Created
May 29, 2019 15:02
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ideal grid/api for hardness sampling
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| pg1 = update_batch_size(ParameterGrid({ | |
| 'lr': [1e-4, 1e-3, 3e-3, 1e-2, .05, 1e-1], | |
| 'label_smoothing': [True, False], | |
| 'size': [128], | |
| 'bs': [256], | |
| 'hardness_percentile': [.75, .5, .25, .1] # top 50%, top25% | |
| })) | |
| # Now based on easiness | |
| pg2 = update_batch_size(ParameterGrid({ | |
| 'lr': [1e-4, 1e-3, 3e-3, 1e-2, .05, 1e-1], | |
| 'label_smoothing': [True, False], | |
| 'size': [128], | |
| 'bs': [256], | |
| 'easiness_percentile': [.75, .5, .25, .1] | |
| })) |
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