a simple package for handling tensorflow tensor
Project description
README
NEWS
Date | News | Version |
---|---|---|
3rd Jan 2019 | Add conv1d operations | v0.0.2 |
17th Feb 2019 | Add conv2d depthwise layer, transfer learning package | v0.0.3 |
The conv1d, conv2d, and conv2d depthwise functions consist dropout operation inside | ||
March 2019 | simple_tensor is available on pypi (pip3 install simple-tensor) | >=v0.4.0 |
March 2019 | Add Inceptionv4 and Densenet for transfer-learning package | v0.4.3 |
29th March 2019 | Simple tensor for Tensorflow 1.13.1 is available on pypi | v0.4.3 |
n |
Tensorflow Compatibility
Tensorflow version | Simple-Tensor Version |
---|---|
1.4.1 - 1.12 | >=v0.4.0 |
1.3.1 | >=v0.4.3 |
ABOUT PROJECT
This is a simplification of tensorflow tensor operation
DEPENDENCIES
- Tensorflow (1.4.1 - 1.12)
For installing tensorflow, with GPU:
# python3
pip3 install tensorflow-gpu
# python2
pip2 install tensorflow-gpu
Without GPU:
# python3
pip3 install tensorflow
# python2
pip2 install tensorflow
DOCKER
We already prepared the all in one docker for computer vision and deep learning libraries, including tensorflow 1.12, Opencv3.4.2 and contrib, CUDA 9, CUDNN 7, Keras, jupyter, numpy, sklearn, scipy, statsmodel, pandas, matplotlib, seaborn, flask, gunicorn etc. See the list of dockerfile below:
Docker: Ubuntu 16.04 with GPU (Cuda 9, cudnn 7.2) [TESTED]
Docker: Ubuntu 18.04 with GPU (Cuda 9, cudnn 7.2)
Docker: Ubuntu 16.04 without GPU (Cuda 9, cudnn 7.2) [TESTED]
Docker: Ubuntu 18.04 without GPU (Cuda 9, cudnn 7.2) [TESTED]
HOW TO USE
:shipit: Installing The Package
python setup.py install
or
pip3 install simple-tensor
:shipit: Import The Package
- Tensor Operations
import tensorflow as tf
from simple_tensor.tensor_operations import *
- Convert Keras Model to Tensorflow Serving
import tensorflow as tf
from simple_tensor.convert import *
- Transfer Learning Package
import tensorflow as tf
from simple_tensor.transfer_learning.inception_utils import *
from simple_tensor.transfer_learning.inception_v4 import *
- Object Detector Package
import tensorflow as tf
from simple_tensor.object_detector.detector_utils import *
from simple_tensor.object_detector.yolo_v4 import *
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