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Muse Glimmer BF16 on one RTX PRO 6000
A reproducible single-GPU deployment of Muse Glimmer 30B in BF16 with DFlash speculative decoding on a 96GB RTX PRO 6000 Blackwell, served via vLLM with pinned overlays and smoke tests.
# Muse Glimmer 30B BF16 + DFlash on RTX PRO 6000 > A reproducible single-GPU deployment for Muse Glimmer 30B BF16 with DFlash > speculative decoding, served through vLLM's OpenAI-compatible API. [](#hardware) [](#runtime-provenance) [](LICENSE) ## What you get - One NVIDIA RTX PRO 6000 Blackwell with 96 GB VRAM. - Local Muse Glimmer 30B BF16 target weights. - Optional Muse DFlash assistant with 16-token speculative blocks. - Muse reasoning and automatic tool-call parsers. - A CUDA 13.2 b12x image pinned by immutable digest. - Minimal Muse compatibility overlays generated from the pinned image. - Health, static validation, status, logs, and functional smoke commands. - Backward-compatible endpoint `http://qwen36-27b:8000/v1` for containers on the existing `homelab-public` network. This recipe keeps the legacy Qwen hostname and served-model alias by default so existing clients do not need coordinated changes. DNS names are infrastructure, not sworn testimony about which transformer lives inside the box. ## Status The image contains native Muse target, assistant, reasoning, and tool-parser support, but predates four DFlash compatibility fixes from vLLM PR #51655. The bootstrap derives image-matched files from the pinned image and applies only those fail-closed edits; it does not replace b12x modules with incompatible upstream copies. ## Hardware Validated target platform: - NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 96 GB VRAM - NVIDIA CDI device `nvidia.com/gpu=all` - Rootless Podman; Compose is optional - Approximately 56 GB for BF16 target weights, plus draft and KV-cache memory A lower-memory GPU requires quantized target weights and different memory settings. YAML cannot negotiate with physics, despite its confidence. ## Prerequisites Place the target and assistant under one model root: ```text /var/home/bazzite/models/ ├── Muse-Glimmer-30B/ └── Muse-Glimmer-30B-assistant/ ``` The target directory must contain the model config, tokenizer, processor, chat template, safetensor index, and all weight shards. The assistant directory is required by the default DFlash configuration. Run `make prepare` to download `meta-models/Muse-Glimmer



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