“““
Train?a?Hopfield?network?on?three?“clumps“:

??????<1?1?0?0?0?0>
??????<0?0?1?1?0?0>
??????<0?0?0?0?1?1>
“““

from?hopfield?import?Network?hebbian_update
import?numpy?as?np
import?tensorflow?as?tf

def?main（）:
????“““
????Make?sure?a?Hopfield?network?can?learn?non-overlapping
????clumps?of?bits.
????“““
????network?=?Network（6）
????samples?=?tf.constant（np.array（[[True?True?False?False?False?False]
????????????????????????????????????[False?False?True?True?False?False]
????????????????????????????????????[False?False?False?False?True?True]]））
????update?=?hebbian_update（samples?network.weights）
????with?tf.Session（）?as?sess:
????????sess.run（tf.global_variables_initializer（））
????????sess.run（update）
????????input_ph?=?tf.placeholder（tf.bool?shape=（6））
????????converged?=?network.step（network.step（input_ph））
????????print（sess.run（converged?feed_dict={input_ph:?[True]+[False]*5}））
????????print（sess.run（converged?feed_dict={input_ph:?[False]*5+[True]}））

if?__name__?==?‘__main__‘:
????main（）

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-12-01?04:39??HNN\
?????文件????????4090??2018-12-01?04:39??HNN\update.py
?????目錄???????????0??2019-03-08?17:09??__MACOSX\
?????目錄???????????0??2019-03-08?17:09??__MACOSX\HNN\
?????文件?????????268??2018-12-01?04:39??__MACOSX\HNN\._update.py
?????文件????????2756??2018-12-01?04:39??HNN\FileProcess.py
?????文件?????????212??2018-12-01?04:39??__MACOSX\HNN\._FileProcess.py
?????文件????????1049??2019-03-08?17:09??HNN\clumps.py
?????文件?????????268??2019-03-08?17:09??__MACOSX\HNN\._clumps.py
?????文件????????1938??2018-12-01?04:39??HNN\network.py
?????文件?????????268??2018-12-01?04:39??__MACOSX\HNN\._network.py
?????文件????????4660??2019-03-08?17:09??HNN\Hopfield_classifier.py
?????文件?????????268??2019-03-08?17:09??__MACOSX\HNN\._Hopfield_classifier.py
?????文件???????10031??2018-12-01?04:39??HNN\Mnist.py
?????文件?????????268??2018-12-01?04:39??__MACOSX\HNN\._Mnist.py
?????文件?????????212??2018-12-01?04:39??__MACOSX\._HNN