samtuckervegan commited on
Commit
20efb60
·
verified ·
1 Parent(s): 2df05e4

Upload folder using huggingface_hub

Browse files
README.md ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ ---
3
+ tags:
4
+ - autotrain
5
+ - text-regression
6
+ base_model: allenai/longformer-base-4096
7
+ widget:
8
+ - text: "I love AutoTrain"
9
+ datasets:
10
+ - open-paws/animal_alignment_feedback
11
+ ---
12
+
13
+ # Model Trained Using AutoTrain
14
+
15
+ - Problem type: Text Regression
16
+
17
+ ## Validation Metrics
18
+ loss: 0.0194552019238472
19
+
20
+ mse: 0.01945589855313301
21
+
22
+ mae: 0.10345309227705002
23
+
24
+ r2: 0.15548139810562134
25
+
26
+ rmse: 0.13948440254427377
27
+
28
+ explained_variance: 0.16475754976272583
checkpoint-2660/config.json ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "allenai/longformer-base-4096",
3
+ "_num_labels": 1,
4
+ "architectures": [
5
+ "LongformerForSequenceClassification"
6
+ ],
7
+ "attention_mode": "longformer",
8
+ "attention_probs_dropout_prob": 0.1,
9
+ "attention_window": [
10
+ 512,
11
+ 512,
12
+ 512,
13
+ 512,
14
+ 512,
15
+ 512,
16
+ 512,
17
+ 512,
18
+ 512,
19
+ 512,
20
+ 512,
21
+ 512
22
+ ],
23
+ "bos_token_id": 0,
24
+ "eos_token_id": 2,
25
+ "gradient_checkpointing": false,
26
+ "hidden_act": "gelu",
27
+ "hidden_dropout_prob": 0.1,
28
+ "hidden_size": 768,
29
+ "id2label": {
30
+ "0": "target"
31
+ },
32
+ "ignore_attention_mask": false,
33
+ "initializer_range": 0.02,
34
+ "intermediate_size": 3072,
35
+ "label2id": {
36
+ "target": 0
37
+ },
38
+ "layer_norm_eps": 1e-05,
39
+ "max_position_embeddings": 4098,
40
+ "model_type": "longformer",
41
+ "num_attention_heads": 12,
42
+ "num_hidden_layers": 12,
43
+ "onnx_export": false,
44
+ "pad_token_id": 1,
45
+ "problem_type": "regression",
46
+ "sep_token_id": 2,
47
+ "torch_dtype": "float32",
48
+ "transformers_version": "4.48.0",
49
+ "type_vocab_size": 1,
50
+ "vocab_size": 50265
51
+ }
checkpoint-2660/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3eb006e3eb581cb085765f1d13a0deb19799f751a00e3fdbe157e107a13ff74
3
+ size 594675108
checkpoint-2660/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:024c218e731015eac504e7d3e837f184981e160c1a6ea704427b867d68749bec
3
+ size 1189510202
checkpoint-2660/rng_state_0.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b7134aa323d647c6a04cf45c68effc37f1de6c1e4cf6c1fe76f46129e8d8b5cb
3
+ size 15024
checkpoint-2660/rng_state_1.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c5d6c1d17c4269edd54eaa0a0fc711e20393a1a96ca5d2bc3ae08e65f949b10e
3
+ size 15024
checkpoint-2660/rng_state_2.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:454f8523d491f4da2280f1c910d95b8d013dba257b451fb5f067deb713bdd2b9
3
+ size 15024
checkpoint-2660/rng_state_3.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:40b2c195e7999220ef5b96144decd7aaa71ef16248a586f7c2887d9dc9e28a50
3
+ size 15024
checkpoint-2660/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0bd949800f7b285b4edf8e0f60e694ad7ddc7840c40377b77325d417714ae78c
3
+ size 1064
checkpoint-2660/trainer_state.json ADDED
@@ -0,0 +1,836 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": 0.0194552019238472,
3
+ "best_model_checkpoint": "emotional-impact-longformer/checkpoint-2660",
4
+ "epoch": 4.0,
5
+ "eval_steps": 500,
6
+ "global_step": 2660,
7
+ "is_hyper_param_search": false,
8
+ "is_local_process_zero": true,
9
+ "is_world_process_zero": true,
10
+ "log_history": [
11
+ {
12
+ "epoch": 0.03759398496240601,
13
+ "grad_norm": 3.7252769470214844,
14
+ "learning_rate": 4.229323308270677e-06,
15
+ "loss": 0.2706,
16
+ "step": 25
17
+ },
18
+ {
19
+ "epoch": 0.07518796992481203,
20
+ "grad_norm": 1.5272068977355957,
21
+ "learning_rate": 8.458646616541353e-06,
22
+ "loss": 0.0476,
23
+ "step": 50
24
+ },
25
+ {
26
+ "epoch": 0.11278195488721804,
27
+ "grad_norm": 0.4288886785507202,
28
+ "learning_rate": 1.2687969924812032e-05,
29
+ "loss": 0.0315,
30
+ "step": 75
31
+ },
32
+ {
33
+ "epoch": 0.15037593984962405,
34
+ "grad_norm": 0.7325922250747681,
35
+ "learning_rate": 1.6917293233082707e-05,
36
+ "loss": 0.0287,
37
+ "step": 100
38
+ },
39
+ {
40
+ "epoch": 0.18796992481203006,
41
+ "grad_norm": 1.2668706178665161,
42
+ "learning_rate": 2.1146616541353385e-05,
43
+ "loss": 0.0297,
44
+ "step": 125
45
+ },
46
+ {
47
+ "epoch": 0.22556390977443608,
48
+ "grad_norm": 0.8078019618988037,
49
+ "learning_rate": 2.5375939849624064e-05,
50
+ "loss": 0.0293,
51
+ "step": 150
52
+ },
53
+ {
54
+ "epoch": 0.2631578947368421,
55
+ "grad_norm": 2.1185989379882812,
56
+ "learning_rate": 2.9605263157894742e-05,
57
+ "loss": 0.0296,
58
+ "step": 175
59
+ },
60
+ {
61
+ "epoch": 0.3007518796992481,
62
+ "grad_norm": 0.4720282554626465,
63
+ "learning_rate": 3.3665413533834594e-05,
64
+ "loss": 0.03,
65
+ "step": 200
66
+ },
67
+ {
68
+ "epoch": 0.3383458646616541,
69
+ "grad_norm": 0.7764217853546143,
70
+ "learning_rate": 3.789473684210526e-05,
71
+ "loss": 0.0278,
72
+ "step": 225
73
+ },
74
+ {
75
+ "epoch": 0.37593984962406013,
76
+ "grad_norm": 0.7980750799179077,
77
+ "learning_rate": 4.2124060150375944e-05,
78
+ "loss": 0.0291,
79
+ "step": 250
80
+ },
81
+ {
82
+ "epoch": 0.41353383458646614,
83
+ "grad_norm": 0.26071611046791077,
84
+ "learning_rate": 4.484962406015038e-05,
85
+ "loss": 0.0262,
86
+ "step": 275
87
+ },
88
+ {
89
+ "epoch": 0.45112781954887216,
90
+ "grad_norm": 0.589393675327301,
91
+ "learning_rate": 4.43796992481203e-05,
92
+ "loss": 0.0255,
93
+ "step": 300
94
+ },
95
+ {
96
+ "epoch": 0.48872180451127817,
97
+ "grad_norm": 0.5992129445075989,
98
+ "learning_rate": 4.3909774436090224e-05,
99
+ "loss": 0.0253,
100
+ "step": 325
101
+ },
102
+ {
103
+ "epoch": 0.5263157894736842,
104
+ "grad_norm": 0.5669745206832886,
105
+ "learning_rate": 4.3439849624060155e-05,
106
+ "loss": 0.0249,
107
+ "step": 350
108
+ },
109
+ {
110
+ "epoch": 0.5639097744360902,
111
+ "grad_norm": 1.6321195363998413,
112
+ "learning_rate": 4.296992481203008e-05,
113
+ "loss": 0.0253,
114
+ "step": 375
115
+ },
116
+ {
117
+ "epoch": 0.6015037593984962,
118
+ "grad_norm": 0.1369141936302185,
119
+ "learning_rate": 4.25e-05,
120
+ "loss": 0.0256,
121
+ "step": 400
122
+ },
123
+ {
124
+ "epoch": 0.6390977443609023,
125
+ "grad_norm": 0.2838519811630249,
126
+ "learning_rate": 4.203007518796993e-05,
127
+ "loss": 0.0246,
128
+ "step": 425
129
+ },
130
+ {
131
+ "epoch": 0.6766917293233082,
132
+ "grad_norm": 0.626377284526825,
133
+ "learning_rate": 4.156015037593985e-05,
134
+ "loss": 0.0241,
135
+ "step": 450
136
+ },
137
+ {
138
+ "epoch": 0.7142857142857143,
139
+ "grad_norm": 0.5266003012657166,
140
+ "learning_rate": 4.1090225563909776e-05,
141
+ "loss": 0.0259,
142
+ "step": 475
143
+ },
144
+ {
145
+ "epoch": 0.7518796992481203,
146
+ "grad_norm": 0.3502209484577179,
147
+ "learning_rate": 4.06203007518797e-05,
148
+ "loss": 0.025,
149
+ "step": 500
150
+ },
151
+ {
152
+ "epoch": 0.7894736842105263,
153
+ "grad_norm": 0.9167695641517639,
154
+ "learning_rate": 4.0150375939849624e-05,
155
+ "loss": 0.0236,
156
+ "step": 525
157
+ },
158
+ {
159
+ "epoch": 0.8270676691729323,
160
+ "grad_norm": 0.648853600025177,
161
+ "learning_rate": 3.9680451127819555e-05,
162
+ "loss": 0.0236,
163
+ "step": 550
164
+ },
165
+ {
166
+ "epoch": 0.8646616541353384,
167
+ "grad_norm": 0.2568742334842682,
168
+ "learning_rate": 3.921052631578948e-05,
169
+ "loss": 0.0236,
170
+ "step": 575
171
+ },
172
+ {
173
+ "epoch": 0.9022556390977443,
174
+ "grad_norm": 1.0824393033981323,
175
+ "learning_rate": 3.87406015037594e-05,
176
+ "loss": 0.0237,
177
+ "step": 600
178
+ },
179
+ {
180
+ "epoch": 0.9398496240601504,
181
+ "grad_norm": 0.20589441061019897,
182
+ "learning_rate": 3.827067669172932e-05,
183
+ "loss": 0.0239,
184
+ "step": 625
185
+ },
186
+ {
187
+ "epoch": 0.9774436090225563,
188
+ "grad_norm": 0.19859573245048523,
189
+ "learning_rate": 3.780075187969925e-05,
190
+ "loss": 0.0234,
191
+ "step": 650
192
+ },
193
+ {
194
+ "epoch": 1.0,
195
+ "eval_explained_variance": 0.14621615409851074,
196
+ "eval_loss": 0.020824678242206573,
197
+ "eval_mae": 0.10323476046323776,
198
+ "eval_mse": 0.02082563191652298,
199
+ "eval_r2": 0.09602558612823486,
200
+ "eval_rmse": 0.14431088634099293,
201
+ "eval_runtime": 333.5476,
202
+ "eval_samples_per_second": 63.784,
203
+ "eval_steps_per_second": 0.998,
204
+ "step": 665
205
+ },
206
+ {
207
+ "epoch": 1.0150375939849625,
208
+ "grad_norm": 0.23966658115386963,
209
+ "learning_rate": 3.7330827067669176e-05,
210
+ "loss": 0.0217,
211
+ "step": 675
212
+ },
213
+ {
214
+ "epoch": 1.0526315789473684,
215
+ "grad_norm": 0.3200964033603668,
216
+ "learning_rate": 3.68609022556391e-05,
217
+ "loss": 0.0228,
218
+ "step": 700
219
+ },
220
+ {
221
+ "epoch": 1.0902255639097744,
222
+ "grad_norm": 1.072204351425171,
223
+ "learning_rate": 3.6390977443609025e-05,
224
+ "loss": 0.0228,
225
+ "step": 725
226
+ },
227
+ {
228
+ "epoch": 1.1278195488721805,
229
+ "grad_norm": 0.8375339508056641,
230
+ "learning_rate": 3.592105263157895e-05,
231
+ "loss": 0.0228,
232
+ "step": 750
233
+ },
234
+ {
235
+ "epoch": 1.1654135338345863,
236
+ "grad_norm": 0.3468254804611206,
237
+ "learning_rate": 3.5451127819548873e-05,
238
+ "loss": 0.0247,
239
+ "step": 775
240
+ },
241
+ {
242
+ "epoch": 1.2030075187969924,
243
+ "grad_norm": 1.3668121099472046,
244
+ "learning_rate": 3.49812030075188e-05,
245
+ "loss": 0.0243,
246
+ "step": 800
247
+ },
248
+ {
249
+ "epoch": 1.2406015037593985,
250
+ "grad_norm": 0.5203770995140076,
251
+ "learning_rate": 3.451127819548872e-05,
252
+ "loss": 0.023,
253
+ "step": 825
254
+ },
255
+ {
256
+ "epoch": 1.2781954887218046,
257
+ "grad_norm": 0.22468727827072144,
258
+ "learning_rate": 3.404135338345865e-05,
259
+ "loss": 0.0226,
260
+ "step": 850
261
+ },
262
+ {
263
+ "epoch": 1.3157894736842106,
264
+ "grad_norm": 0.3588065207004547,
265
+ "learning_rate": 3.357142857142858e-05,
266
+ "loss": 0.0231,
267
+ "step": 875
268
+ },
269
+ {
270
+ "epoch": 1.3533834586466165,
271
+ "grad_norm": 0.49149370193481445,
272
+ "learning_rate": 3.3101503759398495e-05,
273
+ "loss": 0.0223,
274
+ "step": 900
275
+ },
276
+ {
277
+ "epoch": 1.3909774436090225,
278
+ "grad_norm": 0.2891516089439392,
279
+ "learning_rate": 3.263157894736842e-05,
280
+ "loss": 0.0227,
281
+ "step": 925
282
+ },
283
+ {
284
+ "epoch": 1.4285714285714286,
285
+ "grad_norm": 0.15670672059059143,
286
+ "learning_rate": 3.216165413533835e-05,
287
+ "loss": 0.0213,
288
+ "step": 950
289
+ },
290
+ {
291
+ "epoch": 1.4661654135338344,
292
+ "grad_norm": 0.12459678947925568,
293
+ "learning_rate": 3.1691729323308274e-05,
294
+ "loss": 0.0231,
295
+ "step": 975
296
+ },
297
+ {
298
+ "epoch": 1.5037593984962405,
299
+ "grad_norm": 0.8225300908088684,
300
+ "learning_rate": 3.12218045112782e-05,
301
+ "loss": 0.0229,
302
+ "step": 1000
303
+ },
304
+ {
305
+ "epoch": 1.5413533834586466,
306
+ "grad_norm": 0.3865518569946289,
307
+ "learning_rate": 3.075187969924812e-05,
308
+ "loss": 0.022,
309
+ "step": 1025
310
+ },
311
+ {
312
+ "epoch": 1.5789473684210527,
313
+ "grad_norm": 0.8772854804992676,
314
+ "learning_rate": 3.028195488721805e-05,
315
+ "loss": 0.0229,
316
+ "step": 1050
317
+ },
318
+ {
319
+ "epoch": 1.6165413533834587,
320
+ "grad_norm": 0.3904133141040802,
321
+ "learning_rate": 2.981203007518797e-05,
322
+ "loss": 0.0224,
323
+ "step": 1075
324
+ },
325
+ {
326
+ "epoch": 1.6541353383458648,
327
+ "grad_norm": 0.7952344417572021,
328
+ "learning_rate": 2.9342105263157895e-05,
329
+ "loss": 0.0216,
330
+ "step": 1100
331
+ },
332
+ {
333
+ "epoch": 1.6917293233082706,
334
+ "grad_norm": 0.2614936828613281,
335
+ "learning_rate": 2.887218045112782e-05,
336
+ "loss": 0.0219,
337
+ "step": 1125
338
+ },
339
+ {
340
+ "epoch": 1.7293233082706767,
341
+ "grad_norm": 0.3101685643196106,
342
+ "learning_rate": 2.8402255639097747e-05,
343
+ "loss": 0.0213,
344
+ "step": 1150
345
+ },
346
+ {
347
+ "epoch": 1.7669172932330826,
348
+ "grad_norm": 0.2712872326374054,
349
+ "learning_rate": 2.793233082706767e-05,
350
+ "loss": 0.0221,
351
+ "step": 1175
352
+ },
353
+ {
354
+ "epoch": 1.8045112781954886,
355
+ "grad_norm": 1.1345945596694946,
356
+ "learning_rate": 2.7462406015037596e-05,
357
+ "loss": 0.0231,
358
+ "step": 1200
359
+ },
360
+ {
361
+ "epoch": 1.8421052631578947,
362
+ "grad_norm": 0.2056145817041397,
363
+ "learning_rate": 2.699248120300752e-05,
364
+ "loss": 0.0229,
365
+ "step": 1225
366
+ },
367
+ {
368
+ "epoch": 1.8796992481203008,
369
+ "grad_norm": 0.24201074242591858,
370
+ "learning_rate": 2.6522556390977448e-05,
371
+ "loss": 0.021,
372
+ "step": 1250
373
+ },
374
+ {
375
+ "epoch": 1.9172932330827068,
376
+ "grad_norm": 0.6122403740882874,
377
+ "learning_rate": 2.6052631578947372e-05,
378
+ "loss": 0.0217,
379
+ "step": 1275
380
+ },
381
+ {
382
+ "epoch": 1.954887218045113,
383
+ "grad_norm": 0.7876213192939758,
384
+ "learning_rate": 2.5582706766917296e-05,
385
+ "loss": 0.0227,
386
+ "step": 1300
387
+ },
388
+ {
389
+ "epoch": 1.9924812030075187,
390
+ "grad_norm": 0.605512797832489,
391
+ "learning_rate": 2.5112781954887217e-05,
392
+ "loss": 0.0223,
393
+ "step": 1325
394
+ },
395
+ {
396
+ "epoch": 2.0,
397
+ "eval_explained_variance": 0.14240312576293945,
398
+ "eval_loss": 0.019838958978652954,
399
+ "eval_mae": 0.10281991213560104,
400
+ "eval_mse": 0.019839677959680557,
401
+ "eval_r2": 0.1388227343559265,
402
+ "eval_rmse": 0.14085339172231728,
403
+ "eval_runtime": 332.693,
404
+ "eval_samples_per_second": 63.948,
405
+ "eval_steps_per_second": 1.001,
406
+ "step": 1330
407
+ },
408
+ {
409
+ "epoch": 2.030075187969925,
410
+ "grad_norm": 0.347207635641098,
411
+ "learning_rate": 2.4642857142857148e-05,
412
+ "loss": 0.0203,
413
+ "step": 1350
414
+ },
415
+ {
416
+ "epoch": 2.0676691729323307,
417
+ "grad_norm": 0.178135484457016,
418
+ "learning_rate": 2.417293233082707e-05,
419
+ "loss": 0.0211,
420
+ "step": 1375
421
+ },
422
+ {
423
+ "epoch": 2.1052631578947367,
424
+ "grad_norm": 0.5986231565475464,
425
+ "learning_rate": 2.3703007518796993e-05,
426
+ "loss": 0.0214,
427
+ "step": 1400
428
+ },
429
+ {
430
+ "epoch": 2.142857142857143,
431
+ "grad_norm": 0.6835535764694214,
432
+ "learning_rate": 2.3233082706766917e-05,
433
+ "loss": 0.0216,
434
+ "step": 1425
435
+ },
436
+ {
437
+ "epoch": 2.180451127819549,
438
+ "grad_norm": 0.6227976083755493,
439
+ "learning_rate": 2.2763157894736845e-05,
440
+ "loss": 0.021,
441
+ "step": 1450
442
+ },
443
+ {
444
+ "epoch": 2.218045112781955,
445
+ "grad_norm": 0.17263726890087128,
446
+ "learning_rate": 2.2293233082706766e-05,
447
+ "loss": 0.0209,
448
+ "step": 1475
449
+ },
450
+ {
451
+ "epoch": 2.255639097744361,
452
+ "grad_norm": 0.3358646035194397,
453
+ "learning_rate": 2.1823308270676693e-05,
454
+ "loss": 0.021,
455
+ "step": 1500
456
+ },
457
+ {
458
+ "epoch": 2.293233082706767,
459
+ "grad_norm": 0.5184768438339233,
460
+ "learning_rate": 2.1353383458646618e-05,
461
+ "loss": 0.0211,
462
+ "step": 1525
463
+ },
464
+ {
465
+ "epoch": 2.3308270676691727,
466
+ "grad_norm": 0.18221434950828552,
467
+ "learning_rate": 2.0883458646616542e-05,
468
+ "loss": 0.0203,
469
+ "step": 1550
470
+ },
471
+ {
472
+ "epoch": 2.3684210526315788,
473
+ "grad_norm": 0.8772348761558533,
474
+ "learning_rate": 2.0413533834586466e-05,
475
+ "loss": 0.0208,
476
+ "step": 1575
477
+ },
478
+ {
479
+ "epoch": 2.406015037593985,
480
+ "grad_norm": 0.47695019841194153,
481
+ "learning_rate": 1.9943609022556394e-05,
482
+ "loss": 0.0202,
483
+ "step": 1600
484
+ },
485
+ {
486
+ "epoch": 2.443609022556391,
487
+ "grad_norm": 0.13762958347797394,
488
+ "learning_rate": 1.9473684210526315e-05,
489
+ "loss": 0.021,
490
+ "step": 1625
491
+ },
492
+ {
493
+ "epoch": 2.481203007518797,
494
+ "grad_norm": 0.8466396927833557,
495
+ "learning_rate": 1.9003759398496242e-05,
496
+ "loss": 0.0209,
497
+ "step": 1650
498
+ },
499
+ {
500
+ "epoch": 2.518796992481203,
501
+ "grad_norm": 1.1149111986160278,
502
+ "learning_rate": 1.8533834586466166e-05,
503
+ "loss": 0.0207,
504
+ "step": 1675
505
+ },
506
+ {
507
+ "epoch": 2.556390977443609,
508
+ "grad_norm": 0.7794457674026489,
509
+ "learning_rate": 1.806390977443609e-05,
510
+ "loss": 0.0209,
511
+ "step": 1700
512
+ },
513
+ {
514
+ "epoch": 2.593984962406015,
515
+ "grad_norm": 0.6543653607368469,
516
+ "learning_rate": 1.7593984962406015e-05,
517
+ "loss": 0.022,
518
+ "step": 1725
519
+ },
520
+ {
521
+ "epoch": 2.6315789473684212,
522
+ "grad_norm": 0.3373096287250519,
523
+ "learning_rate": 1.7124060150375943e-05,
524
+ "loss": 0.0202,
525
+ "step": 1750
526
+ },
527
+ {
528
+ "epoch": 2.6691729323308273,
529
+ "grad_norm": 0.8596007227897644,
530
+ "learning_rate": 1.6654135338345863e-05,
531
+ "loss": 0.0199,
532
+ "step": 1775
533
+ },
534
+ {
535
+ "epoch": 2.706766917293233,
536
+ "grad_norm": 0.14692935347557068,
537
+ "learning_rate": 1.618421052631579e-05,
538
+ "loss": 0.0205,
539
+ "step": 1800
540
+ },
541
+ {
542
+ "epoch": 2.744360902255639,
543
+ "grad_norm": 0.4790925979614258,
544
+ "learning_rate": 1.5714285714285715e-05,
545
+ "loss": 0.0211,
546
+ "step": 1825
547
+ },
548
+ {
549
+ "epoch": 2.781954887218045,
550
+ "grad_norm": 0.17605140805244446,
551
+ "learning_rate": 1.5244360902255641e-05,
552
+ "loss": 0.0204,
553
+ "step": 1850
554
+ },
555
+ {
556
+ "epoch": 2.819548872180451,
557
+ "grad_norm": 0.5374957919120789,
558
+ "learning_rate": 1.4774436090225564e-05,
559
+ "loss": 0.0213,
560
+ "step": 1875
561
+ },
562
+ {
563
+ "epoch": 2.857142857142857,
564
+ "grad_norm": 0.16991238296031952,
565
+ "learning_rate": 1.430451127819549e-05,
566
+ "loss": 0.0213,
567
+ "step": 1900
568
+ },
569
+ {
570
+ "epoch": 2.8947368421052633,
571
+ "grad_norm": 0.4746359884738922,
572
+ "learning_rate": 1.3834586466165414e-05,
573
+ "loss": 0.0214,
574
+ "step": 1925
575
+ },
576
+ {
577
+ "epoch": 2.932330827067669,
578
+ "grad_norm": 0.8064231872558594,
579
+ "learning_rate": 1.336466165413534e-05,
580
+ "loss": 0.02,
581
+ "step": 1950
582
+ },
583
+ {
584
+ "epoch": 2.969924812030075,
585
+ "grad_norm": 0.5129567384719849,
586
+ "learning_rate": 1.2894736842105262e-05,
587
+ "loss": 0.0201,
588
+ "step": 1975
589
+ },
590
+ {
591
+ "epoch": 3.0,
592
+ "eval_explained_variance": 0.1511455774307251,
593
+ "eval_loss": 0.019669942557811737,
594
+ "eval_mae": 0.10461708903312683,
595
+ "eval_mse": 0.019670462235808372,
596
+ "eval_r2": 0.1461678147315979,
597
+ "eval_rmse": 0.14025142507585572,
598
+ "eval_runtime": 332.723,
599
+ "eval_samples_per_second": 63.942,
600
+ "eval_steps_per_second": 1.001,
601
+ "step": 1995
602
+ },
603
+ {
604
+ "epoch": 3.007518796992481,
605
+ "grad_norm": 0.18976610898971558,
606
+ "learning_rate": 1.242481203007519e-05,
607
+ "loss": 0.0198,
608
+ "step": 2000
609
+ },
610
+ {
611
+ "epoch": 3.045112781954887,
612
+ "grad_norm": 0.3412296175956726,
613
+ "learning_rate": 1.1954887218045113e-05,
614
+ "loss": 0.0194,
615
+ "step": 2025
616
+ },
617
+ {
618
+ "epoch": 3.082706766917293,
619
+ "grad_norm": 0.19771774113178253,
620
+ "learning_rate": 1.1484962406015039e-05,
621
+ "loss": 0.02,
622
+ "step": 2050
623
+ },
624
+ {
625
+ "epoch": 3.1203007518796992,
626
+ "grad_norm": 0.17749685049057007,
627
+ "learning_rate": 1.1015037593984963e-05,
628
+ "loss": 0.021,
629
+ "step": 2075
630
+ },
631
+ {
632
+ "epoch": 3.1578947368421053,
633
+ "grad_norm": 0.9430246949195862,
634
+ "learning_rate": 1.0545112781954887e-05,
635
+ "loss": 0.0206,
636
+ "step": 2100
637
+ },
638
+ {
639
+ "epoch": 3.1954887218045114,
640
+ "grad_norm": 0.2554938495159149,
641
+ "learning_rate": 1.0075187969924811e-05,
642
+ "loss": 0.0189,
643
+ "step": 2125
644
+ },
645
+ {
646
+ "epoch": 3.2330827067669174,
647
+ "grad_norm": 0.1475767195224762,
648
+ "learning_rate": 9.605263157894737e-06,
649
+ "loss": 0.0193,
650
+ "step": 2150
651
+ },
652
+ {
653
+ "epoch": 3.2706766917293235,
654
+ "grad_norm": 0.2444714456796646,
655
+ "learning_rate": 9.135338345864661e-06,
656
+ "loss": 0.02,
657
+ "step": 2175
658
+ },
659
+ {
660
+ "epoch": 3.308270676691729,
661
+ "grad_norm": 0.4087791442871094,
662
+ "learning_rate": 8.665413533834586e-06,
663
+ "loss": 0.0185,
664
+ "step": 2200
665
+ },
666
+ {
667
+ "epoch": 3.345864661654135,
668
+ "grad_norm": 0.33857977390289307,
669
+ "learning_rate": 8.195488721804512e-06,
670
+ "loss": 0.0194,
671
+ "step": 2225
672
+ },
673
+ {
674
+ "epoch": 3.3834586466165413,
675
+ "grad_norm": 0.1465982049703598,
676
+ "learning_rate": 7.725563909774436e-06,
677
+ "loss": 0.0198,
678
+ "step": 2250
679
+ },
680
+ {
681
+ "epoch": 3.4210526315789473,
682
+ "grad_norm": 0.4856254756450653,
683
+ "learning_rate": 7.255639097744361e-06,
684
+ "loss": 0.0196,
685
+ "step": 2275
686
+ },
687
+ {
688
+ "epoch": 3.4586466165413534,
689
+ "grad_norm": 0.38655972480773926,
690
+ "learning_rate": 6.785714285714286e-06,
691
+ "loss": 0.0194,
692
+ "step": 2300
693
+ },
694
+ {
695
+ "epoch": 3.4962406015037595,
696
+ "grad_norm": 0.4781357944011688,
697
+ "learning_rate": 6.31578947368421e-06,
698
+ "loss": 0.0197,
699
+ "step": 2325
700
+ },
701
+ {
702
+ "epoch": 3.5338345864661656,
703
+ "grad_norm": 0.22151640057563782,
704
+ "learning_rate": 5.845864661654135e-06,
705
+ "loss": 0.0199,
706
+ "step": 2350
707
+ },
708
+ {
709
+ "epoch": 3.571428571428571,
710
+ "grad_norm": 0.443062424659729,
711
+ "learning_rate": 5.3759398496240605e-06,
712
+ "loss": 0.0201,
713
+ "step": 2375
714
+ },
715
+ {
716
+ "epoch": 3.6090225563909772,
717
+ "grad_norm": 0.27976560592651367,
718
+ "learning_rate": 4.906015037593985e-06,
719
+ "loss": 0.0192,
720
+ "step": 2400
721
+ },
722
+ {
723
+ "epoch": 3.6466165413533833,
724
+ "grad_norm": 0.19204473495483398,
725
+ "learning_rate": 4.43609022556391e-06,
726
+ "loss": 0.0193,
727
+ "step": 2425
728
+ },
729
+ {
730
+ "epoch": 3.6842105263157894,
731
+ "grad_norm": 0.38657328486442566,
732
+ "learning_rate": 3.966165413533835e-06,
733
+ "loss": 0.02,
734
+ "step": 2450
735
+ },
736
+ {
737
+ "epoch": 3.7218045112781954,
738
+ "grad_norm": 0.4538291096687317,
739
+ "learning_rate": 3.4962406015037596e-06,
740
+ "loss": 0.0201,
741
+ "step": 2475
742
+ },
743
+ {
744
+ "epoch": 3.7593984962406015,
745
+ "grad_norm": 0.5408753156661987,
746
+ "learning_rate": 3.0263157894736843e-06,
747
+ "loss": 0.0197,
748
+ "step": 2500
749
+ },
750
+ {
751
+ "epoch": 3.7969924812030076,
752
+ "grad_norm": 0.18860125541687012,
753
+ "learning_rate": 2.556390977443609e-06,
754
+ "loss": 0.02,
755
+ "step": 2525
756
+ },
757
+ {
758
+ "epoch": 3.8345864661654137,
759
+ "grad_norm": 0.2737857699394226,
760
+ "learning_rate": 2.086466165413534e-06,
761
+ "loss": 0.0188,
762
+ "step": 2550
763
+ },
764
+ {
765
+ "epoch": 3.8721804511278197,
766
+ "grad_norm": 0.1512097716331482,
767
+ "learning_rate": 1.6165413533834587e-06,
768
+ "loss": 0.0194,
769
+ "step": 2575
770
+ },
771
+ {
772
+ "epoch": 3.909774436090226,
773
+ "grad_norm": 0.1916394680738449,
774
+ "learning_rate": 1.1466165413533836e-06,
775
+ "loss": 0.0199,
776
+ "step": 2600
777
+ },
778
+ {
779
+ "epoch": 3.9473684210526314,
780
+ "grad_norm": 0.29134517908096313,
781
+ "learning_rate": 6.766917293233083e-07,
782
+ "loss": 0.0184,
783
+ "step": 2625
784
+ },
785
+ {
786
+ "epoch": 3.9849624060150375,
787
+ "grad_norm": 0.5952789783477783,
788
+ "learning_rate": 2.067669172932331e-07,
789
+ "loss": 0.0196,
790
+ "step": 2650
791
+ },
792
+ {
793
+ "epoch": 4.0,
794
+ "eval_explained_variance": 0.16475754976272583,
795
+ "eval_loss": 0.0194552019238472,
796
+ "eval_mae": 0.10345309227705002,
797
+ "eval_mse": 0.01945589855313301,
798
+ "eval_r2": 0.15548139810562134,
799
+ "eval_rmse": 0.13948440254427377,
800
+ "eval_runtime": 334.1338,
801
+ "eval_samples_per_second": 63.672,
802
+ "eval_steps_per_second": 0.997,
803
+ "step": 2660
804
+ }
805
+ ],
806
+ "logging_steps": 25,
807
+ "max_steps": 2660,
808
+ "num_input_tokens_seen": 0,
809
+ "num_train_epochs": 4,
810
+ "save_steps": 500,
811
+ "stateful_callbacks": {
812
+ "EarlyStoppingCallback": {
813
+ "args": {
814
+ "early_stopping_patience": 5,
815
+ "early_stopping_threshold": 0.01
816
+ },
817
+ "attributes": {
818
+ "early_stopping_patience_counter": 3
819
+ }
820
+ },
821
+ "TrainerControl": {
822
+ "args": {
823
+ "should_epoch_stop": false,
824
+ "should_evaluate": false,
825
+ "should_log": false,
826
+ "should_save": true,
827
+ "should_training_stop": true
828
+ },
829
+ "attributes": {}
830
+ }
831
+ },
832
+ "total_flos": 8.945729038555546e+17,
833
+ "train_batch_size": 8,
834
+ "trial_name": null,
835
+ "trial_params": null
836
+ }
checkpoint-2660/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a5648225bc7afb63b3eb3f84395211702cd430878c93ae74d684e7596c873ce4
3
+ size 5368
config.json ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "allenai/longformer-base-4096",
3
+ "_num_labels": 1,
4
+ "architectures": [
5
+ "LongformerForSequenceClassification"
6
+ ],
7
+ "attention_mode": "longformer",
8
+ "attention_probs_dropout_prob": 0.1,
9
+ "attention_window": [
10
+ 512,
11
+ 512,
12
+ 512,
13
+ 512,
14
+ 512,
15
+ 512,
16
+ 512,
17
+ 512,
18
+ 512,
19
+ 512,
20
+ 512,
21
+ 512
22
+ ],
23
+ "bos_token_id": 0,
24
+ "eos_token_id": 2,
25
+ "gradient_checkpointing": false,
26
+ "hidden_act": "gelu",
27
+ "hidden_dropout_prob": 0.1,
28
+ "hidden_size": 768,
29
+ "id2label": {
30
+ "0": "target"
31
+ },
32
+ "ignore_attention_mask": false,
33
+ "initializer_range": 0.02,
34
+ "intermediate_size": 3072,
35
+ "label2id": {
36
+ "target": 0
37
+ },
38
+ "layer_norm_eps": 1e-05,
39
+ "max_position_embeddings": 4098,
40
+ "model_type": "longformer",
41
+ "num_attention_heads": 12,
42
+ "num_hidden_layers": 12,
43
+ "onnx_export": false,
44
+ "pad_token_id": 1,
45
+ "problem_type": "regression",
46
+ "sep_token_id": 2,
47
+ "torch_dtype": "float32",
48
+ "transformers_version": "4.48.0",
49
+ "type_vocab_size": 1,
50
+ "vocab_size": 50265
51
+ }
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:a3eb006e3eb581cb085765f1d13a0deb19799f751a00e3fdbe157e107a13ff74
3
+ size 594675108
runs/Apr05_07-51-26_r-samtuckervegan-autotrain-advanced-yoiqbxqe-c1da7-doe90/events.out.tfevents.1743839489.r-samtuckervegan-autotrain-advanced-yoiqbxqe-c1da7-doe90.216.0 CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:85bbea1022eb0fac51662d541c28bce2df9a66ccc3af8b06e711f6133d522685
3
- size 28650
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:782293e262cb72e0b6315d452615828cbce348a6f52b3f79d76ece4b8ade23fb
3
+ size 30158
runs/Apr05_07-51-26_r-samtuckervegan-autotrain-advanced-yoiqbxqe-c1da7-doe90/events.out.tfevents.1743864682.r-samtuckervegan-autotrain-advanced-yoiqbxqe-c1da7-doe90.216.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:60c3efc77c42efdc70848c22a8ce6d4064cf4766f375b3d4b7fc962368b13f8e
3
+ size 609
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": false,
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 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": false,
40
+ "rstrip": false,
41
+ "single_word": false,
42
+ "special": true
43
+ }
44
+ },
45
+ "bos_token": "<s>",
46
+ "clean_up_tokenization_spaces": false,
47
+ "cls_token": "<s>",
48
+ "eos_token": "</s>",
49
+ "errors": "replace",
50
+ "extra_special_tokens": {},
51
+ "mask_token": "<mask>",
52
+ "model_max_length": 1000000000000000019884624838656,
53
+ "pad_token": "<pad>",
54
+ "sep_token": "</s>",
55
+ "tokenizer_class": "LongformerTokenizer",
56
+ "trim_offsets": true,
57
+ "unk_token": "<unk>"
58
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a5648225bc7afb63b3eb3f84395211702cd430878c93ae74d684e7596c873ce4
3
+ size 5368
training_params.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "data_path": "open-paws/animal_alignment_feedback",
3
+ "model": "allenai/longformer-base-4096",
4
+ "lr": 4.5e-05,
5
+ "epochs": 4,
6
+ "max_seq_length": 4096,
7
+ "batch_size": 8,
8
+ "warmup_ratio": 0.1,
9
+ "gradient_accumulation": 4,
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": "test",
17
+ "text_column": "text",
18
+ "target_column": "rating_emotional_impact",
19
+ "logging_steps": -1,
20
+ "project_name": "emotional-impact-longformer",
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": "samtuckervegan",
27
+ "log": "tensorboard",
28
+ "early_stopping_patience": 5,
29
+ "early_stopping_threshold": 0.01
30
+ }
vocab.json ADDED
The diff for this file is too large to render. See raw diff