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cmake_minimum_required(VERSION 3.2) | ||
project( rnn ) | ||
find_package( OpenCV REQUIRED ) | ||
aux_source_directory( src/. src_list ) | ||
add_executable( rnn ${src_list} ) | ||
target_link_libraries (rnn ${OpenCV_LIBS}) | ||
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#recurrent-net-version-1.0 | ||
===================== | ||
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Simplest uni-directional recurrent neural network (C++ / OpenCV). | ||
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To run this code, you should have | ||
* OpenCV. | ||
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##Compile & Run | ||
* Compile by running: | ||
``` | ||
cmake . | ||
make | ||
``` | ||
* Run: | ||
``` | ||
./rnn | ||
``` | ||
##Structure and Algorithm | ||
See [my tech-blog](http://eric-yuan.me/). TODO... | ||
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##TODO | ||
log file | ||
blog post | ||
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##Config Files | ||
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####General Parameters Config | ||
* gradient checking (automatically disable dropout, and use tiny dataset) | ||
* store parameters into log file (for debugging, should be faster if not using it) TODO... | ||
* batch size | ||
* non-linearity method (sigmoid, tanh, ReLU) | ||
* training epochs | ||
* iteration per epoch | ||
* learning rate | ||
* ngram | ||
* training percent (for cross validation) | ||
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####Layers Config | ||
* layer type | ||
* amount of hidden neurons | ||
* dropout rate | ||
* weight decay | ||
* amount of output classes (in **Softmax** Layer, initialized to be 0, because it depends on dataset) | ||
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####Multi-Layer | ||
This network supports multiple hidden layers. | ||
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The MIT License (MIT) | ||
------------------ | ||
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Copyright (c) 2015 Xingdi (Eric) Yuan | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in | ||
all copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
THE SOFTWARE. |
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/* | ||
* Config File | ||
*/ | ||
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/******************************************************* | ||
* | ||
* General Parameters Config | ||
* | ||
*******************************************************/ | ||
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IS_GRADIENT_CHECKING = false; | ||
USE_LOG = false; | ||
NON_LINEARITY = NL_RELU; | ||
BATCH_SIZE = 50; | ||
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TRAINING_EPOCHS = 50; | ||
ITER_PER_EPO = 100; | ||
LRATE_W = 3e-3; | ||
LRATE_B = 1e-3; | ||
NGRAM = 3; | ||
TRAINING_PERCENT = 0.80; | ||
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/******************************************************* | ||
* | ||
* Layers Config | ||
* | ||
*******************************************************/ | ||
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$ | ||
LAYER = HIDDEN; | ||
NUM_HIDDEN_NEURONS = 512; | ||
WEIGHT_DECAY = 1e-6; | ||
DROPOUT_RATE = 0.5; | ||
& | ||
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$ | ||
LAYER = SOFTMAX; | ||
NUM_CLASSES = 0; | ||
WEIGHT_DECAY = 1e-6; | ||
& | ||
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