FrontiersMind·NandiForCausalLM

Nandi Mini 150M — Hardware Requirements & GPU Compatibility

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Nandi Mini 150M is a 153M-parameter open language model from FrontiersMind. It supports a context window of up to 2,048 tokens. At BF16 it needs about 0.63 GB of VRAM — see which GPUs and Macs can run it below.

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Specifications

Publisher
FrontiersMind
Parameters
153M
Architecture
NandiForCausalLM
Context Length
2,048 tokens
Vocabulary Size
131,072
Release Date
2026-04-01
License
Apache 2.0

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How Much VRAM Does Nandi Mini 150M Need?

Select a quantization to see compatible GPUs below.

QuantizationBitsVRAM
BF16est.16.000.6 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 Nandi Mini 150M?

BF16 · 0.6 GB

Nandi Mini 150M (BF16) requires 0.6 GB of VRAM to load the model weights. For comfortable inference with headroom for KV cache and system overhead, 1+ GB is recommended. 50 GPUs can run it, including NVIDIA GeForce RTX 5090, NVIDIA GeForce RTX 3090 Ti.

Runs great

Plenty of headroom
NVIDIA GeForce RTX 5090~1849 tok/sNVIDIA GeForce RTX 3090 Ti~1040 tok/sNVIDIA GeForce RTX 4090~1040 tok/sNVIDIA GeForce RTX 5080~991 tok/sNVIDIA GeForce RTX 3090~966 tok/sNVIDIA GeForce RTX 3080 Ti~941 tok/sNVIDIA GeForce RTX 5070 Ti~924 tok/sNVIDIA GeForce RTX 5090 Laptop GPU~924 tok/sAMD Radeon RX 7900 XTX~838 tok/sNVIDIA GeForce RTX 3080~784 tok/sNVIDIA GeForce RTX 4080 SUPER~759 tok/sNVIDIA GeForce RTX 4080~740 tok/sAMD Radeon RX 7900 XT~698 tok/sNVIDIA GeForce RTX 4070 Ti SUPER~693 tok/sNVIDIA GeForce RTX 5070~693 tok/sNVIDIA TITAN RTX~693 tok/sNVIDIA GeForce RTX 2080 Ti~636 tok/sNVIDIA GeForce RTX 3070 Ti~628 tok/sNVIDIA GeForce RTX 4090 Laptop GPU~594 tok/sAMD Radeon RX 9070~559 tok/sAMD Radeon RX 9070 XT~559 tok/sAMD Radeon RX 7800 XT~545 tok/sNVIDIA GeForce RTX 4070~520 tok/sNVIDIA GeForce RTX 4070 SUPER~520 tok/sNVIDIA GeForce RTX 4070 Ti~520 tok/sAMD Radeon RX 7900 GRE~503 tok/sNVIDIA GeForce GTX 1080 Ti~500 tok/sNVIDIA GeForce RTX 3060 Ti~462 tok/sNVIDIA GeForce RTX 3070~462 tok/sNVIDIA GeForce RTX 5060~462 tok/sNVIDIA GeForce RTX 5060 Ti 16GB~462 tok/sNVIDIA GeForce RTX 5060 Ti 8GB~462 tok/sAMD Radeon RX 6800~447 tok/sAMD Radeon RX 6800 XT~447 tok/sAMD Radeon RX 6900 XT~447 tok/sIntel Arc A770 16GB~444 tok/sIntel Arc A750~406 tok/sAMD Radeon RX 7700 XT~377 tok/sNVIDIA GeForce RTX 3060 12GB~371 tok/sIntel Arc B580~362 tok/sAMD Radeon RX 6700 XT~335 tok/sIntel Arc B570~302 tok/sNVIDIA GeForce RTX 4060 Ti 16GB~297 tok/sNVIDIA GeForce RTX 4060 Ti 8GB~297 tok/sNVIDIA GeForce RTX 4060~281 tok/sAMD Radeon RX 9060 XT 16GB~279 tok/sAMD Radeon RX 7600~251 tok/sAMD Radeon RX 7600 XT~251 tok/sNVIDIA GeForce RTX 3060 8GB~248 tok/sNVIDIA GeForce RTX 3050 8GB~231 tok/s

Which Devices Can Run Nandi Mini 150M?

BF16 · 0.6 GB

59 devices with unified memory can run Nandi Mini 150M, including NVIDIA DGX H100, NVIDIA DGX A100 640GB.

Runs great

Plenty of headroom
NVIDIA DGX H100~27651 tok/sNVIDIA DGX A100 640GB~16830 tok/sMac Studio (M3 Ultra, 256GB)~910 tok/sMac Studio (M3 Ultra, 512GB)~910 tok/sMac Studio (M3 Ultra, 96GB)~910 tok/sMac Pro M2 Ultra (192 GB)~889 tok/sMac Studio M2 Ultra (192 GB)~889 tok/sMacBook Pro 16" M5 Max (128 GB)~682 tok/sMac Studio M4 Max (128 GB)~607 tok/sMac Studio M4 Max (64 GB)~607 tok/sMacBook Pro 16" M4 Max (48 GB)~607 tok/sMacBook Pro 16" M4 Max (64 GB)~607 tok/sMac Studio M4 Max (36 GB)~455 tok/sMacBook Pro 14" M4 Max (36 GB)~455 tok/sMacBook Pro 16" M3 Max (48 GB)~455 tok/sMacBook Pro 14-inch (M5 Pro)~341 tok/sMac Mini M4 Pro (24 GB)~303 tok/sMac Mini M4 Pro (48 GB)~303 tok/sMacBook Pro 14" M4 Pro (24 GB)~303 tok/sMacBook Pro 16" M4 Pro (24 GB)~303 tok/sASUS Ascent GX10~282 tok/sNVIDIA DGX Spark~282 tok/sNVIDIA Jetson AGX Thor Developer Kit~282 tok/sAsus ROG Flow Z13 (2025, Ryzen AI Max+ 395, 128 GB)~264 tok/sBeelink GTR9 Pro (Ryzen AI Max+ 395, 128 GB)~264 tok/sFramework Desktop (Ryzen AI Max+ 395, 128 GB)~264 tok/sGMKtec EVO-X2 (Ryzen AI Max+ 395, 128 GB)~264 tok/sHP Z2 Mini G1a (Ryzen AI Max+ PRO 395, 128 GB)~264 tok/sHP ZBook Ultra G1a 14 (Ryzen AI Max+ PRO 395, 128 GB)~264 tok/sMinisforum MS-S1 MAX (Ryzen AI Max+ 395, 128 GB)~264 tok/sSnapdragon X2 Elite Extreme Copilot+ PC~235 tok/sNVIDIA Jetson AGX Orin 32GB~211 tok/sNVIDIA Jetson AGX Orin 64GB~211 tok/sMacBook Pro 14-inch (M5)~171 tok/siPad Pro M5 13" (16 GB)~170 tok/sSnapdragon X Elite Copilot+ PC~139 tok/sMac Mini M4 (16 GB)~133 tok/sMac Mini M4 (32 GB)~133 tok/sMacBook Air 13" M4 (16 GB)~133 tok/sMacBook Air 13" M4 (24 GB)~133 tok/sMacBook Air 15" M4 (16 GB)~133 tok/sMacBook Air 15" M4 (24 GB)~133 tok/sMacBook Pro 14" M4 (16 GB)~133 tok/siPad Pro M4 13" (16 GB)~133 tok/sMacBook Air 13" M3 (16 GB)~114 tok/sMacBook Air 13" M3 (24 GB)~114 tok/sMacBook Air 13" M3 (8 GB)~114 tok/sIntel Core Ultra 9 288V (Lunar Lake) Laptop~108 tok/sNVIDIA Jetson Orin NX 16GB~106 tok/sNVIDIA Jetson Orin Nano 8GB (Super)~105 tok/sAMD Ryzen AI 9 HX 370 (Strix Point) Laptop~105 tok/sApple iPhone 17 Pro~85 tok/siPhone 17 Pro Max~85 tok/siPhone 17~76 tok/siPhone Air~76 tok/siPhone 15 ProiPhone 15 Pro MaxiPhone 16 ProiPhone 16 Pro Max

Frequently Asked Questions

How much VRAM does Nandi Mini 150M need?

Nandi Mini 150M requires 0.6 GB of VRAM at BF16.

VRAM = Weights + KV Cache + Overhead

Weights = 153M × 16 bits ÷ 8 = 0.3 GB

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

VRAM usage by quantization

0.6 GB

Learn more about VRAM estimation →

Can I run Nandi Mini 150M on a Mac?

Nandi Mini 150M requires at least 0.6 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 Nandi Mini 150M locally?

Yes — Nandi Mini 150M can run locally on consumer hardware. At BF16 quantization it needs 0.6 GB of VRAM. Popular tools include Ollama, LM Studio, and llama.cpp.

How fast is Nandi Mini 150M?

At BF16, Nandi Mini 150M can reach ~6984 tok/s on AMD Instinct MI350X. On NVIDIA GeForce RTX 4090: ~1040 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 B2008000 ÷ 0.6 × 0.65 = ~8254 tok/s

Estimated speed at BF16 (0.6 GB)

~8254 tok/s
~1040 tok/s
~8254 tok/s
~6984 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 Nandi Mini 150M?

At BF16, the download is about 0.31 GB.

Which GPUs can run Nandi Mini 150M?

50 consumer GPUs can run Nandi Mini 150M at BF16 (0.6 GB). Top options include AMD Radeon RX 6700 XT, AMD Radeon RX 6800, AMD Radeon RX 6800 XT. 50 GPUs have plenty of headroom for comfortable inference.

Which devices can run Nandi Mini 150M?

59 devices with unified memory can run Nandi Mini 150M at BF16 (0.6 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.