GLM-5.2 is live. #1 throughput on OpenRouter, pay-per-token on FriendliAI. Try it today ➜
philbert440
Available on FriendliAI
Run this model inference on single tenant GPU with unmatched speed and reliability at scale.
Model Details
Model Provider
philbert440
Model Tree
Qwen/Qwen3.6-27B
Input Modalities
Output Modalities
Supported Functionality
Medium — gentle abliteration on the standard base: a middle openness point (0.25) — more open than the ThinkingCap tiers, lighter reasoning than Aggressive.
NVFP4 — 4-bit NVFP4A16 (compressed-tensors: E2M1 weights + FP8-E4M3 group scales + FP32 global). Built for the 1Cat-vLLM SM70 TurboMind kernel on Tesla V100; ships an MTP head for speculative decoding.
Base model: Qwen/Qwen3.6-27B
bash
# 1Cat-vLLM on 2x Tesla V100 (SM70): NVFP4 weight-only + MTP speculative decoding.export VLLM_SM70_FLASH_ATTN_V100=1 VLLM_SM70_QUANT_BACKEND=turbomind VLLM_SM70_NVFP4_TURBOMIND=1python -m vllm.entrypoints.openai.api_server \--model philbert440/Qwen3.6-27B-Uncensored-Medium-NVFP4 --trust-remote-code --dtype half \--attention-backend FLASH_ATTN_V100 --tensor-parallel-size 2 \--kv-cache-dtype fp8_e5m2 --max-num-seqs 6 \--speculative-config '{"method":"mtp","num_speculative_tokens":4,"attention_backend":"FLASH_ATTN_V100","draft_sample_method":"greedy"}' \--compilation-config '{"cudagraph_mode":"full_and_piecewise","cudagraph_capture_sizes":[1,2,4,8]}'
V100 note: the
full_and_piecewisecudagraph mode + greedy MTP are required — a plain full cudagraph capture corrupts the SM70 NVFP4 path into garbage (fixed as a default in 1Cat-vLLM #174; on older builds also setVLLM_SM70_MTP_DYNAMIC_DRAFT_VOCAB_DEFAULT=0).
Openness profile (honest): abliteration opens up hacking / malware / lock-picking / NSFW / disinformation prompts; weapons, drugs, political persuasion, surveillance, and extremism stay refused across all tiers. "Uncensored" here means cyber/NSFW-permissive, not unconditionally open.
See the Qwen3.6-27B Uncensored — base collection for all tiers and formats (BF16 / W4A16-AWQ / NVFP4).
Abliteration removes safety refusals; you are responsible for lawful, ethical use.