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CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN — Hardware Requirements & GPU Compatibility

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CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN is a 35B-parameter open language model from jcbtc. At BF16 it needs about 77.00 GB of VRAM — see which GPUs and Macs can run it below.

35B params · denseApache 2.01.2K downloads10 likes

CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN runs on a 96 GB+ Mac or a workstation GPU

Best local pick → Mac Studio (M3 Ultra, 96GB) · BF16 · 80.9 GB · ~7 tok/s

Macs from96 GB BF16 · ~7 tok/s

Apache 2.0

Not set up for it?

Reference GPU · RTX 4090 24 GB

Estimates, ±20% · how we estimate

Run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN

One recommended way. Every other method, OS and quant is in the step-by-step guide.

Recommended

vLLM
one command · needs vLLM installed
$vllm serve jcbtc/CHADROCK3.6-35B-UNCENSORED-MTP-STRIX-LEAN --max-model-len 16384 --tensor-parallel-size 8

vLLM repo with its own quantisation

Download: Weights on Hugging Face

install, OS, other quants

Other ways

each opens step-by-step

Run in cloud

Fits on H200 (141 GB) (60 GB headroom) · BF16

Generation speed
~41 tok/s
generation speed
Cost per 1M output tokens
$24.62
per 1M output tokens

How Much VRAM Does CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN Need?

Select a quantization level; the listed hardware adheres to it.

QuantizationVRAM+32KRuns on
77 GB85.3 GB16-bit · bfloat — Brain floating point 16 — preferred for trainingRuns on RTX PRO 6000 Blackwell Max-Q Workstation Edition 96 GB
est.calculated, no published file yet

Selected BF16

Brain floating point 16

80.9GBat 16K context

Weights
76.2 GB
KV cache
4.4 GB
Overhead
0.3 GB

Server-class: ~80.9 GB at 16K context · one RTX PRO 6000 Blackwell Max-Q Workstation Edition 96 GB

Or rent H200 from $3.59/hr.

Which Hardware Can Run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN?

BF16 · 77 GB

CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN (BF16) requires 77 GB of VRAM to load the model weights. For comfortable inference with headroom for KV cache and system overhead, 101+ GB is recommended. No consumer GPU has enough memory. 30 devices with unified memory can run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN, including Mac Studio (M3 Ultra, 256GB), Mac Studio (M3 Ultra, 512GB), Mac Studio (M3 Ultra, 96GB).

By VRAM tier · typical GPUs and Macs at BF16

Consumer GPUs (up to 32 GB) and Macs up to 64 GB: too small for this model (needs ≥ 80.9 GB)8 GB tier →12 GB tier →16 GB tier →24 GB tier →Macs →

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Specifications

Publisher
jcbtc
Parameters
35B
Release Date
2026-06-04
License
Apache 2.0

Frequently Asked Questions

How much VRAM does CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN need?

CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN requires 77 GB of VRAM at BF16.

VRAM = Weights + KV Cache + Overhead

Weights = 35B × 16 bits ÷ 8 = 70 GB

KV Cache + Overhead ≈ 7 GB (at 2K context + ~0.3 GB framework)

Fit ratings and hardware model lists check this model with room for a 16K-token context, which needs a little more memory.

VRAM usage by quantization

77.0 GB

Learn more about VRAM estimation →

Can NVIDIA GeForce RTX 5090 run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN?

No — CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN requires at least 77 GB at BF16, which exceeds the NVIDIA GeForce RTX 5090's 32 GB of VRAM.

Can I run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN on a Mac?

Yes — Mac Studio (M3 Ultra, 96GB) and 20 other Macs can run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN. Apple Silicon uses unified memory, so the model shares RAM with the system. At BF16 you need at least 77 GB of usable unified memory (RAM minus macOS overhead).

Can I run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN locally?

Yes — CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN can run locally on consumer hardware. Popular tools include Ollama, LM Studio, and llama.cpp.

How fast is CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN?

At BF16, CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN can reach ~62 tok/s on AMD Instinct MI350X. Speed depends mainly on GPU memory bandwidth. Real-world results typically within ±20%.

tok/s = (bandwidth GB/s ÷ model GB) × efficiency

Example: NVIDIA B200 → 8000 ÷ 77.0 × 0.65 = ~68 tok/s

Estimated speed at BF16 (77 GB)

~68 tok/s
~68 tok/s
~62 tok/s

Real-world results typically within ±20%. Speed depends on batch size, quantization kernel, and software stack.

Learn more about tok/s estimation →

What's the download size of CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN?

At BF16, the download is about 70.00 GB.

Which GPUs can run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN?

No single consumer GPU has enough VRAM to run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN at BF16 (77 GB). Multi-GPU or professional hardware is required.

Which devices can run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN?

30 devices with unified memory can run CHADROCK3.6 35B UNCENSORED MTP STRIX LEAN at BF16 (77 GB), including ASUS Ascent GX10, Beelink GTR9 Pro (Ryzen AI Max+ 395, 128 GB), Framework Desktop (Ryzen AI Max+ 395, 128 GB), GMKtec EVO-X2 (Ryzen AI Max+ 395, 128 GB). Apple Silicon Macs use unified memory shared between CPU and GPU, making them well-suited for local LLM inference.