bench-labs·CagliostroForCausalLM

Cagliostro v3 — Hardware Requirements & GPU Compatibility

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Cagliostro v3 is a 146M-parameter open language model from bench-labs. It supports a context window of up to 2,048 tokens. At BF16 it needs about 0.67 GB of VRAM — see which GPUs and Macs can run it below.

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Specifications

Publisher
bench-labs
Parameters
146M
Architecture
CagliostroForCausalLM
Context Length
2,048 tokens
Vocabulary Size
32,768
Release Date
2026-09-11
License
Apache 2.0

Get Started

How Much VRAM Does Cagliostro v3 Need?

Select a quantization to see compatible GPUs below.

QuantizationBitsVRAM
BF16est.16.000.7 GB

est.= calculated VRAM estimate; no published GGUF file found for that quantization yet. Other rows are verified against real community uploads.

Which GPUs Can Run Cagliostro v3?

BF16 · 0.7 GB

Cagliostro v3 (BF16) requires 0.7 GB of VRAM to load the model weights. For comfortable inference with headroom for KV cache and system overhead, 1+ GB is recommended. 52 GPUs can run it, including NVIDIA GeForce RTX 5090, NVIDIA GeForce RTX 3090 Ti.

Runs great

— Plenty of headroom
NVIDIA GeForce RTX 5090~1739 tok/sNVIDIA GeForce RTX 3090 Ti~978 tok/sNVIDIA GeForce RTX 4090~978 tok/sNVIDIA GeForce RTX 5080~931 tok/sNVIDIA GeForce RTX 3090~908 tok/sNVIDIA GeForce RTX 3080 Ti~885 tok/sNVIDIA GeForce RTX 5070 Ti~869 tok/sNVIDIA GeForce RTX 5090 Laptop GPU~869 tok/sAMD Radeon RX 7900 XTX~860 tok/sNVIDIA GeForce RTX 3080~738 tok/sAMD Radeon RX 7900 XT~716 tok/sNVIDIA GeForce RTX 4080 SUPER~714 tok/sNVIDIA GeForce RTX 4080~695 tok/sNVIDIA GeForce RTX 4070 Ti SUPER~652 tok/sNVIDIA GeForce RTX 5070~652 tok/sNVIDIA TITAN RTX~652 tok/sNVIDIA GeForce RTX 2080 Ti~598 tok/sNVIDIA GeForce RTX 3070 Ti~590 tok/sAMD Radeon RX 9070~573 tok/sAMD Radeon RX 9070 XT~573 tok/sAMD Radeon RX 7800 XT~559 tok/sNVIDIA GeForce RTX 4090 Laptop GPU~559 tok/sAMD Radeon RX 7900 GRE~516 tok/sNVIDIA GeForce RTX 4070~489 tok/sNVIDIA GeForce RTX 4070 SUPER~489 tok/sNVIDIA GeForce RTX 4070 Ti~489 tok/sNVIDIA GeForce GTX 1080 Ti~470 tok/sAMD Radeon RX 6800~459 tok/sAMD Radeon RX 6800 XT~459 tok/sAMD Radeon RX 6900 XT~459 tok/sNVIDIA GeForce RTX 3060 Ti~435 tok/sNVIDIA GeForce RTX 3070~435 tok/sNVIDIA GeForce RTX 5060~435 tok/sNVIDIA GeForce RTX 5060 Ti 16GB~435 tok/sNVIDIA GeForce RTX 5060 Ti 8GB~435 tok/sIntel Arc A770 16GB~418 tok/sAMD Radeon RX 7700 XT~387 tok/sAMD Radeon RX 9070 GRE~387 tok/sIntel Arc A750~382 tok/sNVIDIA GeForce RTX 3060 12GB~349 tok/sAMD Radeon RX 6700 XT~344 tok/sIntel Arc B580~340 tok/sAMD Radeon RX 9060 XT 16GB~287 tok/sIntel Arc B570~284 tok/sNVIDIA GeForce RTX 4060 Ti 16GB~279 tok/sNVIDIA GeForce RTX 4060 Ti 8GB~279 tok/sNVIDIA GeForce RTX 4060~264 tok/sAMD Radeon RX 7600~258 tok/sAMD Radeon RX 7600 XT~258 tok/sAMD Radeon RX 9050~258 tok/sNVIDIA GeForce RTX 3060 8GB~233 tok/sNVIDIA GeForce RTX 3050 8GB~217 tok/s

Which Devices Can Run Cagliostro v3?

BF16 · 0.7 GB

59 devices with unified memory can run Cagliostro v3, including NVIDIA DGX H100, NVIDIA DGX A100 640GB.

Runs great

— Plenty of headroom
NVIDIA DGX H100~26000 tok/sNVIDIA DGX A100 640GB~15825 tok/sMac Studio (M3 Ultra, 256GB)~856 tok/sMac Studio (M3 Ultra, 512GB)~856 tok/sMac Studio (M3 Ultra, 96GB)~856 tok/sMac Pro M2 Ultra (192 GB)~836 tok/sMac Studio M2 Ultra (192 GB)~836 tok/sMacBook Pro 16" M5 Max (128 GB)~642 tok/sMac Studio M4 Max (128 GB)~570 tok/sMac Studio M4 Max (64 GB)~570 tok/sMacBook Pro 16" M4 Max (48 GB)~570 tok/sMacBook Pro 16" M4 Max (64 GB)~570 tok/sMac Studio M4 Max (36 GB)~428 tok/sMacBook Pro 14" M4 Max (36 GB)~428 tok/sMacBook Pro 16" M3 Max (48 GB)~428 tok/sMacBook Pro 14-inch (M5 Pro)~321 tok/sMac Mini M4 Pro (24 GB)~285 tok/sMac Mini M4 Pro (48 GB)~285 tok/sMacBook Pro 14" M4 Pro (24 GB)~285 tok/sMacBook Pro 16" M4 Pro (24 GB)~285 tok/sASUS Ascent GX10~265 tok/sNVIDIA DGX Spark~265 tok/sNVIDIA Jetson AGX Thor Developer Kit~265 tok/sAsus ROG Flow Z13 (2025, Ryzen AI Max+ 395, 128 GB)~248 tok/sBeelink GTR9 Pro (Ryzen AI Max+ 395, 128 GB)~248 tok/sFramework Desktop (Ryzen AI Max+ 395, 128 GB)~248 tok/sGMKtec EVO-X2 (Ryzen AI Max+ 395, 128 GB)~248 tok/sHP Z2 Mini G1a (Ryzen AI Max+ PRO 395, 128 GB)~248 tok/sHP ZBook Ultra G1a 14 (Ryzen AI Max+ PRO 395, 128 GB)~248 tok/sMinisforum MS-S1 MAX (Ryzen AI Max+ 395, 128 GB)~248 tok/sSnapdragon X2 Elite Extreme Copilot+ PC~221 tok/sNVIDIA Jetson AGX Orin 32GB~199 tok/sNVIDIA Jetson AGX Orin 64GB~199 tok/sMacBook Pro 14-inch (M5)~161 tok/siPad Pro M5 13" (16 GB)~160 tok/sSnapdragon X Elite Copilot+ PC~131 tok/sMac Mini M4 (16 GB)~125 tok/sMac Mini M4 (32 GB)~125 tok/sMacBook Air 13" M4 (16 GB)~125 tok/sMacBook Air 13" M4 (24 GB)~125 tok/sMacBook Air 15" M4 (16 GB)~125 tok/sMacBook Air 15" M4 (24 GB)~125 tok/sMacBook Pro 14" M4 (16 GB)~125 tok/siPad Pro M4 13" (16 GB)~125 tok/sAMD Ryzen AI 9 HX 370 (Strix Point) Laptop~108 tok/sMacBook Air 13" M3 (16 GB)~107 tok/sMacBook Air 13" M3 (24 GB)~107 tok/sMacBook Air 13" M3 (8 GB)~107 tok/sIntel Core Ultra 9 288V (Lunar Lake) Laptop~102 tok/sNVIDIA Jetson Orin NX 16GB~99 tok/sNVIDIA Jetson Orin Nano 8GB (Super)~99 tok/sApple iPhone 17 Pro~80 tok/siPhone 17 Pro Max~80 tok/siPhone 17~71 tok/siPhone Air~71 tok/siPhone 15 ProiPhone 15 Pro MaxiPhone 16 ProiPhone 16 Pro Max

Frequently Asked Questions

How much VRAM does Cagliostro v3 need?

Cagliostro v3 requires 0.7 GB of VRAM at BF16.

VRAM = Weights + KV Cache + Overhead

Weights = 146M × 16 bits ÷ 8 = 0.3 GB

KV Cache + Overhead ≈ 0.4 GB (at 2K context + ~0.3 GB framework)

VRAM usage by quantization

0.7 GB

Learn more about VRAM estimation →

Can I run Cagliostro v3 on a Mac?

Cagliostro v3 requires at least 0.7 GB at BF16, which exceeds the unified memory of most consumer Macs. You would need a Mac Studio or Mac Pro with a high-memory configuration.

Can I run Cagliostro v3 locally?

Yes — Cagliostro v3 can run locally on consumer hardware. At BF16 quantization it needs 0.7 GB of VRAM. Popular tools include Ollama, LM Studio, and llama.cpp.

How fast is Cagliostro v3?

At BF16, Cagliostro v3 can reach ~7164 tok/s on AMD Instinct MI350X. On NVIDIA GeForce RTX 4090: ~978 tok/s. 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 ÷ 0.7 × 0.65 = ~7761 tok/s

Estimated speed at BF16 (0.7 GB)

~7761 tok/s
~978 tok/s
~7761 tok/s
~7164 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 Cagliostro v3?

At BF16, the download is about 0.29 GB.

Which GPUs can run Cagliostro v3?

52 consumer GPUs can run Cagliostro v3 at BF16 (0.7 GB). Top options include AMD Radeon RX 6700 XT, AMD Radeon RX 6800, AMD Radeon RX 6800 XT. 52 GPUs have plenty of headroom for comfortable inference.

Which devices can run Cagliostro v3?

59 devices with unified memory can run Cagliostro v3 at BF16 (0.7 GB), including AMD Ryzen AI 9 HX 370 (Strix Point) Laptop, ASUS Ascent GX10, Apple iPhone 17 Pro, Asus ROG Flow Z13 (2025, 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.