thomaslim6793 commited on
Commit
6496f07
·
verified ·
1 Parent(s): 76903c9

Update multitask INDRA statement classifier

Browse files
all_results.json CHANGED
@@ -1,22 +1,28 @@
1
  {
2
  "epoch": 10.0,
3
- "eval_gate1_accuracy": 0.9204524721766101,
4
- "eval_gate1_f1": 0.9175696677724912,
5
- "eval_gate1_precision": 0.9198718411071631,
6
- "eval_gate1_recall": 0.9156173695177233,
7
  "eval_gate1_support": 5481,
8
- "eval_gate2_accuracy": 0.8573253056011677,
9
- "eval_gate2_f1": 0.7662196765345953,
10
- "eval_gate2_precision": 0.7540255243234163,
11
- "eval_gate2_recall": 0.7899899686908007,
12
  "eval_gate2_support": 5481,
13
- "eval_gate3_accuracy": 0.8761520737327189,
14
- "eval_gate3_f1": 0.7204269422018509,
15
- "eval_gate3_precision": 0.7065840948237819,
16
- "eval_gate3_recall": 0.7411799394675562,
17
  "eval_gate3_support": 6944,
18
- "eval_loss": 0.7167699933052063,
19
- "eval_runtime": 9.951,
20
- "eval_samples_per_second": 1248.614,
21
- "eval_steps_per_second": 39.091
 
 
 
 
 
 
22
  }
 
1
  {
2
  "epoch": 10.0,
3
+ "eval_gate1_accuracy": 0.9250136836343733,
4
+ "eval_gate1_f1": 0.9224529503160914,
5
+ "eval_gate1_precision": 0.9237612665493629,
6
+ "eval_gate1_recall": 0.9212694184275014,
7
  "eval_gate1_support": 5481,
8
+ "eval_gate2_accuracy": 0.8680897646414888,
9
+ "eval_gate2_f1": 0.8167601906166684,
10
+ "eval_gate2_precision": 0.8143474395151585,
11
+ "eval_gate2_recall": 0.8232715925733067,
12
  "eval_gate2_support": 5481,
13
+ "eval_gate3_accuracy": 0.8945852534562212,
14
+ "eval_gate3_f1": 0.814049046653749,
15
+ "eval_gate3_precision": 0.8216561919229995,
16
+ "eval_gate3_recall": 0.8169058833981815,
17
  "eval_gate3_support": 6944,
18
+ "eval_gate4_span_FN": 200,
19
+ "eval_gate4_span_FP": 210,
20
+ "eval_gate4_span_TP": 811,
21
+ "eval_gate4_span_f1": 0.7982283414489575,
22
+ "eval_gate4_span_precision": 0.794319294801231,
23
+ "eval_gate4_span_recall": 0.8021760632957252,
24
+ "eval_loss": NaN,
25
+ "eval_runtime": 12.712,
26
+ "eval_samples_per_second": 1057.505,
27
+ "eval_steps_per_second": 33.118
28
  }
config.json CHANGED
@@ -6,10 +6,12 @@
6
  "classifier_dropout": null,
7
  "dtype": "float32",
8
  "gate1_loss_weight": 1.0,
9
- "gate2_loss_weight": 0.5,
10
  "gate2_num_labels": 20,
11
- "gate3_loss_weight": 0.25,
12
  "gate3_num_labels": 26,
 
 
13
  "hidden_act": "gelu",
14
  "hidden_dropout_prob": 0.1,
15
  "hidden_size": 768,
 
6
  "classifier_dropout": null,
7
  "dtype": "float32",
8
  "gate1_loss_weight": 1.0,
9
+ "gate2_loss_weight": 1.0,
10
  "gate2_num_labels": 20,
11
+ "gate3_loss_weight": 1.0,
12
  "gate3_num_labels": 26,
13
+ "gate4_loss_weight": 1.0,
14
+ "gate4_num_labels": 3,
15
  "hidden_act": "gelu",
16
  "hidden_dropout_prob": 0.1,
17
  "hidden_size": 768,
eval_results.json CHANGED
@@ -1,22 +1,28 @@
1
  {
2
  "epoch": 10.0,
3
- "eval_gate1_accuracy": 0.9231751824817518,
4
- "eval_gate1_f1": 0.91874922234221,
5
- "eval_gate1_precision": 0.9213536363863121,
6
- "eval_gate1_recall": 0.916446997689221,
7
  "eval_gate1_support": 5480,
8
- "eval_gate2_accuracy": 0.8593065693430657,
9
- "eval_gate2_f1": 0.7763067392280264,
10
- "eval_gate2_precision": 0.7921477517391428,
11
- "eval_gate2_recall": 0.775442797363134,
12
  "eval_gate2_support": 5480,
13
- "eval_gate3_accuracy": 0.8810483870967742,
14
- "eval_gate3_f1": 0.778218086166726,
15
- "eval_gate3_precision": 0.75635112362015,
16
- "eval_gate3_recall": 0.8147429373450497,
17
  "eval_gate3_support": 6944,
18
- "eval_loss": 0.7152989506721497,
19
- "eval_runtime": 9.7809,
20
- "eval_samples_per_second": 1270.237,
21
- "eval_steps_per_second": 39.772
 
 
 
 
 
 
22
  }
 
1
  {
2
  "epoch": 10.0,
3
+ "eval_gate1_accuracy": 0.9268248175182482,
4
+ "eval_gate1_f1": 0.922882664177459,
5
+ "eval_gate1_precision": 0.9238243397462302,
6
+ "eval_gate1_recall": 0.9219854713816811,
7
  "eval_gate1_support": 5480,
8
+ "eval_gate2_accuracy": 0.8728102189781022,
9
+ "eval_gate2_f1": 0.7972864171672726,
10
+ "eval_gate2_precision": 0.8049759563676634,
11
+ "eval_gate2_recall": 0.7924699515870988,
12
  "eval_gate2_support": 5480,
13
+ "eval_gate3_accuracy": 0.8955933179723502,
14
+ "eval_gate3_f1": 0.7963151574821563,
15
+ "eval_gate3_precision": 0.7875457145835848,
16
+ "eval_gate3_recall": 0.8152968118858834,
17
  "eval_gate3_support": 6944,
18
+ "eval_gate4_span_FN": 196,
19
+ "eval_gate4_span_FP": 216,
20
+ "eval_gate4_span_TP": 811,
21
+ "eval_gate4_span_f1": 0.7974434561529178,
22
+ "eval_gate4_span_precision": 0.7896786757469361,
23
+ "eval_gate4_span_recall": 0.8053624627526776,
24
+ "eval_loss": NaN,
25
+ "eval_runtime": 12.3946,
26
+ "eval_samples_per_second": 1084.506,
27
+ "eval_steps_per_second": 33.966
28
  }
gate4_label2id.json ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ {
2
+ "O": 0,
3
+ "B-trigger": 1,
4
+ "I-trigger": 2
5
+ }
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:a3764aec317c8d33aa9d03c8e6c81eab6a79d179058f2c5d3b285e08b28f74e6
3
- size 433108512
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7f23fa81eeb6187cb809748a50fd157970d17bf2457c08bb2d53e62c79a3f94a
3
+ size 433117924
test_results.json CHANGED
@@ -1,22 +1,28 @@
1
  {
2
  "epoch": 10.0,
3
- "eval_gate1_accuracy": 0.9204524721766101,
4
- "eval_gate1_f1": 0.9175696677724912,
5
- "eval_gate1_precision": 0.9198718411071631,
6
- "eval_gate1_recall": 0.9156173695177233,
7
  "eval_gate1_support": 5481,
8
- "eval_gate2_accuracy": 0.8573253056011677,
9
- "eval_gate2_f1": 0.7662196765345953,
10
- "eval_gate2_precision": 0.7540255243234163,
11
- "eval_gate2_recall": 0.7899899686908007,
12
  "eval_gate2_support": 5481,
13
- "eval_gate3_accuracy": 0.8761520737327189,
14
- "eval_gate3_f1": 0.7204269422018509,
15
- "eval_gate3_precision": 0.7065840948237819,
16
- "eval_gate3_recall": 0.7411799394675562,
17
  "eval_gate3_support": 6944,
18
- "eval_loss": 0.7167699933052063,
19
- "eval_runtime": 9.951,
20
- "eval_samples_per_second": 1248.614,
21
- "eval_steps_per_second": 39.091
 
 
 
 
 
 
22
  }
 
1
  {
2
  "epoch": 10.0,
3
+ "eval_gate1_accuracy": 0.9250136836343733,
4
+ "eval_gate1_f1": 0.9224529503160914,
5
+ "eval_gate1_precision": 0.9237612665493629,
6
+ "eval_gate1_recall": 0.9212694184275014,
7
  "eval_gate1_support": 5481,
8
+ "eval_gate2_accuracy": 0.8680897646414888,
9
+ "eval_gate2_f1": 0.8167601906166684,
10
+ "eval_gate2_precision": 0.8143474395151585,
11
+ "eval_gate2_recall": 0.8232715925733067,
12
  "eval_gate2_support": 5481,
13
+ "eval_gate3_accuracy": 0.8945852534562212,
14
+ "eval_gate3_f1": 0.814049046653749,
15
+ "eval_gate3_precision": 0.8216561919229995,
16
+ "eval_gate3_recall": 0.8169058833981815,
17
  "eval_gate3_support": 6944,
18
+ "eval_gate4_span_FN": 200,
19
+ "eval_gate4_span_FP": 210,
20
+ "eval_gate4_span_TP": 811,
21
+ "eval_gate4_span_f1": 0.7982283414489575,
22
+ "eval_gate4_span_precision": 0.794319294801231,
23
+ "eval_gate4_span_recall": 0.8021760632957252,
24
+ "eval_loss": NaN,
25
+ "eval_runtime": 12.712,
26
+ "eval_samples_per_second": 1057.505,
27
+ "eval_steps_per_second": 33.118
28
  }
trainer_state.json CHANGED
@@ -1,372 +1,444 @@
1
  {
2
- "best_global_step": 15535,
3
- "best_metric": 0.91874922234221,
4
- "best_model_checkpoint": "output/indra_stmt_classifier/checkpoint-15535",
5
  "epoch": 10.0,
6
  "eval_steps": 500,
7
- "global_step": 31070,
8
  "is_hyper_param_search": false,
9
  "is_local_process_zero": true,
10
  "is_world_process_zero": true,
11
  "log_history": [
12
  {
13
  "epoch": 1.0,
14
- "grad_norm": 2.75587797164917,
15
- "learning_rate": 2.7000965561635017e-05,
16
- "loss": 1.1186,
17
- "step": 3107
18
  },
19
  {
20
  "epoch": 1.0,
21
- "eval_gate1_accuracy": 0.8848540145985402,
22
- "eval_gate1_f1": 0.8785447299140416,
23
- "eval_gate1_precision": 0.879748756806488,
24
- "eval_gate1_recall": 0.8774234499312313,
25
  "eval_gate1_support": 5480,
26
- "eval_gate2_accuracy": 0.7870437956204379,
27
- "eval_gate2_f1": 0.5722188113150324,
28
- "eval_gate2_precision": 0.5654852652404123,
29
- "eval_gate2_recall": 0.5860432299031674,
30
  "eval_gate2_support": 5480,
31
- "eval_gate3_accuracy": 0.8329493087557603,
32
- "eval_gate3_f1": 0.639519347317039,
33
- "eval_gate3_precision": 0.677673907531002,
34
- "eval_gate3_recall": 0.6297629647896671,
35
  "eval_gate3_support": 6944,
36
- "eval_loss": 0.7573269009590149,
37
- "eval_runtime": 9.8025,
38
- "eval_samples_per_second": 1267.429,
39
- "eval_steps_per_second": 39.684,
40
- "step": 3107
 
 
 
 
 
 
41
  },
42
  {
43
  "epoch": 2.0,
44
- "grad_norm": 9.97591781616211,
45
- "learning_rate": 2.4000965561635018e-05,
46
- "loss": 0.6341,
47
- "step": 6214
48
  },
49
  {
50
  "epoch": 2.0,
51
- "eval_gate1_accuracy": 0.8994525547445256,
52
- "eval_gate1_f1": 0.8920945233221212,
53
- "eval_gate1_precision": 0.9025475703450652,
54
- "eval_gate1_recall": 0.8850382209313125,
55
  "eval_gate1_support": 5480,
56
- "eval_gate2_accuracy": 0.8173357664233577,
57
- "eval_gate2_f1": 0.6503078056225045,
58
- "eval_gate2_precision": 0.6679383283455959,
59
- "eval_gate2_recall": 0.6597425206224358,
60
  "eval_gate2_support": 5480,
61
- "eval_gate3_accuracy": 0.8425979262672811,
62
- "eval_gate3_f1": 0.7516576653132845,
63
- "eval_gate3_precision": 0.7289310992313269,
64
- "eval_gate3_recall": 0.7877551283882368,
65
  "eval_gate3_support": 6944,
66
- "eval_loss": 0.681019127368927,
67
- "eval_runtime": 9.815,
68
- "eval_samples_per_second": 1265.816,
69
- "eval_steps_per_second": 39.633,
70
- "step": 6214
 
 
 
 
 
 
71
  },
72
  {
73
  "epoch": 3.0,
74
- "grad_norm": 6.9430036544799805,
75
- "learning_rate": 2.100096556163502e-05,
76
- "loss": 0.4397,
77
- "step": 9321
78
  },
79
  {
80
  "epoch": 3.0,
81
- "eval_gate1_accuracy": 0.9094890510948905,
82
- "eval_gate1_f1": 0.9044200252650033,
83
- "eval_gate1_precision": 0.9062240634591001,
84
- "eval_gate1_recall": 0.90277723499615,
85
  "eval_gate1_support": 5480,
86
- "eval_gate2_accuracy": 0.839051094890511,
87
- "eval_gate2_f1": 0.7263650484208171,
88
- "eval_gate2_precision": 0.7759514146848825,
89
- "eval_gate2_recall": 0.7203927286117487,
90
  "eval_gate2_support": 5480,
91
- "eval_gate3_accuracy": 0.8652073732718893,
92
- "eval_gate3_f1": 0.7603754676303877,
93
- "eval_gate3_precision": 0.733971679937432,
94
- "eval_gate3_recall": 0.8035307301942258,
95
  "eval_gate3_support": 6944,
96
- "eval_loss": 0.6797090172767639,
97
- "eval_runtime": 9.843,
98
- "eval_samples_per_second": 1262.211,
99
- "eval_steps_per_second": 39.52,
100
- "step": 9321
 
 
 
 
 
 
101
  },
102
  {
103
  "epoch": 4.0,
104
- "grad_norm": 2.871424913406372,
105
- "learning_rate": 1.8000965561635018e-05,
106
- "loss": 0.3263,
107
- "step": 12428
108
  },
109
  {
110
  "epoch": 4.0,
111
- "eval_gate1_accuracy": 0.9138686131386862,
112
- "eval_gate1_f1": 0.9095152677593289,
113
- "eval_gate1_precision": 0.9091069849690538,
114
- "eval_gate1_recall": 0.909933548120778,
115
  "eval_gate1_support": 5480,
116
- "eval_gate2_accuracy": 0.8523722627737226,
117
- "eval_gate2_f1": 0.7611458139063093,
118
- "eval_gate2_precision": 0.8024369787744103,
119
- "eval_gate2_recall": 0.7429072801122445,
120
  "eval_gate2_support": 5480,
121
- "eval_gate3_accuracy": 0.8620391705069125,
122
- "eval_gate3_f1": 0.7744302908340429,
123
- "eval_gate3_precision": 0.7519119769092221,
124
- "eval_gate3_recall": 0.811903740069826,
125
  "eval_gate3_support": 6944,
126
- "eval_loss": 0.6769687533378601,
127
- "eval_runtime": 9.7569,
128
- "eval_samples_per_second": 1273.351,
129
- "eval_steps_per_second": 39.869,
130
- "step": 12428
 
 
 
 
 
 
131
  },
132
  {
133
  "epoch": 5.0,
134
- "grad_norm": 5.60059928894043,
135
- "learning_rate": 1.5000965561635018e-05,
136
- "loss": 0.2441,
137
- "step": 15535
138
  },
139
  {
140
  "epoch": 5.0,
141
- "eval_gate1_accuracy": 0.9231751824817518,
142
- "eval_gate1_f1": 0.91874922234221,
143
- "eval_gate1_precision": 0.9213536363863121,
144
- "eval_gate1_recall": 0.916446997689221,
145
  "eval_gate1_support": 5480,
146
- "eval_gate2_accuracy": 0.8593065693430657,
147
- "eval_gate2_f1": 0.7763067392280264,
148
- "eval_gate2_precision": 0.7921477517391428,
149
- "eval_gate2_recall": 0.775442797363134,
150
  "eval_gate2_support": 5480,
151
- "eval_gate3_accuracy": 0.8810483870967742,
152
- "eval_gate3_f1": 0.778218086166726,
153
- "eval_gate3_precision": 0.75635112362015,
154
- "eval_gate3_recall": 0.8147429373450497,
155
  "eval_gate3_support": 6944,
156
- "eval_loss": 0.7152989506721497,
157
- "eval_runtime": 9.6947,
158
- "eval_samples_per_second": 1281.524,
159
- "eval_steps_per_second": 40.125,
160
- "step": 15535
 
 
 
 
 
 
161
  },
162
  {
163
  "epoch": 6.0,
164
- "grad_norm": 16.034574508666992,
165
- "learning_rate": 1.2000965561635018e-05,
166
- "loss": 0.1855,
167
- "step": 18642
168
  },
169
  {
170
  "epoch": 6.0,
171
- "eval_gate1_accuracy": 0.920985401459854,
172
- "eval_gate1_f1": 0.9165971625446729,
173
- "eval_gate1_precision": 0.9182460374588926,
174
- "eval_gate1_recall": 0.9150794681328354,
175
  "eval_gate1_support": 5480,
176
- "eval_gate2_accuracy": 0.862956204379562,
177
- "eval_gate2_f1": 0.7924841981022327,
178
- "eval_gate2_precision": 0.8068279196629584,
179
- "eval_gate2_recall": 0.7874456055649913,
180
  "eval_gate2_support": 5480,
181
- "eval_gate3_accuracy": 0.8882488479262672,
182
- "eval_gate3_f1": 0.7926910665874005,
183
- "eval_gate3_precision": 0.7755825529327147,
184
- "eval_gate3_recall": 0.8216291424595251,
185
  "eval_gate3_support": 6944,
186
- "eval_loss": 0.8007788062095642,
187
- "eval_runtime": 9.803,
188
- "eval_samples_per_second": 1267.368,
189
- "eval_steps_per_second": 39.682,
190
- "step": 18642
 
 
 
 
 
 
191
  },
192
  {
193
  "epoch": 7.0,
194
- "grad_norm": 11.89713191986084,
195
- "learning_rate": 9.000965561635018e-06,
196
- "loss": 0.1454,
197
- "step": 21749
198
  },
199
  {
200
  "epoch": 7.0,
201
- "eval_gate1_accuracy": 0.9193430656934306,
202
- "eval_gate1_f1": 0.9147193543716858,
203
- "eval_gate1_precision": 0.9171674547406892,
204
- "eval_gate1_recall": 0.9125446429134221,
205
  "eval_gate1_support": 5480,
206
- "eval_gate2_accuracy": 0.8640510948905109,
207
- "eval_gate2_f1": 0.7946506784893311,
208
- "eval_gate2_precision": 0.8100667075746566,
209
- "eval_gate2_recall": 0.7852244900603023,
210
  "eval_gate2_support": 5480,
211
- "eval_gate3_accuracy": 0.8895449308755761,
212
- "eval_gate3_f1": 0.7920894399575168,
213
- "eval_gate3_precision": 0.7849169985769698,
214
- "eval_gate3_recall": 0.8118891174634335,
215
  "eval_gate3_support": 6944,
216
- "eval_loss": 0.8615767955780029,
217
- "eval_runtime": 9.8147,
218
- "eval_samples_per_second": 1265.852,
219
- "eval_steps_per_second": 39.634,
220
- "step": 21749
 
 
 
 
 
 
221
  },
222
  {
223
  "epoch": 8.0,
224
- "grad_norm": 0.0030767242424190044,
225
- "learning_rate": 6.000965561635018e-06,
226
- "loss": 0.1081,
227
- "step": 24856
228
  },
229
  {
230
  "epoch": 8.0,
231
- "eval_gate1_accuracy": 0.9198905109489051,
232
- "eval_gate1_f1": 0.9149957554765835,
233
- "eval_gate1_precision": 0.9192622220801286,
234
- "eval_gate1_recall": 0.9114623713660069,
235
  "eval_gate1_support": 5480,
236
- "eval_gate2_accuracy": 0.8638686131386861,
237
- "eval_gate2_f1": 0.7968208804038338,
238
- "eval_gate2_precision": 0.7930637027689245,
239
- "eval_gate2_recall": 0.8065230155153877,
240
  "eval_gate2_support": 5480,
241
- "eval_gate3_accuracy": 0.8922811059907834,
242
- "eval_gate3_f1": 0.8026929577988032,
243
- "eval_gate3_precision": 0.7897651226837507,
244
- "eval_gate3_recall": 0.8257808045726754,
245
  "eval_gate3_support": 6944,
246
- "eval_loss": 0.9336212873458862,
247
- "eval_runtime": 9.7984,
248
- "eval_samples_per_second": 1267.963,
249
- "eval_steps_per_second": 39.7,
250
- "step": 24856
 
 
 
 
 
 
251
  },
252
  {
253
  "epoch": 9.0,
254
- "grad_norm": 116.7902603149414,
255
- "learning_rate": 3.0009655616350177e-06,
256
- "loss": 0.0842,
257
- "step": 27963
258
  },
259
  {
260
  "epoch": 9.0,
261
- "eval_gate1_accuracy": 0.9215328467153284,
262
- "eval_gate1_f1": 0.9169295960347313,
263
- "eval_gate1_precision": 0.9200202922521744,
264
- "eval_gate1_recall": 0.9142522689322582,
265
  "eval_gate1_support": 5480,
266
- "eval_gate2_accuracy": 0.8656934306569343,
267
- "eval_gate2_f1": 0.7916047345282854,
268
- "eval_gate2_precision": 0.7975761529206665,
269
- "eval_gate2_recall": 0.7905660788693317,
270
  "eval_gate2_support": 5480,
271
- "eval_gate3_accuracy": 0.8908410138248848,
272
- "eval_gate3_f1": 0.7962561702350882,
273
- "eval_gate3_precision": 0.7845233050024135,
274
- "eval_gate3_recall": 0.8178146646821465,
275
  "eval_gate3_support": 6944,
276
- "eval_loss": 0.9843125939369202,
277
- "eval_runtime": 9.6312,
278
- "eval_samples_per_second": 1289.977,
279
- "eval_steps_per_second": 40.39,
280
- "step": 27963
 
 
 
 
 
 
281
  },
282
  {
283
  "epoch": 10.0,
284
- "grad_norm": 0.09423983097076416,
285
- "learning_rate": 9.655616350177021e-10,
286
- "loss": 0.068,
287
- "step": 31070
288
  },
289
  {
290
  "epoch": 10.0,
291
- "eval_gate1_accuracy": 0.920985401459854,
292
- "eval_gate1_f1": 0.916357639651535,
293
- "eval_gate1_precision": 0.9193983763664938,
294
- "eval_gate1_recall": 0.9137190822830333,
295
  "eval_gate1_support": 5480,
296
- "eval_gate2_accuracy": 0.8633211678832117,
297
- "eval_gate2_f1": 0.7921038946740504,
298
- "eval_gate2_precision": 0.802926749773104,
299
- "eval_gate2_recall": 0.7855851424596473,
300
  "eval_gate2_support": 5480,
301
- "eval_gate3_accuracy": 0.8915610599078341,
302
- "eval_gate3_f1": 0.8022192601674913,
303
- "eval_gate3_precision": 0.7867252072690095,
304
- "eval_gate3_recall": 0.8274418766924675,
305
  "eval_gate3_support": 6944,
306
- "eval_loss": 1.0077552795410156,
307
- "eval_runtime": 9.7597,
308
- "eval_samples_per_second": 1272.994,
309
- "eval_steps_per_second": 39.858,
310
- "step": 31070
 
 
 
 
 
 
311
  },
312
  {
313
  "epoch": 10.0,
314
- "step": 31070,
315
- "total_flos": 6.336727068480365e+16,
316
- "train_loss": 0.3354094574986296,
317
- "train_runtime": 2265.1995,
318
- "train_samples_per_second": 438.787,
319
- "train_steps_per_second": 13.716
320
  },
321
  {
322
  "epoch": 10.0,
323
- "eval_gate1_accuracy": 0.9231751824817518,
324
- "eval_gate1_f1": 0.91874922234221,
325
- "eval_gate1_precision": 0.9213536363863121,
326
- "eval_gate1_recall": 0.916446997689221,
327
  "eval_gate1_support": 5480,
328
- "eval_gate2_accuracy": 0.8593065693430657,
329
- "eval_gate2_f1": 0.7763067392280264,
330
- "eval_gate2_precision": 0.7921477517391428,
331
- "eval_gate2_recall": 0.775442797363134,
332
  "eval_gate2_support": 5480,
333
- "eval_gate3_accuracy": 0.8810483870967742,
334
- "eval_gate3_f1": 0.778218086166726,
335
- "eval_gate3_precision": 0.75635112362015,
336
- "eval_gate3_recall": 0.8147429373450497,
337
  "eval_gate3_support": 6944,
338
- "eval_loss": 0.7152989506721497,
339
- "eval_runtime": 9.7809,
340
- "eval_samples_per_second": 1270.237,
341
- "eval_steps_per_second": 39.772,
342
- "step": 31070
 
 
 
 
 
 
343
  },
344
  {
345
  "epoch": 10.0,
346
- "eval_gate1_accuracy": 0.9204524721766101,
347
- "eval_gate1_f1": 0.9175696677724912,
348
- "eval_gate1_precision": 0.9198718411071631,
349
- "eval_gate1_recall": 0.9156173695177233,
350
  "eval_gate1_support": 5481,
351
- "eval_gate2_accuracy": 0.8573253056011677,
352
- "eval_gate2_f1": 0.7662196765345953,
353
- "eval_gate2_precision": 0.7540255243234163,
354
- "eval_gate2_recall": 0.7899899686908007,
355
  "eval_gate2_support": 5481,
356
- "eval_gate3_accuracy": 0.8761520737327189,
357
- "eval_gate3_f1": 0.7204269422018509,
358
- "eval_gate3_precision": 0.7065840948237819,
359
- "eval_gate3_recall": 0.7411799394675562,
360
  "eval_gate3_support": 6944,
361
- "eval_loss": 0.7167699933052063,
362
- "eval_runtime": 9.951,
363
- "eval_samples_per_second": 1248.614,
364
- "eval_steps_per_second": 39.091,
365
- "step": 31070
 
 
 
 
 
 
366
  }
367
  ],
368
  "logging_steps": 500,
369
- "max_steps": 31070,
370
  "num_input_tokens_seen": 0,
371
  "num_train_epochs": 10,
372
  "save_steps": 500,
@@ -382,7 +454,7 @@
382
  "attributes": {}
383
  }
384
  },
385
- "total_flos": 6.336727068480365e+16,
386
  "train_batch_size": 32,
387
  "trial_name": null,
388
  "trial_params": null
 
1
  {
2
+ "best_global_step": 33610,
3
+ "best_metric": 0.922882664177459,
4
+ "best_model_checkpoint": "output/indra_stmt_classifier/checkpoint-33610",
5
  "epoch": 10.0,
6
  "eval_steps": 500,
7
+ "global_step": 33610,
8
  "is_hyper_param_search": false,
9
  "is_local_process_zero": true,
10
  "is_world_process_zero": true,
11
  "log_history": [
12
  {
13
  "epoch": 1.0,
14
+ "grad_norm": 88.24068450927734,
15
+ "learning_rate": 2.7000892591490628e-05,
16
+ "loss": 2.1663,
17
+ "step": 3361
18
  },
19
  {
20
  "epoch": 1.0,
21
+ "eval_gate1_accuracy": 0.8695255474452555,
22
+ "eval_gate1_f1": 0.8578099178217389,
23
+ "eval_gate1_precision": 0.8773808096928044,
24
+ "eval_gate1_recall": 0.8475299794051141,
25
  "eval_gate1_support": 5480,
26
+ "eval_gate2_accuracy": 0.7768248175182482,
27
+ "eval_gate2_f1": 0.5680534916799017,
28
+ "eval_gate2_precision": 0.5577177732555311,
29
+ "eval_gate2_recall": 0.5921072842711521,
30
  "eval_gate2_support": 5480,
31
+ "eval_gate3_accuracy": 0.8647753456221198,
32
+ "eval_gate3_f1": 0.7215116868347058,
33
+ "eval_gate3_precision": 0.7091765529489763,
34
+ "eval_gate3_recall": 0.7377508812382757,
35
  "eval_gate3_support": 6944,
36
+ "eval_gate4_span_FN": 237,
37
+ "eval_gate4_span_FP": 284,
38
+ "eval_gate4_span_TP": 770,
39
+ "eval_gate4_span_f1": 0.7472100871836075,
40
+ "eval_gate4_span_precision": 0.7305502846230498,
41
+ "eval_gate4_span_recall": 0.7646474677183253,
42
+ "eval_loss": NaN,
43
+ "eval_runtime": 12.4516,
44
+ "eval_samples_per_second": 1079.542,
45
+ "eval_steps_per_second": 33.811,
46
+ "step": 3361
47
  },
48
  {
49
  "epoch": 2.0,
50
+ "grad_norm": 22.65692901611328,
51
+ "learning_rate": 2.400089259149063e-05,
52
+ "loss": 1.1836,
53
+ "step": 6722
54
  },
55
  {
56
  "epoch": 2.0,
57
+ "eval_gate1_accuracy": 0.8985401459854014,
58
+ "eval_gate1_f1": 0.891649060279065,
59
+ "eval_gate1_precision": 0.8991425334535017,
60
+ "eval_gate1_recall": 0.8861618139187699,
61
  "eval_gate1_support": 5480,
62
+ "eval_gate2_accuracy": 0.8175182481751825,
63
+ "eval_gate2_f1": 0.6618300467616971,
64
+ "eval_gate2_precision": 0.713493817631298,
65
+ "eval_gate2_recall": 0.6674431137299971,
66
  "eval_gate2_support": 5480,
67
+ "eval_gate3_accuracy": 0.8798963133640553,
68
+ "eval_gate3_f1": 0.7753981617797622,
69
+ "eval_gate3_precision": 0.7757031362148418,
70
+ "eval_gate3_recall": 0.7910325664330483,
71
  "eval_gate3_support": 6944,
72
+ "eval_gate4_span_FN": 276,
73
+ "eval_gate4_span_FP": 195,
74
+ "eval_gate4_span_TP": 731,
75
+ "eval_gate4_span_f1": 0.7563372945353566,
76
+ "eval_gate4_span_precision": 0.7894168466437428,
77
+ "eval_gate4_span_recall": 0.7259185700027218,
78
+ "eval_loss": NaN,
79
+ "eval_runtime": 12.374,
80
+ "eval_samples_per_second": 1086.309,
81
+ "eval_steps_per_second": 34.023,
82
+ "step": 6722
83
  },
84
  {
85
  "epoch": 3.0,
86
+ "grad_norm": 48.53071975708008,
87
+ "learning_rate": 2.1000892591490628e-05,
88
+ "loss": 0.8284,
89
+ "step": 10083
90
  },
91
  {
92
  "epoch": 3.0,
93
+ "eval_gate1_accuracy": 0.9155109489051095,
94
+ "eval_gate1_f1": 0.9106916043370983,
95
+ "eval_gate1_precision": 0.9129870935118751,
96
+ "eval_gate1_recall": 0.908642288137623,
97
  "eval_gate1_support": 5480,
98
+ "eval_gate2_accuracy": 0.8507299270072993,
99
+ "eval_gate2_f1": 0.778394417869388,
100
+ "eval_gate2_precision": 0.7929090995262216,
101
+ "eval_gate2_recall": 0.7749487518215912,
102
  "eval_gate2_support": 5480,
103
+ "eval_gate3_accuracy": 0.8847926267281107,
104
+ "eval_gate3_f1": 0.7812164185694548,
105
+ "eval_gate3_precision": 0.7677202242109172,
106
+ "eval_gate3_recall": 0.8143775059784232,
107
  "eval_gate3_support": 6944,
108
+ "eval_gate4_span_FN": 237,
109
+ "eval_gate4_span_FP": 213,
110
+ "eval_gate4_span_TP": 770,
111
+ "eval_gate4_span_f1": 0.7738693417266181,
112
+ "eval_gate4_span_precision": 0.7833163784253986,
113
+ "eval_gate4_span_recall": 0.7646474677183253,
114
+ "eval_loss": NaN,
115
+ "eval_runtime": 12.5039,
116
+ "eval_samples_per_second": 1075.022,
117
+ "eval_steps_per_second": 33.669,
118
+ "step": 10083
119
  },
120
  {
121
  "epoch": 4.0,
122
+ "grad_norm": 28.591859817504883,
123
+ "learning_rate": 1.800089259149063e-05,
124
+ "loss": 0.6053,
125
+ "step": 13444
126
  },
127
  {
128
  "epoch": 4.0,
129
+ "eval_gate1_accuracy": 0.9187956204379562,
130
+ "eval_gate1_f1": 0.9134909277042625,
131
+ "eval_gate1_precision": 0.9199399576679961,
132
+ "eval_gate1_recall": 0.9085254675240795,
133
  "eval_gate1_support": 5480,
134
+ "eval_gate2_accuracy": 0.8541970802919708,
135
+ "eval_gate2_f1": 0.7744618041449975,
136
+ "eval_gate2_precision": 0.7571752325760932,
137
+ "eval_gate2_recall": 0.8029872948457836,
138
  "eval_gate2_support": 5480,
139
+ "eval_gate3_accuracy": 0.8696716589861752,
140
+ "eval_gate3_f1": 0.7354622549959394,
141
+ "eval_gate3_precision": 0.6870145918379549,
142
+ "eval_gate3_recall": 0.8067201505001067,
143
  "eval_gate3_support": 6944,
144
+ "eval_gate4_span_FN": 221,
145
+ "eval_gate4_span_FP": 226,
146
+ "eval_gate4_span_TP": 786,
147
+ "eval_gate4_span_f1": 0.7786032639373403,
148
+ "eval_gate4_span_precision": 0.7766798418895585,
149
+ "eval_gate4_span_recall": 0.7805362462683164,
150
+ "eval_loss": NaN,
151
+ "eval_runtime": 12.4674,
152
+ "eval_samples_per_second": 1078.168,
153
+ "eval_steps_per_second": 33.768,
154
+ "step": 13444
155
  },
156
  {
157
  "epoch": 5.0,
158
+ "grad_norm": 33.3723030090332,
159
+ "learning_rate": 1.5000892591490627e-05,
160
+ "loss": 0.4558,
161
+ "step": 16805
162
  },
163
  {
164
  "epoch": 5.0,
165
+ "eval_gate1_accuracy": 0.9198905109489051,
166
+ "eval_gate1_f1": 0.9149163874867263,
167
+ "eval_gate1_precision": 0.9196832242670131,
168
+ "eval_gate1_recall": 0.9110372507879438,
169
  "eval_gate1_support": 5480,
170
+ "eval_gate2_accuracy": 0.8604014598540146,
171
+ "eval_gate2_f1": 0.793154234054575,
172
+ "eval_gate2_precision": 0.7914032181614735,
173
+ "eval_gate2_recall": 0.798016426758543,
174
  "eval_gate2_support": 5480,
175
+ "eval_gate3_accuracy": 0.8922811059907834,
176
+ "eval_gate3_f1": 0.7877507428253906,
177
+ "eval_gate3_precision": 0.7734088072287458,
178
+ "eval_gate3_recall": 0.8143664133743507,
179
  "eval_gate3_support": 6944,
180
+ "eval_gate4_span_FN": 209,
181
+ "eval_gate4_span_FP": 199,
182
+ "eval_gate4_span_TP": 798,
183
+ "eval_gate4_span_f1": 0.796407180620919,
184
+ "eval_gate4_span_precision": 0.8004012036028044,
185
+ "eval_gate4_span_recall": 0.7924528301808098,
186
+ "eval_loss": NaN,
187
+ "eval_runtime": 12.3943,
188
+ "eval_samples_per_second": 1084.529,
189
+ "eval_steps_per_second": 33.967,
190
+ "step": 16805
191
  },
192
  {
193
  "epoch": 6.0,
194
+ "grad_norm": 8.42479133605957,
195
+ "learning_rate": 1.2000892591490627e-05,
196
+ "loss": 0.3525,
197
+ "step": 20166
198
  },
199
  {
200
  "epoch": 6.0,
201
+ "eval_gate1_accuracy": 0.9224452554744526,
202
+ "eval_gate1_f1": 0.9184357453857448,
203
+ "eval_gate1_precision": 0.9184713900488881,
204
+ "eval_gate1_recall": 0.9184001711127836,
205
  "eval_gate1_support": 5480,
206
+ "eval_gate2_accuracy": 0.8642335766423358,
207
+ "eval_gate2_f1": 0.8044365885423028,
208
+ "eval_gate2_precision": 0.8273316033708245,
209
+ "eval_gate2_recall": 0.7886231573533272,
210
  "eval_gate2_support": 5480,
211
+ "eval_gate3_accuracy": 0.8919930875576036,
212
+ "eval_gate3_f1": 0.7862482126489905,
213
+ "eval_gate3_precision": 0.7715028053430636,
214
+ "eval_gate3_recall": 0.813526414966601,
215
  "eval_gate3_support": 6944,
216
+ "eval_gate4_span_FN": 214,
217
+ "eval_gate4_span_FP": 247,
218
+ "eval_gate4_span_TP": 793,
219
+ "eval_gate4_span_f1": 0.7747923740850827,
220
+ "eval_gate4_span_precision": 0.7624999999926684,
221
+ "eval_gate4_span_recall": 0.7874875868839376,
222
+ "eval_loss": NaN,
223
+ "eval_runtime": 12.3837,
224
+ "eval_samples_per_second": 1085.458,
225
+ "eval_steps_per_second": 33.996,
226
+ "step": 20166
227
  },
228
  {
229
  "epoch": 7.0,
230
+ "grad_norm": 40.48398208618164,
231
+ "learning_rate": 9.000892591490627e-06,
232
+ "loss": 0.273,
233
+ "step": 23527
234
  },
235
  {
236
  "epoch": 7.0,
237
+ "eval_gate1_accuracy": 0.9264598540145985,
238
+ "eval_gate1_f1": 0.9225784404073203,
239
+ "eval_gate1_precision": 0.9230570530098832,
240
+ "eval_gate1_recall": 0.9221118169373361,
241
  "eval_gate1_support": 5480,
242
+ "eval_gate2_accuracy": 0.8728102189781022,
243
+ "eval_gate2_f1": 0.8041274676974263,
244
+ "eval_gate2_precision": 0.8118073730537297,
245
+ "eval_gate2_recall": 0.8000902844697497,
246
  "eval_gate2_support": 5480,
247
+ "eval_gate3_accuracy": 0.8930011520737328,
248
+ "eval_gate3_f1": 0.7925867281754787,
249
+ "eval_gate3_precision": 0.7856067431455332,
250
+ "eval_gate3_recall": 0.8106698879350709,
251
  "eval_gate3_support": 6944,
252
+ "eval_gate4_span_FN": 199,
253
+ "eval_gate4_span_FP": 235,
254
+ "eval_gate4_span_TP": 808,
255
+ "eval_gate4_span_f1": 0.7882926779206807,
256
+ "eval_gate4_span_precision": 0.7746883988420452,
257
+ "eval_gate4_span_recall": 0.8023833167745543,
258
+ "eval_loss": NaN,
259
+ "eval_runtime": 12.4014,
260
+ "eval_samples_per_second": 1083.91,
261
+ "eval_steps_per_second": 33.948,
262
+ "step": 23527
263
  },
264
  {
265
  "epoch": 8.0,
266
+ "grad_norm": 0.31248366832733154,
267
+ "learning_rate": 6.000892591490628e-06,
268
+ "loss": 0.21,
269
+ "step": 26888
270
  },
271
  {
272
  "epoch": 8.0,
273
+ "eval_gate1_accuracy": 0.9257299270072993,
274
+ "eval_gate1_f1": 0.9216466278937456,
275
+ "eval_gate1_precision": 0.9230669021709708,
276
+ "eval_gate1_recall": 0.9203239292739431,
277
  "eval_gate1_support": 5480,
278
+ "eval_gate2_accuracy": 0.8706204379562044,
279
+ "eval_gate2_f1": 0.8069785114481128,
280
+ "eval_gate2_precision": 0.8101824567894452,
281
+ "eval_gate2_recall": 0.8050611222862718,
282
  "eval_gate2_support": 5480,
283
+ "eval_gate3_accuracy": 0.8967453917050692,
284
+ "eval_gate3_f1": 0.7998434306583326,
285
+ "eval_gate3_precision": 0.7931305927714913,
286
+ "eval_gate3_recall": 0.8165349639656843,
287
  "eval_gate3_support": 6944,
288
+ "eval_gate4_span_FN": 212,
289
+ "eval_gate4_span_FP": 202,
290
+ "eval_gate4_span_TP": 795,
291
+ "eval_gate4_span_f1": 0.793413168644901,
292
+ "eval_gate4_span_precision": 0.7973921765215909,
293
+ "eval_gate4_span_recall": 0.7894736842026865,
294
+ "eval_loss": NaN,
295
+ "eval_runtime": 12.456,
296
+ "eval_samples_per_second": 1079.158,
297
+ "eval_steps_per_second": 33.799,
298
+ "step": 26888
299
  },
300
  {
301
  "epoch": 9.0,
302
+ "grad_norm": 99.82740020751953,
303
+ "learning_rate": 3.0008925914906276e-06,
304
+ "loss": 0.1662,
305
+ "step": 30249
306
  },
307
  {
308
  "epoch": 9.0,
309
+ "eval_gate1_accuracy": 0.9253649635036496,
310
+ "eval_gate1_f1": 0.921206016357208,
311
+ "eval_gate1_precision": 0.9229565396154125,
312
+ "eval_gate1_recall": 0.9196000336734718,
313
  "eval_gate1_support": 5480,
314
+ "eval_gate2_accuracy": 0.8735401459854014,
315
+ "eval_gate2_f1": 0.8113461645918237,
316
+ "eval_gate2_precision": 0.8191561758392163,
317
+ "eval_gate2_recall": 0.8066820228163906,
318
  "eval_gate2_support": 5480,
319
+ "eval_gate3_accuracy": 0.8963133640552995,
320
+ "eval_gate3_f1": 0.7979599095284565,
321
+ "eval_gate3_precision": 0.7889647625019129,
322
+ "eval_gate3_recall": 0.8173306025690692,
323
  "eval_gate3_support": 6944,
324
+ "eval_gate4_span_FN": 194,
325
+ "eval_gate4_span_FP": 204,
326
+ "eval_gate4_span_TP": 813,
327
+ "eval_gate4_span_f1": 0.8033596787866502,
328
+ "eval_gate4_span_precision": 0.7994100294906646,
329
+ "eval_gate4_span_recall": 0.8073485600714265,
330
+ "eval_loss": NaN,
331
+ "eval_runtime": 12.4958,
332
+ "eval_samples_per_second": 1075.724,
333
+ "eval_steps_per_second": 33.691,
334
+ "step": 30249
335
  },
336
  {
337
  "epoch": 10.0,
338
+ "grad_norm": 15.471023559570312,
339
+ "learning_rate": 8.925914906277894e-10,
340
+ "loss": 0.1297,
341
+ "step": 33610
342
  },
343
  {
344
  "epoch": 10.0,
345
+ "eval_gate1_accuracy": 0.9268248175182482,
346
+ "eval_gate1_f1": 0.922882664177459,
347
+ "eval_gate1_precision": 0.9238243397462302,
348
+ "eval_gate1_recall": 0.9219854713816811,
349
  "eval_gate1_support": 5480,
350
+ "eval_gate2_accuracy": 0.8728102189781022,
351
+ "eval_gate2_f1": 0.7972864171672726,
352
+ "eval_gate2_precision": 0.8049759563676634,
353
+ "eval_gate2_recall": 0.7924699515870988,
354
  "eval_gate2_support": 5480,
355
+ "eval_gate3_accuracy": 0.8955933179723502,
356
+ "eval_gate3_f1": 0.7963151574821563,
357
+ "eval_gate3_precision": 0.7875457145835848,
358
+ "eval_gate3_recall": 0.8152968118858834,
359
  "eval_gate3_support": 6944,
360
+ "eval_gate4_span_FN": 196,
361
+ "eval_gate4_span_FP": 216,
362
+ "eval_gate4_span_TP": 811,
363
+ "eval_gate4_span_f1": 0.7974434561529178,
364
+ "eval_gate4_span_precision": 0.7896786757469361,
365
+ "eval_gate4_span_recall": 0.8053624627526776,
366
+ "eval_loss": NaN,
367
+ "eval_runtime": 12.516,
368
+ "eval_samples_per_second": 1073.986,
369
+ "eval_steps_per_second": 33.637,
370
+ "step": 33610
371
  },
372
  {
373
  "epoch": 10.0,
374
+ "step": 33610,
375
+ "total_flos": 6.790211473893735e+16,
376
+ "train_loss": 0.637072107416645,
377
+ "train_runtime": 2571.8808,
378
+ "train_samples_per_second": 418.118,
379
+ "train_steps_per_second": 13.068
380
  },
381
  {
382
  "epoch": 10.0,
383
+ "eval_gate1_accuracy": 0.9268248175182482,
384
+ "eval_gate1_f1": 0.922882664177459,
385
+ "eval_gate1_precision": 0.9238243397462302,
386
+ "eval_gate1_recall": 0.9219854713816811,
387
  "eval_gate1_support": 5480,
388
+ "eval_gate2_accuracy": 0.8728102189781022,
389
+ "eval_gate2_f1": 0.7972864171672726,
390
+ "eval_gate2_precision": 0.8049759563676634,
391
+ "eval_gate2_recall": 0.7924699515870988,
392
  "eval_gate2_support": 5480,
393
+ "eval_gate3_accuracy": 0.8955933179723502,
394
+ "eval_gate3_f1": 0.7963151574821563,
395
+ "eval_gate3_precision": 0.7875457145835848,
396
+ "eval_gate3_recall": 0.8152968118858834,
397
  "eval_gate3_support": 6944,
398
+ "eval_gate4_span_FN": 196,
399
+ "eval_gate4_span_FP": 216,
400
+ "eval_gate4_span_TP": 811,
401
+ "eval_gate4_span_f1": 0.7974434561529178,
402
+ "eval_gate4_span_precision": 0.7896786757469361,
403
+ "eval_gate4_span_recall": 0.8053624627526776,
404
+ "eval_loss": NaN,
405
+ "eval_runtime": 12.3946,
406
+ "eval_samples_per_second": 1084.506,
407
+ "eval_steps_per_second": 33.966,
408
+ "step": 33610
409
  },
410
  {
411
  "epoch": 10.0,
412
+ "eval_gate1_accuracy": 0.9250136836343733,
413
+ "eval_gate1_f1": 0.9224529503160914,
414
+ "eval_gate1_precision": 0.9237612665493629,
415
+ "eval_gate1_recall": 0.9212694184275014,
416
  "eval_gate1_support": 5481,
417
+ "eval_gate2_accuracy": 0.8680897646414888,
418
+ "eval_gate2_f1": 0.8167601906166684,
419
+ "eval_gate2_precision": 0.8143474395151585,
420
+ "eval_gate2_recall": 0.8232715925733067,
421
  "eval_gate2_support": 5481,
422
+ "eval_gate3_accuracy": 0.8945852534562212,
423
+ "eval_gate3_f1": 0.814049046653749,
424
+ "eval_gate3_precision": 0.8216561919229995,
425
+ "eval_gate3_recall": 0.8169058833981815,
426
  "eval_gate3_support": 6944,
427
+ "eval_gate4_span_FN": 200,
428
+ "eval_gate4_span_FP": 210,
429
+ "eval_gate4_span_TP": 811,
430
+ "eval_gate4_span_f1": 0.7982283414489575,
431
+ "eval_gate4_span_precision": 0.794319294801231,
432
+ "eval_gate4_span_recall": 0.8021760632957252,
433
+ "eval_loss": NaN,
434
+ "eval_runtime": 12.712,
435
+ "eval_samples_per_second": 1057.505,
436
+ "eval_steps_per_second": 33.118,
437
+ "step": 33610
438
  }
439
  ],
440
  "logging_steps": 500,
441
+ "max_steps": 33610,
442
  "num_input_tokens_seen": 0,
443
  "num_train_epochs": 10,
444
  "save_steps": 500,
 
454
  "attributes": {}
455
  }
456
  },
457
+ "total_flos": 6.790211473893735e+16,
458
  "train_batch_size": 32,
459
  "trial_name": null,
460
  "trial_params": null
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2f7fd5367a51397aa9e61e2f6c06b3f993347adf643ea400b270a4147e24f944
3
  size 5841
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:db7d845da31495446865a3d678a3acc159a3d3032d0d5a58fc1e1da4a4289222
3
  size 5841