BananaMind·BananaMind2MiniForCausalLM

BananaMind 2 Mini — Hardware Requirements & GPU Compatibility

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BananaMind 2 Mini is a 28M-parameter open language model from BananaMind. It supports a context window of up to 4,096 tokens. At BF16 it needs about 0.37 GB of VRAM — see which GPUs and Macs can run it below.

1.3K downloads 13 likes4K context

Specifications

Publisher
BananaMind
Parameters
28M
Architecture
BananaMind2MiniForCausalLM
Context Length
4,096 tokens
Vocabulary Size
8,192
Release Date
2026-07-08
License
Apache 2.0

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How Much VRAM Does BananaMind 2 Mini Need?

Select a quantization to see compatible GPUs below.

QuantizationBitsVRAM
BF16est.16.000.4 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 BananaMind 2 Mini?

BF16 · 0.4 GB

BananaMind 2 Mini (BF16) requires 0.4 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 5090~3148 tok/sNVIDIA GeForce RTX 3090 Ti~1771 tok/sNVIDIA GeForce RTX 4090~1771 tok/sNVIDIA GeForce RTX 5080~1687 tok/sNVIDIA GeForce RTX 3090~1645 tok/sNVIDIA GeForce RTX 3080 Ti~1603 tok/sNVIDIA GeForce RTX 5070 Ti~1574 tok/sNVIDIA GeForce RTX 5090 Laptop GPU~1574 tok/sAMD Radeon RX 7900 XTX~1427 tok/sNVIDIA GeForce RTX 3080~1336 tok/sNVIDIA GeForce RTX 4080 SUPER~1293 tok/sNVIDIA GeForce RTX 4080~1259 tok/sAMD Radeon RX 7900 XT~1189 tok/sNVIDIA GeForce RTX 4070 Ti SUPER~1181 tok/sNVIDIA GeForce RTX 5070~1181 tok/sNVIDIA TITAN RTX~1181 tok/sNVIDIA GeForce RTX 2080 Ti~1082 tok/sNVIDIA GeForce RTX 3070 Ti~1069 tok/sNVIDIA GeForce RTX 4090 Laptop GPU~1012 tok/sAMD Radeon RX 9070~951 tok/sAMD Radeon RX 9070 XT~951 tok/sAMD Radeon RX 7800 XT~928 tok/sNVIDIA GeForce RTX 4070~885 tok/sNVIDIA GeForce RTX 4070 SUPER~885 tok/sNVIDIA GeForce RTX 4070 Ti~885 tok/sAMD Radeon RX 7900 GRE~856 tok/sNVIDIA GeForce GTX 1080 Ti~851 tok/sNVIDIA GeForce RTX 3060 Ti~787 tok/sNVIDIA GeForce RTX 3070~787 tok/sNVIDIA GeForce RTX 5060~787 tok/sNVIDIA GeForce RTX 5060 Ti 16GB~787 tok/sNVIDIA GeForce RTX 5060 Ti 8GB~787 tok/sAMD Radeon RX 6800~761 tok/sAMD Radeon RX 6800 XT~761 tok/sAMD Radeon RX 6900 XT~761 tok/sIntel Arc A770 16GB~757 tok/sIntel Arc A750~692 tok/sAMD Radeon RX 7700 XT~642 tok/sNVIDIA GeForce RTX 3060 12GB~632 tok/sIntel Arc B580~616 tok/sAMD Radeon RX 6700 XT~571 tok/sIntel Arc B570~514 tok/sNVIDIA GeForce RTX 4060 Ti 16GB~506 tok/sNVIDIA GeForce RTX 4060 Ti 8GB~506 tok/sNVIDIA GeForce RTX 4060~478 tok/sAMD Radeon RX 9060 XT 16GB~476 tok/sAMD Radeon RX 7600~428 tok/sAMD Radeon RX 7600 XT~428 tok/sNVIDIA GeForce RTX 3060 8GB~422 tok/sNVIDIA GeForce RTX 3050 8GB~394 tok/s

Which Devices Can Run BananaMind 2 Mini?

BF16 · 0.4 GB

59 devices with unified memory can run BananaMind 2 Mini, including NVIDIA DGX H100, NVIDIA DGX A100 640GB.

Runs great

Plenty of headroom
NVIDIA DGX H100~47081 tok/sNVIDIA DGX A100 640GB~28656 tok/sMac Studio (M3 Ultra, 256GB)~1550 tok/sMac Studio (M3 Ultra, 512GB)~1550 tok/sMac Studio (M3 Ultra, 96GB)~1550 tok/sMac Pro M2 Ultra (192 GB)~1514 tok/sMac Studio M2 Ultra (192 GB)~1514 tok/sMacBook Pro 16" M5 Max (128 GB)~1162 tok/sMac Studio M4 Max (128 GB)~1033 tok/sMac Studio M4 Max (64 GB)~1033 tok/sMacBook Pro 16" M4 Max (48 GB)~1033 tok/sMacBook Pro 16" M4 Max (64 GB)~1033 tok/sMac Studio M4 Max (36 GB)~775 tok/sMacBook Pro 14" M4 Max (36 GB)~775 tok/sMacBook Pro 16" M3 Max (48 GB)~775 tok/sMacBook Pro 14-inch (M5 Pro)~581 tok/sMac Mini M4 Pro (24 GB)~517 tok/sMac Mini M4 Pro (48 GB)~517 tok/sMacBook Pro 14" M4 Pro (24 GB)~517 tok/sMacBook Pro 16" M4 Pro (24 GB)~517 tok/sASUS Ascent GX10~480 tok/sNVIDIA DGX Spark~480 tok/sNVIDIA Jetson AGX Thor Developer Kit~480 tok/sAsus ROG Flow Z13 (2025, Ryzen AI Max+ 395, 128 GB)~450 tok/sBeelink GTR9 Pro (Ryzen AI Max+ 395, 128 GB)~450 tok/sFramework Desktop (Ryzen AI Max+ 395, 128 GB)~450 tok/sGMKtec EVO-X2 (Ryzen AI Max+ 395, 128 GB)~450 tok/sHP Z2 Mini G1a (Ryzen AI Max+ PRO 395, 128 GB)~450 tok/sHP ZBook Ultra G1a 14 (Ryzen AI Max+ PRO 395, 128 GB)~450 tok/sMinisforum MS-S1 MAX (Ryzen AI Max+ 395, 128 GB)~450 tok/sSnapdragon X2 Elite Extreme Copilot+ PC~401 tok/sNVIDIA Jetson AGX Orin 32GB~360 tok/sNVIDIA Jetson AGX Orin 64GB~360 tok/sMacBook Pro 14-inch (M5)~291 tok/siPad Pro M5 13" (16 GB)~290 tok/sSnapdragon X Elite Copilot+ PC~237 tok/sMac Mini M4 (16 GB)~227 tok/sMac Mini M4 (32 GB)~227 tok/sMacBook Air 13" M4 (16 GB)~227 tok/sMacBook Air 13" M4 (24 GB)~227 tok/sMacBook Air 15" M4 (16 GB)~227 tok/sMacBook Air 15" M4 (24 GB)~227 tok/sMacBook Pro 14" M4 (16 GB)~227 tok/siPad Pro M4 13" (16 GB)~227 tok/sMacBook Air 13" M3 (16 GB)~194 tok/sMacBook Air 13" M3 (24 GB)~194 tok/sMacBook Air 13" M3 (8 GB)~194 tok/sIntel Core Ultra 9 288V (Lunar Lake) Laptop~185 tok/sNVIDIA Jetson Orin NX 16GB~180 tok/sNVIDIA Jetson Orin Nano 8GB (Super)~179 tok/sAMD Ryzen AI 9 HX 370 (Strix Point) Laptop~178 tok/sApple iPhone 17 Pro~145 tok/siPhone 17 Pro Max~145 tok/siPhone 17~129 tok/siPhone Air~129 tok/siPhone 15 ProiPhone 15 Pro MaxiPhone 16 ProiPhone 16 Pro Max

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Frequently Asked Questions

How much VRAM does BananaMind 2 Mini need?

BananaMind 2 Mini requires 0.4 GB of VRAM at BF16.

VRAM = Weights + KV Cache + Overhead

Weights = 28M × 16 bits ÷ 8 = 0.1 GB

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

KV Cache + Overhead 0.3 GB (at full 4K context)

VRAM usage by quantization

0.4 GB
0.4 GB

Learn more about VRAM estimation →

Can I run BananaMind 2 Mini on a Mac?

BananaMind 2 Mini requires at least 0.4 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 BananaMind 2 Mini locally?

Yes — BananaMind 2 Mini can run locally on consumer hardware. At BF16 quantization it needs 0.4 GB of VRAM. Popular tools include Ollama, LM Studio, and llama.cpp.

How fast is BananaMind 2 Mini?

At BF16, BananaMind 2 Mini can reach ~11892 tok/s on AMD Instinct MI350X. On NVIDIA GeForce RTX 4090: ~1771 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 ÷ 0.4 × 0.65 = ~14054 tok/s

Estimated speed at BF16 (0.4 GB)

~14054 tok/s
~1771 tok/s
~14054 tok/s
~11892 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 BananaMind 2 Mini?

At BF16, the download is about 0.06 GB.

Which GPUs can run BananaMind 2 Mini?

50 consumer GPUs can run BananaMind 2 Mini at BF16 (0.4 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 BananaMind 2 Mini?

59 devices with unified memory can run BananaMind 2 Mini at BF16 (0.4 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.