DummyPy

afpro's python library for dummies, include

• python common utils (eg. lazy property)
• tensorflow utils (eg. load/save, gpu growth config)
• common models (eg. google attention model)

usage:

# normal
pip install dummy_py

# install tensorflow as dependency
pip install dummy_py[tf]

# install tensorflow-gpu as dependency
pip install dummy_py[tf_gpu]

dummy_py.common

common python utils

• lazy property
• io utils
• simplify map/filter method as Sequence class
• simple orm between OrmObject and dict

dummy_py.tf_utils

include tensorflow util codes

• load checkpoint
• save checkpoint
• create tf.ConfigProto for gpu memory growth support
• create multi layer LSTM rnn cell
• create embedding lookup structure
• calculate cross entropy with sequence length support
• general attention calculation
• numpy softmax implements
• tensorflow while loop abstraction as Loop class
• tf_session_fn decorator

dummy_py.tf_parts

include tensorflow model elements

• google attention model arXiv:1706.03762