tacos4me·Step3p5ForCausalLM

Step 3.5 Flash NVFP4 — Hardware Requirements & GPU Compatibility

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2.8K downloads 8 likes262K context

Specifications

Publisher
tacos4me
Parameters
111.3B
Architecture
Step3p5ForCausalLM
Context Length
262,144 tokens
Vocabulary Size
128,896
Release Date
2026-02-21
License
Apache 2.0

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How Much VRAM Does Step 3.5 Flash NVFP4 Need?

Select a quantization to see compatible GPUs below.

QuantizationBitsVRAM
IQ4_XS4.3065.8 GB

Which GPUs Can Run Step 3.5 Flash NVFP4?

IQ4_XS · 65.8 GB

Step 3.5 Flash NVFP4 (IQ4_XS) requires 65.8 GB of VRAM to load the model weights. For comfortable inference with headroom for KV cache and system overhead, 86+ GB is recommended. No single GPU has enough memory — multi-GPU or cluster setups are needed.

Which Devices Can Run Step 3.5 Flash NVFP4?

IQ4_XS · 65.8 GB

5 devices with unified memory can run Step 3.5 Flash NVFP4, including NVIDIA DGX H100, NVIDIA DGX A100 640GB.

Related Models

Frequently Asked Questions

How much VRAM does Step 3.5 Flash NVFP4 need?

Step 3.5 Flash NVFP4 requires 65.8 GB of VRAM at IQ4_XS.

VRAM = Weights + KV Cache + Overhead

Weights = 111.3B × 4.3 bits ÷ 8 = 59.8 GB

KV Cache + Overhead 6 GB (at 2K context + ~0.3 GB framework)

VRAM usage by quantization

65.8 GB

Learn more about VRAM estimation →

Can NVIDIA GeForce RTX 5090 run Step 3.5 Flash NVFP4?

No — Step 3.5 Flash NVFP4 requires at least 65.8 GB at IQ4_XS, which exceeds the NVIDIA GeForce RTX 5090's 32 GB of VRAM.

Can I run Step 3.5 Flash NVFP4 on a Mac?

Step 3.5 Flash NVFP4 requires at least 65.8 GB at IQ4_XS, 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 Step 3.5 Flash NVFP4 locally?

Yes — Step 3.5 Flash NVFP4 can run locally on consumer hardware. At IQ4_XS quantization it needs 65.8 GB of VRAM. Popular tools include Ollama, LM Studio, and llama.cpp.

How fast is Step 3.5 Flash NVFP4?

At IQ4_XS, Step 3.5 Flash NVFP4 can reach ~44 tok/s on AMD Instinct MI300X. Speed depends mainly on GPU memory bandwidth. Real-world results typically within ±20%.

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

Example: AMD Instinct MI300X5300 ÷ 65.8 × 0.55 = ~44 tok/s

Estimated speed at IQ4_XS (65.8 GB)

~44 tok/s
~33 tok/s
~27 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 Step 3.5 Flash NVFP4?

At IQ4_XS, the download is about 59.81 GB.

Which GPUs can run Step 3.5 Flash NVFP4?

No single consumer GPU has enough VRAM to run Step 3.5 Flash NVFP4 at IQ4_XS (65.8 GB). Multi-GPU or professional hardware is required.

Which devices can run Step 3.5 Flash NVFP4?

5 devices with unified memory can run Step 3.5 Flash NVFP4 at IQ4_XS (65.8 GB), including Mac Pro M2 Ultra (192 GB), Mac Studio M2 Ultra (192 GB), Mac Studio M4 Max (128 GB), NVIDIA DGX A100 640GB. Apple Silicon Macs use unified memory shared between CPU and GPU, making them well-suited for local LLM inference.