Created
May 14, 2019 21:09
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For troubleshooting wandb
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from fastai.text import TextLMDataBunch as lmdb | |
from fastai.text.transform import Tokenizer | |
import pandas as pd | |
from pathlib import Path | |
small_df = pd.read_csv('https://storage.googleapis.com/issue_label_bot/pre_processed_data/processed_part0000.csv').head(1000) | |
stokenizer = Tokenizer(pre_rules=[pass_through], n_cpus=30) | |
spath = Path('lang_model_test/') | |
sdata_lm = lmdb.from_df(path=spath, | |
train_df=small_df, | |
valid_df=small_df, | |
text_cols='text', | |
tokenizer=stokenizer) | |
slearn = language_model_learner(data=sdata_lm, | |
arch=AWD_LSTM, | |
drop_mult=.5, | |
pretrained=False) | |
wandb.init() | |
escb = EarlyStoppingCallback(learn=slearn, patience=5) | |
smcb = SaveModelCallback(learn=slearn) | |
rpcb = ReduceLROnPlateauCallback(learn=slearn, patience=3) | |
sgcb = ShowGraph(learn=slearn) | |
wandcb = WandbCallback(learn=slearn, log='all', save_model=True, monitor='valid_loss') | |
scallbacks = [escb, smcb, rpcb, sgcb, wandcb] | |
slearn.fit_one_cycle(cyc_len=1, | |
max_lr=1e-2, | |
tot_epochs=10, | |
callbacks=scallbacks) |
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Thanks I just created wandb/wandb#355