Full Code of scopeInfinity/Video2Description for AI

Repository: scopeInfinity/Video2Description
Branch: VideoCaption
Commit: 538568b42c89
Files: 68
Total size: 29.9 MB

Directory structure:
gitextract_80y_vnv1/

├── .dockerignore
├── .github/
│   ├── ISSUE_TEMPLATE/
│   │   ├── bug_report.md
│   │   └── feature_request.md
│   ├── labeler.yml
│   └── workflows/
│       ├── ci.yml
│       └── label.yml
├── .gitignore
├── LICENSE
├── README.md
├── REFERENCES.md
├── backend.Dockerfile
├── dataset/
│   ├── test_videodatainfo_2017.json
│   ├── videodatainfo_2017.json
│   └── videos/
│       └── README.md
├── dataset_cache/
│   └── README.md
├── docker-compose.yml
├── docker_build.sh
├── docker_hub.sh
├── docker_test.sh
├── early_tests.sh
├── environment.yml
├── frontend.Dockerfile
├── keep_alive.sh
├── requirements.txt
├── src/
│   ├── __init__.py
│   ├── backend/
│   │   ├── CombinedResults/
│   │   │   ├── calculate_score_results.sh
│   │   │   ├── calculate_total_score_json.py
│   │   │   ├── find_total_sentences_unique.py
│   │   │   └── summary.sh
│   │   ├── __init__.py
│   │   ├── data.py
│   │   ├── framework.py
│   │   ├── model.py
│   │   ├── parser.py
│   │   ├── plotepochlog.py
│   │   ├── pred.sh
│   │   ├── preprocess.py
│   │   ├── run.sh
│   │   ├── test_on_trained.sh
│   │   ├── train.py
│   │   ├── utils.py
│   │   ├── videohandler.py
│   │   ├── vocab.py
│   │   └── vpreprocess.py
│   ├── common/
│   │   ├── __init__.py
│   │   ├── config.py
│   │   ├── logger.py
│   │   ├── rpc.py
│   │   └── status.py
│   ├── config.json
│   ├── config_docker.json
│   ├── frontend/
│   │   ├── __init__.py
│   │   ├── app.py
│   │   └── templates/
│   │       ├── get_ids.html
│   │       ├── index.html
│   │       ├── layout.html
│   │       ├── play.html
│   │       ├── predict.html
│   │       └── publicindex.html
│   ├── run_tests.sh
│   └── tests/
│       ├── __init__.py
│       └── data/
│           ├── __init__.py
│           ├── fetcher.py
│           ├── test_fetcher.py
│           └── videos/
│               └── .content
├── tests/
│   └── e2e/
│       ├── __init__.py
│       └── test_external.py
└── uploads/
    └── touched

================================================
FILE CONTENTS
================================================

================================================
FILE: .dockerignore
================================================
.git

================================================
FILE: .github/ISSUE_TEMPLATE/bug_report.md
================================================
---
name: Bug report
about: Create a report to help us improve
title: ''
labels: ''
assignees: ''

---

**Describe the bug**
A clear and concise description of what the bug is.

**To Reproduce**
Steps to reproduce the behavior:
1. Go to '...'
2. Click on '....'
3. Scroll down to '....'
4. See error

**Expected behavior**
A clear and concise description of what you expected to happen.

**Sample video**
Provide a sample video (if applicable).

**Screenshots**
If applicable, add screenshots to help explain your problem.

**Desktop (please complete the following information):**
 - OS: [e.g. iOS]
 - Docker Version
 - Docker Compose Version
 - Browser [e.g. chrome, safari]
 - Version [e.g. 22]

**Additional context**
Add any other context about the problem here.


================================================
FILE: .github/ISSUE_TEMPLATE/feature_request.md
================================================
---
name: Feature request
about: Suggest an idea for this project
title: ''
labels: ''
assignees: ''

---

**Is your feature request related to a problem? Please describe.**
A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]

**Describe the solution you'd like**
A clear and concise description of what you want to happen.

**Describe alternatives you've considered**
A clear and concise description of any alternative solutions or features you've considered.

**Additional context**
Add any other context or screenshots about the feature request here.


================================================
FILE: .github/labeler.yml
================================================
env:
  - Dockerfile
  - environment.yml
  - requirements.txt

config:
  - src/config.json
  - src/config_docker.json

test:
  - tests/*
  - tests/**/*
  - src/tests/*
  - src/tests/**/*


================================================
FILE: .github/workflows/ci.yml
================================================
name: CI

on:
  push:
    branches:
    - VideoCaption
    - actions
    - speedo
 
  pull_request:
    branches:
    - VideoCaption 
  
  schedule:
  - cron: "11 7 1 * *"

  workflow_dispatch:

jobs:
  build:
    runs-on: ubuntu-latest
    strategy:
      matrix:
        python-version: [2.7]

    steps:
      - uses: actions/checkout@v2

      - name: Docker Pull
        run: |
          bash docker_hub.sh pull
           
      - name: Install dependencies
        run: |
          pip install -r requirements.txt
          bash early_tests.sh
          sudo apt-get install firefox
          wget 'https://github.com/mozilla/geckodriver/releases/download/v0.30.0/geckodriver-v0.30.0-linux64.tar.gz'
          tar -xvzf geckodriver-v0.30.0-linux64.tar.gz
          sudo mv geckodriver /usr/local/bin

      - name: Build
        run: |
          bash docker_build.sh
          
      - name: Test
        run: |
          bash docker_test.sh

      # Push image to docker on 'push' event only.
      - name: Deploy to Docker Hub
        if: ${{ github.event_name == 'push' || github.event_name == 'workflow_dispatch' }}
        env:
          DOCKER_USERNAME: "scopeinfinity"
          DOCKER_TOKEN: ${{ secrets.DOCKER_TOKEN }}
        run: |
          { echo "$DOCKER_TOKEN" | docker login -u "$DOCKER_USERNAME" --password-stdin ; } && bash docker_hub.sh push


================================================
FILE: .github/workflows/label.yml
================================================
# This workflow will triage pull requests and apply a label based on the
# paths that are modified in the pull request.
#
# To use this workflow, you will need to set up a .github/labeler.yml
# file with configuration.  For more information, see:
# https://github.com/actions/labeler/blob/master/README.md

name: Labeler
on: [pull_request]

jobs:
  label:

    runs-on: ubuntu-latest

    steps:
    - uses: actions/labeler@v2
      with:
        repo-token: "${{ secrets.GITHUB_TOKEN }}"


================================================
FILE: .gitignore
================================================
# Other Git Projects
FFmpeg/

# Learning Session Files
*_state.txt
*_model.dat
*_logs.txt
*_model.dat_*_loss_*
*_logs_epoch_.txt
*_logs_.txt
model_*.dat*
state_*.txt

# Local Files to ignore
display
*.mp4
*.mp4_

# Backup Files
*~
*#
.#*

# Files taken from other source

glove/*
models/*

# Dynamically Generated Files
vocab.dat
glove.dat
log.txt

# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
env/
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
*.egg-info/
.installed.cfg
*.egg

# PyInstaller
#  Usually these files are written by a python script from a template
#  before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
.hypothesis/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
target/

# Jupyter Notebook
.ipynb_checkpoints

# pyenv
.python-version

# celery beat schedule file
celerybeat-schedule

# SageMath parsed files
*.sage.py

# dotenv
.env

# virtualenv
.venv
venv/
ENV/

# Spyder project settings
.spyderproject
.spyproject

# Rope project settings
.ropeproject

# mkdocs documentation
/site

# mypy
.mypy_cache/


================================================
FILE: LICENSE
================================================
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================================================
FILE: README.md
================================================
# Video Captioning [![Build Status](https://travis-ci.com/scopeInfinity/Video2Description.svg?branch=VideoCaption)](https://travis-ci.com/scopeInfinity/Video2Description) [![Hits](https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2FscopeInfinity%2FVideo2Description&count_bg=%2379C83D&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=hits&edge_flat=false)](https://hits.seeyoufarm.com)
Generate caption for the given video clip

Branch : [VideoCaption](https://github.com/scopeInfinity/Video2Description/tree/VideoCaption) (1a2124d), [VideoCaption_catt](https://github.com/scopeInfinity/Video2Description/tree/VideoCaption_catt) (647e73b4)

### Model

Model generates natural sentence word by word

![SentenceGenerationImage](https://github.com/scopeInfinity/Video2Description/raw/VideoCaption/images/sentence_model.png)

|    Audio SubModel     |     Video SubModel       |   Sentence Generation SubModel |
| :-------------: |:-------------:| :-----:|
| ![audio_model][audio_model]| ![video_model][video_model] | ![sentence_generation][sentence_generation]

[audio_model]: https://github.com/scopeInfinity/Video2Description/raw/VideoCaption/images/model_audio.png
[video_model]: https://github.com/scopeInfinity/Video2Description/raw/VideoCaption/images/model_video.png
[sentence_generation]: https://github.com/scopeInfinity/Video2Description/raw/VideoCaption/images/model_word.png

Context extraction for Temporal Attention Model, at i<sup>th</sup> word generation

![AttentionModel](https://github.com/scopeInfinity/Video2Description/raw/VideoCaption/images/attention.png)


### Results - *f5c22f7*

Test videos with good results

|         |            |   |
| :-------------: |:-------------:| :-----:|
| ![12727][12727]| ![12501][12501] | ![10802][10802]
| two men are talking about a cooking show | a  woman is cooking | a dog is running around a field |
| ![12968][12968] | ![12937][12937] | ![12939][12939]
| a woman is talking about a makeup face | a man is driving a car down the road | a man is cooking in a kitchen
| ![12683][12683] | ![12901][12901] | ![12994][12994]
| a man is playing a video game | two men are playing table tennis in a stadium | a man is talking about a computer program


Test videos with poor results

|         |            |   |
| :-------------: |:-------------:| :-----:|
| ![12589][12589]| ![12966][12966] | ![12908][12908]
|  a person is playing with a toy | a man is walking on the field | a man is standing in a gym |

[12727]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12727.gif
[12501]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12501.gif
[10802]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/10802.gif

[12968]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12968.gif
[12937]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12937.gif
[12939]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12939.gif

[12683]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12683.gif
[12901]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12901.gif
[12994]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12994.gif


[12589]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12589.gif
[12966]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12966.gif
[12908]: https://raw.githubusercontent.com/scopeInfinity/Video2Description/VideoCaption/f5c22f7_images/12908.gif


### Try it out!!!
* Please feel free to raise PR with necessary suggestions.
* Clone the repository`
  * `git clone https://github.com/scopeInfinity/Video2Description.git`
* Install docker and docker-compose
  * Current config has docker-compose file format '3.2'.
    * https://github.com/docker/compose/releases
  * ```bash
    sudo apt-get install docker.io
    sudo curl -L "https://github.com/docker/compose/releases/download/1.25.4/docker-compose-$(uname -s)-$(uname -m)" -o /usr/local/bin/docker-compose
    sudo chmod +x /usr/local/bin/docker-compose
    ```
  * docs
    * https://docs.docker.com/install/linux/docker-ce/ubuntu/
    * https://docs.docker.com/compose/install/

* Pull the prebuild images and run the container
```bash
$ docker-compose pull
$ docker-compose up
```
* Browse to `http://localhost:8080/`
  * backend might take few minutes to reach a stable stage.

##### Execution without Docker
* We can go always go through `backend.Dockerfile` and `frontend.Dockerfile` to understand better.
* Update `src/config.json` as per the requirement and use those path during upcoming steps.
  * To know more about any field, just search for the reference in the codebase.
* Install miniconda
  * https://docs.conda.io/projects/conda/en/latest/user-guide/install/index.html
* Get `glove.6B.300d.txt` from `https://nlp.stanford.edu/projects/glove/`
* Install ffmpeg
  * Configure, build and install ffmpeg from source with shared libraries 
```bash
$ git clone 'https://github.com/FFmpeg/FFmpeg.git'
$ cd FFmpeg
$ ./configure --enable-shared  # Use --prefix if need to install in custom directory
$ make
# make install
```
* If required, use `https://github.com/tylin/coco-caption/` for scoring the model.
* Then create conda environment using `environment.yml`
  * `$ conda env create -f environment.yml`
* And activate the environment
```
$ conda activate .
```
* Turn up the backend
  * `src$ python -m backend.parser server --start --model /path/to/model`
* Turn up the web frontend
  * `src$ python -m frontend.app`

### Info

Data Directory and Working Directory can be same as the project root directory.

### Data Directory
File | Reference
--- | --- 
*/path/to/data_dir/VideoDataset/videodatainfo_2017.json* | http://ms-multimedia-challenge.com/2017/dataset
*/path/to/data_dir/VideoDataset/videos/[0-9]+.mp4* | Download videos based on above dataset
*/path/to/data_dir/glove/glove.6B.300d.txt* | https://nlp.stanford.edu/projects/glove/
*/path/to/data_dir/VideoDataset/cache_40_224x224/[0-9]+.npy* | Video cached files will be created on fly

### Working Directory
File | Content
--- | --- 
*/path/to/working_dir/glove.dat* | Pickle Dumped Glove Embedding
*/path/to/working_dir/vocab.dat* | Pickle Dumped Vocabulary Words
  
### Download Dataset
* Execute `python videohandler.py` from *VideoDataset* Directory
  
### Execution
It currently supports train, predict and server mode. Please use the following command for better explanation.
```bash
src$ python -m backend.parse -h
```
  
### Training Methods

* Try Iterative Learning
* Try Random Learning  

### Evaluation

#### Prerequisite
```bash
cd /path/to/eval_dir/
git clone 'https://github.com/tylin/coco-caption.git' cococaption
ln /path/to/working_dir/cocoeval.py cococaption/
```
#### Evaluate
```bash
# One can do changes in parser.py for numbers of test examples to be considered in evaluation
python parser.py predict save_all_test
python /path/to/eval_dir/cocoeval.py <results file>.txt
```

#### Sample Evaluation while training

Commit | Training | Total | CIDEr | Bleu_4 | ROUGE_L | METEOR | Model Filename 
--- | --- | --- | --- | --- | --- | --- | --- 
647e73b4 | 10 epochs | 1.1642 | 0.1580 | 0.3090 | 0.4917 | 0.2055 | CAttention_ResNet_D512L512_G128G64_D1024D0.20BN_BDGRU1024_D0.2L1024DVS_model.dat_4990_loss_2.484_Cider0.360_Blue0.369_Rouge0.580_Meteor0.256
1a2124d | 17 epochs | 1.1599 | 0.1654 | 0.3022 | 0.4849 | 0.2074 | ResNet_D512L512_G128G64_D1024D0.20BN_BDLSTM1024_D0.2L1024DVS_model.dat_4987_loss_2.203_Cider0.342_Blue0.353_Rouge0.572_Meteor0.256
f5c22f7 | 17 epochs | 1.1559 | 0.1680 | 0.3000 | 0.4832 | 0.2047 | ResNet_D512L512_G128G64_D1024D0.20BN_BDGRU1024_D0.2L1024DVS_model.dat_4983_loss_2.350_Cider0.355_Blue0.353_Rouge0.571_Meteor0.247_TOTAL_1.558_BEST
bd072ac | 11 CPUhrs with Multiprocessing (16 epochs)  |  1.0736 | 0.1528 | 0.2597 | 0.4674 | 0.1936 | ResNet_D512L512_D1024D0.20BN_BDGRU1024_D0.2L1024DVS_model.dat_4986_loss_2.306_Cider0.347_Blue0.328_Rouge0.560_Meteor0.246 
3ccf5d5 | 15 CPUhrs |  1.0307 | 0.1258 | 0.2535 | 0.4619 | 0.1895 | res_mcnn_rand_b100_s500_model.dat_model1_3ccf5d5 

Check `Specifications` section for model comparision.


Temporal attention Model for is on `VideoCaption_catt` branch.

Pre-trained Models : https://drive.google.com/open?id=1gexBRQfrjfcs7N5UI5NtlLiIR_xa69tK

### Web Server

- Start the server **(S)** for to compute predictions (Within conda environment)
```bash
python parser.py server -s -m <path/to/correct/model>
```
- Check `config.json` for configurations.
- Execute `python app.py` from webserver (No need for conda environment)
  - Make sure, your the process is can new files inside `$UPLOAD_FOLDER`
- Open `http://webserver:5000/` to open Web Server for testing (under default configuration)

### Specifications

##### Commit: 3ccf5d5
- ResNet over LSTM for feature extraction
- Word by Word generation based on last prediction for Sentence Generation using LSTM
- Random Dataset Learning of training data
- Vocab Size 9448
- Glove of 300 Dimension

##### Commit: bd072ac
- ResNet over BiDirection GRU for feature extraction
- Sequential Learning of training data
- Batch Normalization + Few more tweaks in Model
- Bleu, CIDEr, Rouge, Meteor score generation for validation
- Multiprocessing keras

##### Commit: f5c22f7
- Audio with BiDirection GRU

##### Commit: 1a2124d
- Audio with BiDirection LSTM

##### Commit: 647e73b
- Audio with BiDirection GRU using temporal attention for context

# Image Captioning
Generate caption for the given images

Branch : [onehot_gen](https://github.com/scopeInfinity/Video2Description/tree/onehot_gen)

Commit : [898f15778d40b67f333df0a0e744a4af0b04b16c](https://github.com/scopeInfinity/Video2Description/commit/898f15778d40b67f333df0a0e744a4af0b04b16c)

Trained Model : https://drive.google.com/open?id=1qzMCAbh_tW3SjMMVSPS4Ikt6hDnGfhEN

Categorical Crossentropy Loss : 0.58



================================================
FILE: REFERENCES.md
================================================
[1] J. Xu, T. Mei, T. Yao, Y. Rui. MSR-VTT: A Large Video Description Dataset for
Bridging Video and Language, In Proceedings of CVPR, 2016.

[2] Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun
Deep Residual Learning for Image Recognition 2016 IEEE Conference on Computer
Vision and Pattern Recognition (CVPR)

[3] Jeffrey Pennington, Richard Socher, and Christopher D. Manning. GloVe: Global Vec-
tors for Word Representation (2014)

[4] McFee, Brian, Colin Raffel, Dawen Liang, Daniel PW Ellis, Matt McVicar, Eric Bat-
tenberg, and Oriol Nieto. librosa: Audio and music signal analysis in python. In Pro-
ceedings of the 14th python in science conference, pp. 18-25. 2015

[5] Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan. Show and Tell: A
Neural Image Caption Generator (April 2015)

[6] Jeff Donahue, Lisa Anne Hendricks, Marcus Rohrbach, Subhashini Venugopalan, Sergio
Guadarrama, Kate Saenko, Trevor Darrell Long-term Recurrent Convolutional Networks
for Visual Recognition and Description (Nov 2014)​

[7] Subhashini Venugopalan, Marcus Rohrbach, Jeff Donahue, Raymond Mooney, Trevor
Darrell, Kate Saenko and Raymond Moone, Sequence to Sequence Video to Text (May
2015)

[8] Ilya Sutskever, Oriol Vinyals, Quoc V. Le, Sequence to Sequence Learning with Neural
Networks (Sep 2014)

[9] Ramakrishna Vedantam, C. Lawrence Zitnick and Devi Parikh CIDEr: Consensus-
based Image Description Evaluation, (The Computer Vision Foundation 2015)

[10] Alon Lavie and Michael Denkowski, The METEOR Metric for Automatic Evaluation
of Machine Translation, Machine Translation, 2010

[11] Kishore Papineni,Salim Roukos,Todd Ward and Wei-Jing Zhu BLEU: a method for
automatic evaluation of machine translation ACL ’02 Proceedings of the 40th Annual
Meeting on Association for Computational Linguistics, Pages 311-318 (2002)

[12] Lin, C.Y.Rouge: A package for automatic evaluation of summaries. In Text Summa-
rization Branches Out: Proceedings of the ACL 04 Workshop (pp. 74-81) (2004, July)


================================================
FILE: backend.Dockerfile
================================================
FROM ubuntu:xenial as my_base
RUN apt-get update
RUN apt-get install -y libsamplerate0 curl libsndfile1 pkg-config nasm wget zip

FROM my_base as ffmpeg_builder
WORKDIR /tmp
RUN wget https://github.com/FFmpeg/FFmpeg/archive/master.zip -O ffmpeg.zip
RUN unzip ffmpeg.zip
RUN rm ffmpeg.zip
WORKDIR /tmp/FFmpeg-master/
RUN ./configure --enable-shared
RUN make -j32


FROM my_base as glove_builder
WORKDIR /tmp
# https://nlp.stanford.edu/projects/glove/
RUN wget http://nlp.stanford.edu/data/glove.6B.zip && \
    unzip glove.6B.zip glove.6B.300d.txt && \
    rm glove.6B.zip


FROM my_base as deploy
# FROM conda/miniconda2
RUN apt-get update
RUN apt-get install -y libsamplerate0 curl libsndfile1 pkg-config nasm wget zip
RUN useradd -m -s /bin/bash si
RUN mkdir /var/log/v2d
RUN chown si:si /var/log/v2d
RUN chmod 700 /var/log/v2d
USER si

# Installing miniconda
RUN wget -N https://repo.anaconda.com/miniconda/Miniconda2-latest-Linux-x86_64.sh -O /tmp/Miniconda2-latest-Linux-x86_64.sh
RUN bash /tmp/Miniconda2-latest-Linux-x86_64.sh -b
RUN rm /tmp/Miniconda2-latest-Linux-x86_64.sh
USER root
RUN ln -s /home/si/miniconda2/bin/conda /usr/bin/
USER si

# glove
RUN mkdir -p /home/si/v2d/dataset
WORKDIR /home/si/v2d/dataset
COPY --from=glove_builder /tmp/glove.6B.300d.txt /home/si/v2d/dataset/glove.6B.300d.txt

# ffmpeg build and install
COPY --from=ffmpeg_builder /tmp/FFmpeg-master/ /tmp/FFmpeg-master/
WORKDIR /tmp/FFmpeg-master/
USER root
RUN make install
USER si
RUN echo 'export LD_LIBRARY_PATH=/usr/local/lib' >> /home/si/.bashrc

# coco-caption
WORKDIR /home/si
RUN wget -N 'https://github.com/tylin/coco-caption/archive/master.zip' -O coco.zip && \
    unzip coco.zip && \
    mv coco-caption-master coco-caption && \
    rm coco.zip

# Create conda environment
# Note: ffmpeg with --enable-shared should be before installing opencv
WORKDIR /home/si/v2d/
COPY --chown=si:si environment.yml /home/si/v2d/
RUN conda env create -f environment.yml
RUN conda init bash
RUN echo "conda activate V2D" >> /home/si/.bashrc

# Prepare basic files
ENV V2D_CONFIG_FILE=config_docker.json
RUN mkdir -p /home/si/v2d/dataset
RUN mkdir -p /home/si/v2d/dataset_cache
RUN mkdir -p /home/si/v2d/models
RUN mkdir -p /tmp/v2d/app/uploads
COPY --chown=si:si dataset/videodatainfo_2017.json /home/si/v2d/dataset/
COPY --chown=si:si dataset/test_videodatainfo_2017.json /home/si/v2d/dataset/
COPY --chown=si:si src/ /home/si/v2d/src/
WORKDIR /home/si/v2d/src

# Prepares cache for pretrained model
COPY --chown=si:si models/ /home/si/v2d/models/
WORKDIR /home/si/v2d/models/
RUN wget -q -N 'https://github.com/scopeInfinity/Video2Description/releases/download/models/ResNet_D512L512_G128G64_D1024D0.20BN_BDGRU1024_D0.2L1024DVS_model.dat_4983_loss_2.350_Cider0.355_Blue0.353_Rouge0.571_Meteor0.247_TOTAL_1.558_BEST'
RUN echo "Available Models:"
RUN ls -1 /home/si/v2d/models

WORKDIR /home/si/v2d/src/
RUN conda run -n V2D python -m backend.parser server --init-only -m /home/si/v2d/models/ResNet_D512L512_G128G64_D1024D0.20BN_BDGRU1024_D0.2L1024DVS_model.dat_4983_loss_2.350_Cider0.355_Blue0.353_Rouge0.571_Meteor0.247_TOTAL_1.558_BEST


================================================
FILE: dataset/test_videodatainfo_2017.json
================================================
{"info": {"contributor": "Microsoft MSM group", "data_created": "2017-05-31 12:10:25", "version": "2.0", "description": "This is 2.0 version of the 2016 MSR-VTT dataset.", "year": "2017"}, "videos": [{"category": 14, "url": "https://www.youtube.com/watch?v=4TgXgwVndiw", "video_id": "video12728", "start time": 145.49, "end time": 173.19, "split": "test", "id": 12728}, {"category": 16, "url": "https://www.youtube.com/watch?v=42jC7y8b2VI", "video_id": "video11167", "start time": 19.27, "end time": 47.86, "split": "test", "id": 11167}, {"category": 13, "url": "https://www.youtube.com/watch?v=o4x-G_odmFQ", "video_id": "video10242", "start time": 41.02, "end time": 66.78, "split": "test", "id": 10242}, {"category": 11, "url": "https://www.youtube.com/watch?v=5HBgXY_MrQQ", "video_id": "video12303", "start time": 73.0, "end time": 84.34, "split": "test", "id": 12303}, {"category": 11, "url": "https://www.youtube.com/watch?v=Gv_4ZyrxhSI", "video_id": "video12888", "start time": 0.0, "end time": 11.63, "split": "test", "id": 12888}, {"category": 19, "url": "https://www.youtube.com/watch?v=pyMTSr8hbow", "video_id": "video10083", "start time": 76.57, "end time": 86.81, "split": "test", "id": 10083}, {"category": 5, "url": "https://www.youtube.com/watch?v=JSkvChTSanM", "video_id": "video11207", "start time": 219.9, "end time": 233.25, "split": "test", "id": 11207}, {"category": 4, "url": "https://www.youtube.com/watch?v=oIwqlJqH2XE", "video_id": "video11882", "start time": 36.65, "end time": 55.04, "split": "test", "id": 11882}, {"category": 9, "url": "https://www.youtube.com/watch?v=3L4CeF7ROCM", "video_id": "video12960", "start time": 0.0, "end time": 19.17, "split": "test", "id": 12960}, {"category": 13, "url": "https://www.youtube.com/watch?v=AYMj-isXtr4", "video_id": "video11347", "start time": 52.3, "end time": 69.38, "split": "test", "id": 11347}, {"category": 2, "url": "https://www.youtube.com/watch?v=7AvcG_-DnA8", "video_id": "video12141", "start time": 292.21, "end time": 305.11, "split": "test", "id": 12141}, {"category": 18, "url": "https://www.youtube.com/watch?v=6tIVHViRQ1c", "video_id": "video10269", "start time": 0.0, "end time": 16.93, "split": "test", "id": 10269}, {"category": 7, "url": "https://www.youtube.com/watch?v=1ROWuwPnthE", "video_id": "video12826", "start time": 61.44, "end time": 75.72, "split": "test", "id": 12826}, {"category": 3, "url": "https://www.youtube.com/watch?v=pu0mhnKpYio", "video_id": "video11015", "start time": 345.26, "end time": 361.38, "split": "test", "id": 11015}, {"category": 3, "url": "https://www.youtube.com/watch?v=00EVI5yIoUw", "video_id": "video10210", "start time": 16.37, "end time": 29.53, "split": "test", "id": 10210}, {"category": 13, "url": "https://www.youtube.com/watch?v=MHSx2_UqOoU", "video_id": "video12467", "start time": 184.44, "end time": 195.37, "split": "test", "id": 12467}, {"category": 9, "url": "https://www.youtube.com/watch?v=2SVB_jVZ6_M", "video_id": "video11656", "start time": 3.82, "end time": 24.0, "split": "test", "id": 11656}, {"category": 3, "url": "https://www.youtube.com/watch?v=pQ68SDKkvS8", "video_id": "video11539", "start time": 124.34, "end time": 153.8, "split": "test", "id": 11539}, {"category": 7, "url": "https://www.youtube.com/watch?v=bJyTdkyo8R4", "video_id": "video12539", "start time": 76.33, "end time": 92.97, "split": "test", "id": 12539}, {"category": 17, "url": "https://www.youtube.com/watch?v=QaszXW8aJlE", "video_id": "video10570", "start time": 65.65, "end time": 81.93, "split": "test", "id": 10570}, {"category": 3, "url": "https://www.youtube.com/watch?v=q4wkKwT3PRM", "video_id": "video10136", "start time": 83.97, "end time": 111.57, "split": "test", "id": 10136}, {"category": 6, "url": "https://www.youtube.com/watch?v=0DBM1PZxyLA", "video_id": "video11204", "start time": 274.15, "end time": 285.6, "split": "test", "id": 11204}, {"category": 11, "url": "https://www.youtube.com/watch?v=-zRBMNhvfi0", "video_id": "video11182", "start time": 204.78, "end time": 224.48, "split": "test", "id": 11182}, {"category": 18, "url": "https://www.youtube.com/watch?v=pCM36rMRnrk", "video_id": "video12239", "start time": 31.33, "end time": 42.13, "split": "test", "id": 12239}, {"category": 7, "url": "https://www.youtube.com/watch?v=-8H0KYDP44M", "video_id": "video11071", "start time": 20.94, "end time": 37.38, "split": "test", "id": 11071}, {"category": 16, "url": "https://www.youtube.com/watch?v=nq4a_lnKD3A", "video_id": "video11323", "start time": 41.29, "end time": 65.31, "split": "test", "id": 11323}, {"category": 8, "url": "https://www.youtube.com/watch?v=rgfLajtqcAc", "video_id": "video10245", "start time": 25.51, "end time": 46.01, "split": "test", "id": 10245}, {"category": 3, "url": "https://www.youtube.com/watch?v=1qXv5LCylSk", "video_id": "video12611", "start time": 6.89, "end time": 34.41, "split": "test", "id": 12611}, {"category": 18, "url": "https://www.youtube.com/watch?v=-bhSrkMlRHQ", "video_id": "video10524", "start time": 196.94, "end time": 215.36, "split": "test", "id": 10524}, {"category": 0, "url": "https://www.youtube.com/watch?v=rp4UwPZfRis", "video_id": "video11791", "start time": 144.78, "end time": 155.08, "split": "test", "id": 11791}, {"category": 6, "url": "https://www.youtube.com/watch?v=IUGa3kZH4NM", "video_id": "video10844", "start time": 15.25, "end time": 38.05, "split": "test", "id": 10844}, {"category": 19, "url": "https://www.youtube.com/watch?v=DKL4X0PZz7M", "video_id": "video10263", "start time": 119.75, "end time": 130.18, "split": "test", "id": 10263}, {"category": 5, "url": "https://www.youtube.com/watch?v=rGgoCm1hofM", "video_id": "video12160", "start time": 17.53, "end time": 44.29, "split": "test", "id": 12160}, {"category": 18, "url": "https://www.youtube.com/watch?v=Qmfkofj-fME", "video_id": "video11535", "start time": 514.29, "end time": 525.81, "split": "test", "id": 11535}, {"category": 7, "url": "https://www.youtube.com/watch?v=-iTjTCE0_yY", "video_id": "video12429", "start time": 4.41, "end time": 23.93, "split": "test", "id": 12429}, {"category": 9, "url": "https://www.youtube.com/watch?v=RX6jisSb-ec", "video_id": "video10400", "start time": 284.36, "end time": 310.09, "split": "test", "id": 10400}, {"category": 18, "url": "https://www.youtube.com/watch?v=j2WQip68HaU", "video_id": "video12144", "start time": 180.17, "end time": 193.93, "split": "test", "id": 12144}, {"category": 3, "url": "https://www.youtube.com/watch?v=GYSoQiwT4Iw", "video_id": "video11783", "start time": 78.77, "end time": 108.05, "split": "test", "id": 11783}, {"category": 3, "url": "https://www.youtube.com/watch?v=7r5u819B0Es", "video_id": "video12046", "start time": 205.45, "end time": 222.94, "split": "test", "id": 12046}, {"category": 9, "url": "https://www.youtube.com/watch?v=0_qQeSXaVt0", "video_id": "video11363", "start time": 87.01, "end time": 97.21, "split": "test", "id": 11363}, {"category": 3, "url": "https://www.youtube.com/watch?v=IbQDrRRqs-k", "video_id": "video12786", "start time": 37.62, "end time": 51.67, "split": "test", "id": 12786}, {"category": 18, "url": "https://www.youtube.com/watch?v=H_IfRNp0ncU", "video_id": "video12513", "start time": 27.07, "end time": 40.75, "split": "test", "id": 12513}, {"category": 4, "url": "https://www.youtube.com/watch?v=8s4NrpsuwTk", "video_id": "video12221", "start time": 22.27, "end time": 44.46, "split": "test", "id": 12221}, {"category": 10, "url": "https://www.youtube.com/watch?v=J_joiSa5tHI", "video_id": "video10200", "start time": 185.13, "end time": 200.98, "split": "test", "id": 10200}, {"category": 13, "url": "https://www.youtube.com/watch?v=7RfGo4xIaM4", "video_id": "video11145", "start time": 22.5, "end time": 35.52, "split": "test", "id": 11145}, {"category": 16, "url": "https://www.youtube.com/watch?v=qn-S3aS2Rrc", "video_id": "video11835", "start time": 45.69, "end time": 58.27, "split": "test", "id": 11835}, {"category": 16, "url": "https://www.youtube.com/watch?v=bcxQi7JkyHw", "video_id": "video10307", "start time": 233.28, "end time": 244.12, "split": "test", "id": 10307}, {"category": 16, "url": "https://www.youtube.com/watch?v=2tOo3NED_Ac", "video_id": "video12700", "start time": 378.01, "end time": 388.05, "split": "test", "id": 12700}, {"category": 0, "url": "https://www.youtube.com/watch?v=dCLS_ztGOBk", "video_id": "video12476", "start time": 42.17, "end time": 55.85, "split": "test", "id": 12476}, {"category": 18, "url": "https://www.youtube.com/watch?v=3-hrR9IvhOo", "video_id": "video10664", "start time": 336.52, "end time": 353.0, "split": "test", "id": 10664}, {"category": 13, "url": "https://www.youtube.com/watch?v=o1Jw6Z3q8xw", "video_id": "video11962", "start time": 26.51, "end time": 47.42, "split": "test", "id": 11962}, {"category": 16, "url": "https://www.youtube.com/watch?v=1qCOOL-STLU", "video_id": "video11809", "start time": 42.09, "end time": 58.33, "split": "test", "id": 11809}, {"category": 14, "url": "https://www.youtube.com/watch?v=hdyqbfNP0k0", "video_id": "video10666", "start time": 132.35, "end time": 147.26, "split": "test", "id": 10666}, {"category": 14, "url": "https://www.youtube.com/watch?v=iXEE92C75mc", "video_id": "video11829", "start time": 0.0, "end time": 13.45, "split": "test", "id": 11829}, {"category": 4, "url": "https://www.youtube.com/watch?v=6yiiAF5dYdo", "video_id": "video10004", "start time": 140.42, "end time": 154.87, "split": "test", "id": 10004}, {"category": 16, "url": "https://www.youtube.com/watch?v=hqB_TTCE-3U", "video_id": "video11133", "start time": 48.63, "end time": 75.86, "split": "test", "id": 11133}, {"category": 4, "url": "https://www.youtube.com/watch?v=L-U1MMa0SHw", "video_id": "video10124", "start time": 91.24, "end time": 103.12, "split": "test", "id": 10124}, {"category": 14, "url": "https://www.youtube.com/watch?v=h6Hlv98RFNY", "video_id": "video12843", "start time": 77.36, "end time": 88.4, "split": "test", "id": 12843}, 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