File size: 5,229 Bytes
a429473 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 |
---
license: apache-2.0
dataset_info:
- config_name: benchmark-loop_with_constant
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 848082
num_examples: 2115
- name: validation
num_bytes: 289853
num_examples: 735
download_size: 98021830
dataset_size: 1137935
- config_name: benchmark-loop_with_variable_v2
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 848082
num_examples: 2115
- name: validation
num_bytes: 292399
num_examples: 608
download_size: 98057898
dataset_size: 1140481
- config_name: benchmark-loop_with_variable_v2_no_k
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 2157459
num_examples: 5452
- name: validation
num_bytes: 242278
num_examples: 610
download_size: 97989419
dataset_size: 2399737
- config_name: github-200k
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 499610570
num_examples: 177892
- name: validation
num_bytes: 499610570
num_examples: 177892
download_size: 97669540
dataset_size: 999221140
- config_name: github-350k
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 2157459
num_examples: 5452
- name: validation
num_bytes: 29945960
num_examples: 36195
download_size: 101263343
dataset_size: 32103419
- config_name: github-400k
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 2157459
num_examples: 5452
- name: validation
num_bytes: 37244128
num_examples: 39975
download_size: 101546755
dataset_size: 39401587
- config_name: github-600k
features:
- name: code
dtype: string
- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
dtype: float64
- name: input_sizes
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 2157459
num_examples: 5452
- name: validation
num_bytes: 97565395
num_examples: 61393
download_size: 109431969
dataset_size: 99722854
configs:
- config_name: benchmark-loop_with_constant
data_files:
- split: train
path: benchmark-loop_with_constant/train-*
- split: validation
path: benchmark-loop_with_constant/validation-*
- config_name: benchmark-loop_with_variable_v2
data_files:
- split: train
path: benchmark-loop_with_variable_v2/train-*
- split: validation
path: benchmark-loop_with_variable_v2/validation-*
- config_name: benchmark-loop_with_variable_v2_no_k
data_files:
- split: train
path: benchmark-loop_with_variable_v2_no_k/train-*
- split: validation
path: benchmark-loop_with_variable_v2_no_k/validation-*
- config_name: github-200k
data_files:
- split: train
path: github-200k/train-*
- split: validation
path: github-200k/validation-*
- config_name: github-350k
data_files:
- split: train
path: github-350k/train-*
- split: validation
path: github-350k/validation-*
- config_name: github-400k
data_files:
- split: train
path: github-400k/train-*
- split: validation
path: github-400k/validation-*
- config_name: github-600k
data_files:
- split: train
path: github-600k/train-*
- split: validation
path: github-600k/validation-*
---
A collection of datasets and benchmarks for large-scale Performance Modeling with LLMs.
This collection includes these dataset:
1. **github-200K**: a first version dataset that contains ~1300 kernel's execution time with input size - global size correlation and imbalanced data.
2. **github-350k**: a continued second version dataset that fix the imbalanced data problem.
3. **github-400k**: a continued third version dataset that relax the input - global size correlation.
4. **github-600K**: a fourth version dataset that contains ~6000 kernel's execution time with input size - global size correlation and imbalanced data.
5. **benchmark-[]**: benchmarks for LLMs performance on Perfomance Modeling task. |