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[~] Refactor

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This commit is contained in:
Siarhei Siniak 2021-07-15 09:53:53 +03:00
parent e60b290a00
commit c40954472c
1 changed files with 10 additions and 6 deletions
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4
python/tasks/jigsaw_toxic.py
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@ -247,12 +247,16 @@ def kernel_3(
return roc_auc return roc_auc
# %% [code] # %% [code]
if os.path.exists('model.h5'):
o_2['model'].load_weights('model.h5')
else:
o_2['model'].fit( o_2['model'].fit(
o_2['xtrain_pad'], o_2['xtrain_pad'],
o_2['ytrain'], o_2['ytrain'],
nb_epoch=5, nb_epoch=5,
batch_size=64*o_2['strategy'].num_replicas_in_sync batch_size=64*o_2['strategy'].num_replicas_in_sync
) #Multiplying by Strategy to run on TPU's ) #Multiplying by Strategy to run on TPU's
o_2['model'].save_weights('model.h5')
# %% [code] # %% [code]
scores = o_2['model'].predict(o_2['xvalid_pad']) scores = o_2['model'].predict(o_2['xvalid_pad'])