(cache)AMD Strix Halo — Backend Benchmarks (Grid View)

PP512 — tokens/second

Model	Winner	rocm-7alpha	rocm-7alpha-hblt0	rocm-7alpha-rocwmma	rocm-7alpha-rocwmma-hblt0	rocm-7alpha-rocwmma-improved	rocm-7alpha-rocwmma-improved-hblt0	rocm6_4_4	rocm6_4_4-hblt0	rocm6_4_4-rocwmma	rocm6_4_4-rocwmma-hblt0	rocm7.1.1	rocm7.1.1-hblt0	rocm7.1.1-rocwmma	rocm7.1.1-rocwmma-hblt0	rocm7_1	rocm7_1-hblt0	rocm7_1-rocwmma	rocm7_1-rocwmma-hblt0	rocm7_rc	rocm7_rc-hblt0	rocm7_rc-rocwmma	rocm7_rc-rocwmma-hblt0	vulkan_amdvlk	vulkan_radv
gemma-3-12b-it-UD-Q8_K_XL Q8_K_XL · 11.8B	rocm6_4_4-hblt0	429.89 ± 0.35	430.69 ± 0.83	421.94 ± 0.25	424.57 ± 0.40	—	—	913.75 ± 0.60	919.42 ± 0.44	897.73 ± 0.63	904.28 ± 1.51	910.34 ± 0.61	917.22 ± 0.99	886.59 ± 0.64	890.97 ± 0.75	—	—	—	—	913.03 ± 1.04	917.06 ± 0.24	882.81 ± 0.63	891.69 ± 0.16	690.02 ± 1.72	549.78 ± 1.79
gemma-3-27b-it-BF16 BF16 · 27.0B	rocm6_4_4-hblt0	477.16 ± 1.86	527.33 ± 1.41	468.46 ± 1.81	522.97 ± 0.37	—	—	472.62 ± 0.27	530.96 ± 0.63	468.30 ± 0.54	525.67 ± 0.68	466.55 ± 0.52	526.17 ± 0.74	463.74 ± 0.73	522.71 ± 0.55	—	—	—	—	474.02 ± 0.22	506.00 ± 0.53	462.78 ± 0.04	499.88 ± 0.71	—	107.99 ± 1.50
gemma-3-4b-it-Q3_K_S Q3_K_S · 3.9B	rocm6_4_4-rocwmmarocm6_4_4-rocwmma-hblt0	2759.74 ± 13.26	2748.02 ± 15.88	2767.54 ± 1.34	2762.69 ± 4.25	—	—	2868.25 ± 16.39	2874.90 ± 17.97	2907.52 ± 4.15	2902.86 ± 2.84	2853.13 ± 21.11	2846.23 ± 16.40	2812.03 ± 15.70	2820.50 ± 10.20	—	—	—	—	2888.98 ± 3.97	2874.43 ± 2.44	2843.92 ± 0.49	2841.34 ± 6.05	1798.72 ± 4.50	1633.15 ± 4.31
GLM-4.5-Air-UD-Q4_K_XL Q4_K_XL · 110.5B	rocm6_4_4-hblt0	250.33 ± 0.67	250.13 ± 0.62	247.81 ± 0.75	246.64 ± 0.87	—	—	333.45 ± 1.70	336.20 ± 2.04	330.74 ± 2.03	330.13 ± 0.85	330.90 ± 1.42	329.23 ± 1.32	323.36 ± 0.16	323.91 ± 1.10	—	—	—	—	330.87 ± 0.79	330.19 ± 0.73	323.77 ± 1.72	323.19 ± 0.84	228.89 ± 0.52	243.57 ± 0.43
GLM-4.5-Air-UD-Q6_K_XL Q6_K_XL · 110.5B	vulkan_amdvlk	195.45 ± 0.65	195.71 ± 0.70	194.43 ± 0.27	195.23 ± 0.26	—	—	277.38 ± 0.34	277.33 ± 0.75	275.04 ± 0.75	272.75 ± 1.25	257.70 ± 0.50	259.40 ± 0.46	254.32 ± 0.84	253.04 ± 1.12	—	—	—	—	258.89 ± 0.25	—	254.22 ± 1.28	253.25 ± 1.33	279.25 ± 0.28	244.36 ± 0.45
GLM-4.6-UD-Q4_K_XLRPC · dual server Q4_K_XL · 356.8B	rocm-7alpha-rocwmma-hblt0	31.42 ± 0.09	—	30.17 ± 0.09	66.33 ± 0.03	36.76 ± 0.06	61.63 ± 0.11	50.78 ± 0.06	66.04 ± 0.17	50.19 ± 0.10	64.83 ± 0.23	—	—	—	—	42.96 ± 0.13	65.83 ± 0.13	45.01 ± 0.11	62.70 ± 0.13	36.22 ± 0.08	63.17 ± 0.13	30.12 ± 0.09	63.23 ± 0.18	—	—
gpt-oss-120b-mxfp4 MXFP4 · 116.8B	vulkan_amdvlk	274.29 ± 0.47	274.47 ± 1.46	274.17 ± 2.38	276.82 ± 4.42	—	—	654.41 ± 2.17	658.64 ± 9.76	657.63 ± 7.64	649.55 ± 10.69	639.37 ± 5.37	646.49 ± 8.17	637.48 ± 24.73	653.60 ± 10.65	—	—	—	—	637.84 ± 10.76	642.63 ± 7.27	645.91 ± 13.82	653.08 ± 2.58	792.77 ± 0.78	543.66 ± 0.88
gpt-oss-20b-mxfp4 MXFP4 · 20.9B	vulkan_amdvlk	788.07 ± 19.38	777.22 ± 12.74	791.20 ± 5.92	795.34 ± 8.45	—	—	1710.01 ± 23.22	1726.91 ± 4.81	1752.24 ± 12.09	1717.36 ± 12.37	1670.49 ± 30.36	1661.92 ± 6.16	1710.28 ± 7.42	1695.75 ± 25.43	—	—	—	—	1668.78 ± 30.58	1674.84 ± 21.95	1692.63 ± 8.33	1721.79 ± 15.21	1965.23 ± 21.66	1395.08 ± 16.05
llama-2-7b.Q4_0 Q4_0 · 6.7B	rocm-7alpharocm-7alpha-hblt0	1572.74 ± 2.60	1572.88 ± 2.44	1556.97 ± 0.78	1561.25 ± 2.77	—	—	1539.28 ± 0.84	1538.89 ± 3.35	1525.39 ± 0.85	1524.22 ± 2.19	1526.32 ± 2.10	1530.07 ± 0.42	1492.67 ± 1.40	1495.58 ± 2.18	—	—	—	—	1529.76 ± 1.36	1530.14 ± 1.62	1493.41 ± 1.54	1494.79 ± 2.85	1494.56 ± 4.36	1135.49 ± 4.16
Llama-3.3-70B-Instruct-UD-Q8_K_XL Q8_K_XL · 70.5B	rocm7.1.1	65.85 ± 0.01	65.38 ± 0.05	65.74 ± 0.01	65.41 ± 0.02	—	—	145.01 ± 0.05	146.28 ± 0.12	145.84 ± 0.07	144.36 ± 0.18	147.07 ± 0.01	145.12 ± 0.04	146.01 ± 0.05	143.94 ± 0.16	—	—	—	—	145.96 ± 0.08	145.24 ± 0.16	145.84 ± 0.08	143.47 ± 0.06	100.73 ± 0.26	88.29 ± 0.76
MiniMax-M2-UD-Q6_K_XLRPC · dual server Q6_K_XL · 228.7B	rocm6_4_4rocm6_4_4-rocwmmarocm7_1rocm7_1-rocwmmarocm7_rcrocm7_rc-rocwmma	146.21 ± 2.31	144.59 ± 0.50	145.60 ± 1.03	143.05 ± 1.08	144.47 ± 1.03	142.82 ± 0.78	174.45 ± 1.01	171.93 ± 1.16	174.52 ± 1.29	172.03 ± 0.73	—	—	—	—	173.90 ± 0.67	172.01 ± 0.91	173.53 ± 1.57	170.89 ± 0.37	173.98 ± 1.06	171.34 ± 0.97	174.42 ± 0.52	170.42 ± 0.65	—	—
Ministral-3-14B-Instruct-2512-BF16 BF16 · 13.5B	rocm6_4_4-hblt0	799.32 ± 2.30	804.49 ± 4.05	788.05 ± 2.61	787.49 ± 3.69	—	—	802.78 ± 0.92	810.15 ± 2.26	792.57 ± 2.08	794.96 ± 3.40	797.09 ± 3.94	800.44 ± 2.67	781.49 ± 1.79	795.45 ± 1.95	—	—	—	—	803.93 ± 1.68	767.62 ± 3.68	794.13 ± 2.11	757.71 ± 0.34	228.96 ± 0.25	198.30 ± 1.06
Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL Q8_K_XL · 31.6B	vulkan_amdvlk	573.96 ± 1.31	568.52 ± 6.46	575.90 ± 0.60	566.25 ± 5.65	—	—	1111.90 ± 4.65	1074.40 ± 7.61	1111.52 ± 3.84	1075.82 ± 2.72	1119.24 ± 8.14	1086.57 ± 5.04	1110.04 ± 2.67	1073.92 ± 6.88	—	—	—	—	1110.36 ± 6.45	1074.73 ± 4.78	1100.11 ± 6.03	1066.41 ± 6.56	1224.54 ± 7.71	940.69 ± 5.60
Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL Q3_K_XL · 235.1B	rocm6_4_4	194.82 ± 1.18	196.80 ± 1.26	195.33 ± 3.19	195.28 ± 1.09	—	—	205.39 ± 1.95	201.21 ± 1.57	198.21 ± 1.42	202.49 ± 1.92	199.48 ± 2.40	—	197.07 ± 0.88	195.14 ± 1.06	—	—	—	—	201.37 ± 1.76	199.51 ± 1.70	197.33 ± 0.72	199.34 ± 1.19	145.16 ± 0.17	131.53 ± 1.13
Qwen3-30B-A3B-BF16 BF16 · 30.5B	rocm6_4_4rocm6_4_4-rocwmma-hblt0	491.95 ± 0.75	492.47 ± 3.40	489.10 ± 3.76	491.47 ± 1.44	—	—	576.13 ± 3.25	—	567.78 ± 2.40	575.99 ± 6.42	468.47 ± 2.10	470.04 ± 3.69	460.49 ± 1.91	467.86 ± 1.23	—	—	—	—	466.61 ± 1.68	473.68 ± 1.69	461.77 ± 2.14	463.39 ± 4.60	194.36 ± 0.12	167.29 ± 0.18
Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL Q6_K_XL · 30.5B	vulkan_amdvlk	887.98 ± 2.33	897.81 ± 13.27	883.95 ± 6.89	888.32 ± 6.59	—	—	1065.87 ± 15.74	1056.16 ± 8.88	1045.84 ± 8.87	1046.62 ± 8.31	992.39 ± 4.30	984.99 ± 7.73	961.79 ± 10.60	964.88 ± 9.02	—	—	—	—	986.79 ± 6.92	984.07 ± 5.87	966.17 ± 7.59	960.50 ± 8.25	1129.76 ± 4.79	905.18 ± 4.26
Qwen3-Coder-30B-A3B-Instruct-Q4_K_M Q4_K_M · 30.5B	rocm6_4_4rocm6_4_4-hblt0	1185.88 ± 9.66	1189.90 ± 9.82	1189.07 ± 7.02	1185.59 ± 10.60	—	—	1225.68 ± 19.07	1231.06 ± 2.02	1201.14 ± 12.83	1208.02 ± 13.07	1183.05 ± 9.42	1195.38 ± 5.88	1172.29 ± 9.77	1169.43 ± 4.95	—	—	—	—	1194.63 ± 7.87	1202.35 ± 10.49	1166.57 ± 8.22	1167.10 ± 5.32	825.86 ± 2.68	864.66 ± 2.72
Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL Q8_K_XL · 79.7B	rocm6_4_4-rocwmma-hblt0rocm7.1.1-rocwmma-hblt0rocm7_rc-rocwmma-hblt0	346.29 ± 1.98	360.22 ± 1.39	345.64 ± 0.84	356.53 ± 3.90	—	—	576.31 ± 0.99	590.68 ± 0.83	573.57 ± 2.61	595.88 ± 2.98	568.38 ± 2.63	587.50 ± 6.59	571.05 ± 4.21	594.40 ± 3.02	—	—	—	—	570.28 ± 3.77	588.80 ± 0.73	567.13 ± 2.43	594.63 ± 11.03	406.08 ± 1.14	326.83 ± 0.94

TG128 — tokens/second

Model	Winner	rocm-7alpha	rocm-7alpha-hblt0	rocm-7alpha-rocwmma	rocm-7alpha-rocwmma-hblt0	rocm-7alpha-rocwmma-improved	rocm-7alpha-rocwmma-improved-hblt0	rocm6_4_4	rocm6_4_4-hblt0	rocm6_4_4-rocwmma	rocm6_4_4-rocwmma-hblt0	rocm7.1.1	rocm7.1.1-hblt0	rocm7.1.1-rocwmma	rocm7.1.1-rocwmma-hblt0	rocm7_1	rocm7_1-hblt0	rocm7_1-rocwmma	rocm7_1-rocwmma-hblt0	rocm7_rc	rocm7_rc-hblt0	rocm7_rc-rocwmma	rocm7_rc-rocwmma-hblt0	vulkan_amdvlk	vulkan_radv
gemma-3-12b-it-UD-Q8_K_XL Q8_K_XL · 11.8B	vulkan_amdvlk	14.26 ± 0.00	14.25 ± 0.00	14.17 ± 0.00	14.17 ± 0.00	—	—	14.21 ± 0.00	14.19 ± 0.00	14.14 ± 0.00	14.15 ± 0.00	14.26 ± 0.00	14.28 ± 0.00	14.17 ± 0.00	14.17 ± 0.00	—	—	—	—	14.26 ± 0.00	14.27 ± 0.00	14.16 ± 0.00	14.16 ± 0.00	14.56 ± 0.00	13.95 ± 0.00
gemma-3-27b-it-BF16 BF16 · 27.0B	rocm-7alpharocm-7alpha-hblt0rocm-7alpha-rocwmmarocm-7alpha-rocwmma-hblt0rocm6_4_4rocm6_4_4-hblt0rocm6_4_4-rocwmmarocm6_4_4-rocwmma-hblt0rocm7.1.1rocm7.1.1-hblt0rocm7.1.1-rocwmmarocm7.1.1-rocwmma-hblt0rocm7_rcrocm7_rc-hblt0rocm7_rc-rocwmmarocm7_rc-rocwmma-hblt0vulkan_radv	4.02 ± 0.00	4.01 ± 0.00	4.01 ± 0.00	4.01 ± 0.00	—	—	4.00 ± 0.00	4.00 ± 0.00	4.00 ± 0.00	4.00 ± 0.00	4.03 ± 0.00	4.03 ± 0.00	4.03 ± 0.00	4.03 ± 0.00	—	—	—	—	4.03 ± 0.00	4.04 ± 0.00	4.04 ± 0.00	4.04 ± 0.00	—	3.93 ± 0.00
gemma-3-4b-it-Q3_K_S Q3_K_S · 3.9B	vulkan_amdvlk	84.86 ± 0.03	84.54 ± 0.01	81.17 ± 0.03	81.08 ± 0.02	—	—	80.93 ± 0.03	81.07 ± 0.02	78.61 ± 0.04	78.68 ± 0.01	81.93 ± 0.02	81.96 ± 0.01	78.66 ± 0.02	78.66 ± 0.03	—	—	—	—	81.99 ± 0.03	81.99 ± 0.03	78.68 ± 0.01	78.55 ± 0.01	90.73 ± 0.09	85.91 ± 0.19
GLM-4.5-Air-UD-Q4_K_XL Q4_K_XL · 110.5B	vulkan_amdvlkvulkan_radv	22.70 ± 0.00	22.71 ± 0.00	22.45 ± 0.27	22.63 ± 0.00	—	—	21.33 ± 0.00	21.77 ± 0.00	21.74 ± 0.00	21.73 ± 0.01	21.83 ± 0.00	21.83 ± 0.00	21.68 ± 0.00	21.68 ± 0.00	—	—	—	—	21.59 ± 0.00	21.82 ± 0.00	21.70 ± 0.00	21.69 ± 0.01	24.48 ± 0.01	24.54 ± 0.00
GLM-4.5-Air-UD-Q6_K_XL Q6_K_XL · 110.5B	vulkan_amdvlkvulkan_radv	16.50 ± 0.31	16.69 ± 0.00	16.65 ± 0.00	16.64 ± 0.00	—	—	16.52 ± 0.00	16.62 ± 0.00	16.57 ± 0.00	16.56 ± 0.00	16.59 ± 0.00	16.61 ± 0.00	16.51 ± 0.00	16.50 ± 0.00	—	—	—	—	16.54 ± 0.00	—	16.50 ± 0.00	16.53 ± 0.00	17.61 ± 0.01	17.73 ± 0.01
GLM-4.6-UD-Q4_K_XLRPC · dual server Q4_K_XL · 356.8B	rocm-7alpharocm-7alpha-rocwmmarocm-7alpha-rocwmma-hblt0rocm-7alpha-rocwmma-improvedrocm-7alpha-rocwmma-improved-hblt0	9.08 ± 0.01	—	9.05 ± 0.01	9.04 ± 0.01	8.93 ± 0.01	8.92 ± 0.01	8.72 ± 0.00	8.73 ± 0.01	8.73 ± 0.01	8.69 ± 0.01	—	—	—	—	8.73 ± 0.01	8.72 ± 0.02	8.73 ± 0.01	8.71 ± 0.01	8.71 ± 0.01	8.72 ± 0.01	8.72 ± 0.01	8.70 ± 0.01	—	—
gpt-oss-120b-mxfp4 MXFP4 · 116.8B	vulkan_radv	52.18 ± 0.00	52.23 ± 0.01	51.85 ± 0.00	51.95 ± 0.01	—	—	51.37 ± 0.00	51.93 ± 0.00	51.65 ± 0.00	51.68 ± 0.00	51.13 ± 0.00	51.16 ± 0.01	51.66 ± 0.01	51.79 ± 0.00	—	—	—	—	51.22 ± 0.01	51.17 ± 0.01	51.67 ± 0.01	51.78 ± 0.01	52.34 ± 0.02	56.37 ± 0.04
gpt-oss-20b-mxfp4 MXFP4 · 20.9B	vulkan_radv	73.65 ± 0.01	73.68 ± 0.00	73.24 ± 0.01	73.28 ± 0.01	—	—	73.48 ± 0.00	73.44 ± 0.00	72.82 ± 0.01	72.94 ± 0.00	72.45 ± 0.00	72.41 ± 0.02	73.12 ± 0.01	73.15 ± 0.01	—	—	—	—	72.33 ± 0.00	72.29 ± 0.00	73.09 ± 0.01	73.01 ± 0.00	75.24 ± 0.04	79.60 ± 0.03
llama-2-7b.Q4_0 Q4_0 · 6.7B	vulkan_amdvlk	50.65 ± 0.02	50.64 ± 0.02	50.65 ± 0.02	50.59 ± 0.02	—	—	51.02 ± 0.00	51.07 ± 0.02	51.05 ± 0.02	51.02 ± 0.02	50.96 ± 0.03	51.01 ± 0.01	50.89 ± 0.01	50.97 ± 0.01	—	—	—	—	50.85 ± 0.00	50.88 ± 0.01	50.90 ± 0.02	50.91 ± 0.01	56.03 ± 0.06	55.73 ± 0.02
Llama-3.3-70B-Instruct-UD-Q8_K_XL Q8_K_XL · 70.5B	rocm-7alpharocm-7alpha-hblt0rocm-7alpha-rocwmmarocm-7alpha-rocwmma-hblt0rocm6_4_4rocm6_4_4-hblt0rocm6_4_4-rocwmmarocm6_4_4-rocwmma-hblt0rocm7.1.1rocm7.1.1-hblt0rocm7.1.1-rocwmmarocm7.1.1-rocwmma-hblt0rocm7_rcrocm7_rc-hblt0rocm7_rc-rocwmmarocm7_rc-rocwmma-hblt0vulkan_amdvlkvulkan_radv	2.79 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	—	—	2.77 ± 0.00	2.78 ± 0.00	2.78 ± 0.00	2.78 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	—	—	—	—	2.78 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	2.79 ± 0.00	2.80 ± 0.00	2.77 ± 0.00
MiniMax-M2-UD-Q6_K_XLRPC · dual server Q6_K_XL · 228.7B	rocm-7alpharocm-7alpha-hblt0rocm-7alpha-rocwmmarocm-7alpha-rocwmma-hblt0rocm-7alpha-rocwmma-improvedrocm-7alpha-rocwmma-improved-hblt0rocm6_4_4rocm6_4_4-hblt0rocm6_4_4-rocwmmarocm6_4_4-rocwmma-hblt0rocm7_1rocm7_1-hblt0rocm7_1-rocwmmarocm7_1-rocwmma-hblt0rocm7_rcrocm7_rc-hblt0rocm7_rc-rocwmmarocm7_rc-rocwmma-hblt0	18.05 ± 0.10	18.01 ± 0.03	17.94 ± 0.02	18.00 ± 0.05	17.86 ± 0.03	17.85 ± 0.08	18.02 ± 0.03	18.06 ± 0.03	17.94 ± 0.07	18.02 ± 0.02	—	—	—	—	17.95 ± 0.03	17.95 ± 0.04	17.92 ± 0.05	17.89 ± 0.08	17.94 ± 0.03	17.97 ± 0.01	17.87 ± 0.12	17.88 ± 0.06	—	—
Ministral-3-14B-Instruct-2512-BF16 BF16 · 13.5B	rocm-7alpharocm-7alpha-hblt0rocm-7alpha-rocwmmarocm-7alpha-rocwmma-hblt0rocm6_4_4rocm6_4_4-hblt0rocm6_4_4-rocwmmarocm6_4_4-rocwmma-hblt0rocm7.1.1rocm7.1.1-hblt0rocm7.1.1-rocwmmarocm7.1.1-rocwmma-hblt0rocm7_rcrocm7_rc-hblt0rocm7_rc-rocwmmarocm7_rc-rocwmma-hblt0	8.49 ± 0.00	8.49 ± 0.00	8.48 ± 0.00	8.48 ± 0.00	—	—	8.49 ± 0.00	8.49 ± 0.00	8.47 ± 0.00	8.47 ± 0.00	8.50 ± 0.00	8.50 ± 0.00	8.49 ± 0.00	8.49 ± 0.00	—	—	—	—	8.50 ± 0.00	8.50 ± 0.00	8.49 ± 0.00	8.49 ± 0.00	8.20 ± 0.00	7.57 ± 0.00
Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL Q8_K_XL · 31.6B	vulkan_amdvlk	41.73 ± 0.00	41.75 ± 0.00	41.67 ± 0.00	41.75 ± 0.01	—	—	41.13 ± 0.01	41.17 ± 0.01	41.23 ± 0.00	41.19 ± 0.01	41.47 ± 0.00	41.44 ± 0.03	41.43 ± 0.01	41.52 ± 0.00	—	—	—	—	41.23 ± 0.01	41.51 ± 0.00	41.51 ± 0.01	41.45 ± 0.00	46.56 ± 0.01	45.38 ± 0.03
Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL Q3_K_XL · 235.1B	vulkan_radv	16.06 ± 0.00	16.01 ± 0.07	16.05 ± 0.01	16.09 ± 0.00	—	—	14.83 ± 0.00	14.97 ± 0.00	15.09 ± 0.02	15.09 ± 0.01	14.91 ± 0.14	—	15.09 ± 0.01	15.08 ± 0.05	—	—	—	—	14.91 ± 0.01	14.98 ± 0.03	15.13 ± 0.00	15.09 ± 0.06	17.77 ± 0.02	18.08 ± 0.02
Qwen3-30B-A3B-BF16 BF16 · 30.5B	rocm-7alpharocm-7alpha-hblt0rocm-7alpha-rocwmmarocm-7alpha-rocwmma-hblt0rocm6_4_4-rocwmmarocm6_4_4-rocwmma-hblt0rocm7.1.1rocm7.1.1-hblt0rocm7.1.1-rocwmmarocm7.1.1-rocwmma-hblt0rocm7_rcrocm7_rc-hblt0rocm7_rc-rocwmmarocm7_rc-rocwmma-hblt0	27.10 ± 0.00	27.15 ± 0.01	27.10 ± 0.01	27.14 ± 0.00	—	—	26.13 ± 0.01	—	26.92 ± 0.01	26.90 ± 0.00	27.08 ± 0.00	27.02 ± 0.00	27.12 ± 0.01	27.11 ± 0.00	—	—	—	—	27.11 ± 0.00	27.11 ± 0.00	27.10 ± 0.00	27.15 ± 0.00	9.96 ± 0.01	9.36 ± 0.01
Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL Q6_K_XL · 30.5B	vulkan_radv	58.53 ± 0.00	58.56 ± 0.01	58.73 ± 0.01	58.55 ± 0.00	—	—	57.71 ± 0.02	57.68 ± 0.01	58.04 ± 0.01	57.78 ± 0.01	57.48 ± 0.01	57.39 ± 0.02	57.69 ± 0.02	57.78 ± 0.01	—	—	—	—	57.42 ± 0.01	57.52 ± 0.01	57.85 ± 0.01	57.91 ± 0.02	62.27 ± 0.01	66.46 ± 0.05
Qwen3-Coder-30B-A3B-Instruct-Q4_K_M Q4_K_M · 30.5B	vulkan_radv	71.64 ± 0.01	71.61 ± 0.01	71.58 ± 0.00	71.65 ± 0.02	—	—	69.13 ± 0.02	69.08 ± 0.01	68.92 ± 0.03	68.87 ± 0.03	69.17 ± 0.01	69.06 ± 0.01	69.19 ± 0.02	69.31 ± 0.03	—	—	—	—	68.98 ± 0.03	68.96 ± 0.02	69.37 ± 0.05	69.33 ± 0.03	80.94 ± 0.04	83.07 ± 0.04
Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL Q8_K_XL · 79.7B	vulkan_amdvlk	26.92 ± 0.01	27.35 ± 0.01	26.88 ± 0.01	27.26 ± 0.01	—	—	25.64 ± 0.00	26.38 ± 0.01	25.89 ± 0.00	26.34 ± 0.01	26.50 ± 0.02	26.81 ± 0.00	26.45 ± 0.03	26.73 ± 0.01	—	—	—	—	26.05 ± 0.01	26.79 ± 0.00	26.44 ± 0.01	26.76 ± 0.01	33.67 ± 0.02	30.18 ± 0.02