Can I Run Phi-4 Family on AMD Radeon RX 7800 XT?

作者: Jakub Rusinowski · 最后更新: 2026年11月11日

Yes, comfortably — Phi-4 Reasoning Vision 15B at Q4_K_M needs 11.6 GB at 8K context (9.1 GB weights + 2.5 GB KV cache/overhead), leaving ~4.4 GB of the AMD Radeon RX 7800 XT's 16 GB, at ~36 tok/s (est.), with room for up to 16K context.

See what else this hardware can run →

购买此硬件 AMD Radeon RX 7800 XT 16GB — 16 GB VRAM · 263 W board power立即云端部署 RunPod 上的 RTX 4090 — 低至 $0.34/小时 · 价格核实于 2026-07

或在 Vast.ai 比较,低至 $0.35/小时 (typical low · varies)

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AMD Radeon RX 7800 XT 16GB
16 GB VRAM · 263 W board power
2026年价格波动较大——请以当前商品页价格为准。
在亚马逊查看价格

AMD Radeon RX 7800 XT Specs

VRAM16 GB
Memory Bandwidth624 GB/s

Phi-4 Reasoning Vision 15B on the AMD Radeon RX 7800 XT: VRAM by quantization

QuantVRAM neededFits 16 GB?Max contextWhole PC
F1632.7 GB✗ No——
Q8_018.5 GB✗ No——
Q6_K14.9 GB✓ Yes8K—
Q5_K_M13.2 GB✓ Yes16K—
Q4_K_M11.6 GB✓ Yes16K—
Q3_K_M8.9 GB✓ Yes16K—
Q2_K7.4 GB✓ Yes16K—

Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 16 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the AMD Radeon RX 7800 XT: 8K 11.6 GB · 16K 13.3 GB. Every window this model publishes still fits 16 GB.

No compatible GPU? Phi-4 Reasoning Vision 15B on 16 GB of system RAM, CPU only: runs, but it is tight.

Phi-4 Family Sizes That Fit the AMD Radeon RX 7800 XT (at 8K context)

Phi-4 Reasoning Vision 15BQ4_K_M · 11.6 GB at 8K context · ~36 tok/s (est.)
Phi-4 (14B)Q4_K_M · 10.9 GB at 8K context · ~38 tok/s (est.)
Buy vs. rent Phi-4 Family
Buy the GPU
~$499
AMD Radeon RX 7800 XT · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$499) beats renting at $0.34/hr after about 2.0 years.

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Can I run Phi-4 Family on the AMD Radeon RX 7800 XT?

Yes, comfortably — Phi-4 Reasoning Vision 15B at Q4_K_M needs 11.6 GB at 8K context (9.1 GB weights + 2.5 GB KV cache/overhead), leaving ~4.4 GB of the AMD Radeon RX 7800 XT's 16 GB, at ~36 tok/s (est.), with room for up to 16K context.

What's the best Phi-4 Family size for the AMD Radeon RX 7800 XT?

Phi-4 Reasoning Vision 15B at Q4_K_M quantization needs 11.6 GB at 8K context (9.1 GB weights + 2.5 GB KV cache/overhead), estimated ~36 tokens/sec, up to 16K context.

Phi-4 Family on Other GPUs

Popular Models on the AMD Radeon RX 7800 XT

VRAM Tier

Troubleshooting

Buying Guide

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