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Microsoft · Chat and reasoning · 3.85B parameters · mit

Phi 4 mini flash reasoning

Needs 5 GB at FP8 / INT8. The smallest real configuration today is 1× Quadro P2000 at Vast.ai, $0.03 per hour, about $22 a month at 730 hours.

Parameters3.85Bdense
Context256k tokensmaximum published
Checkpoint8 GBBF16, as published
Licensemitcheck before commercial use
Released—documented date
Smallest configuration · FP8 / INT8
1× Quadro P20005 GB VRAM · 92% used
Per hour
$0.03
Per month
$22
Cheapest at
Vast.ai
All Quadro P2000 offers →
Memory · 3 precisions · 5 context lengths

How much VRAM it needs

Weights plus runtime overhead, then the KV cache that grows with the context you serve.

PrecisionWeightsWeights + headroom4k context32k context128k context256k context
BF16published checkpoint8 GB10 GB10 GB15 GB31 GB53 GB
FP8 / INT8estimated4 GB5 GB6 GB10 GB27 GB48 GB
INT4 / MXFP4estimated2 GB3 GB4 GB9 GB25 GB46 GB
KV cacheone sequence, FP16 cache, included above——1 GB6 GB22 GB43 GB
Cross-checked on Hugging Face Oct 28, 2026: 3.85B parameters in the safetensors headers, 7.7 GB of weight files, attention layout from config.json (32 layers, 20 KV heads × 64). Method: weights as published at the native precision, verified on Hugging Face 2026-10-28; other precisions estimated at 1 (8-bit) and 0.6 (4-bit) bytes per parameter; × 1.2 runtime headroom; KV cache = 5120 bytes per token per layer × 32 full-attention layers (FP16 cache, one sequence).config.json ↗
Smallest configuration per GPU · 110 GPUs · cheapest eligible on-demand offer per GPU count, every provider on file

What it costs to run, GPU by GPU

The fewest GPUs of one type whose total memory fits the model at short context, priced from the cheapest eligible on-demand offer for exactly that count (45-day window, newest reading per provider), with the next providers beside it. Monthly = 730 hours.

GPUSmallest configVRAM used$ / hour$ / monthCheapest at
Quadro P2000Best fit1× 5 GB5 GB total92% tight$0.03$22Vast.aiTrust 78 · read Nov 1 · receipt
RTX 30601× 12 GB12 GB total39%$0.04$26Vast.aiTrust 78 · read Nov 1 · receipt · also Clore.ai $0.05, gcube $0.05
GTX 16601× 6 GB6 GB total77%$0.04$26Vast.aiTrust 78 · read Nov 1 · receipt · also Edgevana $0.78
RTX A20001× 12 GB12 GB total39%$0.04$26Vast.aiTrust 78 · read Nov 1 · receipt · also gcube $0.09
GTX 1660 Ti1× 6 GB6 GB total77%$0.04$26Vast.aiTrust 78 · read Nov 1 · receipt · also Theta EdgeCloud $0.12
Tesla P41× 8 GB8 GB total58%$0.04$29Vast.aiTrust 78 · read Nov 1 · receipt · also Akash Network $0.06, gcube $0.07
T41× 16 GB16 GB total29%$0.04$29Vast.aiTrust 78 · read Nov 1 · receipt · also iwinv $0.20, Theta EdgeCloud $0.20
GTX 10601× 6 GB6 GB total77%$0.04$30Vast.aiTrust 78 · read Nov 1 · receipt
Tesla P401× 24 GB24 GB total19%$0.04$30Clore.aiTrust 46 · read Nov 1 · receipt · also gcube $0.07, Vast.ai $0.11
GTX Titan X1× 12 GB12 GB total39%$0.04$31Vast.aiTrust 78 · read Nov 1 · receipt
Titan Xp1× 12 GB12 GB total39%$0.04$31Vast.aiTrust 78 · read Nov 1 · receipt
GTX 10801× 8 GB8 GB total58%$0.04$32Vast.aiTrust 78 · read Nov 1 · receipt · also Edgevana $0.06
Tesla P1001× 16 GB16 GB total29%$0.04$33Vast.aiTrust 78 · read Nov 1 · receipt · also gcube $0.07
RTX 20601× 6 GB6 GB total77%$0.04$33gcubenot scored · read Nov 1 · receipt · also Vast.ai $0.06
GTX 10701× 8 GB8 GB total58%$0.05$36Vast.aiTrust 78 · read Nov 1 · receipt · also Clore.ai $0.08
GTX 1660 Super1× 6 GB6 GB total77%$0.05$38Theta EdgeCloudnot scored · read Nov 1 · receipt
RTX 40601× 8 GB8 GB total58%$0.05$40Vast.aiTrust 78 · read Nov 1 · receipt · also Clore.ai $0.08, Theta EdgeCloud $0.09
RTX 20701× 8 GB8 GB total58%$0.06$41Vast.aiTrust 78 · read Nov 1 · receipt · also gcube $0.06, Clore.ai $0.21
RTX 3060 Ti1× 8 GB8 GB total58%$0.06$41Vast.aiTrust 78 · read Nov 1 · receipt · also gcube $0.06, Clore.ai $0.06
RTX 2060 Super1× 8 GB8 GB total58%$0.06$41gcubenot scored · read Nov 1 · receipt · also Clore.ai $0.06, Vast.ai $0.07
GTX 1070 Ti1× 8 GB8 GB total58%$0.06$44Vast.aiTrust 78 · read Nov 1 · receipt · also Clore.ai $0.10
RTX 2070 Super1× 8 GB8 GB total58%$0.06$44gcubenot scored · read Nov 1 · receipt · also Vast.ai $0.06, Theta EdgeCloud $0.09
RTX 30701× 8 GB8 GB total58%$0.06$44gcubenot scored · read Nov 1 · receipt · also Clore.ai $0.07, Theta EdgeCloud $0.08
GTX 1080 Ti1× 11 GB11 GB total42%$0.06$45Vast.aiTrust 78 · read Nov 1 · receipt · also Edgevana $0.08
The 24 cheapest of 107 GPU types that fit. Every GPU, any precision and context, in the finder
Throughput estimates · Oct 4, 2026

Tokens per second, and what a million costs

Chat and reasoning. Speed estimated from memory bandwidth and model size, never measured. The cost per 1M output tokens is an estimate at the prices read on Oct 4, 2026; it is not recomputed here.

GPUCardsPrecisiontok/s per userper 1M output tokens · estimate
RTX 40901FP8130$0.039
RTX 50901FP8196$0.050
MI300X1FP8278$0.067
L40S1FP8115$0.079
H100 SXM1FP8273$0.085
RTX PRO 60001FP8194$0.091
H100 PCIe1FP8204$0.092
H2001FP8317$0.092
B2001FP8411$0.096
A100 80GB1BF16133$0.117
cards, precision and speed estimated from memory bandwidth and model size; cost recomputed by the site from verified prices · cheapest per output at the prices of Oct 4, 2026: RTX 4090Why estimates, and their limits →