Hugging Face's logo

visegradmedia-emotion
/
Emotion_RoBERTa_czech6

Text Classification
Transformers
TensorBoard
Safetensors
Czech
xlm-roberta
emotion-classification
roberta
fine-tuned
czech
Eval Results
Inference Endpoints
Model card Files Metrics Community
ringorsolya commited on
Commit
3e7d069
•
1 Parent(s): 7b03f9b

Upload folder using huggingface_hub

Browse files
Files changed (18) hide show
  1. checkpoint-14545/config.json +45 -0
  2. checkpoint-14545/model.safetensors +3 -0
  3. checkpoint-14545/optimizer.pt +3 -0
  4. checkpoint-14545/rng_state.pth +3 -0
  5. checkpoint-14545/scheduler.pt +3 -0
  6. checkpoint-14545/trainer_state.json +137 -0
  7. checkpoint-14545/training_args.bin +3 -0
  8. config.json +45 -0
  9. events.out.tfevents.1721320709.57b0d68cfca1.1241.0 +3 -0
  10. events.out.tfevents.1721343032.3d5636098bd8.27245.0 +3 -0
  11. events.out.tfevents.1721343364.0b1011e144c4.1241.0 +3 -0
  12. model.safetensors +3 -0
  13. moresBERT_train_german6_reduced_3520.xlsx +0 -0
  14. test_data.xlsx +0 -0
  15. test_data_fixed.xlsx +0 -0
  16. test_data_fixed_hungarian.xlsx +0 -0
  17. test_data_original.xlsx +0 -0
  18. training_args.bin +3 -0
checkpoint-14545/config.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "xlm-roberta-base",
3
+ "architectures": [
4
+ "XLMRobertaForSequenceClassification"
5
+ ],
6
+ "attention_probs_dropout_prob": 0.1,
7
+ "bos_token_id": 0,
8
+ "classifier_dropout": null,
9
+ "eos_token_id": 2,
10
+ "hidden_act": "gelu",
11
+ "hidden_dropout_prob": 0.1,
12
+ "hidden_size": 768,
13
+ "id2label": {
14
+ "0": "LABEL_0",
15
+ "1": "LABEL_1",
16
+ "2": "LABEL_2",
17
+ "3": "LABEL_3",
18
+ "4": "LABEL_4",
19
+ "5": "LABEL_5"
20
+ },
21
+ "initializer_range": 0.02,
22
+ "intermediate_size": 3072,
23
+ "label2id": {
24
+ "LABEL_0": 0,
25
+ "LABEL_1": 1,
26
+ "LABEL_2": 2,
27
+ "LABEL_3": 3,
28
+ "LABEL_4": 4,
29
+ "LABEL_5": 5
30
+ },
31
+ "layer_norm_eps": 1e-05,
32
+ "max_position_embeddings": 514,
33
+ "model_type": "xlm-roberta",
34
+ "num_attention_heads": 12,
35
+ "num_hidden_layers": 12,
36
+ "output_past": true,
37
+ "pad_token_id": 1,
38
+ "position_embedding_type": "absolute",
39
+ "problem_type": "multi_label_classification",
40
+ "torch_dtype": "float32",
41
+ "transformers_version": "4.42.4",
42
+ "type_vocab_size": 1,
43
+ "use_cache": true,
44
+ "vocab_size": 250002
45
+ }
checkpoint-14545/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b92510f972b9b77bb6a5bfe72a36a881bf2d77c51918e34820cff0e629640674
3
+ size 1112217312
checkpoint-14545/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:25aa797bebdd445c47add5b0420bd36dbfac533a3014028c010c2c772f2516e7
3
+ size 2224554234
checkpoint-14545/rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fcd34deb8704e7547d809feece4bec83dc583c873ade533bda14248be2a1e256
3
+ size 14244
checkpoint-14545/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:97bdf25f38136371c72d207dd77bdb4523450fb29ca22983415b65b0c25956d5
3
+ size 1064
checkpoint-14545/trainer_state.json ADDED
@@ -0,0 +1,137 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": 0.1501207798719406,
3
+ "best_model_checkpoint": "/content/drive/MyDrive/RoBERTa/checkpoint-14545",
4
+ "epoch": 5.0,
5
+ "eval_steps": 100,
6
+ "global_step": 14545,
7
+ "is_hyper_param_search": false,
8
+ "is_local_process_zero": true,
9
+ "is_world_process_zero": true,
10
+ "log_history": [
11
+ {
12
+ "epoch": 1.0,
13
+ "grad_norm": 4.497077941894531,
14
+ "learning_rate": 4.5e-06,
15
+ "loss": 0.2489,
16
+ "step": 2909
17
+ },
18
+ {
19
+ "epoch": 1.0,
20
+ "eval_accuracy": 0.7945676465532061,
21
+ "eval_f1": 0.7961558430656073,
22
+ "eval_loss": 0.16617761552333832,
23
+ "eval_precision": 0.801102553760894,
24
+ "eval_recall": 0.7945676465532061,
25
+ "eval_runtime": 46.2471,
26
+ "eval_samples_per_second": 125.781,
27
+ "eval_steps_per_second": 7.871,
28
+ "step": 2909
29
+ },
30
+ {
31
+ "epoch": 2.0,
32
+ "grad_norm": 2.7504544258117676,
33
+ "learning_rate": 4.000000000000001e-06,
34
+ "loss": 0.165,
35
+ "step": 5818
36
+ },
37
+ {
38
+ "epoch": 2.0,
39
+ "eval_accuracy": 0.8066013408973698,
40
+ "eval_f1": 0.806334324115106,
41
+ "eval_loss": 0.15410974621772766,
42
+ "eval_precision": 0.807004318007734,
43
+ "eval_recall": 0.8066013408973698,
44
+ "eval_runtime": 46.1274,
45
+ "eval_samples_per_second": 126.107,
46
+ "eval_steps_per_second": 7.891,
47
+ "step": 5818
48
+ },
49
+ {
50
+ "epoch": 3.0,
51
+ "grad_norm": 6.142695426940918,
52
+ "learning_rate": 3.5e-06,
53
+ "loss": 0.1479,
54
+ "step": 8727
55
+ },
56
+ {
57
+ "epoch": 3.0,
58
+ "eval_accuracy": 0.8038507821901324,
59
+ "eval_f1": 0.8008391832785562,
60
+ "eval_loss": 0.15494388341903687,
61
+ "eval_precision": 0.8086474488952677,
62
+ "eval_recall": 0.8038507821901324,
63
+ "eval_runtime": 46.076,
64
+ "eval_samples_per_second": 126.248,
65
+ "eval_steps_per_second": 7.9,
66
+ "step": 8727
67
+ },
68
+ {
69
+ "epoch": 4.0,
70
+ "grad_norm": 16.692214965820312,
71
+ "learning_rate": 3e-06,
72
+ "loss": 0.1375,
73
+ "step": 11636
74
+ },
75
+ {
76
+ "epoch": 4.0,
77
+ "eval_accuracy": 0.8102114492006188,
78
+ "eval_f1": 0.8090868438898687,
79
+ "eval_loss": 0.15274302661418915,
80
+ "eval_precision": 0.8111386977694952,
81
+ "eval_recall": 0.8102114492006188,
82
+ "eval_runtime": 46.1151,
83
+ "eval_samples_per_second": 126.141,
84
+ "eval_steps_per_second": 7.893,
85
+ "step": 11636
86
+ },
87
+ {
88
+ "epoch": 5.0,
89
+ "grad_norm": 24.896465301513672,
90
+ "learning_rate": 2.5e-06,
91
+ "loss": 0.1289,
92
+ "step": 14545
93
+ },
94
+ {
95
+ "epoch": 5.0,
96
+ "eval_accuracy": 0.8096957194430119,
97
+ "eval_f1": 0.8100808721825671,
98
+ "eval_loss": 0.1501207798719406,
99
+ "eval_precision": 0.8116662168004147,
100
+ "eval_recall": 0.8096957194430119,
101
+ "eval_runtime": 46.0976,
102
+ "eval_samples_per_second": 126.189,
103
+ "eval_steps_per_second": 7.896,
104
+ "step": 14545
105
+ }
106
+ ],
107
+ "logging_steps": 100,
108
+ "max_steps": 29090,
109
+ "num_input_tokens_seen": 0,
110
+ "num_train_epochs": 10,
111
+ "save_steps": 100,
112
+ "stateful_callbacks": {
113
+ "EarlyStoppingCallback": {
114
+ "args": {
115
+ "early_stopping_patience": 2,
116
+ "early_stopping_threshold": 0.0
117
+ },
118
+ "attributes": {
119
+ "early_stopping_patience_counter": 0
120
+ }
121
+ },
122
+ "TrainerControl": {
123
+ "args": {
124
+ "should_epoch_stop": false,
125
+ "should_evaluate": false,
126
+ "should_log": false,
127
+ "should_save": true,
128
+ "should_training_stop": false
129
+ },
130
+ "attributes": {}
131
+ }
132
+ },
133
+ "total_flos": 6.122024785926144e+16,
134
+ "train_batch_size": 16,
135
+ "trial_name": null,
136
+ "trial_params": null
137
+ }
checkpoint-14545/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6b0cf35159a87a40f7d00aac1283cee32991a88b237343acab3942b89e7e8ba8
3
+ size 5048
config.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "xlm-roberta-base",
3
+ "architectures": [
4
+ "XLMRobertaForSequenceClassification"
5
+ ],
6
+ "attention_probs_dropout_prob": 0.1,
7
+ "bos_token_id": 0,
8
+ "classifier_dropout": null,
9
+ "eos_token_id": 2,
10
+ "hidden_act": "gelu",
11
+ "hidden_dropout_prob": 0.1,
12
+ "hidden_size": 768,
13
+ "id2label": {
14
+ "0": "LABEL_0",
15
+ "1": "LABEL_1",
16
+ "2": "LABEL_2",
17
+ "3": "LABEL_3",
18
+ "4": "LABEL_4",
19
+ "5": "LABEL_5"
20
+ },
21
+ "initializer_range": 0.02,
22
+ "intermediate_size": 3072,
23
+ "label2id": {
24
+ "LABEL_0": 0,
25
+ "LABEL_1": 1,
26
+ "LABEL_2": 2,
27
+ "LABEL_3": 3,
28
+ "LABEL_4": 4,
29
+ "LABEL_5": 5
30
+ },
31
+ "layer_norm_eps": 1e-05,
32
+ "max_position_embeddings": 514,
33
+ "model_type": "xlm-roberta",
34
+ "num_attention_heads": 12,
35
+ "num_hidden_layers": 12,
36
+ "output_past": true,
37
+ "pad_token_id": 1,
38
+ "position_embedding_type": "absolute",
39
+ "problem_type": "multi_label_classification",
40
+ "torch_dtype": "float32",
41
+ "transformers_version": "4.42.4",
42
+ "type_vocab_size": 1,
43
+ "use_cache": true,
44
+ "vocab_size": 250002
45
+ }
events.out.tfevents.1721320709.57b0d68cfca1.1241.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7b96d29449184d845e189934828097fe197c011a89db667efbd2f96eb219f8ae
3
+ size 9665
events.out.tfevents.1721343032.3d5636098bd8.27245.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9cdc7c95fbafc68e4f317d3dd3407bd8efde012053f1ac7e811710d83a0ff841
3
+ size 5194
events.out.tfevents.1721343364.0b1011e144c4.1241.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5910b740b5f9a6aa3ecd4dc6f1b3f14002ce10e54e6165286e9ccd0bb4a96239
3
+ size 10361
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b92510f972b9b77bb6a5bfe72a36a881bf2d77c51918e34820cff0e629640674
3
+ size 1112217312
moresBERT_train_german6_reduced_3520.xlsx ADDED
Binary file (726 kB). View file
 
test_data.xlsx ADDED
Binary file (388 kB). View file
 
test_data_fixed.xlsx ADDED
Binary file (276 kB). View file
 
test_data_fixed_hungarian.xlsx ADDED
Binary file (250 kB). View file
 
test_data_original.xlsx ADDED
Binary file (700 kB). View file
 
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6b0cf35159a87a40f7d00aac1283cee32991a88b237343acab3942b89e7e8ba8
3
+ size 5048