EECS 441 @ UMich Project
PicassoXS is your professional photo editing app that transfer your own photo into different painting
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├── README.md
├── doc # DOCUMENTATION
│ ├── AlgorithmSelection # doc for algorithm selection
│ └── PaintingSelection # doc for painting selection
└── src # CODE
├── backend # code for BACKEND
│ ├── arbitrary_style_model # model for user upload own style
│ │ ├── servable.py
│ │ ├── infer.py
│ │ ├── main.py
│ │ ├── model.py
│ │ ├── servable.py
│ │ ├── train.py
│ │ ├── utils.py
│ │ └── * others
│ ├── flask_app # flask web app
│ │ ├── __init__.py
│ │ ├── config.py
│ │ ├── * others
│ │ └── views
│ │ ├── __init__.py
│ │ └── index.py
│ ├── gcloud # instructions to start cloud server
│ │ ├── Instruction.md
│ │ ├── st_k8s.yaml
│ │ └── * others
│ ├── train # instructions on how to train model on server
│ │ ├── Instruction.md
│ │ ├── tf1-gpu.yml
│ │ ├── tf2-gpu.yml
│ │ └── * others
│ ├── general_model # model for portrait mode model & general model
│ │ ├── README.md
│ │ ├── StyleTransferrer.proto
│ │ ├── img_augm.py
│ │ ├── inference.sh
│ │ ├── layers.py
│ │ ├── main.py
│ │ ├── module.py
│ │ ├── prepare_dataset.py
│ │ ├── setup.py
│ │ ├── train.py
│ │ └── train.sh
│ └── tfserver # TensorFlow server : web app for serving model
│ │ ├── Instruction.md
│ │ ├── PackDocker.md
│ │ ├── QuickStart_ArbitaryStyle.md
│ │ ├── QuickStart_ArbitaryStyleModel.md
│ │ ├── QuickStart_GeneralModel.md
│ │ ├── QuickPackServable.ipynb
│ │ ├── servable_demo.ipynb
│ │ ├── SendRequestArbitaryStyleModel_gRPC.py
│ │ ├── SendRequestGeneralModel_REST.py
│ │ ├── SendRequestGeneralModel_gRPC.py
│ │ ├── models.config
│ │ ├── *others
│ │ └──servable # SERVABLE : packed model that can be used by TensorFlow Server
│ │ └── * others
│ └── README.md
│ └── app.yaml
│ └── flask_run.sh
│ └── requirements.txt
│ └── setup.py
└── frontend # code for FRONTEND
└── PicassoXS- Zhijie Ren (uniqname: rzj)
- Senhao Wang (uniqname: rogerogw)
- Juye Xiao (uniqname: juyexiao)
- Xiao Song (uniqname: xiaosx)
- Enhao Zhang (uniqname: ehzhang)
- Rena Xu (uniqname: renaxu)
- Jason Zhao (uniqname: jasonyz)
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Frontend - Xcode
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Backend - Visual Studio Code
- Frontend - Swift
- Backend - Python v.3.5 ~ v.3.7
- Ubuntu 18.04 LTS
Release: 2.0
TensorFlow is an end-to-end open source platform for machine learning. We can use it for all model traning.
Installation
$ pip install tensorflow
Release: 19.03.5
Docker provides a way to run applications securely isolated in a container, packaged with all its dependencies and libraries. We can use Docker's containers to create virtual environments that isolate a TensorFlow installation from the rest of the system.
Note: Docker Desktop version is better, but can still install through command line
Installation
$ curl -fsSL https://get.docker.com -o get-docker.sh
$ sudo sh get-docker.shnote: needs to log out and log back in for docker to work
Release: 1.27.1
Google's remote process call framwork. It can efficiently connect services in and across data centers with pluggable support for load balancing, tracing, health checking and authentication.
Installation
$ pip install grpcio
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.proto extension
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A language-neutral, platform-neutral, extensible way of serializing structured data for use in communications protocols, data storage, and more
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Used with gRPC
EC2 (Elastic Compute Cloud):
- Free to use
- Designed to make web-scale cloud computing easier for developers. Amazon EC2’s simple web service interface allows you to obtain and configure capacity with minimal friction
- EC2 documentation
ECS (Elastic Container Service):
- A fully managed container orchestration service
- Manage Docker containers on a cluster
- ECS documentation
Release: 4.2.0
A library of programming functions mainly aimed at real-time computer vision.
Installation
$ pip install opencv-python
Release: 1.3.13
SQLAlchemy is the Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL.
Installation
$ pip install SQLAlchemy
Release: 6.0.3
Tornado is a Python web framework and asynchronous networking library
Installation
$ pip install tornado
Release: 4.43.0
A progress bar library with good support for nested loops
Installation
$ pip install tqdm
Release: 2.2.2
Python Image Library. A free library for the Python programming language that adds support for opening, manipulating, and saving many different image file formats
Installation
$ pip install Pillow==2.2.2
Release: 1.4.1
A python-based ecosystem of open-source software for mathematics, science, and engineering
Installation
$ pip install scipy
Release: 2.8.0
Provides an easy interface to read and write a wide range of image data
Installation
$ pip install imageio
Release: 0.8.2
TensorFlow Addons is a repository of contributions that conform to well- established API patterns, but implement new functionality not available in core TensorFlow
Installation
$ pip install tensorflow-addons
Release: 0.24.0
Installation
$ pip install pandas
- dep_install executable: one script that install dependencies completely
- pip_setup executable: install python 3.7 and pip 20.0.2
- requirements.txt: list thrid party libaries for pip to install
Note:
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Your environment should be ubuntu 18.04 before you run the following command
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You might have to press yes or Enter several times during installation to give permission to install
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If you wish to install the libraries manually, be sure to run upgrade pip3
$ pip3 install --upgrade pip
Library setup:
Method 1: Install with pip and requirements.txt
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Upgrade python to python3 and upgrade pip to pip 20.0.2
$ chmod +x pip_setup$ ./pip_setup
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Install libraries with pip and requirements.txt
$ pip install -r requirements.txt
Method 2: Install with shell script
- Give the following shell script permission
$ chmod +x dep_install
- Run the script
$ ./dep_install
Method 3: Install manually
- Upgrade python to python3 and upgrade pip to pip 20.0.2
$ chmod +x pip_setup$ ./pip_setup
- Run each installment command in the Third Party Libraries section