Datasets:

KinGeorge
/

Dr.Sparse-RL-train-562

messages listlengths 2 2	matrix_path stringlengths 36 69	op_type stringclasses 1 value	level stringclasses 3 values	matrix_name stringlengths 5 39	num_rows int64 302 1M	num_cols int64 1 1.11M	nnz int64 358 16.2M
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Arenas_email.bin	spgemm	level1_small	Arenas_email	1,133	1,133	10,902
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Bai_rbsb480.bin	spgemm	level1_small	Bai_rbsb480	480	480	17,088
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Boeing_msc00726.bin	spgemm	level1_small	Boeing_msc00726	726	726	34,518
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Boeing_nasa1824.bin	spgemm	level1_small	Boeing_nasa1824	1,824	1,824	39,208
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Boeing_nasa2910.bin	spgemm	level1_small	Boeing_nasa2910	2,910	2,910	174,296
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/CPM_cz1268.bin	spgemm	level1_small	CPM_cz1268	1,268	1,268	12,786
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/DRIVCAV_cavity05.bin	spgemm	level1_small	DRIVCAV_cavity05	1,182	1,182	32,747
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/DRIVCAV_cavity10.bin	spgemm	level1_small	DRIVCAV_cavity10	2,597	2,597	76,367
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/DRIVCAV_cavity14.bin	spgemm	level1_small	DRIVCAV_cavity14	2,597	2,597	76,367
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/DRIVCAV_cavity15.bin	spgemm	level1_small	DRIVCAV_cavity15	2,597	2,597	76,367
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Dattorro_EternityII_A.bin	spgemm	level1_small	Dattorro_EternityII_A	7,362	1	358
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Dattorro_EternityII_Etilde.bin	spgemm	level1_small	Dattorro_EternityII_Etilde	10,054	1	512
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/FIDAP_ex20.bin	spgemm	level1_small	FIDAP_ex20	2,203	2,203	69,981
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/FIDAP_ex23.bin	spgemm	level1_small	FIDAP_ex23	1,409	1,409	43,703
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/FIDAP_ex24.bin	spgemm	level1_small	FIDAP_ex24	2,283	2,283	48,737
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/FIDAP_ex36.bin	spgemm	level1_small	FIDAP_ex36	3,079	3,079	53,843
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/FIDAP_ex4.bin	spgemm	level1_small	FIDAP_ex4	1,601	1,601	32,299
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/FIDAP_ex7.bin	spgemm	level1_small	FIDAP_ex7	1,633	1,633	54,543
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Goodwin_Goodwin_010.bin	spgemm	level1_small	Goodwin_Goodwin_010	1,182	1,182	32,282
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Grund_bayer08.bin	spgemm	level1_small	Grund_bayer08	3,008	3,008	27,576
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Grund_bayer09.bin	spgemm	level1_small	Grund_bayer09	3,083	3,083	21,216
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Grund_meg1.bin	spgemm	level1_small	Grund_meg1	2,904	2,904	58,142
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Gset_G29.bin	spgemm	level1_small	Gset_G29	2,000	2,000	39,980
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Gset_G39.bin	spgemm	level1_small	Gset_G39	2,000	2,000	23,556
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Gset_G5.bin	spgemm	level1_small	Gset_G5	800	800	38,352
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Gset_G54.bin	spgemm	level1_small	Gset_G54	1,000	1,000	11,832
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_bcsstk12.bin	spgemm	level1_small	HB_bcsstk12	1,473	1,473	34,241
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_bcsstk13.bin	spgemm	level1_small	HB_bcsstk13	2,003	2,003	83,883
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_bcsstm10.bin	spgemm	level1_small	HB_bcsstm10	1,086	1,086	22,092
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_bcsstm13.bin	spgemm	level1_small	HB_bcsstm13	2,003	2,003	21,943
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_cegb2802.bin	spgemm	level1_small	HB_cegb2802	2,802	2,802	277,362
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_lock2232.bin	spgemm	level1_small	HB_lock2232	2,232	2,232	80,352
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_lshp1561.bin	spgemm	level1_small	HB_lshp1561	1,561	1,561	10,681
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_mbeause.bin	spgemm	level1_small	HB_mbeause	496	496	41,063
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_orani678.bin	spgemm	level1_small	HB_orani678	2,529	2,529	90,158
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_psmigr_1.bin	spgemm	level1_small	HB_psmigr_1	3,140	3,140	543,162
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_psmigr_2.bin	spgemm	level1_small	HB_psmigr_2	3,140	3,140	540,022
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/HB_psmigr_3.bin	spgemm	level1_small	HB_psmigr_3	3,140	3,140	543,162
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_CAG_CAG_mat1916.bin	spgemm	level1_small	JGD_CAG_CAG_mat1916	1,916	1,916	195,985
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_CAG_CAG_mat364.bin	spgemm	level1_small	JGD_CAG_CAG_mat364	364	364	13,585
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Forest_TF14.bin	spgemm	level1_small	JGD_Forest_TF14	2,644	3,160	29,862
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Groebner_HFE18_96_in.bin	spgemm	level1_small	JGD_Groebner_HFE18_96_in	2,372	4,096	933,343
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Groebner_f855_mat9.bin	spgemm	level1_small	JGD_Groebner_f855_mat9	2,456	2,511	171,214
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Groebner_f855_mat9_I.bin	spgemm	level1_small	JGD_Groebner_f855_mat9_I	2,456	2,511	171,214
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Groebner_robot24c1_mat5_J.bin	spgemm	level1_small	JGD_Groebner_robot24c1_mat5_J	302	404	15,118
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Kocay_Trec13.bin	spgemm	level1_small	JGD_Kocay_Trec13	1,301	6,561	654,517
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_SL6_D_7.bin	spgemm	level1_small	JGD_SL6_D_7	1,270	971	12,714
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_SPG_EX3.bin	spgemm	level1_small	JGD_SPG_EX3	2,600	2,600	71,760
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Taha_abtaha1.bin	spgemm	level1_small	JGD_Taha_abtaha1	14,596	209	51,307
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Trefethen_Trefethen_2000.bin	spgemm	level1_small	JGD_Trefethen_Trefethen_2000	2,000	2,000	41,906
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/JGD_Trefethen_Trefethen_700.bin	spgemm	level1_small	JGD_Trefethen_Trefethen_700	700	700	12,654
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/LeGresley_LeGresley_2508.bin	spgemm	level1_small	LeGresley_LeGresley_2508	2,508	2,508	16,727
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/ML_Graph_YaleB_10NN.bin	spgemm	level1_small	ML_Graph_YaleB_10NN	2,414	2,414	34,808
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/ML_Graph_dataset20mfeatpixel_10NN.bin	spgemm	level1_small	ML_Graph_dataset20mfeatpixel_10NN	2,000	2,000	27,932
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/ML_Graph_yeast_30NN.bin	spgemm	level1_small	ML_Graph_yeast_30NN	1,484	1,484	62,350
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Mallya_lhr02.bin	spgemm	level1_small	Mallya_lhr02	2,954	2,954	37,206
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/MathWorks_TS.bin	spgemm	level1_small	MathWorks_TS	2,142	2,142	45,262
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/MathWorks_tomography.bin	spgemm	level1_small	MathWorks_tomography	500	500	28,726
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Meszaros_aa5.bin	spgemm	level1_small	Meszaros_aa5	801	8,308	65,953
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Moqri_MISKnowledgeMap.bin	spgemm	level1_small	Moqri_MISKnowledgeMap	2,427	2,427	57,022
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Morandini_rotor2.bin	spgemm	level1_small	Morandini_rotor2	791	791	10,685
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Mycielski_mycielskian11.bin	spgemm	level1_small	Mycielski_mycielskian11	1,535	1,535	134,710
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Mycielski_mycielskian12.bin	spgemm	level1_small	Mycielski_mycielskian12	3,071	3,071	407,200
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Mycielski_mycielskian9.bin	spgemm	level1_small	Mycielski_mycielskian9	383	383	14,542
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Negre_dendrimer.bin	spgemm	level1_small	Negre_dendrimer	730	730	63,024
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Newman_polblogs.bin	spgemm	level1_small	Newman_polblogs	1,490	1,490	19,025
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Norris_heart2.bin	spgemm	level1_small	Norris_heart2	2,339	2,339	682,797
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Norris_heart3.bin	spgemm	level1_small	Norris_heart3	2,339	2,339	682,797
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Oberwolfach_piston.bin	spgemm	level1_small	Oberwolfach_piston	2,025	2,025	100,015
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Oberwolfach_spiral.bin	spgemm	level1_small	Oberwolfach_spiral	1,434	1,434	18,228
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/QCD_conf5_0-4x4-26.bin	spgemm	level1_small	QCD_conf5_0-4x4-26	3,072	3,072	119,808
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/SNAP_CollegeMsg.bin	spgemm	level1_small	SNAP_CollegeMsg	1,899	1,899	20,296
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/SNAP_email-Eu-core-temporal.bin	spgemm	level1_small	SNAP_email-Eu-core-temporal	1,005	1,005	24,929
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/SNAP_email-Eu-core.bin	spgemm	level1_small	SNAP_email-Eu-core	1,005	1,005	25,571
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Sandia_adder_dcop_03.bin	spgemm	level1_small	Sandia_adder_dcop_03	1,813	1,813	11,148
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Sandia_adder_dcop_18.bin	spgemm	level1_small	Sandia_adder_dcop_18	1,813	1,813	11,246
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Sandia_adder_dcop_31.bin	spgemm	level1_small	Sandia_adder_dcop_31	1,813	1,813	11,246
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Sandia_adder_dcop_37.bin	spgemm	level1_small	Sandia_adder_dcop_37	1,813	1,813	11,246
[ { "role": "system", "content": "You are an expert CUDA programmer specializing in sparse matrix kernels for NVIDIA GPUs (B200, Blackwell, sm_100). Write compact, correct, fast kernels. Respond with exactly one ```cuda code fence containing the complete contents of kernel.cu. The code must include any necess...	level_sparse/level1_small/Sandia_adder_dcop_64.bin	spgemm	level1_small	Sandia_adder_dcop_64	1,813	1,813	11,246

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Dr.Sparse SpGEMM training pool (562 matrices)

The complete RL / selector training pool of Dr.Sparse (branch v2): 562 SuiteSparse matrices in the harness .bin layout (int32 rows, cols, nnz; int32 row_ptr; int32 col_ind; float32 values; float32 x), laid out as level1_small/ (91), level2_medium/ (273), level3_large/ (198); the huge tier is deliberately left out of training and evaluation. Every matrix has a cuSPARSE SpGEMM reference (C = AA, or AA^T when rectangular) on an H200; the 27 that do not are listed in spgemm_excluded.txt and are not included. None of the OTF-81 test matrices (level_sparse/otf_test_set.csv in the repo) is included. train.jsonl is the per-matrix prompt file the RL launcher reads; manifest.csv lists rows, cols, nnz and level.

python level_sparse/extend_pool.py --hf-download KinGeorge/Dr.Sparse-RL-train-562 --out /big/disk/train562 --link-into level_sparse

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