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Setup Gpu-Powered Video Editing Pipeline on Runpod.io (Blender + Comfyui + Sam + Xmem)

Published on the May 29, 2025 in IT & Programming

About this project

Open

I’m looking for an experienced Linux/Python/ai engineer to provision and configure a gpu server on runpod.io and build a fully automated video VFX pipeline:

Infrastructure Setup on RunPod.io

OS Image: Ubuntu (ubuntu:latest)

Hardware: 1–2 × H100 PCIe GPUs, 2 vCPUs

Persistent Storage: 50 GB network volume (no data loss on restart)

Billing: On-demand (all infrastructure costs covered by client)

Automated Installation Script (Bash)

Install Blender 4.x with CUDA/Mantaflow support

Create and activate a Python 3 venv, install ComfyUI

Clone and install custom ComfyUI nodes:

Segment Anything (SAM)

XMem

Video I/O node

Fluid Mask node

Generate two executable scripts:

run_pipeline.sh: runs SAM → XMem tracking → fluid simulation in Blender → composite final video

process_video.sh: one-line CLI for user upload & run by specifying input file and time window

User-Friendly Web Dashboard (Flask)

Video upload interface

“Start (s)” / “End (s)” input fields

Preview gallery showing frames every X seconds

“Generate” button to kick off the pipeline

“Download” link for the finished MP4

Testing & Documentation

Validate with an HD (720×1080) sample video

Provide clear instructions for use, maintenance, and redeployment

Skills & Qualifications:

Proficient with Ubuntu/Debian and Bash scripting

Strong Python background, virtualenv, pip/package management

Experience with Flask (or equivalent) for building lightweight dashboards

Hands-on with Blender cli, cuda, mantaflow for fluid vfx

familiarity with comfyui and creating custom python nodes

knowledge of sam + xmem for accurate video object tracking

git/version control and devops best practices

what’s provided:

runpod.io access with H100 nodes and 50 GB persistent volume

Full administrative privileges (no infra costs to you)

Freedom to choose Docker or plain-VM approach

Category IT & Programming
Subcategory Web development
What is the scope of the project? Create a new custom site

Delivery term: Not specified

Skills needed

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