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deepfakes-faceswap

README.md

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Deepfakes Faceswap

This service uses faceswap to perform face swapping on videos.

It is part of our third party DNN Model Services.

Getting Started

Requirements

Development

Clone this repository:

$ git clone https://github.com/singnet/dnn-model-services.git
$ cd dnn-model-services/services/deepfakes-faceswap

Running the service:

To get the ORGANIZATION_ID and SERVICE_ID you must have already published a service (check this link).

Create the SNET Daemon's config JSON file (snetd.config.json).

{
   "DAEMON_END_POINT": "DAEMON_HOST:DAEMON_PORT",
   "IPFS_END_POINT": "http://ipfs.singularitynet.io:80",
   "BLOCKCHAIN_NETWORK_SELECTED": "BLOCKCHAIN_NETWORK",
   "PASSTHROUGH_ENDPOINT": "http://SERVICE_GRPC_HOST:SERVICE_GRPC_PORT",  
   "ORGANIZATION_ID": "ORGANIZATION_ID",
   "SERVICE_ID": "SERVICE_ID",
   "LOG": {
       "LEVEL": "debug",
       "OUTPUT": {
            "TYPE": "stdout"
           }
   }
}

For example (using the Ropsten testnet):

$ cat snetd.config.json
{
   "DAEMON_END_POINT": "0.0.0.0:7005",
   "IPFS_END_POINT": "http://ipfs.singularitynet.io:80",
   "BLOCKCHAIN_NETWORK_SELECTED": "ropsten",
   "PASSTHROUGH_ENDPOINT": "http://localhost:7003",
   "ORGANIZATION_ID": "snet",
   "SERVICE_ID": "deepfakes-faceswap",
   "LOG": {
       "LEVEL": "debug",
       "OUTPUT": {
           "TYPE": "stdout"
           }
   }
}

Note that we set DAEMON_HOST = 0.0.0.0 because this service will run inside a Docker container.

Install all dependencies:

$ pip3 install -r requirements.txt

Generate the gRPC codes:

$ sh buildproto.sh

Start the service and SNET Daemon:

$ python3 run_service.py

Calling the service:

Inputs:

  • uid: To keep training the same model (optional)
  • video_a: URL to Video A (30 FPS, max size 20Mb).
  • video_b: URL to Video B (30 FPS, max size 20Mb).
  • model_url: URL to a pre-trained model (max: 320Mb, optional).

Local (testing purpose):

$ python3 test_service.py
Endpoint (localhost:7003): 
Method (faceswap): 
UID:
Video A: http://snet-models.s3.amazonaws.com/bh/Deepfakes/ben.mp4
Video B: http://snet-models.s3.amazonaws.com/bh/Deepfakes/musk.mp4
Model URL: 

uid: "http://52.38.111.172:7006/dashboard?uid=705493e1b8594380e247"

$ python3 test_service.py
Endpoint (localhost:7003): 
Method (faceswap): 
UID: 705493e1b8594380e247
Video A: http://snet-models.s3.amazonaws.com/bh/Deepfakes/ben.mp4
Video B: http://snet-models.s3.amazonaws.com/bh/Deepfakes/musk.mp4
Model URL: http://52.38.111.172:7007/DeepfakesFaceswap/Output/705493e1b8594380e247_model.tgz

uid: "http://52.38.111.172:7006/dashboard?uid=705493e1b8594380e247"

Through SingularityNET (follow this link to learn how to publish a service and open a payment channel to be able to call it):

Assuming that you have an open channel to this service:

$ snet client call snet deepfakes-faceswap default_group faceswap '{"video_a": "http://snet-models.s3.amazonaws.com/bh/Deepfakes/ben.mp4", "video_b": "http://snet-models.s3.amazonaws.com/bh/Deepfakes/musk.mp4"}'

uid: "http://52.38.111.172:7006/dashboard?uid=b3076ddd3efe046d64df"

Contributing and Reporting Issues

Please read our guidelines before submitting an issue. If your issue is a bug, please use the bug template pre-populated here. For feature requests and queries you can use this template.

Authors