aparajitha commited on
Commit
f01b221
1 Parent(s): f65e57d

aparajitha/bart-small-ft-sci

Browse files
README.md ADDED
@@ -0,0 +1,156 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ base_model: facebook/bart-base
4
+ tags:
5
+ - generated_from_trainer
6
+ model-index:
7
+ - name: bart-base-sci
8
+ results: []
9
+ ---
10
+
11
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
+ should probably proofread and complete it, then remove this comment. -->
13
+
14
+ # bart-base-sci
15
+
16
+ This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on the None dataset.
17
+ It achieves the following results on the evaluation set:
18
+ - Loss: 3.7325
19
+
20
+ ## Model description
21
+
22
+ More information needed
23
+
24
+ ## Intended uses & limitations
25
+
26
+ More information needed
27
+
28
+ ## Training and evaluation data
29
+
30
+ More information needed
31
+
32
+ ## Training procedure
33
+
34
+ ### Training hyperparameters
35
+
36
+ The following hyperparameters were used during training:
37
+ - learning_rate: 2e-05
38
+ - train_batch_size: 4
39
+ - eval_batch_size: 4
40
+ - seed: 42
41
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
42
+ - lr_scheduler_type: linear
43
+ - num_epochs: 100
44
+
45
+ ### Training results
46
+
47
+ | Training Loss | Epoch | Step | Validation Loss |
48
+ |:-------------:|:-----:|:------:|:---------------:|
49
+ | 3.5083 | 1.0 | 1452 | 3.0211 |
50
+ | 3.1105 | 2.0 | 2904 | 2.8653 |
51
+ | 2.9224 | 3.0 | 4356 | 2.7973 |
52
+ | 2.7795 | 4.0 | 5808 | 2.7556 |
53
+ | 2.7012 | 5.0 | 7260 | 2.7293 |
54
+ | 2.603 | 6.0 | 8712 | 2.7064 |
55
+ | 2.5325 | 7.0 | 10164 | 2.6993 |
56
+ | 2.4599 | 8.0 | 11616 | 2.6817 |
57
+ | 2.3871 | 9.0 | 13068 | 2.6872 |
58
+ | 2.3239 | 10.0 | 14520 | 2.6818 |
59
+ | 2.2717 | 11.0 | 15972 | 2.6759 |
60
+ | 2.2161 | 12.0 | 17424 | 2.6810 |
61
+ | 2.1472 | 13.0 | 18876 | 2.6958 |
62
+ | 2.1074 | 14.0 | 20328 | 2.6932 |
63
+ | 2.0596 | 15.0 | 21780 | 2.7109 |
64
+ | 2.0151 | 16.0 | 23232 | 2.7186 |
65
+ | 1.9662 | 17.0 | 24684 | 2.7245 |
66
+ | 1.9305 | 18.0 | 26136 | 2.7425 |
67
+ | 1.8754 | 19.0 | 27588 | 2.7616 |
68
+ | 1.8375 | 20.0 | 29040 | 2.7709 |
69
+ | 1.7806 | 21.0 | 30492 | 2.7838 |
70
+ | 1.7572 | 22.0 | 31944 | 2.7989 |
71
+ | 1.706 | 23.0 | 33396 | 2.8198 |
72
+ | 1.6636 | 24.0 | 34848 | 2.8418 |
73
+ | 1.6349 | 25.0 | 36300 | 2.8498 |
74
+ | 1.6061 | 26.0 | 37752 | 2.8751 |
75
+ | 1.5659 | 27.0 | 39204 | 2.8888 |
76
+ | 1.5266 | 28.0 | 40656 | 2.9037 |
77
+ | 1.4952 | 29.0 | 42108 | 2.9209 |
78
+ | 1.4684 | 30.0 | 43560 | 2.9456 |
79
+ | 1.4353 | 31.0 | 45012 | 2.9749 |
80
+ | 1.3855 | 32.0 | 46464 | 2.9816 |
81
+ | 1.3589 | 33.0 | 47916 | 3.0008 |
82
+ | 1.3192 | 34.0 | 49368 | 3.0116 |
83
+ | 1.2974 | 35.0 | 50820 | 3.0332 |
84
+ | 1.2678 | 36.0 | 52272 | 3.0592 |
85
+ | 1.2423 | 37.0 | 53724 | 3.0762 |
86
+ | 1.211 | 38.0 | 55176 | 3.0833 |
87
+ | 1.1914 | 39.0 | 56628 | 3.1130 |
88
+ | 1.1569 | 40.0 | 58080 | 3.1248 |
89
+ | 1.1258 | 41.0 | 59532 | 3.1385 |
90
+ | 1.0997 | 42.0 | 60984 | 3.1589 |
91
+ | 1.0776 | 43.0 | 62436 | 3.1805 |
92
+ | 1.0519 | 44.0 | 63888 | 3.1950 |
93
+ | 1.0278 | 45.0 | 65340 | 3.2122 |
94
+ | 1.0112 | 46.0 | 66792 | 3.2242 |
95
+ | 0.9883 | 47.0 | 68244 | 3.2453 |
96
+ | 0.9707 | 48.0 | 69696 | 3.2584 |
97
+ | 0.9486 | 49.0 | 71148 | 3.2716 |
98
+ | 0.9273 | 50.0 | 72600 | 3.2943 |
99
+ | 0.9074 | 51.0 | 74052 | 3.3075 |
100
+ | 0.8863 | 52.0 | 75504 | 3.3217 |
101
+ | 0.8615 | 53.0 | 76956 | 3.3410 |
102
+ | 0.8452 | 54.0 | 78408 | 3.3509 |
103
+ | 0.8268 | 55.0 | 79860 | 3.3673 |
104
+ | 0.8191 | 56.0 | 81312 | 3.3802 |
105
+ | 0.7964 | 57.0 | 82764 | 3.3924 |
106
+ | 0.7811 | 58.0 | 84216 | 3.4044 |
107
+ | 0.7629 | 59.0 | 85668 | 3.4228 |
108
+ | 0.7489 | 60.0 | 87120 | 3.4360 |
109
+ | 0.7358 | 61.0 | 88572 | 3.4527 |
110
+ | 0.7281 | 62.0 | 90024 | 3.4634 |
111
+ | 0.7043 | 63.0 | 91476 | 3.4811 |
112
+ | 0.6938 | 64.0 | 92928 | 3.4885 |
113
+ | 0.6802 | 65.0 | 94380 | 3.5052 |
114
+ | 0.6673 | 66.0 | 95832 | 3.5136 |
115
+ | 0.6553 | 67.0 | 97284 | 3.5237 |
116
+ | 0.6494 | 68.0 | 98736 | 3.5355 |
117
+ | 0.6388 | 69.0 | 100188 | 3.5463 |
118
+ | 0.629 | 70.0 | 101640 | 3.5605 |
119
+ | 0.6132 | 71.0 | 103092 | 3.5717 |
120
+ | 0.6018 | 72.0 | 104544 | 3.5811 |
121
+ | 0.5942 | 73.0 | 105996 | 3.5909 |
122
+ | 0.5834 | 74.0 | 107448 | 3.6005 |
123
+ | 0.5785 | 75.0 | 108900 | 3.6125 |
124
+ | 0.5669 | 76.0 | 110352 | 3.6177 |
125
+ | 0.5611 | 77.0 | 111804 | 3.6319 |
126
+ | 0.5532 | 78.0 | 113256 | 3.6357 |
127
+ | 0.5467 | 79.0 | 114708 | 3.6449 |
128
+ | 0.544 | 80.0 | 116160 | 3.6468 |
129
+ | 0.5334 | 81.0 | 117612 | 3.6577 |
130
+ | 0.5313 | 82.0 | 119064 | 3.6643 |
131
+ | 0.5241 | 83.0 | 120516 | 3.6741 |
132
+ | 0.5125 | 84.0 | 121968 | 3.6754 |
133
+ | 0.5118 | 85.0 | 123420 | 3.6858 |
134
+ | 0.5063 | 86.0 | 124872 | 3.6933 |
135
+ | 0.4992 | 87.0 | 126324 | 3.6969 |
136
+ | 0.4956 | 88.0 | 127776 | 3.7041 |
137
+ | 0.491 | 89.0 | 129228 | 3.7100 |
138
+ | 0.4862 | 90.0 | 130680 | 3.7109 |
139
+ | 0.4836 | 91.0 | 132132 | 3.7166 |
140
+ | 0.4801 | 92.0 | 133584 | 3.7171 |
141
+ | 0.4774 | 93.0 | 135036 | 3.7246 |
142
+ | 0.4738 | 94.0 | 136488 | 3.7251 |
143
+ | 0.4766 | 95.0 | 137940 | 3.7272 |
144
+ | 0.4694 | 96.0 | 139392 | 3.7312 |
145
+ | 0.4708 | 97.0 | 140844 | 3.7305 |
146
+ | 0.4673 | 98.0 | 142296 | 3.7320 |
147
+ | 0.4615 | 99.0 | 143748 | 3.7323 |
148
+ | 0.4622 | 100.0 | 145200 | 3.7325 |
149
+
150
+
151
+ ### Framework versions
152
+
153
+ - Transformers 4.43.4
154
+ - Pytorch 1.13.1
155
+ - Datasets 2.12.0
156
+ - Tokenizers 0.19.1
config.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "facebook/bart-base",
3
+ "activation_dropout": 0.1,
4
+ "activation_function": "gelu",
5
+ "add_bias_logits": false,
6
+ "add_final_layer_norm": false,
7
+ "architectures": [
8
+ "BartForConditionalGeneration"
9
+ ],
10
+ "attention_dropout": 0.1,
11
+ "bos_token_id": 0,
12
+ "classif_dropout": 0.1,
13
+ "classifier_dropout": 0.0,
14
+ "d_model": 768,
15
+ "decoder_attention_heads": 12,
16
+ "decoder_ffn_dim": 3072,
17
+ "decoder_layerdrop": 0.0,
18
+ "decoder_layers": 6,
19
+ "decoder_start_token_id": 2,
20
+ "dropout": 0.1,
21
+ "early_stopping": true,
22
+ "encoder_attention_heads": 12,
23
+ "encoder_ffn_dim": 3072,
24
+ "encoder_layerdrop": 0.0,
25
+ "encoder_layers": 6,
26
+ "eos_token_id": 2,
27
+ "forced_bos_token_id": 0,
28
+ "forced_eos_token_id": 2,
29
+ "gradient_checkpointing": false,
30
+ "id2label": {
31
+ "0": "LABEL_0",
32
+ "1": "LABEL_1",
33
+ "2": "LABEL_2"
34
+ },
35
+ "init_std": 0.02,
36
+ "is_encoder_decoder": true,
37
+ "label2id": {
38
+ "LABEL_0": 0,
39
+ "LABEL_1": 1,
40
+ "LABEL_2": 2
41
+ },
42
+ "max_position_embeddings": 1024,
43
+ "model_type": "bart",
44
+ "no_repeat_ngram_size": 3,
45
+ "normalize_before": false,
46
+ "normalize_embedding": true,
47
+ "num_beams": 4,
48
+ "num_hidden_layers": 6,
49
+ "pad_token_id": 1,
50
+ "scale_embedding": false,
51
+ "task_specific_params": {
52
+ "summarization": {
53
+ "length_penalty": 1.0,
54
+ "max_length": 128,
55
+ "min_length": 12,
56
+ "num_beams": 4
57
+ },
58
+ "summarization_cnn": {
59
+ "length_penalty": 2.0,
60
+ "max_length": 142,
61
+ "min_length": 56,
62
+ "num_beams": 4
63
+ },
64
+ "summarization_xsum": {
65
+ "length_penalty": 1.0,
66
+ "max_length": 62,
67
+ "min_length": 11,
68
+ "num_beams": 6
69
+ }
70
+ },
71
+ "torch_dtype": "float32",
72
+ "transformers_version": "4.43.4",
73
+ "use_cache": true,
74
+ "vocab_size": 50265
75
+ }
generation_config.json ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_from_model_config": true,
3
+ "bos_token_id": 0,
4
+ "decoder_start_token_id": 2,
5
+ "early_stopping": true,
6
+ "eos_token_id": 2,
7
+ "forced_bos_token_id": 0,
8
+ "forced_eos_token_id": 2,
9
+ "no_repeat_ngram_size": 3,
10
+ "num_beams": 4,
11
+ "pad_token_id": 1,
12
+ "transformers_version": "4.43.4"
13
+ }
merges.txt ADDED
The diff for this file is too large to render. See raw diff
 
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:68a22fbc8c3b311be46bcc6d19c180439a6341ea9ed9c82ebcf39831e3a0c70a
3
+ size 557912620
special_tokens_map.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": "<s>",
3
+ "cls_token": "<s>",
4
+ "eos_token": "</s>",
5
+ "mask_token": {
6
+ "content": "<mask>",
7
+ "lstrip": true,
8
+ "normalized": true,
9
+ "rstrip": false,
10
+ "single_word": false
11
+ },
12
+ "pad_token": "<pad>",
13
+ "sep_token": "</s>",
14
+ "unk_token": "<unk>"
15
+ }
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_prefix_space": false,
3
+ "added_tokens_decoder": {
4
+ "0": {
5
+ "content": "<s>",
6
+ "lstrip": false,
7
+ "normalized": true,
8
+ "rstrip": false,
9
+ "single_word": false,
10
+ "special": true
11
+ },
12
+ "1": {
13
+ "content": "<pad>",
14
+ "lstrip": false,
15
+ "normalized": true,
16
+ "rstrip": false,
17
+ "single_word": false,
18
+ "special": true
19
+ },
20
+ "2": {
21
+ "content": "</s>",
22
+ "lstrip": false,
23
+ "normalized": true,
24
+ "rstrip": false,
25
+ "single_word": false,
26
+ "special": true
27
+ },
28
+ "3": {
29
+ "content": "<unk>",
30
+ "lstrip": false,
31
+ "normalized": true,
32
+ "rstrip": false,
33
+ "single_word": false,
34
+ "special": true
35
+ },
36
+ "50264": {
37
+ "content": "<mask>",
38
+ "lstrip": true,
39
+ "normalized": true,
40
+ "rstrip": false,
41
+ "single_word": false,
42
+ "special": true
43
+ }
44
+ },
45
+ "bos_token": "<s>",
46
+ "clean_up_tokenization_spaces": true,
47
+ "cls_token": "<s>",
48
+ "eos_token": "</s>",
49
+ "errors": "replace",
50
+ "mask_token": "<mask>",
51
+ "model_max_length": 1000000000000000019884624838656,
52
+ "pad_token": "<pad>",
53
+ "sep_token": "</s>",
54
+ "tokenizer_class": "BartTokenizer",
55
+ "trim_offsets": true,
56
+ "unk_token": "<unk>"
57
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a5d3694d5366631569f9de8dde3de20c59a3af47fcffe89c437b6652d573d8f5
3
+ size 4859
vocab.json ADDED
The diff for this file is too large to render. See raw diff