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COMMUNITY COLLECTION / DEPLOYMENT RECIPE

Choose the exact deployment recipe.

Start with a fixed source revision, then select a matching model artifact and hardware profile.

Deployment recipeDeepSeek

DeepSeek-V4.1-Flash: vLLM recipe

The current recipe selects the 1017 checkpoint by default. Check precision, engine version and hardware-specific flags before serving.

source_reportedvllm-project
AMD GPU / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeQwen

Qwen3.8-27B: vLLM recipe

Dense Qwen3.8 deployment reference with separate quantization artifacts and workstation or accelerator profiles.

source_reportedvllm-project
AMD GPU / Ascend NPU / Intel GPU / NVIDIA GPU / DGX Spark
Checked 2026-10-17Original source ↗
Deployment recipeGLM

GLM-5.3: vLLM recipe

Full GLM-5.3 recipe, including quantization alternatives and accelerator-specific serving controls.

source_reportedvllm-project
AMD GPU / Ascend NPU / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeKimi

Kimi-K3: vLLM recipe

Kimi K3 deployment recipe with separate MXFP4, NVFP4 and other artifact paths and parallelism strategies.

source_reportedvllm-project
AMD GPU / Ascend NPU / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeMiniMax

MiniMax-M3: vLLM recipe

M3 serving recipe covering full and converted weights, hardware overrides and optional acceleration.

source_reportedvllm-project
AMD GPU / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeGPT-OSS

GPT-OSS 20B: vLLM recipe

MXFP4 serving recipe with accelerator allowlists and model-specific serving controls.

source_reportedvllm-project
AMD GPU / CPU / Intel GPU / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeGeneral

llama.cpp: GGUF deployment paths

Start with the upstream build and server documentation for a GGUF deployment. Choose the backend for your own platform and keep the model artifact separate from the runtime revision.

source_reportedggml-org
CPU / Apple silicon / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeGeneral

Ollama: native apps and a local API

A maintainer starting point for native installation and local model serving. Use its linked documentation to check platform support, installed model identity and local/cloud behavior.

source_reportedollama
CPU / Apple silicon / NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeGeneral

vLLM: model-serving starting point

Follow the serving project and its documentation when planning a compatible model-serving environment. Backend, architecture, package and model support are version-dependent.

source_reportedvllm-project
NVIDIA GPU
Checked 2026-10-17Original source ↗
Deployment recipeDeepSeek

DeepSeek 1017: VQ file identity before runtime claims

The converter reports a 1000-tensor base, its exact assembled file size and a successful loader binding check. The separate vision sidecar and official 1017 Engram files retain individual identities. These are artifact and loader observations. The selected source explicitly has no 1017-specific serving speed, peak RAM or model-quality measurement.

source_reportedBaekpica
DGX Spark / NVIDIA GPU
Checked 2026-10-18Original source ↗
No independent performance tests were run here. Search all sources by model, hardware and runtime ↗