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What differs besides the chip

Facet	AMD Radeon RX 7900 XT (RADV NAVI31)	Apple M5 Pro
Model	Gemma-4-E4B-It, Gpt-Oss-20B, Llama 3.2 3B Instruct, Llama-3.1-8B-Instruct, Llama-3.2-3B-Instruct, Qwen3-0.6B, Qwen3-30B-A3B-Instruct-2507, Qwen3-4B-Instruct-2507, Qwen3-8B, Qwen3.6-27B, Qwen3.6-35B-A3B	gemma-3-1b-it, gemma-4-26B-A4B-it, gemma-4-E2B-it, gemma-4-E4B-it, Gemma-4-E4B-It, gpt-oss-20b, Gpt-Oss-20B, Llama 3.2 3B Instruct, Llama-3.1-8B-Instruct, Llama-3.2-1B-Instruct, Llama-3.2-3B-Instruct, Mistral-7B-Instruct-v0.3, Muse-Glimmer-30B, NVIDIA-Nemotron-3-Nano-30B-A3B, Qwen3-0.6B, Qwen3-1.7B, Qwen3-30B-A3B-Instruct-2507, Qwen3-30B-A3B-Thinking-2507, Qwen3-4B, Qwen3-4B-Instruct-2507, Qwen3-4B-Thinking-2507, Qwen3-8B, Qwen3-8B-base-q2, Qwen3-8B-base-q3, Qwen3-8B-base-q5, Qwen3-8B-base-q6, Qwen3.5-2B, Qwen3.5-2B-Base, Qwen3.5-35B-A3B, Qwen3.6-27B, Qwen3.6-35B-A3B, Qwen3.8-27B, Tinystories Lay8 Hs512 Hd8 33M, tinystories-lay8-hs512-hd8-33M
Runtime	llama.cpp	BaseRT, llama.cpp
Runtime version	llama.cpp b10809 (5266f24da)	BaseRT 0.2.4, BaseRT 0.2.5, llama.cpp b10809 (5266f24da), llama.cpp b9960 (a935fbffe)
Quantisation	BF16, F16, Q2_K, Q3_K_M, Q4_0, Q4_1, Q4_K_M, Q5_K_M, Q6_K, Q8_0	BF16, F16, mxfp4, passthrough_gguf, Q2, Q2_K, Q3, Q3_K_M, Q4, Q4_0, Q4_1, Q4_K_M, Q5, Q5_K_M, Q6, Q6_K, Q8, Q8_0
Backend	Vulkan	BLAS + Metal, Metal
Cooldown	off	off, on
Conditioning	runtime_native_warmup	idle_reset_then_warm, runtime_native_warmup, warmup_only
Decode workload	TG128	TG128, TG128 @ 1 ctx
Harness schema	computearena-measurements/1	basert-benchmark-harness/1, computearena-measurements/1

Like-for-like pairs

Each row is a configuration present on both sides. Values are per-cell medians; ratios read AMD Radeon RX 7900 XT (RADV NAVI31) relative to Apple M5 Pro.

Configuration	Decode A	Decode B	Ratio	Prefill A	Prefill B	Ratio	Runs A / B
Qwen3-0.6B llama.cppQ4_K_M	500.4	358.1	1.40×	26,050	14,509	1.80×	2 / 3
gemma-4-E4B-it llama.cppQ4_K_M	124.7	70.7	1.76×	4,152	2,249	1.85×	2 / 2
Llama-3.1-8B-Instruct llama.cppQ4_K_M	121.2	55.5	2.18×	2,749	1,423	1.93×	2 / 2
Llama-3.2-3B-Instruct llama.cppQ4_K_M	226.6	116.5	1.95×	5,729	3,316	1.73×	2 / 2
Qwen3-30B-A3B-Instruct-2507 llama.cppQ4_K_M	184.0	95.1	1.93×	2,847	1,838	1.55×	2 / 2
Qwen3-4B-Instruct-2507 llama.cppQ4_K_M	182.7	93.5	1.95×	4,788	2,567	1.87×	2 / 2
Qwen3.6-27B llama.cppQ4_K_M	33.1	14.9	2.23×	782	375	2.09×	2 / 2
Qwen3-8B llama.cppQ2_K	148.5	71.2	2.09×	2,546	1,471	1.73×	2 / 2
Qwen3-8B llama.cppQ3_K_M	128.8	61.2	2.10×	2,479	1,416	1.75×	2 / 2
Qwen3-8B llama.cppQ4_K_M	116.9	54.3	2.15×	2,634	1,399	1.88×	2 / 2
Qwen3-8B llama.cppQ5_K_M	105.3	47.7	2.21×	2,635	1,349	1.95×	2 / 2
Qwen3-8B llama.cppQ6_K	92.1	41.0	2.25×	2,464	1,414	1.74×	2 / 2
Qwen3-8B llama.cppQ8_0	72.5	31.8	2.28×	2,461	1,460	1.69×	2 / 2
gemma-4-E4B-it llama.cppQ8_0	95.6	47.9	2.00×	4,214	2,346	1.80×	1 / 1
gpt-oss-20b llama.cppF16	146.8	66.6	2.20×	3,262	1,852	1.76×	1 / 1
gpt-oss-20b llama.cppQ4_K_M	195.6	96.3	2.03×	3,292	1,849	1.78×	1 / 1
Llama-3.1-8B-Instruct llama.cppQ4_0	126.7	58.7	2.16×	2,959	1,538	1.92×	1 / 1
Llama-3.1-8B-Instruct llama.cppQ6_K	97.7	43.4	2.25×	2,512	1,421	1.77×	1 / 1
Llama-3.1-8B-Instruct llama.cppQ8_0	68.6	29.6	2.32×	2,286	1,465	1.56×	1 / 1
Llama-3.2-3B-Instruct llama.cppQ8_0	167.5	76.6	2.19×	5,846	3,516	1.66×	1 / 1
Qwen3-0.6B llama.cppQ8_0	479.4	283.0	1.69×	26,346	14,942	1.76×	1 / 1
Qwen3-30B-A3B-Instruct-2507 llama.cppQ2_K	198.1	102.7	1.93×	2,837	1,893	1.50×	1 / 1
Qwen3-30B-A3B-Instruct-2507 llama.cppQ3_K_M	184.5	97.3	1.90×	2,474	1,708	1.45×	1 / 1
Qwen3-4B-Instruct-2507 llama.cppQ8_0	134.3	60.8	2.21×	4,824	2,686	1.80×	1 / 1
Qwen3.6-27B llama.cppQ3_K_M	36.8	16.7	2.20×	739	373	1.98×	1 / 1
Qwen3.6-35B-A3B llama.cppQ3_K_M	124.1	67.5	1.84×	2,597	1,737	1.50×	1 / 1
Qwen3-8B llama.cppBF16	45.6	18.9	2.41×	1,168	1,376	0.85×	1 / 1
Qwen3-8B llama.cppQ4_1	115.6	51.9	2.23×	2,902	1,535	1.89×	1 / 1

Side A · AMD Radeon RX 7900 XT (RADV NAVI31)

Top 25 of 41 runs by decode throughput.

Model / format	Chip / backend	Decode	Prefill	Contributor	Date	Report
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	508.8 TG128	26,137 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	491.9 TG128	25,964 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q8_0	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	479.4 TG128	26,346 PP512	arki05	11 Sep 2026	View Benchmark
Llama-3.2-3B-Instruct llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	229.7 TG128	5,737 PP512	arki05	11 Sep 2026	View Benchmark
Llama-3.2-3B-Instruct llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	223.4 TG128	5,721 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-30B-A3B-Instruct-2507 llama.cpp b10809 (5266f24da)Q2_K	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	198.1 TG128	2,837 PP512	arki05	11 Sep 2026	View Benchmark
Gpt-Oss-20B llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	195.6 TG128	3,292 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-30B-A3B-Instruct-2507 llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	186.7 TG128	2,868 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-4B-Instruct-2507 llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	185.1 TG128	4,783 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-30B-A3B-Instruct-2507 llama.cpp b10809 (5266f24da)Q3_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	184.5 TG128	2,474 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-30B-A3B-Instruct-2507 llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	181.3 TG128	2,827 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-4B-Instruct-2507 llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	180.3 TG128	4,793 PP512	arki05	11 Sep 2026	View Benchmark
Llama 3.2 3B Instruct llama.cpp b10809 (5266f24da)Q8_0	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	167.5 TG128	5,846 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-8B llama.cpp b10809 (5266f24da)Q2_K	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	150.7 TG128	2,528 PP512	arki05	11 Sep 2026	View Benchmark
Gpt-Oss-20B llama.cpp b10809 (5266f24da)F16	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	146.8 TG128	3,262 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-8B llama.cpp b10809 (5266f24da)Q2_K	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	146.2 TG128	2,563 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-4B-Instruct-2507 llama.cpp b10809 (5266f24da)Q8_0	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	134.3 TG128	4,824 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-8B llama.cpp b10809 (5266f24da)Q3_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	130.2 TG128	2,459 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-8B llama.cpp b10809 (5266f24da)Q3_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	127.3 TG128	2,498 PP512	arki05	11 Sep 2026	View Benchmark
Llama-3.1-8B-Instruct llama.cpp b10809 (5266f24da)Q4_0	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	126.7 TG128	2,959 PP512	arki05	11 Sep 2026	View Benchmark
Gemma-4-E4B-It llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	126.6 TG128	4,142 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3.6-35B-A3B llama.cpp b10809 (5266f24da)Q3_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	124.1 TG128	2,597 PP512	arki05	11 Sep 2026	View Benchmark
Gemma-4-E4B-It llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	122.8 TG128	4,161 PP512	arki05	11 Sep 2026	View Benchmark
Llama-3.1-8B-Instruct llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	122.7 TG128	2,743 PP512	arki05	11 Sep 2026	View Benchmark
Llama-3.1-8B-Instruct llama.cpp b10809 (5266f24da)Q4_K_M	AMD Radeon RX 7900 XT (RADV NAVI31) Vulkan	119.8 TG128	2,756 PP512	arki05	11 Sep 2026	View Benchmark

Side B · Apple M5 Pro

Top 25 of 129 runs by decode throughput.

Model / format	Chip / backend	Decode	Prefill	Contributor	Date	Report
ivnle/tinystories-lay8-hs512-hd8-33M BaseRT 0.2.4Q4	Apple M5 Pro Metal	2,068.0 TG128	190,107 PP512	arki05	17 Sep 2026	View Benchmark
Tinystories Lay8 Hs512 Hd8 33M llama.cpp b10809 (5266f24da)Q4_0	Apple M5 Pro BLAS + Metal	1,443.3 TG128	124,181 PP512	arki05	17 Sep 2026	View Benchmark
basecompute/Qwen3-0.6B BaseRT 0.2.4Q4	Apple M5 Pro Metal	516.8 TG128	20,778 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-0.6B BaseRT 0.2.4Q4	Apple M5 Pro Metal	512.0 TG128	20,603 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-0.6B BaseRT 0.2.5Q4	Apple M5 Pro Metal	481.5 TG128 @ 1 ctx	19,595 PP512	isu	18 Sep 2026	View Benchmark
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q4_K_M	Apple M5 Pro BLAS + Metal	358.3 TG128	14,509 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q4_K_M	Apple M5 Pro BLAS + Metal	358.1 TG128	14,344 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q4_K_M	Apple M5 Pro BLAS + Metal	356.2 TG128	14,552 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-0.6B BaseRT 0.2.4Q8	Apple M5 Pro Metal	350.2 TG128	20,537 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-0.6B BaseRT 0.2.4Q8	Apple M5 Pro Metal	349.8 TG128	20,366 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-0.6B BaseRT 0.2.4Q8	Apple M5 Pro Metal	311.0 TG128	18,474 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/gemma-3-1b-it BaseRT 0.2.4Q4	Apple M5 Pro Metal	293.1 TG128	15,066 PP512	arki05	11 Sep 2026	View Benchmark
Qwen3-0.6B llama.cpp b10809 (5266f24da)Q8_0	Apple M5 Pro BLAS + Metal	283.0 TG128	14,942 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/gemma-3-1b-it BaseRT 0.2.4Q4	Apple M5 Pro Metal	270.4 TG128	13,717 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-1.7B BaseRT 0.2.4Q4	Apple M5 Pro Metal	235.4 TG128	8,040 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Llama-3.2-1B-Instruct BaseRT 0.2.4Q4	Apple M5 Pro Metal	229.1 TG128	11,673 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3.5-2B-Base BaseRT 0.2.4Q4	Apple M5 Pro Metal	218.2 TG128	2,645 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3.5-2B BaseRT 0.2.4Q4	Apple M5 Pro Metal	217.7 TG128	2,641 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-1.7B BaseRT 0.2.4Q4	Apple M5 Pro Metal	210.3 TG128	7,268 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/gemma-3-1b-it BaseRT 0.2.4Q8	Apple M5 Pro Metal	210.3 TG128	15,061 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Llama-3.2-1B-Instruct BaseRT 0.2.4Q4	Apple M5 Pro Metal	206.3 TG128	10,528 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Llama-3.2-1B-Instruct BaseRT 0.2.4Q4	Apple M5 Pro Metal	205.3 TG128	12,067 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/gemma-4-E2B-it BaseRT 0.2.4Q4	Apple M5 Pro Metal	144.6 TG128	13,240 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3-1.7B BaseRT 0.2.4Q8	Apple M5 Pro Metal	139.7 TG128	8,043 PP512	arki05	11 Sep 2026	View Benchmark
basecompute/Qwen3.5-2B-Base BaseRT 0.2.4Q8	Apple M5 Pro Metal	131.4 TG128	2,642 PP512	arki05	11 Sep 2026	View Benchmark

Compare

AMD Radeon RX 7900 XT (RADV NAVI31) vs Apple M5 Pro

AMD Radeon RX 7900 XT (RADV NAVI31)

Apple M5 Pro

What differs besides the chip

Like-for-like pairs

Side A · AMD Radeon RX 7900 XT (RADV NAVI31)

Side B · Apple M5 Pro