File size: 2,168 Bytes
229edf3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
Writing logs to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/log.txt.
Loading nlp dataset glue, subset rte, split train.
Loading nlp dataset glue, subset rte, split validation.
Loaded dataset. Found: 2 labels: ([0, 1])
Loading transformers AutoModelForSequenceClassification: distilbert-base-uncased
Tokenizing training data. (len: 2490)
Tokenizing eval data (len: 277)
Loaded data and tokenized in 10.953861474990845s
Training model across 1 GPUs
***** Running training *****
	Num examples = 2490
	Batch size = 16
	Max sequence length = 128
	Num steps = 775
	Num epochs = 5
	Learning rate = 2e-05
Eval accuracy: 59.205776173285194%
Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/.
Eval accuracy: 60.28880866425993%
Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/.
Eval accuracy: 62.8158844765343%
Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/.
Eval accuracy: 65.34296028880865%
Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/.
Eval accuracy: 65.70397111913357%
Best acc found. Saved model to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/.
Saved tokenizer <textattack.models.tokenizers.auto_tokenizer.AutoTokenizer object at 0x7f9680793d30> to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/.
Wrote README to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/README.md.
Wrote training args to /p/qdata/jm8wx/research/text_attacks/textattack/outputs/training/distilbert-base-uncased-glue:rte-2020-06-29-14:58/train_args.json.