├── Dockerfile ├── README.md ├── images ├── cage │ ├── 102667226.jpg │ ├── 102668242.jpg │ ├── 102669741.jpg │ ├── 102670060.jpg │ ├── 102670068.jpg │ ├── 102670225.jpg │ ├── 102670483.jpg │ ├── 102671481.jpg │ ├── 102694815.jpg │ ├── 102695173.jpg │ ├── 102836618.jpg │ ├── 104614258.jpg │ ├── 104837047.jpg │ ├── 104844500.jpg │ ├── 104853338.jpg │ ├── 104853638.jpg │ ├── 104890518.jpg │ ├── 104890519.jpg │ ├── 104895441.jpg │ ├── 104920519.jpg │ ├── 104920521.jpg │ ├── 104924991.jpg │ ├── 104924993.jpg │ ├── 104955917.jpg │ ├── 104964186.jpg │ ├── 104964210.jpg │ ├── 104964241.jpg │ ├── 104964259.jpg │ ├── 104971313.jpg │ ├── 104990225.jpg │ ├── 105018068.jpg │ ├── 105018071.jpg │ ├── 105021948.jpg │ ├── 105034727.jpg │ ├── 105034730.jpg │ ├── 105037753.jpg │ ├── 105037835.jpg │ ├── 105039297.jpg │ ├── 105360516.jpg │ ├── 105708690.jpg │ ├── 106018862.jpg │ ├── 106018864.jpg │ ├── 106018866.jpg │ ├── 106018868.jpg │ ├── 106018870.jpg │ ├── 106018872.jpg │ ├── 106018874.jpg │ ├── 106018876.jpg │ ├── 106018878.jpg │ ├── 106018880.jpg │ ├── 106718494.jpg │ ├── 107022232.jpg │ ├── 107022236.jpg │ ├── 107285965.jpg │ ├── 107872976.jpg │ ├── 107872977.jpg │ ├── 107872986.jpg │ ├── 107872987.jpg │ ├── 109537724.jpg │ ├── 109537825.jpg │ ├── 109537826.jpg │ ├── 109537827.jpg │ ├── 109537829.jpg │ ├── 109537831.jpg │ ├── 109956197.jpg │ ├── 109966437.jpg │ ├── 109968509.jpg │ ├── 109971228.jpg │ ├── 109983953.jpg │ ├── 109987939.jpg │ ├── 111161296.jpg │ ├── 111161458.jpg │ ├── 111179243.jpg │ ├── 111226328.jpg │ ├── 112303710.jpg │ ├── 112376779.jpg │ ├── 112376786.jpg │ ├── 112416595.jpg │ ├── 115360224.jpg │ ├── 115360225.jpg │ ├── 121460460.jpg │ ├── 124957784.jpg │ ├── 130056481.jpg │ ├── 130934257.jpg │ ├── 138642427.jpg │ ├── 138642450.jpg │ ├── 139337757.jpg │ ├── 139337758.jpg │ ├── 148526331.jpg │ ├── 148526334.jpg │ ├── 148526335.jpg │ ├── 148526395.jpg │ ├── 148526492.jpg │ ├── 148526521.jpg │ ├── 148526559.jpg │ ├── 148526563.jpg │ ├── 148526565.jpg │ ├── 148526588.jpg │ ├── 148526592.jpg │ ├── 148526593.jpg │ ├── 148526599.jpg │ ├── 148526600.jpg │ ├── 148542961.jpg │ ├── 148542999.jpg │ ├── 161739935.jpg │ ├── 161740202.jpg │ ├── 161741832.jpg │ ├── 161741864.jpg │ ├── 161741865.jpg │ ├── 161741928.jpg │ ├── 161742221.jpg │ ├── 161742224.jpg │ ├── 161742228.jpg │ ├── 161742244.jpg │ ├── 161742245.jpg │ ├── 161742246.jpg │ ├── 161742248.jpg │ ├── 161742251.jpg │ ├── 161742301.jpg │ ├── 161742303.jpg │ ├── 161742305.jpg │ ├── 163455231.jpg │ ├── 163455232.jpg │ ├── 163471995.jpg │ ├── 163472017.jpg │ ├── 163479886.jpg │ ├── 163951499.jpg │ ├── 164621813.jpg │ ├── 164621814.jpg │ ├── 164621815.jpg │ ├── 173744542.jpg │ ├── 173744543.jpg │ ├── 173746987.jpg │ ├── 173766643.jpg │ ├── 178659047.jpg │ ├── 178659048.jpg │ ├── 178659049.jpg │ ├── 178659075.jpg │ ├── 178659107.jpg │ ├── 178659126.jpg │ ├── 178659670.jpg │ ├── 178660925.jpg │ ├── 178667284.jpg │ ├── 178667285.jpg │ ├── 178667462.jpg │ ├── 178669864.jpg │ ├── 178669879.jpg │ ├── 178670478.jpg │ ├── 178670479.jpg │ ├── 178670485.jpg │ ├── 178670682.jpg │ ├── 178670693.jpg │ ├── 178670695.jpg │ ├── 178670719.jpg │ ├── 178674733.jpg │ ├── 182334057.jpg │ ├── 182334070.jpg │ ├── 183645613.jpg │ ├── 184460763.jpg │ ├── 2455911.jpg │ ├── 2465984.jpg │ ├── 2466006.jpg │ ├── 2828127.jpg │ ├── 2900432.jpg │ ├── 477470765.jpg │ ├── 477470841.jpg │ ├── 477470843.jpg │ ├── 477470847.jpg │ ├── 477470891.jpg │ ├── 483077324.jpg │ ├── 483077334.jpg │ ├── 483077342.jpg │ ├── 483078348.jpg │ ├── 483081020.jpg │ ├── 483081030.jpg │ ├── 483091042.jpg │ ├── 483091058.jpg │ ├── 483091378.jpg │ ├── 483094474.jpg │ ├── 483094544.jpg │ ├── 483102154.jpg │ ├── 483102584.jpg │ ├── 483102588.jpg │ ├── 483102608.jpg │ ├── 483102616.jpg │ ├── 483102626.jpg │ ├── 483102628.jpg │ ├── 483133574.jpg │ ├── 483136480.jpg │ ├── 483143076.jpg │ ├── 483143082.jpg │ ├── 483143086.jpg │ ├── 483143094.jpg │ ├── 483143104.jpg │ ├── 483235040.jpg │ ├── 483235044.jpg │ ├── 483235068.jpg │ ├── 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608843504.jpg │ ├── 608843560.jpg │ ├── 608843602.jpg │ ├── 625762112.jpg │ ├── 625762250.jpg │ ├── 625762570.jpg │ ├── 625762958.jpg │ ├── 625762962.jpg │ ├── 625763254.jpg │ ├── 625763258.jpg │ ├── 625763512.jpg │ ├── 625776708.jpg │ ├── 625776720.jpg │ ├── 625776736.jpg │ ├── 625776744.jpg │ ├── 625776748.jpg │ ├── 625777050.jpg │ ├── 627625404.jpg │ ├── 667870136.jpg │ ├── 667870204.jpg │ ├── 667925318.jpg │ ├── 73140113.jpg │ ├── 73172923.jpg │ ├── 73339893.jpg │ ├── 73341282.jpg │ ├── 73341626.jpg │ ├── 73341932.jpg │ ├── 74803940.jpg │ ├── 77581918.jpg │ ├── 77582178.jpg │ ├── 78221271.jpg │ ├── 78262455.jpg │ ├── 78280919.jpg │ ├── 78470128.jpg │ ├── 78470881.jpg │ ├── 78471090.jpg │ ├── 78471110.jpg │ ├── 78598346.jpg │ ├── 81271428.jpg │ ├── 825415.jpg │ ├── 82639550.jpg │ ├── 82639619.jpg │ ├── 845139128.jpg │ ├── 845705402.jpg │ ├── 847201438.jpg │ ├── 847461770.jpg │ ├── 849069312.jpg │ ├── 85317897.jpg │ ├── 853678320.jpg │ ├── 853678342.jpg │ ├── 85453190.jpg │ ├── 85455065.jpg │ ├── 85456765.jpg │ ├── 85456771.jpg │ ├── 85980893.jpg │ ├── 90318213.jpg │ ├── 90338676.jpg │ ├── 90338711.jpg │ ├── 90342751.jpg │ ├── 90803337.jpg │ ├── 90806224.jpg │ ├── 90808171.jpg │ ├── 90811355.jpg │ ├── 95777651.jpg │ ├── 95777752.jpg │ ├── 95777966.jpg │ ├── 95777970.jpg │ ├── 98236705.jpg │ ├── 98236710.jpg │ ├── 98236852.jpg │ └── 98236866.jpg └── trump │ ├── 112270915.jpg │ ├── 113208208.jpg │ ├── 115597114.jpg │ ├── 115597135.jpg │ ├── 122892008.jpg │ ├── 138086512.jpg │ ├── 142347181.jpg │ ├── 144711515.jpg │ ├── 158574104.jpg │ ├── 158574127.jpg │ ├── 169093538.jpg │ ├── 3146925.jpg │ ├── 460598264.jpg │ ├── 461642204.jpg │ ├── 461656522.jpg │ ├── 462077440.jpg │ ├── 462077668.jpg │ ├── 462725350.jpg │ ├── 462887438.jpg │ ├── 464669134.jpg │ ├── 467695926.jpg │ ├── 476363230.jpg │ ├── 477320132.jpg │ ├── 477320142.jpg │ ├── 477320156.jpg │ ├── 477320164.jpg │ ├── 477320168.jpg │ ├── 477321068.jpg │ ├── 477326134.jpg │ ├── 477326258.jpg │ ├── 479731744.jpg │ ├── 481219090.jpg │ ├── 481219116.jpg │ ├── 482327610.jpg │ ├── 483202858.jpg │ ├── 484129288.jpg │ ├── 484129328.jpg │ ├── 484141774.jpg │ ├── 484801202.jpg │ ├── 485215006.jpg │ ├── 487401374.jpg │ ├── 488668784.jpg │ ├── 488803312.jpg │ ├── 489584440.jpg │ ├── 490420832.jpg │ ├── 493664570.jpg │ ├── 494045244.jpg │ ├── 494745648.jpg │ ├── 495466502.jpg │ ├── 495466518.jpg │ ├── 495486340.jpg │ ├── 495546870.jpg │ ├── 496584986.jpg │ ├── 499667544.jpg │ ├── 499789060.jpg │ ├── 499790322.jpg │ ├── 501018436.jpg │ ├── 501019802.jpg │ ├── 501103782.jpg │ ├── 501378934.jpg │ ├── 501380192.jpg │ ├── 501657342.jpg │ ├── 501657894.jpg │ ├── 502208106.jpg │ ├── 503927590.jpg │ ├── 503927608.jpg │ ├── 503928146.jpg │ ├── 504569234.jpg │ ├── 504569236.jpg │ ├── 505039192.jpg │ ├── 505042232.jpg │ ├── 505121524.jpg │ ├── 505286574.jpg │ ├── 505545764.jpg │ ├── 505546486.jpg │ ├── 505546498.jpg │ ├── 505737102.jpg │ ├── 506463756.jpg │ ├── 506980276.jpg │ ├── 506980722.jpg │ ├── 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860988652.jpg │ ├── 861003006.jpg │ ├── 862835192.jpg │ ├── 862835270.jpg │ ├── 869442160.jpg │ ├── 869481462.jpg │ ├── 869761166.jpg │ ├── 871147520.jpg │ ├── 871460562.jpg │ ├── 871930170.jpg │ ├── 872383186.jpg │ ├── 873675976.jpg │ ├── 873675996.jpg │ ├── 873676022.jpg │ ├── 874644134.jpg │ ├── 876723564.jpg │ ├── 881225864.jpg │ ├── 881225890.jpg │ ├── 881805672.jpg │ ├── 881988956.jpg │ ├── 881992944.jpg │ ├── 884409676.jpg │ ├── 884422288.jpg │ ├── 885284434.jpg │ ├── 885285026.jpg │ ├── 885289262.jpg │ ├── 885520290.jpg │ ├── 885568170.jpg │ ├── 885568300.jpg │ ├── 885568560.jpg │ ├── 885579240.jpg │ ├── 886435094.jpg │ ├── 886435144.jpg │ ├── 887051092.jpg │ ├── 887051134.jpg │ ├── 887053202.jpg │ ├── 887054308.jpg │ ├── 887058908.jpg │ ├── 887058936.jpg │ ├── 887094084.jpg │ ├── 887096224.jpg │ ├── 887892736.jpg │ ├── 887989136.jpg │ ├── 887989700.jpg │ ├── 888902664.jpg │ └── 888902682.jpg ├── multiple.sh ├── single.sh └── single └── 477320164.jpg /Dockerfile: -------------------------------------------------------------------------------- 1 | FROM tensorflow/tensorflow:latest-gpu-py3 2 | 3 | LABEL maintainer="Cris Valenzuela " 4 | 5 | RUN apt-get update -qq -y \ 6 | && apt-get install -y libsm6 libxrender1 libxext-dev python3-tk\ 7 | && apt-get clean \ 8 | && rm -rf /var/lib/apt/lists/* 9 | 10 | COPY requirements.txt /opt/ 11 | RUN pip3 install cmake 12 | RUN pip3 install dlib --install-option=--yes 13 | RUN pip3 --no-cache-dir install -r /opt/requirements.txt && rm /opt/requirements.txt 14 | 15 | # patch for tensorflow:latest-gpu-py3 image 16 | RUN cd /usr/local/cuda/lib64 \ 17 | && mv stubs/libcuda.so ./ \ 18 | && ln -s libcuda.so libcuda.so.1 \ 19 | && ldconfig 20 | 21 | WORKDIR "/root" 22 | COPY . . 23 | WORKDIR /root -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Deepfakes Faceswap with Gradient° 2 | 3 | Faceswap is a tool that utilizes deep learning to recognize and swap faces in pictures and videos. 4 | 5 | This project is based on [deepfakes/faceswap](https://github.com/deepfakes/faceswap) with slight modifications to work with Gradient°. 6 | 7 | It uses a [pre-trained](https://github.com/deepfakes/faceswap-playground#training-data) encoder and decoder trained on pairs of image of Nicolas Cage and Donald Trump. 8 | 9 | ![trump](https://user-images.githubusercontent.com/10605821/42103947-cfe125e4-7b98-11e8-9e08-2a67f1a9dc89.jpg) 10 | 11 | # Usage 12 | 13 | Be sure you have installed the [Paperspace API](https://www.paperspace.com/api) 14 | 15 | Install it with Node: 16 | ```bash 17 | npm install -g paperspace-node 18 | ``` 19 | 20 | or with Python 21 | ```bash 22 | pip install paperspace 23 | ``` 24 | 25 | Clone or [download](https://github.com/Paperspace/GradientDeepFakes/archive/master.zip) this project: 26 | ```bash 27 | git clone https://github.com/Paperspace/GradientDeepFakes.git 28 | cd GradientDeepFakes 29 | ``` 30 | 31 | There are two scripts in this repository that you can try. Both will take Trump images and attempt to convert them to the face style of Nicolas Cage using Paperspace GPU support. 32 | 33 | ## Convert one image: 34 | 35 | ```bash 36 | paperspace jobs create --container paperspacepublic/deepfakes-gpu --machineType P5000 --command 'bash single.sh' --project 'Single Image Conversion' 37 | ``` 38 | 39 | This means we want to create a new `paperspace job` using as a base `container` a Docker image that comes with all the deepfakes dependencies installed. We also want to use a `machineType P5000` and we want to run the command `bash single.sh` to start the convert process. This project will be called `Single Image Conversion` 40 | 41 | ## Convert 376 images (all images inside the `/images` folder): 42 | 43 | ```bash 44 | paperspace jobs create --container paperspacepublic/deepfakes-gpu --machineType P5000 --command 'bash multiple.sh' --project 'Mulitple Image Conversion' 45 | ``` 46 | 47 | In both cases you should see the following log: 48 | 49 | ```bash 50 | Uploading faceswap.zip [========================================] 8562400/bps 100% 0.0s 51 | New jobId: jsl0hknmce9nq3 52 | Cluster: PS Jobs 53 | Job Pending 54 | Waiting for job to run... 55 | Job Running 56 | Storage Region: East Coast (NY2) 57 | Awaiting logs... 58 | Output Directory: /artifacts 59 | Input Directory: /paperspace/single 60 | Loading Extract from Extract_Align plugin... 61 | Using json serializer 62 | ... 63 | 64 | ------------------------- 65 | Images found: 1 66 | Faces detected: 1 67 | ------------------------- 68 | Done! 69 | ``` 70 | 71 | The single image script should take just a couple of seconds to run. The multiple images can take a couple of minutes. In both cases, once it is done, you can download the result image by doing: 72 | 73 | ```bash 74 | paperspace jobs artifactsGet --jobId YOUR_JOB_ID 75 | ``` 76 | 77 | Your `JOB_ID` is on the second line when you run the script. 78 | 79 | Or by going into the Paperspace web interface, under the Gradient°, select your job and then click `Artifacts` 80 | 81 | screen shot 2018-06-29 at 12 31 20 82 | -------------------------------------------------------------------------------- /images/cage/102667226.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Paperspace/GradientDeepFakes/9e95ff2c3a8127cbbcf5b9a72a1f564d067becdf/images/cage/102667226.jpg -------------------------------------------------------------------------------- /images/cage/102668242.jpg: -------------------------------------------------------------------------------- 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