Upload folder using huggingface_hub
Browse files- README.md +36 -0
- checkpoint-1050/config.json +38 -0
- checkpoint-1050/model.safetensors +3 -0
- checkpoint-1050/optimizer.pt +3 -0
- checkpoint-1050/rng_state.pth +3 -0
- checkpoint-1050/scheduler.pt +3 -0
- checkpoint-1050/trainer_state.json +523 -0
- checkpoint-1050/training_args.bin +3 -0
- config.json +38 -0
- model.safetensors +3 -0
- runs/Oct12_06-52-38_r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs/events.out.tfevents.1728715962.r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs.121.0 +2 -2
- runs/Oct12_06-52-38_r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs/events.out.tfevents.1728719531.r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs.121.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- training_params.json +30 -0
- vocab.txt +0 -0
README.md
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
---
|
3 |
+
tags:
|
4 |
+
- autotrain
|
5 |
+
- text-classification
|
6 |
+
base_model: distilbert/distilbert-base-uncased-finetuned-sst-2-english
|
7 |
+
widget:
|
8 |
+
- text: "I love AutoTrain"
|
9 |
+
---
|
10 |
+
|
11 |
+
# Model Trained Using AutoTrain
|
12 |
+
|
13 |
+
- Problem type: Text Classification
|
14 |
+
|
15 |
+
## Validation Metrics
|
16 |
+
loss: 0.47395700216293335
|
17 |
+
|
18 |
+
f1_macro: 0.8585052497990947
|
19 |
+
|
20 |
+
f1_micro: 0.8928571428571429
|
21 |
+
|
22 |
+
f1_weighted: 0.8907561750703225
|
23 |
+
|
24 |
+
precision_macro: 0.8764483580832203
|
25 |
+
|
26 |
+
precision_micro: 0.8928571428571429
|
27 |
+
|
28 |
+
precision_weighted: 0.8908864823138299
|
29 |
+
|
30 |
+
recall_macro: 0.8441908044288117
|
31 |
+
|
32 |
+
recall_micro: 0.8928571428571429
|
33 |
+
|
34 |
+
recall_weighted: 0.8928571428571429
|
35 |
+
|
36 |
+
accuracy: 0.8928571428571429
|
checkpoint-1050/config.json
ADDED
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "distilbert/distilbert-base-uncased-finetuned-sst-2-english",
|
3 |
+
"_num_labels": 3,
|
4 |
+
"activation": "gelu",
|
5 |
+
"architectures": [
|
6 |
+
"DistilBertForSequenceClassification"
|
7 |
+
],
|
8 |
+
"attention_dropout": 0.1,
|
9 |
+
"dim": 768,
|
10 |
+
"dropout": 0.1,
|
11 |
+
"finetuning_task": "sst-2",
|
12 |
+
"hidden_dim": 3072,
|
13 |
+
"id2label": {
|
14 |
+
"0": "negative",
|
15 |
+
"1": "neutral",
|
16 |
+
"2": "positive"
|
17 |
+
},
|
18 |
+
"initializer_range": 0.02,
|
19 |
+
"label2id": {
|
20 |
+
"negative": 0,
|
21 |
+
"neutral": 1,
|
22 |
+
"positive": 2
|
23 |
+
},
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "distilbert",
|
26 |
+
"n_heads": 12,
|
27 |
+
"n_layers": 6,
|
28 |
+
"output_past": true,
|
29 |
+
"pad_token_id": 0,
|
30 |
+
"problem_type": "single_label_classification",
|
31 |
+
"qa_dropout": 0.1,
|
32 |
+
"seq_classif_dropout": 0.2,
|
33 |
+
"sinusoidal_pos_embds": false,
|
34 |
+
"tie_weights_": true,
|
35 |
+
"torch_dtype": "float32",
|
36 |
+
"transformers_version": "4.45.0",
|
37 |
+
"vocab_size": 30522
|
38 |
+
}
|
checkpoint-1050/model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0b7ca4ed782ed1f9891987b5bd00feff2452af5f279c0e6a96d7d964a86027eb
|
3 |
+
size 267835644
|
checkpoint-1050/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bba31f1b3f0640cd5d7c81b3f463deab0c5dd146ae4b310db2f6d77ec1ac4974
|
3 |
+
size 535730554
|
checkpoint-1050/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:13b790f16e11d019cf924994526f17b90b959297cc3c5ce41e2e2919f40573d7
|
3 |
+
size 13990
|
checkpoint-1050/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ad6be9079b0bd0f72616a2c9ae43a9ce03b8c525c0ed6f35bd38fca82083bced
|
3 |
+
size 1064
|
checkpoint-1050/trainer_state.json
ADDED
@@ -0,0 +1,523 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.47395700216293335,
|
3 |
+
"best_model_checkpoint": "autotrain-4d7s5-yxads/checkpoint-1050",
|
4 |
+
"epoch": 3.0,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 1050,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 0.04857142857142857,
|
13 |
+
"grad_norm": 5.717668056488037,
|
14 |
+
"learning_rate": 8.095238095238097e-06,
|
15 |
+
"loss": 1.0368,
|
16 |
+
"step": 17
|
17 |
+
},
|
18 |
+
{
|
19 |
+
"epoch": 0.09714285714285714,
|
20 |
+
"grad_norm": 4.925649166107178,
|
21 |
+
"learning_rate": 1.6190476190476193e-05,
|
22 |
+
"loss": 1.0002,
|
23 |
+
"step": 34
|
24 |
+
},
|
25 |
+
{
|
26 |
+
"epoch": 0.1457142857142857,
|
27 |
+
"grad_norm": 4.120390892028809,
|
28 |
+
"learning_rate": 2.4285714285714288e-05,
|
29 |
+
"loss": 0.9781,
|
30 |
+
"step": 51
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 0.19428571428571428,
|
34 |
+
"grad_norm": 7.446722984313965,
|
35 |
+
"learning_rate": 3.2380952380952386e-05,
|
36 |
+
"loss": 0.8574,
|
37 |
+
"step": 68
|
38 |
+
},
|
39 |
+
{
|
40 |
+
"epoch": 0.24285714285714285,
|
41 |
+
"grad_norm": 5.055674076080322,
|
42 |
+
"learning_rate": 4.047619047619048e-05,
|
43 |
+
"loss": 0.8284,
|
44 |
+
"step": 85
|
45 |
+
},
|
46 |
+
{
|
47 |
+
"epoch": 0.2914285714285714,
|
48 |
+
"grad_norm": 6.370545387268066,
|
49 |
+
"learning_rate": 4.8571428571428576e-05,
|
50 |
+
"loss": 0.7786,
|
51 |
+
"step": 102
|
52 |
+
},
|
53 |
+
{
|
54 |
+
"epoch": 0.34,
|
55 |
+
"grad_norm": 5.569090843200684,
|
56 |
+
"learning_rate": 4.925925925925926e-05,
|
57 |
+
"loss": 0.813,
|
58 |
+
"step": 119
|
59 |
+
},
|
60 |
+
{
|
61 |
+
"epoch": 0.38857142857142857,
|
62 |
+
"grad_norm": 9.335224151611328,
|
63 |
+
"learning_rate": 4.835978835978836e-05,
|
64 |
+
"loss": 0.7567,
|
65 |
+
"step": 136
|
66 |
+
},
|
67 |
+
{
|
68 |
+
"epoch": 0.43714285714285717,
|
69 |
+
"grad_norm": 7.3107476234436035,
|
70 |
+
"learning_rate": 4.746031746031746e-05,
|
71 |
+
"loss": 0.6932,
|
72 |
+
"step": 153
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"epoch": 0.4857142857142857,
|
76 |
+
"grad_norm": 4.684781551361084,
|
77 |
+
"learning_rate": 4.656084656084656e-05,
|
78 |
+
"loss": 0.5975,
|
79 |
+
"step": 170
|
80 |
+
},
|
81 |
+
{
|
82 |
+
"epoch": 0.5342857142857143,
|
83 |
+
"grad_norm": 6.342061996459961,
|
84 |
+
"learning_rate": 4.5661375661375666e-05,
|
85 |
+
"loss": 0.7048,
|
86 |
+
"step": 187
|
87 |
+
},
|
88 |
+
{
|
89 |
+
"epoch": 0.5828571428571429,
|
90 |
+
"grad_norm": 1.3669540882110596,
|
91 |
+
"learning_rate": 4.476190476190477e-05,
|
92 |
+
"loss": 0.4949,
|
93 |
+
"step": 204
|
94 |
+
},
|
95 |
+
{
|
96 |
+
"epoch": 0.6314285714285715,
|
97 |
+
"grad_norm": 8.368840217590332,
|
98 |
+
"learning_rate": 4.386243386243387e-05,
|
99 |
+
"loss": 0.4151,
|
100 |
+
"step": 221
|
101 |
+
},
|
102 |
+
{
|
103 |
+
"epoch": 0.68,
|
104 |
+
"grad_norm": 4.3537468910217285,
|
105 |
+
"learning_rate": 4.296296296296296e-05,
|
106 |
+
"loss": 0.6339,
|
107 |
+
"step": 238
|
108 |
+
},
|
109 |
+
{
|
110 |
+
"epoch": 0.7285714285714285,
|
111 |
+
"grad_norm": 3.9406490325927734,
|
112 |
+
"learning_rate": 4.2063492063492065e-05,
|
113 |
+
"loss": 0.4407,
|
114 |
+
"step": 255
|
115 |
+
},
|
116 |
+
{
|
117 |
+
"epoch": 0.7771428571428571,
|
118 |
+
"grad_norm": 9.089990615844727,
|
119 |
+
"learning_rate": 4.1164021164021166e-05,
|
120 |
+
"loss": 0.587,
|
121 |
+
"step": 272
|
122 |
+
},
|
123 |
+
{
|
124 |
+
"epoch": 0.8257142857142857,
|
125 |
+
"grad_norm": 8.443167686462402,
|
126 |
+
"learning_rate": 4.026455026455027e-05,
|
127 |
+
"loss": 0.6481,
|
128 |
+
"step": 289
|
129 |
+
},
|
130 |
+
{
|
131 |
+
"epoch": 0.8742857142857143,
|
132 |
+
"grad_norm": 6.344438076019287,
|
133 |
+
"learning_rate": 3.936507936507937e-05,
|
134 |
+
"loss": 0.361,
|
135 |
+
"step": 306
|
136 |
+
},
|
137 |
+
{
|
138 |
+
"epoch": 0.9228571428571428,
|
139 |
+
"grad_norm": 10.625802993774414,
|
140 |
+
"learning_rate": 3.846560846560846e-05,
|
141 |
+
"loss": 0.5475,
|
142 |
+
"step": 323
|
143 |
+
},
|
144 |
+
{
|
145 |
+
"epoch": 0.9714285714285714,
|
146 |
+
"grad_norm": 14.712811470031738,
|
147 |
+
"learning_rate": 3.7566137566137564e-05,
|
148 |
+
"loss": 0.4962,
|
149 |
+
"step": 340
|
150 |
+
},
|
151 |
+
{
|
152 |
+
"epoch": 1.0,
|
153 |
+
"eval_accuracy": 0.8385714285714285,
|
154 |
+
"eval_f1_macro": 0.7883351622987025,
|
155 |
+
"eval_f1_micro": 0.8385714285714285,
|
156 |
+
"eval_f1_weighted": 0.8341744255013881,
|
157 |
+
"eval_loss": 0.5001112818717957,
|
158 |
+
"eval_precision_macro": 0.8197149152283288,
|
159 |
+
"eval_precision_micro": 0.8385714285714285,
|
160 |
+
"eval_precision_weighted": 0.8359588728159495,
|
161 |
+
"eval_recall_macro": 0.7651883911896363,
|
162 |
+
"eval_recall_micro": 0.8385714285714285,
|
163 |
+
"eval_recall_weighted": 0.8385714285714285,
|
164 |
+
"eval_runtime": 76.1749,
|
165 |
+
"eval_samples_per_second": 9.189,
|
166 |
+
"eval_steps_per_second": 0.578,
|
167 |
+
"step": 350
|
168 |
+
},
|
169 |
+
{
|
170 |
+
"epoch": 1.02,
|
171 |
+
"grad_norm": 5.372379779815674,
|
172 |
+
"learning_rate": 3.6666666666666666e-05,
|
173 |
+
"loss": 0.4164,
|
174 |
+
"step": 357
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"epoch": 1.0685714285714285,
|
178 |
+
"grad_norm": 27.94418716430664,
|
179 |
+
"learning_rate": 3.5767195767195774e-05,
|
180 |
+
"loss": 0.2832,
|
181 |
+
"step": 374
|
182 |
+
},
|
183 |
+
{
|
184 |
+
"epoch": 1.1171428571428572,
|
185 |
+
"grad_norm": 1.799539566040039,
|
186 |
+
"learning_rate": 3.486772486772487e-05,
|
187 |
+
"loss": 0.3711,
|
188 |
+
"step": 391
|
189 |
+
},
|
190 |
+
{
|
191 |
+
"epoch": 1.1657142857142857,
|
192 |
+
"grad_norm": 0.3417045474052429,
|
193 |
+
"learning_rate": 3.396825396825397e-05,
|
194 |
+
"loss": 0.242,
|
195 |
+
"step": 408
|
196 |
+
},
|
197 |
+
{
|
198 |
+
"epoch": 1.2142857142857142,
|
199 |
+
"grad_norm": 28.81987762451172,
|
200 |
+
"learning_rate": 3.306878306878307e-05,
|
201 |
+
"loss": 0.4427,
|
202 |
+
"step": 425
|
203 |
+
},
|
204 |
+
{
|
205 |
+
"epoch": 1.262857142857143,
|
206 |
+
"grad_norm": 26.209278106689453,
|
207 |
+
"learning_rate": 3.216931216931217e-05,
|
208 |
+
"loss": 0.4501,
|
209 |
+
"step": 442
|
210 |
+
},
|
211 |
+
{
|
212 |
+
"epoch": 1.3114285714285714,
|
213 |
+
"grad_norm": 13.091431617736816,
|
214 |
+
"learning_rate": 3.1269841269841274e-05,
|
215 |
+
"loss": 0.2545,
|
216 |
+
"step": 459
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"epoch": 1.3599999999999999,
|
220 |
+
"grad_norm": 5.050440311431885,
|
221 |
+
"learning_rate": 3.037037037037037e-05,
|
222 |
+
"loss": 0.285,
|
223 |
+
"step": 476
|
224 |
+
},
|
225 |
+
{
|
226 |
+
"epoch": 1.4085714285714286,
|
227 |
+
"grad_norm": 0.9298226833343506,
|
228 |
+
"learning_rate": 2.9470899470899473e-05,
|
229 |
+
"loss": 0.3392,
|
230 |
+
"step": 493
|
231 |
+
},
|
232 |
+
{
|
233 |
+
"epoch": 1.457142857142857,
|
234 |
+
"grad_norm": 0.5489844679832458,
|
235 |
+
"learning_rate": 2.857142857142857e-05,
|
236 |
+
"loss": 0.3678,
|
237 |
+
"step": 510
|
238 |
+
},
|
239 |
+
{
|
240 |
+
"epoch": 1.5057142857142858,
|
241 |
+
"grad_norm": 10.013340950012207,
|
242 |
+
"learning_rate": 2.7671957671957672e-05,
|
243 |
+
"loss": 0.3737,
|
244 |
+
"step": 527
|
245 |
+
},
|
246 |
+
{
|
247 |
+
"epoch": 1.5542857142857143,
|
248 |
+
"grad_norm": 0.32325175404548645,
|
249 |
+
"learning_rate": 2.677248677248677e-05,
|
250 |
+
"loss": 0.314,
|
251 |
+
"step": 544
|
252 |
+
},
|
253 |
+
{
|
254 |
+
"epoch": 1.6028571428571428,
|
255 |
+
"grad_norm": 11.575883865356445,
|
256 |
+
"learning_rate": 2.5873015873015878e-05,
|
257 |
+
"loss": 0.4452,
|
258 |
+
"step": 561
|
259 |
+
},
|
260 |
+
{
|
261 |
+
"epoch": 1.6514285714285715,
|
262 |
+
"grad_norm": 6.775808334350586,
|
263 |
+
"learning_rate": 2.4973544973544973e-05,
|
264 |
+
"loss": 0.3117,
|
265 |
+
"step": 578
|
266 |
+
},
|
267 |
+
{
|
268 |
+
"epoch": 1.7,
|
269 |
+
"grad_norm": 8.51729965209961,
|
270 |
+
"learning_rate": 2.4074074074074074e-05,
|
271 |
+
"loss": 0.3418,
|
272 |
+
"step": 595
|
273 |
+
},
|
274 |
+
{
|
275 |
+
"epoch": 1.7485714285714287,
|
276 |
+
"grad_norm": 7.481166839599609,
|
277 |
+
"learning_rate": 2.3174603174603175e-05,
|
278 |
+
"loss": 0.444,
|
279 |
+
"step": 612
|
280 |
+
},
|
281 |
+
{
|
282 |
+
"epoch": 1.7971428571428572,
|
283 |
+
"grad_norm": 18.95454216003418,
|
284 |
+
"learning_rate": 2.2275132275132277e-05,
|
285 |
+
"loss": 0.1702,
|
286 |
+
"step": 629
|
287 |
+
},
|
288 |
+
{
|
289 |
+
"epoch": 1.8457142857142856,
|
290 |
+
"grad_norm": 7.999231338500977,
|
291 |
+
"learning_rate": 2.1375661375661378e-05,
|
292 |
+
"loss": 0.3524,
|
293 |
+
"step": 646
|
294 |
+
},
|
295 |
+
{
|
296 |
+
"epoch": 1.8942857142857141,
|
297 |
+
"grad_norm": 31.50586700439453,
|
298 |
+
"learning_rate": 2.0476190476190476e-05,
|
299 |
+
"loss": 0.1909,
|
300 |
+
"step": 663
|
301 |
+
},
|
302 |
+
{
|
303 |
+
"epoch": 1.9428571428571428,
|
304 |
+
"grad_norm": 29.285133361816406,
|
305 |
+
"learning_rate": 1.9576719576719577e-05,
|
306 |
+
"loss": 0.2772,
|
307 |
+
"step": 680
|
308 |
+
},
|
309 |
+
{
|
310 |
+
"epoch": 1.9914285714285715,
|
311 |
+
"grad_norm": 3.731112241744995,
|
312 |
+
"learning_rate": 1.867724867724868e-05,
|
313 |
+
"loss": 0.3267,
|
314 |
+
"step": 697
|
315 |
+
},
|
316 |
+
{
|
317 |
+
"epoch": 2.0,
|
318 |
+
"eval_accuracy": 0.8757142857142857,
|
319 |
+
"eval_f1_macro": 0.8377118790538569,
|
320 |
+
"eval_f1_micro": 0.8757142857142857,
|
321 |
+
"eval_f1_weighted": 0.872517301229779,
|
322 |
+
"eval_loss": 0.4786055088043213,
|
323 |
+
"eval_precision_macro": 0.8588521140737896,
|
324 |
+
"eval_precision_micro": 0.8757142857142857,
|
325 |
+
"eval_precision_weighted": 0.8740051281374396,
|
326 |
+
"eval_recall_macro": 0.8253140067976269,
|
327 |
+
"eval_recall_micro": 0.8757142857142857,
|
328 |
+
"eval_recall_weighted": 0.8757142857142857,
|
329 |
+
"eval_runtime": 73.9486,
|
330 |
+
"eval_samples_per_second": 9.466,
|
331 |
+
"eval_steps_per_second": 0.595,
|
332 |
+
"step": 700
|
333 |
+
},
|
334 |
+
{
|
335 |
+
"epoch": 2.04,
|
336 |
+
"grad_norm": 0.29130664467811584,
|
337 |
+
"learning_rate": 1.777777777777778e-05,
|
338 |
+
"loss": 0.1401,
|
339 |
+
"step": 714
|
340 |
+
},
|
341 |
+
{
|
342 |
+
"epoch": 2.0885714285714285,
|
343 |
+
"grad_norm": 0.48758184909820557,
|
344 |
+
"learning_rate": 1.6878306878306878e-05,
|
345 |
+
"loss": 0.1069,
|
346 |
+
"step": 731
|
347 |
+
},
|
348 |
+
{
|
349 |
+
"epoch": 2.137142857142857,
|
350 |
+
"grad_norm": 0.32419487833976746,
|
351 |
+
"learning_rate": 1.597883597883598e-05,
|
352 |
+
"loss": 0.1531,
|
353 |
+
"step": 748
|
354 |
+
},
|
355 |
+
{
|
356 |
+
"epoch": 2.185714285714286,
|
357 |
+
"grad_norm": 5.234611511230469,
|
358 |
+
"learning_rate": 1.5079365079365079e-05,
|
359 |
+
"loss": 0.1346,
|
360 |
+
"step": 765
|
361 |
+
},
|
362 |
+
{
|
363 |
+
"epoch": 2.2342857142857144,
|
364 |
+
"grad_norm": 0.22019706666469574,
|
365 |
+
"learning_rate": 1.4179894179894179e-05,
|
366 |
+
"loss": 0.1516,
|
367 |
+
"step": 782
|
368 |
+
},
|
369 |
+
{
|
370 |
+
"epoch": 2.282857142857143,
|
371 |
+
"grad_norm": 0.05589751526713371,
|
372 |
+
"learning_rate": 1.3280423280423282e-05,
|
373 |
+
"loss": 0.0221,
|
374 |
+
"step": 799
|
375 |
+
},
|
376 |
+
{
|
377 |
+
"epoch": 2.3314285714285714,
|
378 |
+
"grad_norm": 1.0066980123519897,
|
379 |
+
"learning_rate": 1.2380952380952381e-05,
|
380 |
+
"loss": 0.134,
|
381 |
+
"step": 816
|
382 |
+
},
|
383 |
+
{
|
384 |
+
"epoch": 2.38,
|
385 |
+
"grad_norm": 0.26126623153686523,
|
386 |
+
"learning_rate": 1.1481481481481482e-05,
|
387 |
+
"loss": 0.1686,
|
388 |
+
"step": 833
|
389 |
+
},
|
390 |
+
{
|
391 |
+
"epoch": 2.4285714285714284,
|
392 |
+
"grad_norm": 0.10336403548717499,
|
393 |
+
"learning_rate": 1.0582010582010582e-05,
|
394 |
+
"loss": 0.1286,
|
395 |
+
"step": 850
|
396 |
+
},
|
397 |
+
{
|
398 |
+
"epoch": 2.4771428571428573,
|
399 |
+
"grad_norm": 3.996295690536499,
|
400 |
+
"learning_rate": 9.682539682539683e-06,
|
401 |
+
"loss": 0.1906,
|
402 |
+
"step": 867
|
403 |
+
},
|
404 |
+
{
|
405 |
+
"epoch": 2.525714285714286,
|
406 |
+
"grad_norm": 0.06981644779443741,
|
407 |
+
"learning_rate": 8.783068783068783e-06,
|
408 |
+
"loss": 0.3068,
|
409 |
+
"step": 884
|
410 |
+
},
|
411 |
+
{
|
412 |
+
"epoch": 2.5742857142857143,
|
413 |
+
"grad_norm": 50.26215362548828,
|
414 |
+
"learning_rate": 7.883597883597884e-06,
|
415 |
+
"loss": 0.1845,
|
416 |
+
"step": 901
|
417 |
+
},
|
418 |
+
{
|
419 |
+
"epoch": 2.6228571428571428,
|
420 |
+
"grad_norm": 0.20857813954353333,
|
421 |
+
"learning_rate": 6.984126984126985e-06,
|
422 |
+
"loss": 0.1038,
|
423 |
+
"step": 918
|
424 |
+
},
|
425 |
+
{
|
426 |
+
"epoch": 2.6714285714285713,
|
427 |
+
"grad_norm": 24.78173828125,
|
428 |
+
"learning_rate": 6.0846560846560845e-06,
|
429 |
+
"loss": 0.1554,
|
430 |
+
"step": 935
|
431 |
+
},
|
432 |
+
{
|
433 |
+
"epoch": 2.7199999999999998,
|
434 |
+
"grad_norm": 1.273622751235962,
|
435 |
+
"learning_rate": 5.185185185185185e-06,
|
436 |
+
"loss": 0.1497,
|
437 |
+
"step": 952
|
438 |
+
},
|
439 |
+
{
|
440 |
+
"epoch": 2.7685714285714287,
|
441 |
+
"grad_norm": 0.16568787395954132,
|
442 |
+
"learning_rate": 4.285714285714286e-06,
|
443 |
+
"loss": 0.2257,
|
444 |
+
"step": 969
|
445 |
+
},
|
446 |
+
{
|
447 |
+
"epoch": 2.817142857142857,
|
448 |
+
"grad_norm": 0.4252100884914398,
|
449 |
+
"learning_rate": 3.3862433862433868e-06,
|
450 |
+
"loss": 0.0084,
|
451 |
+
"step": 986
|
452 |
+
},
|
453 |
+
{
|
454 |
+
"epoch": 2.8657142857142857,
|
455 |
+
"grad_norm": 0.06408315896987915,
|
456 |
+
"learning_rate": 2.486772486772487e-06,
|
457 |
+
"loss": 0.1151,
|
458 |
+
"step": 1003
|
459 |
+
},
|
460 |
+
{
|
461 |
+
"epoch": 2.914285714285714,
|
462 |
+
"grad_norm": 0.11793053150177002,
|
463 |
+
"learning_rate": 1.5873015873015873e-06,
|
464 |
+
"loss": 0.1673,
|
465 |
+
"step": 1020
|
466 |
+
},
|
467 |
+
{
|
468 |
+
"epoch": 2.9628571428571426,
|
469 |
+
"grad_norm": 0.14011150598526,
|
470 |
+
"learning_rate": 6.878306878306879e-07,
|
471 |
+
"loss": 0.0355,
|
472 |
+
"step": 1037
|
473 |
+
},
|
474 |
+
{
|
475 |
+
"epoch": 3.0,
|
476 |
+
"eval_accuracy": 0.8928571428571429,
|
477 |
+
"eval_f1_macro": 0.8585052497990947,
|
478 |
+
"eval_f1_micro": 0.8928571428571429,
|
479 |
+
"eval_f1_weighted": 0.8907561750703225,
|
480 |
+
"eval_loss": 0.47395700216293335,
|
481 |
+
"eval_precision_macro": 0.8764483580832203,
|
482 |
+
"eval_precision_micro": 0.8928571428571429,
|
483 |
+
"eval_precision_weighted": 0.8908864823138299,
|
484 |
+
"eval_recall_macro": 0.8441908044288117,
|
485 |
+
"eval_recall_micro": 0.8928571428571429,
|
486 |
+
"eval_recall_weighted": 0.8928571428571429,
|
487 |
+
"eval_runtime": 66.4114,
|
488 |
+
"eval_samples_per_second": 10.54,
|
489 |
+
"eval_steps_per_second": 0.663,
|
490 |
+
"step": 1050
|
491 |
+
}
|
492 |
+
],
|
493 |
+
"logging_steps": 17,
|
494 |
+
"max_steps": 1050,
|
495 |
+
"num_input_tokens_seen": 0,
|
496 |
+
"num_train_epochs": 3,
|
497 |
+
"save_steps": 500,
|
498 |
+
"stateful_callbacks": {
|
499 |
+
"EarlyStoppingCallback": {
|
500 |
+
"args": {
|
501 |
+
"early_stopping_patience": 5,
|
502 |
+
"early_stopping_threshold": 0.01
|
503 |
+
},
|
504 |
+
"attributes": {
|
505 |
+
"early_stopping_patience_counter": 1
|
506 |
+
}
|
507 |
+
},
|
508 |
+
"TrainerControl": {
|
509 |
+
"args": {
|
510 |
+
"should_epoch_stop": false,
|
511 |
+
"should_evaluate": false,
|
512 |
+
"should_log": false,
|
513 |
+
"should_save": true,
|
514 |
+
"should_training_stop": true
|
515 |
+
},
|
516 |
+
"attributes": {}
|
517 |
+
}
|
518 |
+
},
|
519 |
+
"total_flos": 278186498150400.0,
|
520 |
+
"train_batch_size": 8,
|
521 |
+
"trial_name": null,
|
522 |
+
"trial_params": null
|
523 |
+
}
|
checkpoint-1050/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6ddbcc28b85ff0e9811bc65e60a4362a1609ffc9fcf41ceade79ddce3eada840
|
3 |
+
size 5240
|
config.json
ADDED
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "distilbert/distilbert-base-uncased-finetuned-sst-2-english",
|
3 |
+
"_num_labels": 3,
|
4 |
+
"activation": "gelu",
|
5 |
+
"architectures": [
|
6 |
+
"DistilBertForSequenceClassification"
|
7 |
+
],
|
8 |
+
"attention_dropout": 0.1,
|
9 |
+
"dim": 768,
|
10 |
+
"dropout": 0.1,
|
11 |
+
"finetuning_task": "sst-2",
|
12 |
+
"hidden_dim": 3072,
|
13 |
+
"id2label": {
|
14 |
+
"0": "negative",
|
15 |
+
"1": "neutral",
|
16 |
+
"2": "positive"
|
17 |
+
},
|
18 |
+
"initializer_range": 0.02,
|
19 |
+
"label2id": {
|
20 |
+
"negative": 0,
|
21 |
+
"neutral": 1,
|
22 |
+
"positive": 2
|
23 |
+
},
|
24 |
+
"max_position_embeddings": 512,
|
25 |
+
"model_type": "distilbert",
|
26 |
+
"n_heads": 12,
|
27 |
+
"n_layers": 6,
|
28 |
+
"output_past": true,
|
29 |
+
"pad_token_id": 0,
|
30 |
+
"problem_type": "single_label_classification",
|
31 |
+
"qa_dropout": 0.1,
|
32 |
+
"seq_classif_dropout": 0.2,
|
33 |
+
"sinusoidal_pos_embds": false,
|
34 |
+
"tie_weights_": true,
|
35 |
+
"torch_dtype": "float32",
|
36 |
+
"transformers_version": "4.45.0",
|
37 |
+
"vocab_size": 30522
|
38 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0b7ca4ed782ed1f9891987b5bd00feff2452af5f279c0e6a96d7d964a86027eb
|
3 |
+
size 267835644
|
runs/Oct12_06-52-38_r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs/events.out.tfevents.1728715962.r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs.121.0
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:51b021f0c95a21ec91554246459ffc8fd16e4453ca9aeb15f66bd6ac14e56e78
|
3 |
+
size 20846
|
runs/Oct12_06-52-38_r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs/events.out.tfevents.1728719531.r-maheshshastrakar-distilbertsentiment-k6l4djkv-22be7-jojzs.121.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a1bfad7e6c3405ebe4422f94f141815637f93e19daaca12e74ebc27d5603544c
|
3 |
+
size 921
|
special_tokens_map.json
ADDED
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cls_token": "[CLS]",
|
3 |
+
"mask_token": "[MASK]",
|
4 |
+
"pad_token": "[PAD]",
|
5 |
+
"sep_token": "[SEP]",
|
6 |
+
"unk_token": "[UNK]"
|
7 |
+
}
|
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 |
+
"added_tokens_decoder": {
|
3 |
+
"0": {
|
4 |
+
"content": "[PAD]",
|
5 |
+
"lstrip": false,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": false,
|
8 |
+
"single_word": false,
|
9 |
+
"special": true
|
10 |
+
},
|
11 |
+
"100": {
|
12 |
+
"content": "[UNK]",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false,
|
17 |
+
"special": true
|
18 |
+
},
|
19 |
+
"101": {
|
20 |
+
"content": "[CLS]",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "[SEP]",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"103": {
|
36 |
+
"content": "[MASK]",
|
37 |
+
"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
}
|
43 |
+
},
|
44 |
+
"clean_up_tokenization_spaces": true,
|
45 |
+
"cls_token": "[CLS]",
|
46 |
+
"do_basic_tokenize": true,
|
47 |
+
"do_lower_case": true,
|
48 |
+
"mask_token": "[MASK]",
|
49 |
+
"model_max_length": 512,
|
50 |
+
"never_split": null,
|
51 |
+
"pad_token": "[PAD]",
|
52 |
+
"sep_token": "[SEP]",
|
53 |
+
"strip_accents": null,
|
54 |
+
"tokenize_chinese_chars": true,
|
55 |
+
"tokenizer_class": "DistilBertTokenizer",
|
56 |
+
"unk_token": "[UNK]"
|
57 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6ddbcc28b85ff0e9811bc65e60a4362a1609ffc9fcf41ceade79ddce3eada840
|
3 |
+
size 5240
|
training_params.json
ADDED
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"data_path": "autotrain-4d7s5-yxads/autotrain-data",
|
3 |
+
"model": "distilbert/distilbert-base-uncased-finetuned-sst-2-english",
|
4 |
+
"lr": 5e-05,
|
5 |
+
"epochs": 3,
|
6 |
+
"max_seq_length": 128,
|
7 |
+
"batch_size": 8,
|
8 |
+
"warmup_ratio": 0.1,
|
9 |
+
"gradient_accumulation": 1,
|
10 |
+
"optimizer": "adamw_torch",
|
11 |
+
"scheduler": "linear",
|
12 |
+
"weight_decay": 0.0,
|
13 |
+
"max_grad_norm": 1.0,
|
14 |
+
"seed": 42,
|
15 |
+
"train_split": "train",
|
16 |
+
"valid_split": "validation",
|
17 |
+
"text_column": "autotrain_text",
|
18 |
+
"target_column": "autotrain_label",
|
19 |
+
"logging_steps": -1,
|
20 |
+
"project_name": "autotrain-4d7s5-yxads",
|
21 |
+
"auto_find_batch_size": false,
|
22 |
+
"mixed_precision": "fp16",
|
23 |
+
"save_total_limit": 1,
|
24 |
+
"push_to_hub": true,
|
25 |
+
"eval_strategy": "epoch",
|
26 |
+
"username": "maheshshastrakar",
|
27 |
+
"log": "tensorboard",
|
28 |
+
"early_stopping_patience": 5,
|
29 |
+
"early_stopping_threshold": 0.01
|
30 |
+
}
|
vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|