
"step": 8000
|
586 |
+
},
|
587 |
+
{
|
588 |
+
"epoch": 1.4166666666666667,
|
589 |
+
"grad_norm": 16.169328689575195,
|
590 |
+
"learning_rate": 4.25e-05,
|
591 |
+
"loss": 2.0731,
|
592 |
+
"step": 8500
|
593 |
+
},
|
594 |
+
{
|
595 |
+
"epoch": 1.4166666666666667,
|
596 |
+
"eval_accuracy_background": 0.7486936916842247,
|
597 |
+
"eval_accuracy_double_plant": 0.2930715215459597,
|
598 |
+
"eval_accuracy_drydown": 0.7255160536916373,
|
599 |
+
"eval_accuracy_endrow": 0.4577216435093236,
|
600 |
+
"eval_accuracy_nutrient_deficiency": 0.4830792419842683,
|
601 |
+
"eval_accuracy_planter_skip": 0.7417698065300401,
|
602 |
+
"eval_accuracy_water": 0.9756065468432125,
|
603 |
+
"eval_accuracy_waterway": 0.273890366668282,
|
604 |
+
"eval_accuracy_weed_cluster": 0.35391598936308855,
|
605 |
+
"eval_iou_background": 0.6323410133400419,
|
606 |
+
"eval_iou_double_plant": 0.17111536697625435,
|
607 |
+
"eval_iou_drydown": 0.5110135373059105,
|
608 |
+
"eval_iou_endrow": 0.16559443160045,
|
609 |
+
"eval_iou_nutrient_deficiency": 0.3404264291064937,
|
610 |
+
"eval_iou_planter_skip": 0.21812035844976185,
|
611 |
+
"eval_iou_water": 0.35579748623298973,
|
612 |
+
"eval_iou_waterway": 0.20254597755885112,
|
613 |
+
"eval_iou_weed_cluster": 0.24793962096921052,
|
614 |
+
"eval_loss": 1.6961616277694702,
|
615 |
+
"eval_mean_accuracy": 0.5614738735355596,
|
616 |
+
"eval_mean_iou": 0.31609935794888483,
|
617 |
+
"eval_overall_accuracy": 0.6986505820712626,
|
618 |
+
"eval_runtime": 262.6198,
|
619 |
+
"eval_samples_per_second": 10.822,
|
620 |
+
"eval_steps_per_second": 3.61,
|
621 |
+
"step": 8500
|
622 |
+
},
|
623 |
+
{
|
624 |
+
"epoch": 1.5,
|
625 |
+
"grad_norm": 9.605523109436035,
|
626 |
+
"learning_rate": 4.5e-05,
|
627 |
+
"loss": 2.0062,
|
628 |
+
"step": 9000
|
629 |
+
},
|
630 |
+
{
|
631 |
+
"epoch": 1.5,
|
632 |
+
"eval_accuracy_background": 0.6385280729636846,
|
633 |
+
"eval_accuracy_double_plant": 0.38205242780086,
|
634 |
+
"eval_accuracy_drydown": 0.9496890843481527,
|
635 |
+
"eval_accuracy_endrow": 0.34276586617075205,
|
636 |
+
"eval_accuracy_nutrient_deficiency": 0.4966985380725304,
|
637 |
+
"eval_accuracy_planter_skip": 0.7026444652494228,
|
638 |
+
"eval_accuracy_water": 0.7442517574456261,
|
639 |
+
"eval_accuracy_waterway": 0.46809502667206265,
|
640 |
+
"eval_accuracy_weed_cluster": 0.17348492439927163,
|
641 |
+
"eval_iou_background": 0.5609579182369832,
|
642 |
+
"eval_iou_double_plant": 0.16239615673750246,
|
643 |
+
"eval_iou_drydown": 0.45202834914092793,
|
644 |
+
"eval_iou_endrow": 0.18367824595658963,
|
645 |
+
"eval_iou_nutrient_deficiency": 0.34617965104488957,
|
646 |
+
"eval_iou_planter_skip": 0.2580270293767756,
|
647 |
+
"eval_iou_water": 0.3425501321917906,
|
648 |
+
"eval_iou_waterway": 0.19866797232183966,
|
649 |
+
"eval_iou_weed_cluster": 0.13472834814631707,
|
650 |
+
"eval_loss": 1.9120891094207764,
|
651 |
+
"eval_mean_accuracy": 0.5442455736802626,
|
652 |
+
"eval_mean_iou": 0.2932459781281795,
|
653 |
+
"eval_overall_accuracy": 0.6456323905823719,
|
654 |
+
"eval_runtime": 258.4421,
|
655 |
+
"eval_samples_per_second": 10.997,
|
656 |
+
"eval_steps_per_second": 3.668,
|
657 |
+
"step": 9000
|
658 |
+
},
|
659 |
+
{
|
660 |
+
"epoch": 1.5833333333333335,
|
661 |
+
"grad_norm": 9.02011489868164,
|
662 |
+
"learning_rate": 4.7499999999999996e-05,
|
663 |
+
"loss": 2.0069,
|
664 |
+
"step": 9500
|
665 |
+
},
|
666 |
+
{
|
667 |
+
"epoch": 1.5833333333333335,
|
668 |
+
"eval_accuracy_background": 0.5921818727290818,
|
669 |
+
"eval_accuracy_double_plant": 0.3459265635975844,
|
670 |
+
"eval_accuracy_drydown": 0.9022492563261855,
|
671 |
+
"eval_accuracy_endrow": 0.39012380134585,
|
672 |
+
"eval_accuracy_nutrient_deficiency": 0.6176093671439052,
|
673 |
+
"eval_accuracy_planter_skip": 0.7456583223453638,
|
674 |
+
"eval_accuracy_water": 0.930193012579653,
|
675 |
+
"eval_accuracy_waterway": 0.6027143991593465,
|
676 |
+
"eval_accuracy_weed_cluster": 0.38137543613044333,
|
677 |
+
"eval_iou_background": 0.5323074634115271,
|
678 |
+
"eval_iou_double_plant": 0.132029668948867,
|
679 |
+
"eval_iou_drydown": 0.4864590469093194,
|
680 |
+
"eval_iou_endrow": 0.2008338441059683,
|
681 |
+
"eval_iou_nutrient_deficiency": 0.36281261663843545,
|
682 |
+
"eval_iou_planter_skip": 0.18127130680379444,
|
683 |
+
"eval_iou_water": 0.3502148412760265,
|
684 |
+
"eval_iou_waterway": 0.14129351940530874,
|
685 |
+
"eval_iou_weed_cluster": 0.21689374484941243,
|
686 |
+
"eval_loss": 1.9075040817260742,
|
687 |
+
"eval_mean_accuracy": 0.6120035590397126,
|
688 |
+
"eval_mean_iou": 0.28934622803873994,
|
689 |
+
"eval_overall_accuracy": 0.6314946434667654,
|
690 |
+
"eval_runtime": 258.4278,
|
691 |
+
"eval_samples_per_second": 10.997,
|
692 |
+
"eval_steps_per_second": 3.668,
|
693 |
+
"step": 9500
|
694 |
+
},
|
695 |
+
{
|
696 |
+
"epoch": 1.6666666666666665,
|
697 |
+
"grad_norm": 27.558940887451172,
|
698 |
+
"learning_rate": 5e-05,
|
699 |
+
"loss": 1.9695,
|
700 |
+
"step": 10000
|
701 |
+
},
|
702 |
+
{
|
703 |
+
"epoch": 1.6666666666666665,
|
704 |
+
"eval_accuracy_background": 0.6535160468633152,
|
705 |
+
"eval_accuracy_double_plant": 0.27480931114887563,
|
706 |
+
"eval_accuracy_drydown": 0.8507298791874478,
|
707 |
+
"eval_accuracy_endrow": 0.3002457236689853,
|
708 |
+
"eval_accuracy_nutrient_deficiency": 0.5805433393846879,
|
709 |
+
"eval_accuracy_planter_skip": 0.5759424736901442,
|
710 |
+
"eval_accuracy_water": 0.9136638372037981,
|
711 |
+
"eval_accuracy_waterway": 0.300740548651248,
|
712 |
+
"eval_accuracy_weed_cluster": 0.2748341582674426,
|
713 |
+
"eval_iou_background": 0.5715406090850156,
|
714 |
+
"eval_iou_double_plant": 0.1830877307497648,
|
715 |
+
"eval_iou_drydown": 0.44761615381963227,
|
716 |
+
"eval_iou_endrow": 0.1607454389243595,
|
717 |
+
"eval_iou_nutrient_deficiency": 0.3589882634051457,
|
718 |
+
"eval_iou_planter_skip": 0.3142600611891689,
|
719 |
+
"eval_iou_water": 0.381127146789507,
|
720 |
+
"eval_iou_waterway": 0.11509687922710479,
|
721 |
+
"eval_iou_weed_cluster": 0.191443588646255,
|
722 |
+
"eval_loss": 1.9981021881103516,
|
723 |
+
"eval_mean_accuracy": 0.5250028131184383,
|
724 |
+
"eval_mean_iou": 0.3026562079817726,
|
725 |
+
"eval_overall_accuracy": 0.6541074851018032,
|
726 |
+
"eval_runtime": 262.1608,
|
727 |
+
"eval_samples_per_second": 10.841,
|
728 |
+
"eval_steps_per_second": 3.616,
|
729 |
+
"step": 10000
|
730 |
+
},
|
731 |
+
{
|
732 |
+
"epoch": 1.75,
|
733 |
+
"grad_norm": 7.4598588943481445,
|
734 |
+
"learning_rate": 5.25e-05,
|
735 |
+
"loss": 1.9823,
|
736 |
+
"step": 10500
|
737 |
+
},
|
738 |
+
{
|
739 |
+
"epoch": 1.75,
|
740 |
+
"eval_accuracy_background": 0.6656899643375446,
|
741 |
+
"eval_accuracy_double_plant": 0.3934759106723288,
|
742 |
+
"eval_accuracy_drydown": 0.6984513863750703,
|
743 |
+
"eval_accuracy_endrow": 0.5897825722024841,
|
744 |
+
"eval_accuracy_nutrient_deficiency": 0.672282770766344,
|
745 |
+
"eval_accuracy_planter_skip": 0.5736107366759635,
|
746 |
+
"eval_accuracy_water": 0.9725679178509335,
|
747 |
+
"eval_accuracy_waterway": 0.3880805850347442,
|
748 |
+
"eval_accuracy_weed_cluster": 0.2804900072264515,
|
749 |
+
"eval_iou_background": 0.5767367514980629,
|
750 |
+
"eval_iou_double_plant": 0.20286343375264382,
|
751 |
+
"eval_iou_drydown": 0.46795251362795115,
|
752 |
+
"eval_iou_endrow": 0.13363987546509035,
|
753 |
+
"eval_iou_nutrient_deficiency": 0.3626840890315017,
|
754 |
+
"eval_iou_planter_skip": 0.30331216870602024,
|
755 |
+
"eval_iou_water": 0.30117376418991876,
|
756 |
+
"eval_iou_waterway": 0.2072977234811509,
|
757 |
+
"eval_iou_weed_cluster": 0.2100599157730429,
|
758 |
+
"eval_loss": 1.87357759475708,
|
759 |
+
"eval_mean_accuracy": 0.5816035390157627,
|
760 |
+
"eval_mean_iou": 0.30730224839170917,
|
761 |
+
"eval_overall_accuracy": 0.6533269610793297,
|
762 |
+
"eval_runtime": 262.5666,
|
763 |
+
"eval_samples_per_second": 10.824,
|
764 |
+
"eval_steps_per_second": 3.611,
|
765 |
+
"step": 10500
|
766 |
+
},
|
767 |
+
{
|
768 |
+
"epoch": 1.8333333333333335,
|
769 |
+
"grad_norm": 9.449281692504883,
|
770 |
+
"learning_rate": 5.5e-05,
|
771 |
+
"loss": 1.8992,
|
772 |
+
"step": 11000
|
773 |
+
},
|
774 |
+
{
|
775 |
+
"epoch": 1.8333333333333335,
|
776 |
+
"eval_accuracy_background": 0.591561636780099,
|
777 |
+
"eval_accuracy_double_plant": 0.13478224563452249,
|
778 |
+
"eval_accuracy_drydown": 0.8104318370166057,
|
779 |
+
"eval_accuracy_endrow": 0.18974519899334122,
|
780 |
+
"eval_accuracy_nutrient_deficiency": 0.8002396916859228,
|
781 |
+
"eval_accuracy_planter_skip": 0.555837185249815,
|
782 |
+
"eval_accuracy_water": 0.9841123189100232,
|
783 |
+
"eval_accuracy_waterway": 0.6447291734607411,
|
784 |
+
"eval_accuracy_weed_cluster": 0.4545554666421275,
|
785 |
+
"eval_iou_background": 0.5351854519544275,
|
786 |
+
"eval_iou_double_plant": 0.12235773192803939,
|
787 |
+
"eval_iou_drydown": 0.48958264330531226,
|
788 |
+
"eval_iou_endrow": 0.13265128465179174,
|
789 |
+
"eval_iou_nutrient_deficiency": 0.3848348426109684,
|
790 |
+
"eval_iou_planter_skip": 0.3516838331732518,
|
791 |
+
"eval_iou_water": 0.33706546823750627,
|
792 |
+
"eval_iou_waterway": 0.0876245178196897,
|
793 |
+
"eval_iou_weed_cluster": 0.23276521867619226,
|
794 |
+
"eval_loss": 1.8864208459854126,
|
795 |
+
"eval_mean_accuracy": 0.5739994171525775,
|
796 |
+
"eval_mean_iou": 0.29708344359524214,
|
797 |
+
"eval_overall_accuracy": 0.6340729206003646,
|
798 |
+
"eval_runtime": 266.7514,
|
799 |
+
"eval_samples_per_second": 10.654,
|
800 |
+
"eval_steps_per_second": 3.554,
|
801 |
+
"step": 11000
|
802 |
+
},
|
803 |
+
{
|
804 |
+
"epoch": 1.9166666666666665,
|
805 |
+
"grad_norm": 179.62493896484375,
|
806 |
+
"learning_rate": 5.75e-05,
|
807 |
+
"loss": 1.9102,
|
808 |
+
"step": 11500
|
809 |
+
},
|
810 |
+
{
|
811 |
+
"epoch": 1.9166666666666665,
|
812 |
+
"eval_accuracy_background": 0.5262653554571423,
|
813 |
+
"eval_accuracy_double_plant": 0.12008314072155157,
|
814 |
+
"eval_accuracy_drydown": 0.8570712958580466,
|
815 |
+
"eval_accuracy_endrow": 0.3906394963666471,
|
816 |
+
"eval_accuracy_nutrient_deficiency": 0.848468676066121,
|
817 |
+
"eval_accuracy_planter_skip": 0.3694477258579194,
|
818 |
+
"eval_accuracy_water": 0.9433195760325397,
|
819 |
+
"eval_accuracy_waterway": 0.2684022825470543,
|
820 |
+
"eval_accuracy_weed_cluster": 0.5539906575032456,
|
821 |
+
"eval_iou_background": 0.48726462380145824,
|
822 |
+
"eval_iou_double_plant": 0.10638346834228546,
|
823 |
+
"eval_iou_drydown": 0.5237704902459679,
|
824 |
+
"eval_iou_endrow": 0.1661201420060771,
|
825 |
+
"eval_iou_nutrient_deficiency": 0.37603227109002707,
|
826 |
+
"eval_iou_planter_skip": 0.3088275424635105,
|
827 |
+
"eval_iou_water": 0.3755045365931884,
|
828 |
+
"eval_iou_waterway": 0.1621157246203886,
|
829 |
+
"eval_iou_weed_cluster": 0.18121117948664975,
|
830 |
+
"eval_loss": 2.0767364501953125,
|
831 |
+
"eval_mean_accuracy": 0.5419653562678075,
|
832 |
+
"eval_mean_iou": 0.2985811087388392,
|
833 |
+
"eval_overall_accuracy": 0.604590198595902,
|
834 |
+
"eval_runtime": 264.8767,
|
835 |
+
"eval_samples_per_second": 10.73,
|
836 |
+
"eval_steps_per_second": 3.579,
|
837 |
+
"step": 11500
|
838 |
+
},
|
839 |
+
{
|
840 |
+
"epoch": 2.0,
|
841 |
+
"grad_norm": 5.2313337326049805,
|
842 |
+
"learning_rate": 6e-05,
|
843 |
+
"loss": 1.9478,
|
844 |
+
"step": 12000
|
845 |
+
},
|
846 |
+
{
|
847 |
+
"epoch": 2.0,
|
848 |
+
"eval_accuracy_background": 0.5917584355396107,
|
849 |
+
"eval_accuracy_double_plant": 0.23022929832367192,
|
850 |
+
"eval_accuracy_drydown": 0.8591774260328934,
|
851 |
+
"eval_accuracy_endrow": 0.44466450809326863,
|
852 |
+
"eval_accuracy_nutrient_deficiency": 0.4915070798422274,
|
853 |
+
"eval_accuracy_planter_skip": 0.616599595119871,
|
854 |
+
"eval_accuracy_water": 0.9331229726538546,
|
855 |
+
"eval_accuracy_waterway": 0.6528746410873313,
|
856 |
+
"eval_accuracy_weed_cluster": 0.6726995315007896,
|
857 |
+
"eval_iou_background": 0.5297567240991148,
|
858 |
+
"eval_iou_double_plant": 0.1865127044756558,
|
859 |
+
"eval_iou_drydown": 0.48548291796169635,
|
860 |
+
"eval_iou_endrow": 0.1696600303497616,
|
861 |
+
"eval_iou_nutrient_deficiency": 0.3447111530279667,
|
862 |
+
"eval_iou_planter_skip": 0.2809826623294383,
|
863 |
+
"eval_iou_water": 0.34996397672243307,
|
864 |
+
"eval_iou_waterway": 0.06688915132136661,
|
865 |
+
"eval_iou_weed_cluster": 0.27669622818924317,
|
866 |
+
"eval_loss": 1.8301477432250977,
|
867 |
+
"eval_mean_accuracy": 0.6102926097992799,
|
868 |
+
"eval_mean_iou": 0.29896172760851963,
|
869 |
+
"eval_overall_accuracy": 0.6270241082274692,
|
870 |
+
"eval_runtime": 263.5983,
|
871 |
+
"eval_samples_per_second": 10.782,
|
872 |
+
"eval_steps_per_second": 3.596,
|
873 |
+
"step": 12000
|
874 |
+
},
|
875 |
+
{
|
876 |
+
"epoch": 2.0833333333333335,
|
877 |
+
"grad_norm": 24.462024688720703,
|
878 |
+
"learning_rate": 5.999682695781323e-05,
|
879 |
+
"loss": 1.9239,
|
880 |
+
"step": 12500
|
881 |
+
},
|
882 |
+
{
|
883 |
+
"epoch": 2.0833333333333335,
|
884 |
+
"eval_accuracy_background": 0.7518201291388158,
|
885 |
+
"eval_accuracy_double_plant": 0.23938112017827798,
|
886 |
+
"eval_accuracy_drydown": 0.7562345973159798,
|
887 |
+
"eval_accuracy_endrow": 0.2983546116536712,
|
888 |
+
"eval_accuracy_nutrient_deficiency": 0.48790565425147486,
|
889 |
+
"eval_accuracy_planter_skip": 0.6943331487027661,
|
890 |
+
"eval_accuracy_water": 0.9779127526764066,
|
891 |
+
"eval_accuracy_waterway": 0.5641306051386559,
|
892 |
+
"eval_accuracy_weed_cluster": 0.3079581583540586,
|
893 |
+
"eval_iou_background": 0.6365747880470238,
|
894 |
+
"eval_iou_double_plant": 0.1964527495585162,
|
895 |
+
"eval_iou_drydown": 0.519540905379824,
|
896 |
+
"eval_iou_endrow": 0.20298551726617572,
|
897 |
+
"eval_iou_nutrient_deficiency": 0.35134456727900654,
|
898 |
+
"eval_iou_planter_skip": 0.23709257653367372,
|
899 |
+
"eval_iou_water": 0.34692142879031984,
|
900 |
+
"eval_iou_waterway": 0.09302081664144977,
|
901 |
+
"eval_iou_weed_cluster": 0.23107629770672056,
|
902 |
+
"eval_loss": 1.7629526853561401,
|
903 |
+
"eval_mean_accuracy": 0.5642256419344563,
|
904 |
+
"eval_mean_iou": 0.31277884968919,
|
905 |
+
"eval_overall_accuracy": 0.702497874611006,
|
906 |
+
"eval_runtime": 263.8984,
|
907 |
+
"eval_samples_per_second": 10.769,
|
908 |
+
"eval_steps_per_second": 3.592,
|
909 |
+
"step": 12500
|
910 |
+
},
|
911 |
+
{
|
912 |
+
"epoch": 2.1666666666666665,
|
913 |
+
"grad_norm": 9.25463581085205,
|
914 |
+
"learning_rate": 5.9987308502466025e-05,
|
915 |
+
"loss": 1.8818,
|
916 |
+
"step": 13000
|
917 |
+
},
|
918 |
+
{
|
919 |
+
"epoch": 2.1666666666666665,
|
920 |
+
"eval_accuracy_background": 0.5441499534456246,
|
921 |
+
"eval_accuracy_double_plant": 0.2116641466713752,
|
922 |
+
"eval_accuracy_drydown": 0.8728512762186295,
|
923 |
+
"eval_accuracy_endrow": 0.4371043776393534,
|
924 |
+
"eval_accuracy_nutrient_deficiency": 0.8326172008720347,
|
925 |
+
"eval_accuracy_planter_skip": 0.7083819009759278,
|
926 |
+
"eval_accuracy_water": 0.5737561086150739,
|
927 |
+
"eval_accuracy_waterway": 0.6127218251645093,
|
928 |
+
"eval_accuracy_weed_cluster": 0.642739184595689,
|
929 |
+
"eval_iou_background": 0.500151037453148,
|
930 |
+
"eval_iou_double_plant": 0.182685479561711,
|
931 |
+
"eval_iou_drydown": 0.5075964484503707,
|
932 |
+
"eval_iou_endrow": 0.18902879951889517,
|
933 |
+
"eval_iou_nutrient_deficiency": 0.3654852998198875,
|
934 |
+
"eval_iou_planter_skip": 0.2613228913418688,
|
935 |
+
"eval_iou_water": 0.31223581100237113,
|
936 |
+
"eval_iou_waterway": 0.11653562947133343,
|
937 |
+
"eval_iou_weed_cluster": 0.2881451846198149,
|
938 |
+
"eval_loss": 1.8171876668930054,
|
939 |
+
"eval_mean_accuracy": 0.6039984415775796,
|
940 |
+
"eval_mean_iou": 0.3025762868043779,
|
941 |
+
"eval_overall_accuracy": 0.619215855252279,
|
942 |
+
"eval_runtime": 261.2033,
|
943 |
+
"eval_samples_per_second": 10.88,
|
944 |
+
"eval_steps_per_second": 3.629,
|
945 |
+
"step": 13000
|
946 |
+
},
|
947 |
+
{
|
948 |
+
"epoch": 2.25,
|
949 |
+
"grad_norm": 33.19343185424805,
|
950 |
+
"learning_rate": 5.997144664745574e-05,
|
951 |
+
"loss": 1.8428,
|
952 |
+
"step": 13500
|
953 |
+
},
|
954 |
+
{
|
955 |
+
"epoch": 2.25,
|
956 |
+
"eval_accuracy_background": 0.5224994756254154,
|
957 |
+
"eval_accuracy_double_plant": 0.32855421325789497,
|
958 |
+
"eval_accuracy_drydown": 0.8713013939493285,
|
959 |
+
"eval_accuracy_endrow": 0.6149733931765224,
|
960 |
+
"eval_accuracy_nutrient_deficiency": 0.48224066016639294,
|
961 |
+
"eval_accuracy_planter_skip": 0.8220218517628951,
|
962 |
+
"eval_accuracy_water": 0.9818766275265413,
|
963 |
+
"eval_accuracy_waterway": 0.40639981070453624,
|
964 |
+
"eval_accuracy_weed_cluster": 0.6408032432507383,
|
965 |
+
"eval_iou_background": 0.4704957321545481,
|
966 |
+
"eval_iou_double_plant": 0.2344391574256284,
|
967 |
+
"eval_iou_drydown": 0.4682544426312368,
|
968 |
+
"eval_iou_endrow": 0.15771475302621904,
|
969 |
+
"eval_iou_nutrient_deficiency": 0.31844845239679465,
|
970 |
+
"eval_iou_planter_skip": 0.058467534649025876,
|
971 |
+
"eval_iou_water": 0.32874416592814887,
|
972 |
+
"eval_iou_waterway": 0.16472901790857097,
|
973 |
+
"eval_iou_weed_cluster": 0.26451609064123444,
|
974 |
+
"eval_loss": 1.9546446800231934,
|
975 |
+
"eval_mean_accuracy": 0.630074518824474,
|
976 |
+
"eval_mean_iou": 0.273978816306823,
|
977 |
+
"eval_overall_accuracy": 0.5823579580467528,
|
978 |
+
"eval_runtime": 261.6102,
|
979 |
+
"eval_samples_per_second": 10.863,
|
980 |
+
"eval_steps_per_second": 3.624,
|
981 |
+
"step": 13500
|
982 |
+
},
|
983 |
+
{
|
984 |
+
"epoch": 2.3333333333333335,
|
985 |
+
"grad_norm": 6.926938533782959,
|
986 |
+
"learning_rate": 5.994924474813805e-05,
|
987 |
+
"loss": 1.8566,
|
988 |
+
"step": 14000
|
989 |
+
},
|
990 |
+
{
|
991 |
+
"epoch": 2.3333333333333335,
|
992 |
+
"eval_accuracy_background": 0.7282277806850685,
|
993 |
+
"eval_accuracy_double_plant": 0.3072066553373118,
|
994 |
+
"eval_accuracy_drydown": 0.780511155370475,
|
995 |
+
"eval_accuracy_endrow": 0.5104928220641479,
|
996 |
+
"eval_accuracy_nutrient_deficiency": 0.14886161159398745,
|
997 |
+
"eval_accuracy_planter_skip": 0.5457970403556671,
|
998 |
+
"eval_accuracy_water": 0.9494270544955458,
|
999 |
+
"eval_accuracy_waterway": 0.7617369954321992,
|
1000 |
+
"eval_accuracy_weed_cluster": 0.36627990699833923,
|
1001 |
+
"eval_iou_background": 0.6039616678329114,
|
1002 |
+
"eval_iou_double_plant": 0.22273684375932998,
|
1003 |
+
"eval_iou_drydown": 0.46879955442572285,
|
1004 |
+
"eval_iou_endrow": 0.2011960770046467,
|
1005 |
+
"eval_iou_nutrient_deficiency": 0.14210509479766023,
|
1006 |
+
"eval_iou_planter_skip": 0.2675600666085164,
|
1007 |
+
"eval_iou_water": 0.359014385076792,
|
1008 |
+
"eval_iou_waterway": 0.10130173208187956,
|
1009 |
+
"eval_iou_weed_cluster": 0.23703751051767735,
|
1010 |
+
"eval_loss": 1.9124819040298462,
|
1011 |
+
"eval_mean_accuracy": 0.5665045580369713,
|
1012 |
+
"eval_mean_iou": 0.2893014369005707,
|
1013 |
+
"eval_overall_accuracy": 0.6652159991293414,
|
1014 |
+
"eval_runtime": 260.8975,
|
1015 |
+
"eval_samples_per_second": 10.893,
|
1016 |
+
"eval_steps_per_second": 3.634,
|
1017 |
+
"step": 14000
|
1018 |
+
},
|
1019 |
+
{
|
1020 |
+
"epoch": 2.4166666666666665,
|
1021 |
+
"grad_norm": 20.287513732910156,
|
1022 |
+
"learning_rate": 5.992070750101717e-05,
|
1023 |
+
"loss": 1.907,
|
1024 |
+
"step": 14500
|
1025 |
+
},
|
1026 |
+
{
|
1027 |
+
"epoch": 2.4166666666666665,
|
1028 |
+
"eval_accuracy_background": 0.6640835972018951,
|
1029 |
+
"eval_accuracy_double_plant": 0.2685248338524184,
|
1030 |
+
"eval_accuracy_drydown": 0.664520203963917,
|
1031 |
+
"eval_accuracy_endrow": 0.6533557135070647,
|
1032 |
+
"eval_accuracy_nutrient_deficiency": 0.46429217360038194,
|
1033 |
+
"eval_accuracy_planter_skip": 0.7285136585772336,
|
1034 |
+
"eval_accuracy_water": 0.9951454679222101,
|
1035 |
+
"eval_accuracy_waterway": 0.5568394991877671,
|
1036 |
+
"eval_accuracy_weed_cluster": 0.7040040759617608,
|
1037 |
+
"eval_iou_background": 0.574017603290049,
|
1038 |
+
"eval_iou_double_plant": 0.19624472755168912,
|
1039 |
+
"eval_iou_drydown": 0.4617889168377397,
|
1040 |
+
"eval_iou_endrow": 0.17058878621786863,
|
1041 |
+
"eval_iou_nutrient_deficiency": 0.3390494932715687,
|
1042 |
+
"eval_iou_planter_skip": 0.24128981165488586,
|
1043 |
+
"eval_iou_water": 0.3532478854529224,
|
1044 |
+
"eval_iou_waterway": 0.08008050894572094,
|
1045 |
+
"eval_iou_weed_cluster": 0.3000114677939352,
|
1046 |
+
"eval_loss": 1.809478521347046,
|
1047 |
+
"eval_mean_accuracy": 0.633253247086072,
|
1048 |
+
"eval_mean_iou": 0.3018132445573755,
|
1049 |
+
"eval_overall_accuracy": 0.6500638125628474,
|
1050 |
+
"eval_runtime": 257.822,
|
1051 |
+
"eval_samples_per_second": 11.023,
|
1052 |
+
"eval_steps_per_second": 3.677,
|
1053 |
+
"step": 14500
|
1054 |
+
},
|
1055 |
+
{
|
1056 |
+
"epoch": 2.5,
|
1057 |
+
"grad_norm": 43.58359909057617,
|
1058 |
+
"learning_rate": 5.988584094275237e-05,
|
1059 |
+
"loss": 1.7594,
|
1060 |
+
"step": 15000
|
1061 |
+
},
|
1062 |
+
{
|
1063 |
+
"epoch": 2.5,
|
1064 |
+
"eval_accuracy_background": 0.7912989475773142,
|
1065 |
+
"eval_accuracy_double_plant": 0.27052654090487804,
|
1066 |
+
"eval_accuracy_drydown": 0.5389095986585866,
|
1067 |
+
"eval_accuracy_endrow": 0.5419243126887227,
|
1068 |
+
"eval_accuracy_nutrient_deficiency": 0.3320438433465802,
|
1069 |
+
"eval_accuracy_planter_skip": 0.5261892741077687,
|
1070 |
+
"eval_accuracy_water": 0.7593435434571817,
|
1071 |
+
"eval_accuracy_waterway": 0.4944894326767802,
|
1072 |
+
"eval_accuracy_weed_cluster": 0.35052043369948355,
|
1073 |
+
"eval_iou_background": 0.6370035557718967,
|
1074 |
+
"eval_iou_double_plant": 0.19917866620610714,
|
1075 |
+
"eval_iou_drydown": 0.39859413032319746,
|
1076 |
+
"eval_iou_endrow": 0.20650430441878384,
|
1077 |
+
"eval_iou_nutrient_deficiency": 0.2762395701726179,
|
1078 |
+
"eval_iou_planter_skip": 0.3289300681494428,
|
1079 |
+
"eval_iou_water": 0.3535911164164195,
|
1080 |
+
"eval_iou_waterway": 0.07446424690313298,
|
1081 |
+
"eval_iou_weed_cluster": 0.22638571527762436,
|
1082 |
+
"eval_loss": 1.8663573265075684,
|
1083 |
+
"eval_mean_accuracy": 0.5116939919019218,
|
1084 |
+
"eval_mean_iou": 0.3000990415154692,
|
1085 |
+
"eval_overall_accuracy": 0.6840890987494962,
|
1086 |
+
"eval_runtime": 261.3823,
|
1087 |
+
"eval_samples_per_second": 10.873,
|
1088 |
+
"eval_steps_per_second": 3.627,
|
1089 |
+
"step": 15000
|
1090 |
+
},
|
1091 |
+
{
|
1092 |
+
"epoch": 2.5833333333333335,
|
1093 |
+
"grad_norm": 6.9639739990234375,
|
1094 |
+
"learning_rate": 5.984465244888099e-05,
|
1095 |
+
"loss": 1.8029,
|
1096 |
+
"step": 15500
|
1097 |
+
},
|
1098 |
+
{
|
1099 |
+
"epoch": 2.5833333333333335,
|
1100 |
+
"eval_accuracy_background": 0.7383259818568918,
|
1101 |
+
"eval_accuracy_double_plant": 0.31968493472022314,
|
1102 |
+
"eval_accuracy_drydown": 0.8010515106219882,
|
1103 |
+
"eval_accuracy_endrow": 0.5503072063975197,
|
1104 |
+
"eval_accuracy_nutrient_deficiency": 0.271781174143197,
|
1105 |
+
"eval_accuracy_planter_skip": 0.5614432555107323,
|
1106 |
+
"eval_accuracy_water": 0.8842623426362188,
|
1107 |
+
"eval_accuracy_waterway": 0.5025196466077214,
|
1108 |
+
"eval_accuracy_weed_cluster": 0.43664720748394176,
|
1109 |
+
"eval_iou_background": 0.6222560856540927,
|
1110 |
+
"eval_iou_double_plant": 0.24395914809866168,
|
1111 |
+
"eval_iou_drydown": 0.5035375997986632,
|
1112 |
+
"eval_iou_endrow": 0.19197007582859354,
|
1113 |
+
"eval_iou_nutrient_deficiency": 0.24140712485245333,
|
1114 |
+
"eval_iou_planter_skip": 0.3973403934252894,
|
1115 |
+
"eval_iou_water": 0.41792995918645254,
|
1116 |
+
"eval_iou_waterway": 0.09318163769538705,
|
1117 |
+
"eval_iou_weed_cluster": 0.24924493235963527,
|
1118 |
+
"eval_loss": 1.7275722026824951,
|
1119 |
+
"eval_mean_accuracy": 0.5628914733309371,
|
1120 |
+
"eval_mean_iou": 0.3289807729888032,
|
1121 |
+
"eval_overall_accuracy": 0.6877666710692293,
|
1122 |
+
"eval_runtime": 260.8904,
|
1123 |
+
"eval_samples_per_second": 10.893,
|
1124 |
+
"eval_steps_per_second": 3.634,
|
1125 |
+
"step": 15500
|
1126 |
+
},
|
1127 |
+
{
|
1128 |
+
"epoch": 2.6666666666666665,
|
1129 |
+
"grad_norm": 17.568410873413086,
|
1130 |
+
"learning_rate": 5.979715073225829e-05,
|
1131 |
+
"loss": 1.8722,
|
1132 |
+
"step": 16000
|
1133 |
+
},
|
1134 |
+
{
|
1135 |
+
"epoch": 2.6666666666666665,
|
1136 |
+
"eval_accuracy_background": 0.5753890165786146,
|
1137 |
+
"eval_accuracy_double_plant": 0.43281763733230666,
|
1138 |
+
"eval_accuracy_drydown": 0.8327222295126094,
|
1139 |
+
"eval_accuracy_endrow": 0.4880155309517181,
|
1140 |
+
"eval_accuracy_nutrient_deficiency": 0.9118230661676807,
|
1141 |
+
"eval_accuracy_planter_skip": 0.7373122037537192,
|
1142 |
+
"eval_accuracy_water": 0.9359968599229119,
|
1143 |
+
"eval_accuracy_waterway": 0.522221480058273,
|
1144 |
+
"eval_accuracy_weed_cluster": 0.34890832509753233,
|
1145 |
+
"eval_iou_background": 0.5247963819931862,
|
1146 |
+
"eval_iou_double_plant": 0.23291828149087293,
|
1147 |
+
"eval_iou_drydown": 0.5148142232549464,
|
1148 |
+
"eval_iou_endrow": 0.18510153917585362,
|
1149 |
+
"eval_iou_nutrient_deficiency": 0.36047570415196584,
|
1150 |
+
"eval_iou_planter_skip": 0.33996386551317165,
|
1151 |
+
"eval_iou_water": 0.3653052427718038,
|
1152 |
+
"eval_iou_waterway": 0.1771180165388131,
|
1153 |
+
"eval_iou_weed_cluster": 0.25455618499715205,
|
1154 |
+
"eval_loss": 1.7630696296691895,
|
1155 |
+
"eval_mean_accuracy": 0.6428007054861519,
|
1156 |
+
"eval_mean_iou": 0.3283388266541961,
|
1157 |
+
"eval_overall_accuracy": 0.6356698183341807,
|
1158 |
+
"eval_runtime": 259.8107,
|
1159 |
+
"eval_samples_per_second": 10.939,
|
1160 |
+
"eval_steps_per_second": 3.649,
|
1161 |
+
"step": 16000
|
1162 |
+
},
|
1163 |
+
{
|
1164 |
+
"epoch": 2.75,
|
1165 |
+
"grad_norm": 7.738701820373535,
|
1166 |
+
"learning_rate": 5.9743345841214316e-05,
|
1167 |
+
"loss": 1.7702,
|
1168 |
+
"step": 16500
|
1169 |
+
},
|
1170 |
+
{
|
1171 |
+
"epoch": 2.75,
|
1172 |
+
"eval_accuracy_background": 0.6249112438432373,
|
1173 |
+
"eval_accuracy_double_plant": 0.3037017158490706,
|
1174 |
+
"eval_accuracy_drydown": 0.8401976237037325,
|
1175 |
+
"eval_accuracy_endrow": 0.5409312630003157,
|
1176 |
+
"eval_accuracy_nutrient_deficiency": 0.7247938397022706,
|
1177 |
+
"eval_accuracy_planter_skip": 0.7569072255907769,
|
1178 |
+
"eval_accuracy_water": 0.9859600471011564,
|
1179 |
+
"eval_accuracy_waterway": 0.6394515146474786,
|
1180 |
+
"eval_accuracy_weed_cluster": 0.3190581723390641,
|
1181 |
+
"eval_iou_background": 0.557374200130775,
|
1182 |
+
"eval_iou_double_plant": 0.21721179749335406,
|
1183 |
+
"eval_iou_drydown": 0.5139009198909805,
|
1184 |
+
"eval_iou_endrow": 0.1872530780000752,
|
1185 |
+
"eval_iou_nutrient_deficiency": 0.3754816457154501,
|
1186 |
+
"eval_iou_planter_skip": 0.17456552608561812,
|
1187 |
+
"eval_iou_water": 0.34012998855281723,
|
1188 |
+
"eval_iou_waterway": 0.145401411480494,
|
1189 |
+
"eval_iou_weed_cluster": 0.22891265377397998,
|
1190 |
+
"eval_loss": 1.825339436531067,
|
1191 |
+
"eval_mean_accuracy": 0.637323627308567,
|
1192 |
+
"eval_mean_iou": 0.3044701356803938,
|
1193 |
+
"eval_overall_accuracy": 0.6530736523458281,
|
1194 |
+
"eval_runtime": 263.4887,
|
1195 |
+
"eval_samples_per_second": 10.786,
|
1196 |
+
"eval_steps_per_second": 3.598,
|
1197 |
+
"step": 16500
|
1198 |
+
}
|
1199 |
+
],
|
1200 |
+
"logging_steps": 500,
|
1201 |
+
"max_steps": 120000,
|
1202 |
+
"num_input_tokens_seen": 0,
|
1203 |
+
"num_train_epochs": 20,
|
1204 |
+
"save_steps": 500,
|
1205 |
+
"total_flos": 2.634778945467187e+19,
|
1206 |
+
"train_batch_size": 3,
|
1207 |
+
"trial_name": null,
|
1208 |
+
"trial_params": null
|
1209 |
+
}
|
checkpoint-16500/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8a680a40140b6ca5fa47ac87d8120967d6766117ead261eaa84c073e1e9509b8
|
3 |
+
size 4539
|