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author | Ronghang Hu <huronghang@hotmail.com> | 2015-08-09 00:35:27 -0700 |
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committer | Ronghang Hu <huronghang@hotmail.com> | 2015-08-09 00:35:27 -0700 |
commit | 698fc761f16d51d0cbb6fef3ed4f2076097ff6f9 (patch) | |
tree | 55b196b5e10f8ed630e79b8e3aa05144ca180652 /examples/mnist | |
parent | eb3e1149a2fcc9c48d268ffe2319d872081e4c3b (diff) | |
parent | abe99e8748ad7f583c87d1a6132ff2d79e70dd9c (diff) | |
download | caffeonacl-698fc761f16d51d0cbb6fef3ed4f2076097ff6f9.tar.gz caffeonacl-698fc761f16d51d0cbb6fef3ed4f2076097ff6f9.tar.bz2 caffeonacl-698fc761f16d51d0cbb6fef3ed4f2076097ff6f9.zip |
Merge pull request #2867 from ronghanghu/rms-prop
RMSProp clean up and rebase
Diffstat (limited to 'examples/mnist')
-rw-r--r-- | examples/mnist/lenet_solver_rmsprop.prototxt | 27 | ||||
-rwxr-xr-x | examples/mnist/train_lenet_rmsprop.sh | 3 |
2 files changed, 30 insertions, 0 deletions
diff --git a/examples/mnist/lenet_solver_rmsprop.prototxt b/examples/mnist/lenet_solver_rmsprop.prototxt new file mode 100644 index 00000000..74dadc51 --- /dev/null +++ b/examples/mnist/lenet_solver_rmsprop.prototxt @@ -0,0 +1,27 @@ +# The train/test net protocol buffer definition +net: "examples/mnist/lenet_train_test.prototxt" +# test_iter specifies how many forward passes the test should carry out. +# In the case of MNIST, we have test batch size 100 and 100 test iterations, +# covering the full 10,000 testing images. +test_iter: 100 +# Carry out testing every 500 training iterations. +test_interval: 500 +# The base learning rate, momentum and the weight decay of the network. +base_lr: 0.01 +momentum: 0.0 +weight_decay: 0.0005 +# The learning rate policy +lr_policy: "inv" +gamma: 0.0001 +power: 0.75 +# Display every 100 iterations +display: 100 +# The maximum number of iterations +max_iter: 10000 +# snapshot intermediate results +snapshot: 5000 +snapshot_prefix: "examples/mnist/lenet_rmsprop" +# solver mode: CPU or GPU +solver_mode: GPU +solver_type: RMSPROP +rms_decay: 0.98 diff --git a/examples/mnist/train_lenet_rmsprop.sh b/examples/mnist/train_lenet_rmsprop.sh new file mode 100755 index 00000000..621cab23 --- /dev/null +++ b/examples/mnist/train_lenet_rmsprop.sh @@ -0,0 +1,3 @@ +#!/usr/bin/env sh + +./build/tools/caffe train --solver=examples/mnist/lenet_solver_rmsprop.prototxt |