silviasapora commited on
Commit
9747853
·
verified ·
1 Parent(s): c2846a1

Model save

Browse files
Files changed (4) hide show
  1. README.md +67 -0
  2. all_results.json +9 -0
  3. train_results.json +9 -0
  4. trainer_state.json +778 -0
README.md ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ base_model: google/gemma-7b
3
+ library_name: transformers
4
+ model_name: gemma-7b-sft-noisy-5e-5-005-v140
5
+ tags:
6
+ - generated_from_trainer
7
+ - trl
8
+ - orpo
9
+ licence: license
10
+ ---
11
+
12
+ # Model Card for gemma-7b-sft-noisy-5e-5-005-v140
13
+
14
+ This model is a fine-tuned version of [google/gemma-7b](https://huggingface.co/google/gemma-7b).
15
+ It has been trained using [TRL](https://github.com/huggingface/trl).
16
+
17
+ ## Quick start
18
+
19
+ ```python
20
+ from transformers import pipeline
21
+
22
+ question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
23
+ generator = pipeline("text-generation", model="silviasapora/gemma-7b-sft-noisy-5e-5-005-v140", device="cuda")
24
+ output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
25
+ print(output["generated_text"])
26
+ ```
27
+
28
+ ## Training procedure
29
+
30
+ [<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="150" height="24"/>](https://wandb.ai/silvias/huggingface/runs/okcuiyak)
31
+
32
+
33
+ This model was trained with ORPO, a method introduced in [ORPO: Monolithic Preference Optimization without Reference Model](https://huggingface.co/papers/2403.07691).
34
+
35
+ ### Framework versions
36
+
37
+ - TRL: 0.15.2
38
+ - Transformers: 4.49.0
39
+ - Pytorch: 2.5.1
40
+ - Datasets: 3.2.0
41
+ - Tokenizers: 0.21.1
42
+
43
+ ## Citations
44
+
45
+ Cite ORPO as:
46
+
47
+ ```bibtex
48
+ @article{hong2024orpo,
49
+ title = {{ORPO: Monolithic Preference Optimization without Reference Model}},
50
+ author = {Jiwoo Hong and Noah Lee and James Thorne},
51
+ year = 2024,
52
+ eprint = {arXiv:2403.07691}
53
+ }
54
+ ```
55
+
56
+ Cite TRL as:
57
+
58
+ ```bibtex
59
+ @misc{vonwerra2022trl,
60
+ title = {{TRL: Transformer Reinforcement Learning}},
61
+ author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallouédec},
62
+ year = 2020,
63
+ journal = {GitHub repository},
64
+ publisher = {GitHub},
65
+ howpublished = {\url{https://github.com/huggingface/trl}}
66
+ }
67
+ ```
all_results.json ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.9881235154394297,
3
+ "total_flos": 0.0,
4
+ "train_loss": 28.92138784359663,
5
+ "train_runtime": 2488.1916,
6
+ "train_samples": 5050,
7
+ "train_samples_per_second": 6.089,
8
+ "train_steps_per_second": 0.094
9
+ }
train_results.json ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.9881235154394297,
3
+ "total_flos": 0.0,
4
+ "train_loss": 28.92138784359663,
5
+ "train_runtime": 2488.1916,
6
+ "train_samples": 5050,
7
+ "train_samples_per_second": 6.089,
8
+ "train_steps_per_second": 0.094
9
+ }
trainer_state.json ADDED
@@ -0,0 +1,778 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": null,
3
+ "best_model_checkpoint": null,
4
+ "epoch": 2.9881235154394297,
5
+ "eval_steps": 500,
6
+ "global_step": 234,
7
+ "is_hyper_param_search": false,
8
+ "is_local_process_zero": true,
9
+ "is_world_process_zero": true,
10
+ "log_history": [
11
+ {
12
+ "epoch": 0.06334125098970704,
13
+ "grad_norm": 302.0,
14
+ "learning_rate": 1.0416666666666668e-05,
15
+ "log_odds_chosen": 3.157041072845459,
16
+ "log_odds_ratio": -9.87833023071289,
17
+ "logps/chosen": -23.06415557861328,
18
+ "logps/rejected": -26.220584869384766,
19
+ "loss": 170.2786,
20
+ "nll_loss": 10.642413139343262,
21
+ "rewards/accuracies": 0.543749988079071,
22
+ "rewards/chosen": -1.1532078981399536,
23
+ "rewards/margins": 0.15782156586647034,
24
+ "rewards/rejected": -1.3110291957855225,
25
+ "step": 5
26
+ },
27
+ {
28
+ "epoch": 0.12668250197941408,
29
+ "grad_norm": 260.0,
30
+ "learning_rate": 2.0833333333333336e-05,
31
+ "log_odds_chosen": 6.424581050872803,
32
+ "log_odds_ratio": -9.701116561889648,
33
+ "logps/chosen": -22.176563262939453,
34
+ "logps/rejected": -28.598962783813477,
35
+ "loss": 168.5609,
36
+ "nll_loss": 10.535055160522461,
37
+ "rewards/accuracies": 0.581250011920929,
38
+ "rewards/chosen": -1.1088283061981201,
39
+ "rewards/margins": 0.32112011313438416,
40
+ "rewards/rejected": -1.4299482107162476,
41
+ "step": 10
42
+ },
43
+ {
44
+ "epoch": 0.19002375296912113,
45
+ "grad_norm": 370.0,
46
+ "learning_rate": 3.125e-05,
47
+ "log_odds_chosen": 5.751986503601074,
48
+ "log_odds_ratio": -6.494493007659912,
49
+ "logps/chosen": -18.182918548583984,
50
+ "logps/rejected": -23.933364868164062,
51
+ "loss": 135.9466,
52
+ "nll_loss": 8.496664047241211,
53
+ "rewards/accuracies": 0.546875,
54
+ "rewards/chosen": -0.9091460108757019,
55
+ "rewards/margins": 0.28752225637435913,
56
+ "rewards/rejected": -1.196668267250061,
57
+ "step": 15
58
+ },
59
+ {
60
+ "epoch": 0.25336500395882816,
61
+ "grad_norm": 174.0,
62
+ "learning_rate": 4.166666666666667e-05,
63
+ "log_odds_chosen": 1.3518788814544678,
64
+ "log_odds_ratio": -3.2631962299346924,
65
+ "logps/chosen": -8.165756225585938,
66
+ "logps/rejected": -9.506813049316406,
67
+ "loss": 67.1286,
68
+ "nll_loss": 4.195539951324463,
69
+ "rewards/accuracies": 0.581250011920929,
70
+ "rewards/chosen": -0.40828782320022583,
71
+ "rewards/margins": 0.06705284118652344,
72
+ "rewards/rejected": -0.47534069418907166,
73
+ "step": 20
74
+ },
75
+ {
76
+ "epoch": 0.3167062549485352,
77
+ "grad_norm": 226.0,
78
+ "learning_rate": 4.999720254525684e-05,
79
+ "log_odds_chosen": 0.28868618607521057,
80
+ "log_odds_ratio": -0.8123720288276672,
81
+ "logps/chosen": -1.6918294429779053,
82
+ "logps/rejected": -1.9460710287094116,
83
+ "loss": 32.5673,
84
+ "nll_loss": 2.0354533195495605,
85
+ "rewards/accuracies": 0.565625011920929,
86
+ "rewards/chosen": -0.08459147810935974,
87
+ "rewards/margins": 0.012712081894278526,
88
+ "rewards/rejected": -0.09730355441570282,
89
+ "step": 25
90
+ },
91
+ {
92
+ "epoch": 0.38004750593824227,
93
+ "grad_norm": 85.5,
94
+ "learning_rate": 4.989935734988098e-05,
95
+ "log_odds_chosen": 0.13547295331954956,
96
+ "log_odds_ratio": -0.8609800338745117,
97
+ "logps/chosen": -1.710571050643921,
98
+ "logps/rejected": -1.8393272161483765,
99
+ "loss": 31.734,
100
+ "nll_loss": 1.9833742380142212,
101
+ "rewards/accuracies": 0.546875,
102
+ "rewards/chosen": -0.08552855998277664,
103
+ "rewards/margins": 0.0064378054812550545,
104
+ "rewards/rejected": -0.09196637570858002,
105
+ "step": 30
106
+ },
107
+ {
108
+ "epoch": 0.4433887569279493,
109
+ "grad_norm": 604.0,
110
+ "learning_rate": 4.9662264848088034e-05,
111
+ "log_odds_chosen": 0.038943640887737274,
112
+ "log_odds_ratio": -0.864970862865448,
113
+ "logps/chosen": -1.499442219734192,
114
+ "logps/rejected": -1.5386669635772705,
115
+ "loss": 29.0551,
116
+ "nll_loss": 1.815943956375122,
117
+ "rewards/accuracies": 0.48750001192092896,
118
+ "rewards/chosen": -0.07497210055589676,
119
+ "rewards/margins": 0.0019612452015280724,
120
+ "rewards/rejected": -0.076933354139328,
121
+ "step": 35
122
+ },
123
+ {
124
+ "epoch": 0.5067300079176563,
125
+ "grad_norm": 69.5,
126
+ "learning_rate": 4.928725095732169e-05,
127
+ "log_odds_chosen": 0.14633053541183472,
128
+ "log_odds_ratio": -0.7850778102874756,
129
+ "logps/chosen": -1.3732013702392578,
130
+ "logps/rejected": -1.5010284185409546,
131
+ "loss": 27.5485,
132
+ "nll_loss": 1.7217798233032227,
133
+ "rewards/accuracies": 0.550000011920929,
134
+ "rewards/chosen": -0.06866006553173065,
135
+ "rewards/margins": 0.006391354836523533,
136
+ "rewards/rejected": -0.07505142688751221,
137
+ "step": 40
138
+ },
139
+ {
140
+ "epoch": 0.5700712589073634,
141
+ "grad_norm": 42.25,
142
+ "learning_rate": 4.877641290737884e-05,
143
+ "log_odds_chosen": 0.1304132044315338,
144
+ "log_odds_ratio": -0.7902301549911499,
145
+ "logps/chosen": -1.3314447402954102,
146
+ "logps/rejected": -1.4372903108596802,
147
+ "loss": 26.0469,
148
+ "nll_loss": 1.6279296875,
149
+ "rewards/accuracies": 0.534375011920929,
150
+ "rewards/chosen": -0.06657223403453827,
151
+ "rewards/margins": 0.0052922810427844524,
152
+ "rewards/rejected": -0.07186451554298401,
153
+ "step": 45
154
+ },
155
+ {
156
+ "epoch": 0.6334125098970704,
157
+ "grad_norm": 31.0,
158
+ "learning_rate": 4.813260751184992e-05,
159
+ "log_odds_chosen": 0.274090439081192,
160
+ "log_odds_ratio": -0.7146386504173279,
161
+ "logps/chosen": -1.2023499011993408,
162
+ "logps/rejected": -1.4235477447509766,
163
+ "loss": 24.6248,
164
+ "nll_loss": 1.539048433303833,
165
+ "rewards/accuracies": 0.59375,
166
+ "rewards/chosen": -0.06011749058961868,
167
+ "rewards/margins": 0.011059902608394623,
168
+ "rewards/rejected": -0.0711773931980133,
169
+ "step": 50
170
+ },
171
+ {
172
+ "epoch": 0.6967537608867775,
173
+ "grad_norm": 50.75,
174
+ "learning_rate": 4.7359435191658425e-05,
175
+ "log_odds_chosen": 0.10976365953683853,
176
+ "log_odds_ratio": -0.7592318058013916,
177
+ "logps/chosen": -1.2341073751449585,
178
+ "logps/rejected": -1.3237587213516235,
179
+ "loss": 24.4883,
180
+ "nll_loss": 1.5305156707763672,
181
+ "rewards/accuracies": 0.5093749761581421,
182
+ "rewards/chosen": -0.06170536205172539,
183
+ "rewards/margins": 0.004482570104300976,
184
+ "rewards/rejected": -0.06618793308734894,
185
+ "step": 55
186
+ },
187
+ {
188
+ "epoch": 0.7600950118764845,
189
+ "grad_norm": 73.5,
190
+ "learning_rate": 4.6461219840046654e-05,
191
+ "log_odds_chosen": 0.19487467408180237,
192
+ "log_odds_ratio": -0.701287567615509,
193
+ "logps/chosen": -1.1585313081741333,
194
+ "logps/rejected": -1.3133569955825806,
195
+ "loss": 24.4529,
196
+ "nll_loss": 1.5283066034317017,
197
+ "rewards/accuracies": 0.5874999761581421,
198
+ "rewards/chosen": -0.05792655795812607,
199
+ "rewards/margins": 0.007741288281977177,
200
+ "rewards/rejected": -0.06566785275936127,
201
+ "step": 60
202
+ },
203
+ {
204
+ "epoch": 0.8234362628661916,
205
+ "grad_norm": 52.25,
206
+ "learning_rate": 4.544298464161079e-05,
207
+ "log_odds_chosen": 0.24091807007789612,
208
+ "log_odds_ratio": -0.6930054426193237,
209
+ "logps/chosen": -1.125671148300171,
210
+ "logps/rejected": -1.3065881729125977,
211
+ "loss": 24.4496,
212
+ "nll_loss": 1.5281010866165161,
213
+ "rewards/accuracies": 0.578125,
214
+ "rewards/chosen": -0.05628355219960213,
215
+ "rewards/margins": 0.009045850485563278,
216
+ "rewards/rejected": -0.06532939523458481,
217
+ "step": 65
218
+ },
219
+ {
220
+ "epoch": 0.8867775138558986,
221
+ "grad_norm": 43.75,
222
+ "learning_rate": 4.431042398061499e-05,
223
+ "log_odds_chosen": 0.09587414562702179,
224
+ "log_odds_ratio": -0.7694802284240723,
225
+ "logps/chosen": -1.169614553451538,
226
+ "logps/rejected": -1.2482807636260986,
227
+ "loss": 24.5127,
228
+ "nll_loss": 1.5320452451705933,
229
+ "rewards/accuracies": 0.5218750238418579,
230
+ "rewards/chosen": -0.058480728417634964,
231
+ "rewards/margins": 0.003933308180421591,
232
+ "rewards/rejected": -0.06241403892636299,
233
+ "step": 70
234
+ },
235
+ {
236
+ "epoch": 0.9501187648456056,
237
+ "grad_norm": 38.5,
238
+ "learning_rate": 4.306987159568479e-05,
239
+ "log_odds_chosen": 0.16929097473621368,
240
+ "log_odds_ratio": -0.7172764539718628,
241
+ "logps/chosen": -1.0788049697875977,
242
+ "logps/rejected": -1.1940680742263794,
243
+ "loss": 22.7263,
244
+ "nll_loss": 1.4203910827636719,
245
+ "rewards/accuracies": 0.59375,
246
+ "rewards/chosen": -0.05394024774432182,
247
+ "rewards/margins": 0.005763149820268154,
248
+ "rewards/rejected": -0.05970339849591255,
249
+ "step": 75
250
+ },
251
+ {
252
+ "epoch": 1.0253365003958828,
253
+ "grad_norm": 181.0,
254
+ "learning_rate": 4.172826515897146e-05,
255
+ "log_odds_chosen": 0.32294443249702454,
256
+ "log_odds_ratio": -0.6628458499908447,
257
+ "logps/chosen": -1.0215741395950317,
258
+ "logps/rejected": -1.248105525970459,
259
+ "loss": 25.0471,
260
+ "nll_loss": 1.3915075063705444,
261
+ "rewards/accuracies": 0.605555534362793,
262
+ "rewards/chosen": -0.05107870697975159,
263
+ "rewards/margins": 0.011326568201184273,
264
+ "rewards/rejected": -0.06240528076887131,
265
+ "step": 80
266
+ },
267
+ {
268
+ "epoch": 1.0886777513855899,
269
+ "grad_norm": 24.625,
270
+ "learning_rate": 4.029310747787516e-05,
271
+ "log_odds_chosen": 0.540235698223114,
272
+ "log_odds_ratio": -0.5549238324165344,
273
+ "logps/chosen": -0.8654016256332397,
274
+ "logps/rejected": -1.20816969871521,
275
+ "loss": 19.002,
276
+ "nll_loss": 1.1876252889633179,
277
+ "rewards/accuracies": 0.7093750238418579,
278
+ "rewards/chosen": -0.043270088732242584,
279
+ "rewards/margins": 0.01713840290904045,
280
+ "rewards/rejected": -0.06040848419070244,
281
+ "step": 85
282
+ },
283
+ {
284
+ "epoch": 1.152019002375297,
285
+ "grad_norm": 31.5,
286
+ "learning_rate": 3.8772424536302564e-05,
287
+ "log_odds_chosen": 0.6173906326293945,
288
+ "log_odds_ratio": -0.5311087965965271,
289
+ "logps/chosen": -0.7949373722076416,
290
+ "logps/rejected": -1.1982877254486084,
291
+ "loss": 18.4072,
292
+ "nll_loss": 1.1504485607147217,
293
+ "rewards/accuracies": 0.7281249761581421,
294
+ "rewards/chosen": -0.03974687308073044,
295
+ "rewards/margins": 0.02016752026975155,
296
+ "rewards/rejected": -0.05991438776254654,
297
+ "step": 90
298
+ },
299
+ {
300
+ "epoch": 1.2153602533650039,
301
+ "grad_norm": 58.5,
302
+ "learning_rate": 3.717472061010918e-05,
303
+ "log_odds_chosen": 0.5371578931808472,
304
+ "log_odds_ratio": -0.5785112380981445,
305
+ "logps/chosen": -0.8111588358879089,
306
+ "logps/rejected": -1.1321982145309448,
307
+ "loss": 18.4027,
308
+ "nll_loss": 1.1501662731170654,
309
+ "rewards/accuracies": 0.6625000238418579,
310
+ "rewards/chosen": -0.040557943284511566,
311
+ "rewards/margins": 0.016051968559622765,
312
+ "rewards/rejected": -0.05660990998148918,
313
+ "step": 95
314
+ },
315
+ {
316
+ "epoch": 1.278701504354711,
317
+ "grad_norm": 43.25,
318
+ "learning_rate": 3.550893070773914e-05,
319
+ "log_odds_chosen": 0.5756627321243286,
320
+ "log_odds_ratio": -0.5552070736885071,
321
+ "logps/chosen": -0.8670624494552612,
322
+ "logps/rejected": -1.227243423461914,
323
+ "loss": 18.8739,
324
+ "nll_loss": 1.1796166896820068,
325
+ "rewards/accuracies": 0.690625011920929,
326
+ "rewards/chosen": -0.0433531180024147,
327
+ "rewards/margins": 0.01800905168056488,
328
+ "rewards/rejected": -0.061362169682979584,
329
+ "step": 100
330
+ },
331
+ {
332
+ "epoch": 1.342042755344418,
333
+ "grad_norm": 24.25,
334
+ "learning_rate": 3.378437060203357e-05,
335
+ "log_odds_chosen": 0.4615544378757477,
336
+ "log_odds_ratio": -0.5932336449623108,
337
+ "logps/chosen": -0.8293741941452026,
338
+ "logps/rejected": -1.1050505638122559,
339
+ "loss": 18.096,
340
+ "nll_loss": 1.1310014724731445,
341
+ "rewards/accuracies": 0.671875,
342
+ "rewards/chosen": -0.04146871715784073,
343
+ "rewards/margins": 0.01378381997346878,
344
+ "rewards/rejected": -0.05525252968072891,
345
+ "step": 105
346
+ },
347
+ {
348
+ "epoch": 1.405384006334125,
349
+ "grad_norm": 54.5,
350
+ "learning_rate": 3.201068473265007e-05,
351
+ "log_odds_chosen": 0.49423256516456604,
352
+ "log_odds_ratio": -0.5842307209968567,
353
+ "logps/chosen": -0.8439785242080688,
354
+ "logps/rejected": -1.1538585424423218,
355
+ "loss": 19.262,
356
+ "nll_loss": 1.2038729190826416,
357
+ "rewards/accuracies": 0.671875,
358
+ "rewards/chosen": -0.04219892621040344,
359
+ "rewards/margins": 0.015493998304009438,
360
+ "rewards/rejected": -0.05769292637705803,
361
+ "step": 110
362
+ },
363
+ {
364
+ "epoch": 1.468725257323832,
365
+ "grad_norm": 28.5,
366
+ "learning_rate": 3.0197792270443982e-05,
367
+ "log_odds_chosen": 0.5744311809539795,
368
+ "log_odds_ratio": -0.5467215776443481,
369
+ "logps/chosen": -0.7895219326019287,
370
+ "logps/rejected": -1.148335337638855,
371
+ "loss": 18.1877,
372
+ "nll_loss": 1.1367297172546387,
373
+ "rewards/accuracies": 0.731249988079071,
374
+ "rewards/chosen": -0.039476100355386734,
375
+ "rewards/margins": 0.017940666526556015,
376
+ "rewards/rejected": -0.05741675943136215,
377
+ "step": 115
378
+ },
379
+ {
380
+ "epoch": 1.5320665083135392,
381
+ "grad_norm": 56.75,
382
+ "learning_rate": 2.8355831645441388e-05,
383
+ "log_odds_chosen": 0.6337670683860779,
384
+ "log_odds_ratio": -0.5344417691230774,
385
+ "logps/chosen": -0.7838994860649109,
386
+ "logps/rejected": -1.1551088094711304,
387
+ "loss": 18.0842,
388
+ "nll_loss": 1.1302621364593506,
389
+ "rewards/accuracies": 0.6968749761581421,
390
+ "rewards/chosen": -0.0391949787735939,
391
+ "rewards/margins": 0.018560461699962616,
392
+ "rewards/rejected": -0.05775544047355652,
393
+ "step": 120
394
+ },
395
+ {
396
+ "epoch": 1.5954077593032463,
397
+ "grad_norm": 41.75,
398
+ "learning_rate": 2.649510384862586e-05,
399
+ "log_odds_chosen": 0.5285617709159851,
400
+ "log_odds_ratio": -0.5650445818901062,
401
+ "logps/chosen": -0.7971245646476746,
402
+ "logps/rejected": -1.1233524084091187,
403
+ "loss": 18.0659,
404
+ "nll_loss": 1.12911856174469,
405
+ "rewards/accuracies": 0.6812499761581421,
406
+ "rewards/chosen": -0.03985622525215149,
407
+ "rewards/margins": 0.016311392188072205,
408
+ "rewards/rejected": -0.05616762116551399,
409
+ "step": 125
410
+ },
411
+ {
412
+ "epoch": 1.6587490102929534,
413
+ "grad_norm": 52.25,
414
+ "learning_rate": 2.4626014824618415e-05,
415
+ "log_odds_chosen": 0.4448211193084717,
416
+ "log_odds_ratio": -0.5954711437225342,
417
+ "logps/chosen": -0.7822165489196777,
418
+ "logps/rejected": -1.0468573570251465,
419
+ "loss": 18.0461,
420
+ "nll_loss": 1.1278802156448364,
421
+ "rewards/accuracies": 0.653124988079071,
422
+ "rewards/chosen": -0.039110831916332245,
423
+ "rewards/margins": 0.013232040219008923,
424
+ "rewards/rejected": -0.052342869341373444,
425
+ "step": 130
426
+ },
427
+ {
428
+ "epoch": 1.7220902612826603,
429
+ "grad_norm": 38.75,
430
+ "learning_rate": 2.2759017277414166e-05,
431
+ "log_odds_chosen": 0.532827615737915,
432
+ "log_odds_ratio": -0.5476608276367188,
433
+ "logps/chosen": -0.8188691139221191,
434
+ "logps/rejected": -1.1497671604156494,
435
+ "loss": 18.2174,
436
+ "nll_loss": 1.1385877132415771,
437
+ "rewards/accuracies": 0.706250011920929,
438
+ "rewards/chosen": -0.040943462401628494,
439
+ "rewards/margins": 0.016544902697205544,
440
+ "rewards/rejected": -0.05748836323618889,
441
+ "step": 135
442
+ },
443
+ {
444
+ "epoch": 1.7854315122723674,
445
+ "grad_norm": 38.25,
446
+ "learning_rate": 2.090455221462156e-05,
447
+ "log_odds_chosen": 0.551643967628479,
448
+ "log_odds_ratio": -0.5697082281112671,
449
+ "logps/chosen": -0.7936131358146667,
450
+ "logps/rejected": -1.1227937936782837,
451
+ "loss": 17.6124,
452
+ "nll_loss": 1.1007720232009888,
453
+ "rewards/accuracies": 0.6625000238418579,
454
+ "rewards/chosen": -0.03968065604567528,
455
+ "rewards/margins": 0.016459036618471146,
456
+ "rewards/rejected": -0.05613969638943672,
457
+ "step": 140
458
+ },
459
+ {
460
+ "epoch": 1.8487727632620743,
461
+ "grad_norm": 21.25,
462
+ "learning_rate": 1.9072990557112564e-05,
463
+ "log_odds_chosen": 0.7169318795204163,
464
+ "log_odds_ratio": -0.5285918712615967,
465
+ "logps/chosen": -0.768589198589325,
466
+ "logps/rejected": -1.2199491262435913,
467
+ "loss": 17.5301,
468
+ "nll_loss": 1.0956323146820068,
469
+ "rewards/accuracies": 0.737500011920929,
470
+ "rewards/chosen": -0.03842946141958237,
471
+ "rewards/margins": 0.022568000480532646,
472
+ "rewards/rejected": -0.06099746376276016,
473
+ "step": 145
474
+ },
475
+ {
476
+ "epoch": 1.9121140142517814,
477
+ "grad_norm": 20.625,
478
+ "learning_rate": 1.7274575140626318e-05,
479
+ "log_odds_chosen": 0.5951381921768188,
480
+ "log_odds_ratio": -0.5281034708023071,
481
+ "logps/chosen": -0.7978143692016602,
482
+ "logps/rejected": -1.146867036819458,
483
+ "loss": 17.1084,
484
+ "nll_loss": 1.0692765712738037,
485
+ "rewards/accuracies": 0.731249988079071,
486
+ "rewards/chosen": -0.03989071771502495,
487
+ "rewards/margins": 0.01745263859629631,
488
+ "rewards/rejected": -0.05734335258603096,
489
+ "step": 150
490
+ },
491
+ {
492
+ "epoch": 1.9754552652414885,
493
+ "grad_norm": 25.875,
494
+ "learning_rate": 1.551936343367679e-05,
495
+ "log_odds_chosen": 0.5835083723068237,
496
+ "log_odds_ratio": -0.5596362948417664,
497
+ "logps/chosen": -0.793925404548645,
498
+ "logps/rejected": -1.142182469367981,
499
+ "loss": 18.0845,
500
+ "nll_loss": 1.1302804946899414,
501
+ "rewards/accuracies": 0.690625011920929,
502
+ "rewards/chosen": -0.03969626873731613,
503
+ "rewards/margins": 0.017412852495908737,
504
+ "rewards/rejected": -0.05710912495851517,
505
+ "step": 155
506
+ },
507
+ {
508
+ "epoch": 2.0506730007917655,
509
+ "grad_norm": 20.5,
510
+ "learning_rate": 1.3817171292109183e-05,
511
+ "log_odds_chosen": 0.8345562219619751,
512
+ "log_odds_ratio": -0.46272528171539307,
513
+ "logps/chosen": -0.6592908501625061,
514
+ "logps/rejected": -1.1182148456573486,
515
+ "loss": 17.5074,
516
+ "nll_loss": 0.9726357460021973,
517
+ "rewards/accuracies": 0.7972221970558167,
518
+ "rewards/chosen": -0.032964546233415604,
519
+ "rewards/margins": 0.022946199402213097,
520
+ "rewards/rejected": -0.055910736322402954,
521
+ "step": 160
522
+ },
523
+ {
524
+ "epoch": 2.1140142517814726,
525
+ "grad_norm": 39.5,
526
+ "learning_rate": 1.217751806485235e-05,
527
+ "log_odds_chosen": 1.2292115688323975,
528
+ "log_odds_ratio": -0.3634593188762665,
529
+ "logps/chosen": -0.5913038849830627,
530
+ "logps/rejected": -1.2762850522994995,
531
+ "loss": 14.5297,
532
+ "nll_loss": 0.9081088304519653,
533
+ "rewards/accuracies": 0.862500011920929,
534
+ "rewards/chosen": -0.029565196484327316,
535
+ "rewards/margins": 0.034249067306518555,
536
+ "rewards/rejected": -0.06381426751613617,
537
+ "step": 165
538
+ },
539
+ {
540
+ "epoch": 2.1773555027711797,
541
+ "grad_norm": 24.375,
542
+ "learning_rate": 1.0609573357858166e-05,
543
+ "log_odds_chosen": 1.1033363342285156,
544
+ "log_odds_ratio": -0.3850035071372986,
545
+ "logps/chosen": -0.5864080786705017,
546
+ "logps/rejected": -1.1940311193466187,
547
+ "loss": 13.3906,
548
+ "nll_loss": 0.8369148969650269,
549
+ "rewards/accuracies": 0.831250011920929,
550
+ "rewards/chosen": -0.029320403933525085,
551
+ "rewards/margins": 0.030381154268980026,
552
+ "rewards/rejected": -0.05970155447721481,
553
+ "step": 170
554
+ },
555
+ {
556
+ "epoch": 2.240696753760887,
557
+ "grad_norm": 26.125,
558
+ "learning_rate": 9.122105753945531e-06,
559
+ "log_odds_chosen": 1.1297001838684082,
560
+ "log_odds_ratio": -0.3876176178455353,
561
+ "logps/chosen": -0.5929871797561646,
562
+ "logps/rejected": -1.2141138315200806,
563
+ "loss": 13.93,
564
+ "nll_loss": 0.8706231117248535,
565
+ "rewards/accuracies": 0.8218749761581421,
566
+ "rewards/chosen": -0.02964935638010502,
567
+ "rewards/margins": 0.03105633333325386,
568
+ "rewards/rejected": -0.06070569157600403,
569
+ "step": 175
570
+ },
571
+ {
572
+ "epoch": 2.304038004750594,
573
+ "grad_norm": 23.0,
574
+ "learning_rate": 7.723433775328384e-06,
575
+ "log_odds_chosen": 1.1585485935211182,
576
+ "log_odds_ratio": -0.38127031922340393,
577
+ "logps/chosen": -0.5841962695121765,
578
+ "logps/rejected": -1.200871467590332,
579
+ "loss": 13.7727,
580
+ "nll_loss": 0.8607965707778931,
581
+ "rewards/accuracies": 0.84375,
582
+ "rewards/chosen": -0.029209813103079796,
583
+ "rewards/margins": 0.030833765864372253,
584
+ "rewards/rejected": -0.0600435733795166,
585
+ "step": 180
586
+ },
587
+ {
588
+ "epoch": 2.367379255740301,
589
+ "grad_norm": 42.0,
590
+ "learning_rate": 6.421379363065142e-06,
591
+ "log_odds_chosen": 1.0362011194229126,
592
+ "log_odds_ratio": -0.39413753151893616,
593
+ "logps/chosen": -0.6054643988609314,
594
+ "logps/rejected": -1.1436563730239868,
595
+ "loss": 13.6624,
596
+ "nll_loss": 0.8538990020751953,
597
+ "rewards/accuracies": 0.8343750238418579,
598
+ "rewards/chosen": -0.03027322329580784,
599
+ "rewards/margins": 0.0269095990806818,
600
+ "rewards/rejected": -0.05718282610177994,
601
+ "step": 185
602
+ },
603
+ {
604
+ "epoch": 2.4307205067300077,
605
+ "grad_norm": 25.5,
606
+ "learning_rate": 5.223224133591476e-06,
607
+ "log_odds_chosen": 1.0900369882583618,
608
+ "log_odds_ratio": -0.4055331349372864,
609
+ "logps/chosen": -0.5883392095565796,
610
+ "logps/rejected": -1.1630512475967407,
611
+ "loss": 13.5892,
612
+ "nll_loss": 0.849326491355896,
613
+ "rewards/accuracies": 0.84375,
614
+ "rewards/chosen": -0.02941695973277092,
615
+ "rewards/margins": 0.028735607862472534,
616
+ "rewards/rejected": -0.058152567595243454,
617
+ "step": 190
618
+ },
619
+ {
620
+ "epoch": 2.494061757719715,
621
+ "grad_norm": 22.625,
622
+ "learning_rate": 4.135668656967434e-06,
623
+ "log_odds_chosen": 1.1677565574645996,
624
+ "log_odds_ratio": -0.381297767162323,
625
+ "logps/chosen": -0.594551682472229,
626
+ "logps/rejected": -1.240464687347412,
627
+ "loss": 13.8641,
628
+ "nll_loss": 0.8665077090263367,
629
+ "rewards/accuracies": 0.856249988079071,
630
+ "rewards/chosen": -0.02972758375108242,
631
+ "rewards/margins": 0.032295651733875275,
632
+ "rewards/rejected": -0.062023233622312546,
633
+ "step": 195
634
+ },
635
+ {
636
+ "epoch": 2.557403008709422,
637
+ "grad_norm": 24.875,
638
+ "learning_rate": 3.164794984571759e-06,
639
+ "log_odds_chosen": 1.1639173030853271,
640
+ "log_odds_ratio": -0.39818206429481506,
641
+ "logps/chosen": -0.5963728427886963,
642
+ "logps/rejected": -1.2124865055084229,
643
+ "loss": 14.1579,
644
+ "nll_loss": 0.8848661184310913,
645
+ "rewards/accuracies": 0.8187500238418579,
646
+ "rewards/chosen": -0.029818642884492874,
647
+ "rewards/margins": 0.030805686488747597,
648
+ "rewards/rejected": -0.06062433123588562,
649
+ "step": 200
650
+ },
651
+ {
652
+ "epoch": 2.620744259699129,
653
+ "grad_norm": 21.0,
654
+ "learning_rate": 2.316032635803378e-06,
655
+ "log_odds_chosen": 1.259031057357788,
656
+ "log_odds_ratio": -0.3424246907234192,
657
+ "logps/chosen": -0.546891450881958,
658
+ "logps/rejected": -1.2267786264419556,
659
+ "loss": 13.1764,
660
+ "nll_loss": 0.823525607585907,
661
+ "rewards/accuracies": 0.887499988079071,
662
+ "rewards/chosen": -0.02734457328915596,
663
+ "rewards/margins": 0.03399435430765152,
664
+ "rewards/rejected": -0.06133893132209778,
665
+ "step": 205
666
+ },
667
+ {
668
+ "epoch": 2.684085510688836,
669
+ "grad_norm": 25.625,
670
+ "learning_rate": 1.59412823400657e-06,
671
+ "log_odds_chosen": 1.2532789707183838,
672
+ "log_odds_ratio": -0.3643453121185303,
673
+ "logps/chosen": -0.5780880451202393,
674
+ "logps/rejected": -1.268188714981079,
675
+ "loss": 13.6232,
676
+ "nll_loss": 0.8514481782913208,
677
+ "rewards/accuracies": 0.8656250238418579,
678
+ "rewards/chosen": -0.028904402628540993,
679
+ "rewards/margins": 0.03450504317879677,
680
+ "rewards/rejected": -0.06340944021940231,
681
+ "step": 210
682
+ },
683
+ {
684
+ "epoch": 2.7474267616785433,
685
+ "grad_norm": 27.625,
686
+ "learning_rate": 1.0031189614277765e-06,
687
+ "log_odds_chosen": 1.122249722480774,
688
+ "log_odds_ratio": -0.4062274396419525,
689
+ "logps/chosen": -0.5947844386100769,
690
+ "logps/rejected": -1.1917502880096436,
691
+ "loss": 13.6413,
692
+ "nll_loss": 0.8525827527046204,
693
+ "rewards/accuracies": 0.8656250238418579,
694
+ "rewards/chosen": -0.029739221557974815,
695
+ "rewards/margins": 0.029848288744688034,
696
+ "rewards/rejected": -0.0595875158905983,
697
+ "step": 215
698
+ },
699
+ {
700
+ "epoch": 2.81076801266825,
701
+ "grad_norm": 27.125,
702
+ "learning_rate": 5.463099816548579e-07,
703
+ "log_odds_chosen": 1.1767040491104126,
704
+ "log_odds_ratio": -0.3847493529319763,
705
+ "logps/chosen": -0.5844542384147644,
706
+ "logps/rejected": -1.234933853149414,
707
+ "loss": 13.8583,
708
+ "nll_loss": 0.8661431074142456,
709
+ "rewards/accuracies": 0.8500000238418579,
710
+ "rewards/chosen": -0.02922271564602852,
711
+ "rewards/margins": 0.032523978501558304,
712
+ "rewards/rejected": -0.06174669414758682,
713
+ "step": 220
714
+ },
715
+ {
716
+ "epoch": 2.8741092636579575,
717
+ "grad_norm": 26.0,
718
+ "learning_rate": 2.262559558016325e-07,
719
+ "log_odds_chosen": 1.1544322967529297,
720
+ "log_odds_ratio": -0.37349843978881836,
721
+ "logps/chosen": -0.5899974703788757,
722
+ "logps/rejected": -1.2202789783477783,
723
+ "loss": 13.6775,
724
+ "nll_loss": 0.8548417091369629,
725
+ "rewards/accuracies": 0.859375,
726
+ "rewards/chosen": -0.029499869793653488,
727
+ "rewards/margins": 0.03151407092809677,
728
+ "rewards/rejected": -0.061013948172330856,
729
+ "step": 225
730
+ },
731
+ {
732
+ "epoch": 2.937450514647664,
733
+ "grad_norm": 20.375,
734
+ "learning_rate": 4.474675580662113e-08,
735
+ "log_odds_chosen": 1.106380820274353,
736
+ "log_odds_ratio": -0.38155874609947205,
737
+ "logps/chosen": -0.5873739719390869,
738
+ "logps/rejected": -1.173477053642273,
739
+ "loss": 13.7756,
740
+ "nll_loss": 0.8609777688980103,
741
+ "rewards/accuracies": 0.859375,
742
+ "rewards/chosen": -0.029368694871664047,
743
+ "rewards/margins": 0.02930515632033348,
744
+ "rewards/rejected": -0.05867385119199753,
745
+ "step": 230
746
+ },
747
+ {
748
+ "epoch": 2.9881235154394297,
749
+ "step": 234,
750
+ "total_flos": 0.0,
751
+ "train_loss": 28.92138784359663,
752
+ "train_runtime": 2488.1916,
753
+ "train_samples_per_second": 6.089,
754
+ "train_steps_per_second": 0.094
755
+ }
756
+ ],
757
+ "logging_steps": 5,
758
+ "max_steps": 234,
759
+ "num_input_tokens_seen": 0,
760
+ "num_train_epochs": 3,
761
+ "save_steps": 100,
762
+ "stateful_callbacks": {
763
+ "TrainerControl": {
764
+ "args": {
765
+ "should_epoch_stop": false,
766
+ "should_evaluate": false,
767
+ "should_log": false,
768
+ "should_save": true,
769
+ "should_training_stop": true
770
+ },
771
+ "attributes": {}
772
+ }
773
+ },
774
+ "total_flos": 0.0,
775
+ "train_batch_size": 1,
776
+ "trial_name": null,
777
+ "trial_params": null
778
+ }