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
anddict
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