,method,model_name,gpu_model,number_gpus,tokens_per_sample,batch_size,version,dataset_tokens_per_second,train_runtime
0,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,1.0,v2.1.0,1780.946695211834,1177.549
1,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,1.0,v2.0.0,2565.647117085959,817.3969
2,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,2.0,v2.1.0,1998.5482271341243,1049.3377
3,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,2.0,v2.0.0,2911.357329952684,720.3348
4,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,2.0,v2.1.0,1311.3665036863174,1599.2112
5,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,2.0,v2.0.0,1772.4713982560213,1183.1796
6,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,4.0,v2.1.0,2053.74185307732,1021.1371
7,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,4.0,v2.0.0,2998.7553993703787,699.3408
8,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,4.0,v2.1.0,2529.001822148205,829.241
9,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,4.0,v2.0.0,3446.5529655052496,608.4781
10,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,4.0,v2.1.0,2569.4346428291383,816.192
11,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,4.0,v2.0.0,3386.233544372268,619.317
12,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,8.0,v2.1.0,2179.4751347913384,962.228
13,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,8.0,v2.0.0,3191.395756283908,657.1269
14,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,8.0,v2.1.0,3310.957702068244,633.3974
15,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,8.0,v2.0.0,4620.107931293378,453.9184
16,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,8.0,v2.1.0,4760.782891118095,440.5057
17,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,8.0,v2.0.0,6524.851910286522,321.4099
18,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,8.0,v2.1.0,5041.244099443532,415.9989
19,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,8.0,v2.0.0,6691.02743058602,313.4275
20,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,16.0,v2.1.0,2228.455494742363,941.0787
21,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,16.0,v2.1.0,3966.1706570411257,528.7599
22,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,16.0,v2.0.0,5694.086534610722,368.3035
23,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,16.0,v2.1.0,6392.703640254349,328.054
24,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,16.0,v2.0.0,8841.486628062623,237.1945
25,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,16.0,v2.1.0,8877.589162083208,236.2299
26,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,16.0,v2.0.0,12578.170029898729,166.7295
27,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,32.0,v2.1.0,2213.3133231382653,947.517
28,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,32.0,v2.1.0,4144.052391885518,506.0631
29,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,32.0,v2.1.0,7822.05645123691,268.1075
30,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,32.0,v2.0.0,11134.949845916632,188.3396
31,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,32.0,v2.1.0,12531.615086803678,167.3489
32,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,32.0,v2.0.0,17386.68178875013,120.6183
33,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,512.0,64.0,v2.1.0,2239.5813087433667,936.4036
34,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,64.0,v2.1.0,4211.9783033565445,497.9019
35,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,64.0,v2.1.0,8183.535155823196,256.2648
36,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,64.0,v2.1.0,15500.450123506796,135.2962
37,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,64.0,v2.0.0,22041.5722058788,95.1453
38,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,512.0,128.0,v2.1.0,4294.56843022682,488.3266
39,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,512.0,128.0,v2.1.0,8432.673780105319,248.6936
40,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,512.0,128.0,v2.1.0,16328.01277494591,128.4389
41,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,1.0,v2.1.0,1954.196561245388,2146.3061
42,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,1.0,v2.0.0,2810.994871277964,1492.1066
43,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,2.0,v2.1.0,2049.1257184305696,2046.8749
44,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,2.0,v2.0.0,2948.746223379107,1422.4025
45,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,2.0,v2.1.0,2456.5451729369724,1707.3995
46,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,2.0,v2.0.0,3469.898495865834,1208.7685
47,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,4.0,v2.1.0,2114.730485689244,1983.3752
48,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,4.0,v2.0.0,3141.3440188209343,1335.1941
49,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,4.0,v2.1.0,3278.473814560793,1279.3465
50,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,4.0,v2.0.0,4612.304216708483,909.3728
51,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,4.0,v2.1.0,4660.574431390572,899.9543
52,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,4.0,v2.0.0,6508.455723984513,644.4392
53,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,8.0,v2.1.0,2177.742180452479,1925.9874
54,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,8.0,v2.1.0,3905.92342411976,1073.8316
55,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,8.0,v2.0.0,5614.037342019604,747.1101
56,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,8.0,v2.1.0,6381.884430532655,657.2203
57,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,8.0,v2.0.0,8923.669434562478,470.0201
58,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,8.0,v2.1.0,8874.17254973482,472.6417
59,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,8.0,v2.0.0,12452.84206463489,336.815
60,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,16.0,v2.1.0,2185.8892677697468,1918.809
61,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,16.0,v2.1.0,4088.0195789664513,1025.999
62,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,16.0,v2.1.0,7730.995598591712,542.5309
63,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,16.0,v2.0.0,10857.111203032937,386.3186
64,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,16.0,v2.1.0,12555.751398574605,334.0544
65,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,16.0,v2.0.0,17504.06165790762,239.6189
66,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,1024.0,32.0,v2.1.0,2246.408310229961,1867.1156
67,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,32.0,v2.1.0,4165.324587249132,1006.9573
68,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,32.0,v2.1.0,8059.267639754942,520.4324
69,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,32.0,v2.1.0,15310.115040203478,273.9564
70,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,32.0,v2.0.0,21678.82415633672,193.4747
71,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,1024.0,64.0,v2.1.0,4233.1969200223975,990.8124
72,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,64.0,v2.1.0,8300.784044650785,505.2901
73,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,64.0,v2.1.0,16066.81225601303,261.0539
74,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,1024.0,128.0,v2.1.0,8417.68098659149,498.2731
75,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,1024.0,128.0,v2.1.0,16581.678217784596,252.9481
76,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,1.0,v2.1.0,1974.799495751676,4247.8277
77,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,1.0,v2.0.0,2885.688442403281,2906.9694
78,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,2.0,v2.1.0,2067.281437059638,4057.7968
79,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,2.0,v2.0.0,2977.204598986333,2817.6122
80,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,2.0,v2.1.0,3249.8575384779765,2581.2233
81,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,2.0,v2.0.0,4499.034397419797,1864.5352
82,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,4.0,v2.1.0,2110.8962566164555,3973.9556
83,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,4.0,v2.1.0,3815.9127494833792,2198.3228
84,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,4.0,v2.0.0,5427.734034168565,1545.5083
85,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,4.0,v2.1.0,6306.950442826653,1330.0577
86,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,4.0,v2.0.0,8741.254689695446,959.6572
87,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,8.0,v2.1.0,2135.257756541801,3928.6161
88,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,8.0,v2.1.0,3984.663293280268,2105.2238
89,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,8.0,v2.1.0,7516.437431044955,1116.0351
90,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,8.0,v2.0.0,10641.505077753596,788.2915
91,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,8.0,v2.1.0,12470.591873117208,672.6712
92,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,8.0,v2.0.0,17104.517789713278,490.4323
93,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,2048.0,16.0,v2.1.0,2148.6597246354545,3904.1119
94,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,16.0,v2.1.0,4126.854686995742,2032.688
95,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,16.0,v2.1.0,7883.669975224815,1064.0486
96,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,16.0,v2.1.0,14954.922768806307,560.9262
97,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,16.0,v2.0.0,21116.78766152052,397.2483
98,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,2048.0,32.0,v2.1.0,4177.066915665813,2008.2532
99,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,32.0,v2.1.0,8080.188030880108,1038.1699
100,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,32.0,v2.1.0,15640.10527406981,536.3524
101,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,2048.0,64.0,v2.1.0,8228.087072118742,1019.5089
102,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,64.0,v2.1.0,16136.490813850754,519.8533
103,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,2048.0,128.0,v2.1.0,16405.98786889773,511.3138
104,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,4096.0,1.0,v2.1.0,1962.1306296003984,8550.5092
105,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,4096.0,1.0,v2.0.0,2856.578597764365,5873.1855
106,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,4096.0,2.0,v2.1.0,1985.5352594840576,8449.7195
107,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,4096.0,2.0,v2.1.0,3646.168395131509,4601.3278
108,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,4096.0,2.0,v2.0.0,5190.128025325098,3232.5245
109,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,4096.0,4.0,v2.1.0,2034.7893191200133,8245.1858
110,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,4096.0,4.0,v2.1.0,3784.37791375528,4433.2824
111,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,4096.0,4.0,v2.1.0,7180.871879392353,2336.3759
112,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,4096.0,4.0,v2.0.0,10165.984509631324,1650.3287
113,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,4096.0,8.0,v2.1.0,2085.806853290994,8043.5137
114,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,4096.0,8.0,v2.1.0,3841.568491969423,4367.2828
115,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,4096.0,8.0,v2.1.0,7494.872553738734,2238.4925
116,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,4096.0,8.0,v2.1.0,14256.102654173936,1176.8445
117,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,4096.0,8.0,v2.0.0,19900.880018703763,843.0389
118,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,4096.0,16.0,v2.1.0,3905.4514413984393,4295.8455
119,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,4096.0,16.0,v2.1.0,7709.323685920031,2176.2241
120,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,4096.0,16.0,v2.1.0,14944.81171311818,1122.6114
121,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,4096.0,32.0,v2.1.0,7796.659492518682,2151.8467
122,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,4096.0,32.0,v2.1.0,15365.013041822209,1091.9103
123,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,4096.0,64.0,v2.1.0,15593.548701909784,1075.9075
124,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,8192.0,1.0,v2.1.0,1831.557453076224,18320.1635
125,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,8192.0,2.0,v2.1.0,1865.8339944260133,
126,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,8192.0,2.0,v2.1.0,3454.230389485868,9714.011
127,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,1.0,8192.0,4.0,v2.1.0,1872.423194737948,17920.3249
128,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,8192.0,4.0,v2.1.0,3504.0440307946724,9575.9162
129,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,8192.0,4.0,v2.1.0,6848.05317909949,4899.8498
130,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,2.0,8192.0,8.0,v2.1.0,3582.5191714730854,9366.1556
131,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,8192.0,8.0,v2.1.0,7000.258464223484,4793.3133
132,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,8192.0,8.0,v2.1.0,13618.27967310218,2463.9259
133,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,4.0,8192.0,16.0,v2.1.0,7136.227996337631,4701.9843
134,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,8192.0,16.0,v2.1.0,14027.310471544668,2392.0788
135,lora,granite-13b-v2,NVIDIA-A100-SXM4-80GB,8.0,8192.0,32.0,v2.1.0,14251.588045809383,2354.4346