新增多任务模型 Dev zsx mtl1 #255
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新增多任务模型 Dev zsx mtl1 #255
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Codecov Report
@@ Coverage Diff @@
## master #255 +/- ##
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+ Coverage 92.31% 92.58% +0.26%
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Files 30 35 +5
Lines 2069 2333 +264
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+ Hits 1910 2160 +250
- Misses 159 173 +14
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shenweichen
reviewed
Aug 12, 2022
deepctr_torch/models/dcnmix.py
Outdated
| @@ -70,10 +70,9 @@ def __init__(self, linear_feature_columns, | |||
| layer_num=cross_num, device=device) | |||
| self.add_regularization_weight( | |||
| filter(lambda x: 'weight' in x[0] and 'bn' not in x[0], self.dnn.named_parameters()), l2=l2_reg_dnn) | |||
| self.add_regularization_weight( | |||
There was a problem hiding this comment.
通过'_list'来判断参数容易引起后续维护迭代出现问题
shenweichen
reviewed
Aug 12, 2022
| filter(lambda x: 'weight' in x[0] and 'bn' not in x[0], self.specific_gate_dnn.named_parameters()), | ||
| l2=l2_reg_dnn) | ||
| else: | ||
| self.specific_gate_dnn_final_layer = nn.ModuleList( |
There was a problem hiding this comment.
if else里的self.specific_gate_dnn_final_layer可进一步合并
shenweichen
reviewed
Aug 12, 2022
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| self.out = nn.ModuleList([PredictionLayer(task) for task in task_types]) | ||
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| self.add_regularization_weight( |
shenweichen
reviewed
Aug 12, 2022
tests/models/multitask/MMOE_test.py
Outdated
| 'num_experts, expert_dnn_hidden_units, gate_dnn_hidden_units, tower_dnn_hidden_units, task_types, ' | ||
| 'sparse_feature_num, dense_feature_num', | ||
| [ | ||
| (3, (256, 128), (64,), (64,), ['binary', 'binary'], 3, 3), |
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Getting "RuntimeError: 'lengths' argument should be a 1D CPU int64 tensor, but got 1D cuda:0 Long tensor" #240
DIEN的example在GPU上执行tensor类型出错 #232