Readme
Implementation of Flode-Labs/vid2densepose
lucataco
/
vid2densepose
Convert your videos to DensePose and use it with MagicAnimate
Input
Run this model in Node.js with one line of code:
npx create-replicate --model=lucataco/vid2densepose
or set up a project from scratch
Install Replicate’s Node.js client library:
npm install replicateSet the
REPLICATE_API_TOKEN environment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import and set up the client:
import Replicate from "replicate";
const replicate = new Replicate({
auth: process.env.REPLICATE_API_TOKEN,
});Run lucataco/vid2densepose using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run(
"lucataco/vid2densepose:9a70781b13ecafe3b49c98aa7f24373cbe7589f79605c9b48b3c77496a8a1361",
{
input: {
input_video: "https://replicate.delivery/pbxt/K04l7RTiNTptXfO1Fj3MqHnlSHhMQ4CyD1HMGsNJtr4vmpLQ/input_video.mp4"
}
}
);
// To access the file URL:
console.log(output.url()); //=> "http://example.com"
// To write the file to disk:
fs.writeFile("my-image.png", output);To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:
pip install replicateSet the
REPLICATE_API_TOKEN environment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Import the client:
import replicateRun lucataco/vid2densepose using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run(
"lucataco/vid2densepose:9a70781b13ecafe3b49c98aa7f24373cbe7589f79605c9b48b3c77496a8a1361",
input={
"input_video": "https://replicate.delivery/pbxt/K04l7RTiNTptXfO1Fj3MqHnlSHhMQ4CyD1HMGsNJtr4vmpLQ/input_video.mp4"
}
)
print(output)To learn more, take a look at the guide on getting started with Python.
Set the
REPLICATE_API_TOKEN environment variable:export REPLICATE_API_TOKEN=<paste-your-token-here>Find your API token in your account settings.
Run lucataco/vid2densepose using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \
-H "Authorization: Bearer $REPLICATE_API_TOKEN" \
-H "Content-Type: application/json" \
-H "Prefer: wait" \
-d $'{
"version": "9a70781b13ecafe3b49c98aa7f24373cbe7589f79605c9b48b3c77496a8a1361",
"input": {
"input_video": "https://replicate.delivery/pbxt/K04l7RTiNTptXfO1Fj3MqHnlSHhMQ4CyD1HMGsNJtr4vmpLQ/input_video.mp4"
}
}' \
https://api.replicate.com/v1/predictionsTo learn more, take a look at Replicate’s HTTP API reference docs.
Add a payment method to run this model.
Sign in with GitHub
By signing in, you agree to our
terms of service and privacy policy
Output
{
"completed_at": "2023-12-06T07:23:35.206787Z",
"created_at": "2023-12-06T07:22:53.108696Z",
"data_removed": false,
"error": null,
"id": "6wtzz6lbr5ng6hskoyekhrdegq",
"input": {
"input_video": "https://replicate.delivery/pbxt/K04l7RTiNTptXfO1Fj3MqHnlSHhMQ4CyD1HMGsNJtr4vmpLQ/input_video.mp4"
},
"logs": "/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\nreturn _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\nffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers\nbuilt with gcc 11 (Ubuntu 11.2.0-19ubuntu1)\nconfiguration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\nlibavutil 56. 70.100 / 56. 70.100\nlibavcodec 58.134.100 / 58.134.100\nlibavformat 58. 76.100 / 58. 76.100\nlibavdevice 58. 13.100 / 58. 13.100\nlibavfilter 7.110.100 / 7.110.100\nlibswscale 5. 9.100 / 5. 9.100\nlibswresample 3. 9.100 / 3. 9.100\nlibpostproc 55. 9.100 / 55. 9.100\nInput #0, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/output_video.mp4':\nMetadata:\nmajor_brand : isom\nminor_version : 512\ncompatible_brands: isomiso2mp41\nencoder : Lavf59.27.100\nDuration: 00:00:12.23, start: 0.000000, bitrate: 4876 kb/s\nStream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 576x1024 [SAR 1:1 DAR 9:16], 4875 kb/s, 30 fps, 30 tbr, 15360 tbn, 30 tbc (default)\nMetadata:\nhandler_name : VideoHandler\nvendor_id : [0][0][0][0]\nStream mapping:\nStream #0:0 -> #0:0 (mpeg4 (native) -> h264 (libx264))\nPress [q] to stop, [?] for help\n[libx264 @ 0x5591c57140c0] using SAR=1/1\n[libx264 @ 0x5591c57140c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n[libx264 @ 0x5591c57140c0] profile High, level 3.1, 4:2:0, 8-bit\n[libx264 @ 0x5591c57140c0] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=15 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=25 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00\nOutput #0, mp4, to '/tmp/converted.mp4':\nMetadata:\nmajor_brand : isom\nminor_version : 512\ncompatible_brands: isomiso2mp41\nencoder : Lavf58.76.100\nStream #0:0(und): Video: h264 (avc1 / 0x31637661), yuv420p(progressive), 576x1024 [SAR 1:1 DAR 9:16], q=2-31, 30 fps, 15360 tbn (default)\nMetadata:\nhandler_name : VideoHandler\nvendor_id : [0][0][0][0]\nencoder : Lavc58.134.100 libx264\nSide data:\ncpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A\nframe= 1 fps=0.0 q=0.0 size= 0kB time=00:00:00.00 bitrate=N/A speed= 0x\nframe= 235 fps=0.0 q=29.0 size= 512kB time=00:00:05.76 bitrate= 727.4kbits/s speed=11.2x\nframe= 367 fps=0.0 q=-1.0 Lsize= 1235kB time=00:00:12.13 bitrate= 833.7kbits/s speed=13.2x\nvideo:1230kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.414635%\n[libx264 @ 0x5591c57140c0] frame I:2 Avg QP:15.98 size: 10556\n[libx264 @ 0x5591c57140c0] frame P:96 Avg QP:24.03 size: 5304\n[libx264 @ 0x5591c57140c0] frame B:269 Avg QP:27.41 size: 2707\n[libx264 @ 0x5591c57140c0] consecutive B-frames: 1.1% 1.1% 7.4% 90.5%\n[libx264 @ 0x5591c57140c0] mb I I16..4: 54.8% 35.1% 10.1%\n[libx264 @ 0x5591c57140c0] mb P I16..4: 2.1% 6.9% 2.3% P16..4: 6.1% 5.2% 1.9% 0.0% 0.0% skip:75.4%\n[libx264 @ 0x5591c57140c0] mb B I16..4: 0.5% 0.6% 0.4% B16..8: 12.8% 6.0% 1.0% direct: 0.5% skip:78.3% L0:52.8% L1:45.7% BI: 1.5%\n[libx264 @ 0x5591c57140c0] 8x8 transform intra:53.4% inter:15.5%\n[libx264 @ 0x5591c57140c0] coded y,uvDC,uvAC intra: 12.2% 42.8% 37.0% inter: 1.8% 4.5% 3.0%\n[libx264 @ 0x5591c57140c0] i16 v,h,dc,p: 79% 15% 5% 0%\n[libx264 @ 0x5591c57140c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 21% 8% 67% 1% 1% 1% 1% 0% 0%\n[libx264 @ 0x5591c57140c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 31% 15% 38% 3% 2% 4% 2% 3% 2%\n[libx264 @ 0x5591c57140c0] i8c dc,h,v,p: 54% 17% 27% 2%\n[libx264 @ 0x5591c57140c0] Weighted P-Frames: Y:0.0% UV:0.0%\n[libx264 @ 0x5591c57140c0] ref P L0: 56.3% 3.4% 24.7% 15.6%\n[libx264 @ 0x5591c57140c0] ref B L0: 82.0% 14.4% 3.6%\n[libx264 @ 0x5591c57140c0] ref B L1: 93.3% 6.7%\n[libx264 @ 0x5591c57140c0] kb/s:822.99",
"metrics": {
"predict_time": 30.139646,
"total_time": 42.098091
},
"output": "https://replicate.delivery/pbxt/7DabCrUl587YK1pwG2RHzQTGwPfS15Vwwloh4esk9wH2NdfjA/converted.mp4",
"started_at": "2023-12-06T07:23:05.067141Z",
"status": "succeeded",
"urls": {
"get": "https://api.replicate.com/v1/predictions/6wtzz6lbr5ng6hskoyekhrdegq",
"cancel": "https://api.replicate.com/v1/predictions/6wtzz6lbr5ng6hskoyekhrdegq/cancel"
},
"version": "9a70781b13ecafe3b49c98aa7f24373cbe7589f79605c9b48b3c77496a8a1361"
}Generated in
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)
return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]
ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
libavutil 56. 70.100 / 56. 70.100
libavcodec 58.134.100 / 58.134.100
libavformat 58. 76.100 / 58. 76.100
libavdevice 58. 13.100 / 58. 13.100
libavfilter 7.110.100 / 7.110.100
libswscale 5. 9.100 / 5. 9.100
libswresample 3. 9.100 / 3. 9.100
libpostproc 55. 9.100 / 55. 9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/output_video.mp4':
Metadata:
major_brand : isom
minor_version : 512
compatible_brands: isomiso2mp41
encoder : Lavf59.27.100
Duration: 00:00:12.23, start: 0.000000, bitrate: 4876 kb/s
Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 576x1024 [SAR 1:1 DAR 9:16], 4875 kb/s, 30 fps, 30 tbr, 15360 tbn, 30 tbc (default)
Metadata:
handler_name : VideoHandler
vendor_id : [0][0][0][0]
Stream mapping:
Stream #0:0 -> #0:0 (mpeg4 (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[libx264 @ 0x5591c57140c0] using SAR=1/1
[libx264 @ 0x5591c57140c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x5591c57140c0] profile High, level 3.1, 4:2:0, 8-bit
[libx264 @ 0x5591c57140c0] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=15 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=25 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00
Output #0, mp4, to '/tmp/converted.mp4':
Metadata:
major_brand : isom
minor_version : 512
compatible_brands: isomiso2mp41
encoder : Lavf58.76.100
Stream #0:0(und): Video: h264 (avc1 / 0x31637661), yuv420p(progressive), 576x1024 [SAR 1:1 DAR 9:16], q=2-31, 30 fps, 15360 tbn (default)
Metadata:
handler_name : VideoHandler
vendor_id : [0][0][0][0]
encoder : Lavc58.134.100 libx264
Side data:
cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A
frame= 1 fps=0.0 q=0.0 size= 0kB time=00:00:00.00 bitrate=N/A speed= 0x
frame= 235 fps=0.0 q=29.0 size= 512kB time=00:00:05.76 bitrate= 727.4kbits/s speed=11.2x
frame= 367 fps=0.0 q=-1.0 Lsize= 1235kB time=00:00:12.13 bitrate= 833.7kbits/s speed=13.2x
video:1230kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.414635%
[libx264 @ 0x5591c57140c0] frame I:2 Avg QP:15.98 size: 10556
[libx264 @ 0x5591c57140c0] frame P:96 Avg QP:24.03 size: 5304
[libx264 @ 0x5591c57140c0] frame B:269 Avg QP:27.41 size: 2707
[libx264 @ 0x5591c57140c0] consecutive B-frames: 1.1% 1.1% 7.4% 90.5%
[libx264 @ 0x5591c57140c0] mb I I16..4: 54.8% 35.1% 10.1%
[libx264 @ 0x5591c57140c0] mb P I16..4: 2.1% 6.9% 2.3% P16..4: 6.1% 5.2% 1.9% 0.0% 0.0% skip:75.4%
[libx264 @ 0x5591c57140c0] mb B I16..4: 0.5% 0.6% 0.4% B16..8: 12.8% 6.0% 1.0% direct: 0.5% skip:78.3% L0:52.8% L1:45.7% BI: 1.5%
[libx264 @ 0x5591c57140c0] 8x8 transform intra:53.4% inter:15.5%
[libx264 @ 0x5591c57140c0] coded y,uvDC,uvAC intra: 12.2% 42.8% 37.0% inter: 1.8% 4.5% 3.0%
[libx264 @ 0x5591c57140c0] i16 v,h,dc,p: 79% 15% 5% 0%
[libx264 @ 0x5591c57140c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 21% 8% 67% 1% 1% 1% 1% 0% 0%
[libx264 @ 0x5591c57140c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 31% 15% 38% 3% 2% 4% 2% 3% 2%
[libx264 @ 0x5591c57140c0] i8c dc,h,v,p: 54% 17% 27% 2%
[libx264 @ 0x5591c57140c0] Weighted P-Frames: Y:0.0% UV:0.0%
[libx264 @ 0x5591c57140c0] ref P L0: 56.3% 3.4% 24.7% 15.6%
[libx264 @ 0x5591c57140c0] ref B L0: 82.0% 14.4% 3.6%
[libx264 @ 0x5591c57140c0] ref B L1: 93.3% 6.7%
[libx264 @ 0x5591c57140c0] kb/s:822.99Examples
Run time and cost
This model costs approximately $0.047 to run on Replicate, or 21 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.
This model runs on Nvidia L40S GPU hardware. Predictions typically complete within 48 seconds. The predict time for this model varies significantly based on the inputs.