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$
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I will deploy and benchmark your private llm API on your GPU server
Rowan Duan
About this gig
Turn your open-weight model into a private API your application can use and your team can maintain.
This package covers one agreed compatible model on one client-provided GPU host, plus one text-generation API integration into one existing Python application.
You receive:
- Reproducible deployment and authenticated streaming API
- Health checks and restart configuration
- Load tests at three agreed concurrency levels
- Latency, throughput and error-rate results
- Integration source, configuration, comments and handover guide
Contact me before ordering so we can confirm your model, GPU, application, workload and acceptance criteria. You provide the server/cloud account, authorized access and model rights, and pay infrastructure costs directly.
No training, database integration, extra models/hosts, clusters, Kubernetes or ongoing support included. Performance is measured on your hardware; no fixed speedup is promised. One revision covers corrections within the agreed scope. Delivery is 10 days after complete requirements and access are supplied.
Get to know Rowan Duan
Rowan Duan
Python Automation and AI Application Developer
- FromChina
- Member sinceSep 2026
Languages
Chinese
I build Python tools and AI applications with clear, testable deliverables. My public projects cover semantic segmentation, diffusion workflows, video review tools and a ComfyUI workspace. I help turn repetitive data tasks into reusable scripts, integrate APIs and improve workflows. I start by clarifying your input, expected output and acceptance criteria, then provide source code, setup instructions and test results. For new systems, I propose a small validation milestone before full implementation.
FAQ
Do you provide GPU hosting or pay cloud costs?
You provide the GPU server or cloud account and pay infrastructure and usage costs directly. Before ordering, we confirm hardware, model compatibility, access and acceptance criteria. Hosting and ongoing operation are not included.
What application integration and performance are included?
One text-generation API connection in one agreed existing Python app, plus tests at three agreed load levels. No new UI or database work. Results depend on your model, GPU and workload; no fixed speedup is guaranteed. Extra models, apps or environments need a separate quote.
