Datasets:

NYUGPUClass
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GEMM_dataset

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train · 12.5k rows

gpu_name stringclasses 4 values	device_id int64 0 0	cc_major int64 5 8	cc_minor int64 0 9	sm_count int64 24 80	l2_size_bytes int64 3.15M 37.7M	shared_mem_per_sm int64 65.5k 102k	total_global_mem int64 11.3B 12.8B	mem_bandwidth_GBps_est float64 336 653	peak_flops_fp32_GFLOPs_est float64 8.96k 35.4k	driver_version int64 13k 13k	cuda_runtime_version int64 12k 12k	max_threads_per_sm int64 1.02k 2.05k	max_threads_per_block int64 1.02k 1.02k	warp_size int64 32 32	M int64 128 8.19k	N int64 128 8.19k	K int64 128 8.19k	precision stringclasses 1 value	repeats int64 10 10	inner_iters int64 100 100	algorithm stringclasses 1 value	seed int64 201M 3.54B	tile_width int64 16 16	theoretical_occupancy float64 1 1	blocks_per_sm int64 4 8	grid_x int64 8 512	grid_y int64 8 512	block_x int64 16 16	block_y int64 16 16	registers_per_thread int64 31 36	shared_mem_per_block int64 2.18k 2.18k	time_ms_mean float64 0.01 157	time_ms_median float64 0.01 157	time_ms_p95 float64 0.01 157	time_ms_stddev float64 0 20.6	gflops_mean float64 2.39 16.5k	gflops_median float64 2.39 16.5k	gflops_p95 float64 2.39 16.5k	actual_clock_mhz int64 1.24k 2.76k	actual_mem_clock_mhz int64 850 10.3k	temperature_c float64 36 84	power_watts float64 50.6 249	ops_total int64 5.3M 913B	io_bytes_theoretical int64 231k 713M	gops_over_peak_mean float64 0 0.75	arithmetic_intensity_ops_per_byte float64 23 1.28k	memory_throughput_GBps float64 0.1 221	memory_efficiency_pct float64 0.02 43.8	compute_efficiency_pct float64 0.01 75.4	peak_flops_fp32_GFLOPs_actual float64 7.61k 32.5k	compute_efficiency_actual_pct float64 0.01 98.6
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	5,261	1,556	623	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	98	329	16	16	36	2,176	2.795908	2.795919	2.79596	0.000092	3,648.153	3,648.138	3,648.085	2,730	10,251	61	97.48	10,199,900,536	49,732,428	0.103059	205.095567	17.788	3.529	10.306	32,148.48	11.348
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	258	2,226	1,365	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	140	17	16	16	36	2,176	2.330012	2.329989	2.330122	0.000203	672.898	672.905	672.866	2,745	10,251	57	62.63	1,567,860,840	15,859,872	0.019009	98.857093	6.807	1.35	1.901	32,325.12	2.082
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	6,180	2,385	3,995	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	150	387	16	16	36	2,176	12.39664	12.396995	12.397711	0.00109	9,499.913	9,499.642	9,499.093	2,730	10,251	67	150.62	117,767,007,000	195,825,900	0.268369	601.386267	15.797	3.134	26.837	32,148.48	29.55
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	7,770	3,659	128	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	229	486	16	16	36	2,176	2.611784	2.611794	2.611886	0.000101	2,786.674	2,786.663	2,786.565	2,730	10,251	60	88.58	7,278,190,080	119,573,368	0.078723	60.867986	45.782	9.083	7.872	32,148.48	8.668
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	527	1,886	417	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	118	33	16	16	36	2,176	2.26967	2.269686	2.26986	0.000149	365.221	365.218	365.19	2,745	10,251	57	57.7	828,930,948	8,000,572	0.010317	103.60896	3.525	0.699	1.032	32,325.12	1.13
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	155	3,594	6,393	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	225	10	16	16	36	2,176	2.79508	2.800671	2.805043	0.009371	2,548.298	2,543.211	2,539.247	2,745	10,251	59	90.47	7,122,697,020	98,097,708	0.071989	72.60819	35.097	6.963	7.199	32,325.12	7.883
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	7,780	1,370	5,227	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	86	487	16	16	36	2,176	12.197259	12.198134	12.19843	0.001665	9,135.249	9,134.595	9,134.372	2,730	10,251	67	148.41	111,425,004,400	233,942,600	0.258068	476.292067	19.18	3.805	25.807	32,148.48	28.416
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	810	535	562	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	34	51	16	16	36	2,176	2.258165	2.258135	2.258207	0.000125	215.7	215.703	215.696	2,745	10,251	58	57.58	487,085,400	4,756,960	0.006093	102.39426	2.107	0.418	0.609	32,325.12	0.667
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	6,644	181	467	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	12	416	16	16	36	2,176	2.300221	2.300242	2.300324	0.000087	488.299	488.294	488.277	2,745	10,251	57	60.42	1,123,194,776	17,559,356	0.013794	63.965602	7.634	1.514	1.379	32,325.12	1.511
NVIDIA GeForce RTX 4070	0	8	9	46	37,748,736	102,400	12,450,070,528	504.048	35,398.656	13,000	12,040	1,536	1,024	32	3,047	739	7,935	fp32	10	100	cuBLAS	3,535,577,876	16	1	6	47	191	16	16	36	2,176	3.892138	3.892152	3.892378	0.000176	9,181.33	9,181.296	9,180.765	2,745	10,251	63	120.87	35,735,002,710	129,174,572	0.259369	276.641154	33.189	6.584	25.937	32,325.12	28.403

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