← AI Hashrate

Phi-4-mini-reasoning

Microsoft · 3.8B · ctx 128K · MIT · HuggingFace

Phi-4-mini-reasoning (Microsoft) is a 3.8B parameters open-weight model tracked on AI Hashrate. At 8K context we estimate roughly 3.85 GB VRAM for Q4 (weights 2.09 GB + KV 0.76 GB + 1 GB overhead) and 9.36 GB for FP16. About 50 GPUs/accelerators in our catalog fully fit this model at Q4 under that context assumption. Fastest Q4 configs: B200 192GB SXM ≈ 1339.7 tok/s (estimated); MI300X 192GB ≈ 887.6 tok/s (estimated); H200 141GB SXM5 ≈ 803.8 tok/s (estimated); H100 80GB SXM5 ≈ 561.0 tok/s (estimated); Gaudi 3 128GB ≈ 548.6 tok/s (estimated). Use the table below for VRAM fit and tok/s per dollar (list MSRP). Estimates follow memory-bandwidth math; measured rows override when present. See methodology for details. Methodology.

100 hardware configs — sorted by tok/s. Default fit context 8K.

HardwareVRAMQuanttok/sFits?tok/s/$
B200 192GB SXM192Q41339.7 est.Yes0.033
MI300X 192GB192Q4887.6 est.Yes0.059
H200 141GB SXM5141Q4803.8 est.Yes0.023
H100 80GB SXM580Q4561.0 est.Yes0.019
Gaudi 3 128GB128Q4548.6 est.Yes0.044
B200 192GB SXM192FP16368.4 est.Yes0.009
A100 80GB SXM480Q4341.5 est.Yes0.023
RTX 5090 32GB32Q4300.1 est.Yes0.15
MI300X 192GB192FP16244.1 est.Yes0.016
H200 141GB SXM5141FP16221.1 est.Yes0.006
RTX 4090 24GB24Q4168.8 est.Yes0.106
RTX 4090D 24GB (China)24Q4168.8 est.Yes0.106
RTX 3090 Ti 24GB24Q4168.8 est.Yes0.084
RTX 5080 16GB16Q4160.8 est.Yes0.161
RX 7900 XTX 24GB24Q4160.8 est.Yes0.161
RTX 6000 Ada 48GB48Q4160.8 est.Yes0.024
RTX 3090 24GB24Q4156.7 est.Yes0.105
H100 80GB SXM580FP16154.3 est.Yes0.005
Gaudi 3 128GB128FP16150.9 est.Yes0.012
RTX 5070 Ti 16GB16Q4150.0 est.Yes0.2
L40S 48GB48Q4144.7 est.Yes0.018
Mac Studio M3 Ultra 96GB96Q4137.2 est.Yes0.034
Mac Studio M2 Ultra 192GB192Q4134.0 est.Yes0.019
RX 7900 XT 20GB20Q4134.0 est.Yes0.149
RTX A6000 48GB48Q4128.6 est.Yes0.029
RTX 3080 10GB10Q4127.3 est.Yes0.182
RTX 4080 Super 16GB16Q4123.3 est.Yes0.123
RTX 4070 Ti Super 16GB16Q4112.5 est.Yes0.141
RTX 5070 12GB12Q4112.5 est.Yes0.205
RX 9070 16GB16Q4107.2 est.Yes0.195
RX 9070 XT 16GB16Q4107.2 est.Yes0.179
RX 7800 XT 16GB16Q4104.5 est.Yes0.209
RX 7900 GRE 16GB16Q496.5 est.Yes0.176
A100 80GB SXM480FP1693.9 est.Yes0.006
Arc A770 16GB16Q493.8 est.Yes0.269
RTX 4070 Ti 12GB12Q492.8 est.Yes0.116
MacBook Pro M4 Max 128GB128Q491.4 est.Yes0.021
RTX 4070 12GB12Q484.4 est.Yes0.141
RTX 4070 Super 12GB12Q484.4 est.Yes0.141
RTX 5090 32GB32FP1682.5 est.Yes0.041
Arc B580 12GB12Q476.4 est.Yes0.307
RTX 5060 8GB8Q475.0 est.Yes0.251
RTX 5060 Ti 8GB8Q475.0 est.Yes0.198
RTX 5060 Ti 16GB16Q475.0 est.Yes0.175
RTX 3070 8GB8Q475.0 est.Yes0.15
RX 7700 XT 12GB12Q472.3 est.Yes0.161
MacBook Pro M3 Max 128GB128Q467.0 est.Yes0.016
Arc B570 10GB10Q463.6 est.Yes0.29
RTX 3060 12GB12Q460.3 est.Yes0.183
T4 16GB16Q453.6 est.Yes0.027
RTX 4060 Ti 8GB8Q448.2 est.Yes0.121
RTX 4060 Ti 16GB16Q448.2 est.Yes0.097
RX 7600 8GB8Q448.2 est.Yes0.179
RX 7600 XT 16GB16Q448.2 est.Yes0.147
RTX 4090 24GB24FP1646.4 est.Yes0.029
RTX 4090D 24GB (China)24FP1646.4 est.Yes0.029
RTX 3090 Ti 24GB24FP1646.4 est.Yes0.023
Mac mini M4 Pro 64GB64Q445.7 est.Yes0.021
RTX 4060 8GB8Q445.6 est.Yes0.153
RTX 5080 16GB16FP1644.2 est.Yes0.044
RX 7900 XTX 24GB24FP1644.2 est.Yes0.044
RTX 6000 Ada 48GB48FP1644.2 est.Yes0.007
RTX 3090 24GB24FP1643.1 est.Yes0.029
RTX 5060 8GB8FP1643.1 est.No0.144
RTX 5060 Ti 8GB8FP1643.1 est.No0.114
RTX 3070 8GB8FP1643.1 est.No0.086
RTX 5070 Ti 16GB16FP1641.3 est.Yes0.055
L40S 48GB48FP1639.8 est.Yes0.005
Mac Studio M3 Ultra 96GB96FP1637.7 est.Yes0.009
Mac Studio M2 Ultra 192GB192FP1636.8 est.Yes0.005
RX 7900 XT 20GB20FP1636.8 est.Yes0.041
RTX A6000 48GB48FP1635.4 est.Yes0.008
RTX 3080 10GB10FP1635.0 est.Yes0.05
RTX 4080 Super 16GB16FP1633.9 est.Yes0.034
RTX 4070 Ti Super 16GB16FP1630.9 est.Yes0.039
RTX 5070 12GB12FP1630.9 est.Yes0.056
RX 9070 16GB16FP1629.5 est.Yes0.054
RX 9070 XT 16GB16FP1629.5 est.Yes0.049
RX 7800 XT 16GB16FP1628.7 est.Yes0.058
RTX 4060 Ti 8GB8FP1627.7 est.No0.069
RX 7600 8GB8FP1627.7 est.No0.103
RX 7900 GRE 16GB16FP1626.5 est.Yes0.048
RTX 4060 8GB8FP1626.1 est.No0.087
Arc A770 16GB16FP1625.8 est.Yes0.074
RTX 4070 Ti 12GB12FP1625.5 est.Yes0.032
MacBook Pro M4 Max 128GB128FP1625.1 est.Yes0.006
RTX 4070 12GB12FP1623.2 est.Yes0.039
RTX 4070 Super 12GB12FP1623.2 est.Yes0.039
Arc B580 12GB12FP1621.0 est.Yes0.084
RTX 5060 Ti 16GB16FP1620.6 est.Yes0.048
Mac mini M4 32GB32Q420.1 est.Yes0.02
RX 7700 XT 12GB12FP1619.9 est.Yes0.044
MacBook Pro M3 Max 128GB128FP1618.4 est.Yes0.004
Arc B570 10GB10FP1617.5 est.Yes0.08
RTX 3060 12GB12FP1616.6 est.Yes0.05
T4 16GB16FP1614.7 est.Yes0.007
RTX 4060 Ti 16GB16FP1613.3 est.Yes0.027
RX 7600 XT 16GB16FP1613.3 est.Yes0.04
Mac mini M4 Pro 64GB64FP1612.6 est.Yes0.006
Mac mini M4 32GB32FP165.5 est.Yes0.006