NTMC-Community / MatchZoo

Facilitating the design, comparison and sharing of deep text matching models.
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[Feature] Optimizers with LR multipliers #729

Closed Chriskuei closed 5 years ago

Chriskuei commented 5 years ago

This PR implements optimizers with learning rate multipliers, which can be used to apply different learning rates for different layers. For example:

optimizer = MultiSGD(multipliers={'dense_1': 0.8})

In this example, parameter multipliers indicates that layers whose name contain dense_1 have a learning rate multiplier of 0.8 with respect to global learning rate.

Related issue

728

codecov-io commented 5 years ago

Codecov Report

Merging #729 into 2.2-dev will decrease coverage by 0.15%. The diff coverage is 92.62%.

Impacted file tree graph

@@             Coverage Diff             @@
##           2.2-dev     #729      +/-   ##
===========================================
- Coverage    94.09%   93.93%   -0.16%     
===========================================
  Files           91       99       +8     
  Lines         3115     3481     +366     
===========================================
+ Hits          2931     3270     +339     
- Misses         184      211      +27
Impacted Files Coverage Δ
matchzoo/optimizers/multi_optimizer.py 87.5% <87.5%> (ø)
matchzoo/optimizers/multi_adam.py 88.13% <88.13%> (ø)
matchzoo/optimizers/multi_sgd.py 91.11% <91.11%> (ø)
matchzoo/optimizers/multi_adagrad.py 93.18% <93.18%> (ø)
matchzoo/optimizers/multi_rmsprop.py 93.18% <93.18%> (ø)
matchzoo/optimizers/multi_adadelta.py 93.87% <93.87%> (ø)
matchzoo/optimizers/multi_adamax.py 94.23% <94.23%> (ø)
matchzoo/optimizers/multi_nadam.py 96.49% <96.49%> (ø)
... and 6 more

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bwanglzu commented 5 years ago

should be a pr to keras rather than matchzoo.