--- 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: benchmark-rodinia-bfs 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 - name: org_standardized num_bytes: 1457649 num_examples: 1024 download_size: 98130091 dataset_size: 2595584 - config_name: benchmark-rodinia-gaussian 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 - name: org_standardized num_bytes: 50494 num_examples: 64 download_size: 98033724 dataset_size: 1188429 - config_name: benchmark-rodinia-gaussian2 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 - name: org_standardized num_bytes: 22732 num_examples: 22 download_size: 98032749 dataset_size: 1160667 - config_name: benchmark-rodinia-kmean 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 - name: org_standardized num_bytes: 144581 num_examples: 100 download_size: 98041185 dataset_size: 1282516 - config_name: benchmark-rodinia-kmean_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: 289853 num_examples: 735 - name: sub_nclusters_standardized num_bytes: 133881 num_examples: 100 download_size: 98039702 dataset_size: 1271816 - 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: benchmark-rodinia-bfs data_files: - split: org path: benchmark-rodinia-bfs/org-* - split: sub_no_of_nodes path: benchmark-rodinia-bfs/sub_no_of_nodes-* - split: sub_no_of_nodes_standardized path: benchmark-rodinia-bfs/sub_no_of_nodes_standardized-* - split: org_standardized path: benchmark-rodinia-bfs/org_standardized-* - config_name: benchmark-rodinia-gaussian data_files: - split: sub_size path: benchmark-rodinia-gaussian/sub_size-* - split: org path: benchmark-rodinia-gaussian/org-* - split: sub_size_standardized_norm_seq path: benchmark-rodinia-gaussian/sub_size_standardized_norm_seq-* - split: sub_size_t_standardized path: benchmark-rodinia-gaussian/sub_size_t_standardized-* - split: sub_size_t path: benchmark-rodinia-gaussian/sub_size_t-* - split: sub_size_t_standardized_norm_seq path: benchmark-rodinia-gaussian/sub_size_t_standardized_norm_seq-* - split: org_standardized_norm_seq path: benchmark-rodinia-gaussian/org_standardized_norm_seq-* - split: sub_size_standardized path: benchmark-rodinia-gaussian/sub_size_standardized-* - split: org_standardized path: benchmark-rodinia-gaussian/org_standardized-* - config_name: benchmark-rodinia-gaussian2 data_files: - split: sub_size path: benchmark-rodinia-gaussian2/sub_size-* - split: org path: benchmark-rodinia-gaussian2/org-* - split: sub_size_standardized_norm_seq path: benchmark-rodinia-gaussian2/sub_size_standardized_norm_seq-* - split: sub_size_t_standardized path: benchmark-rodinia-gaussian2/sub_size_t_standardized-* - split: sub_size_t path: benchmark-rodinia-gaussian2/sub_size_t-* - split: sub_size_t_standardized_norm_seq path: benchmark-rodinia-gaussian2/sub_size_t_standardized_norm_seq-* - split: org_standardized_norm_seq path: benchmark-rodinia-gaussian2/org_standardized_norm_seq-* - split: sub_size_standardized path: benchmark-rodinia-gaussian2/sub_size_standardized-* - split: org_standardized path: benchmark-rodinia-gaussian2/org_standardized-* - config_name: benchmark-rodinia-kmean data_files: - split: sub_nclusters_nfeatures path: benchmark-rodinia-kmean/sub_nclusters_nfeatures-* - split: sub_nclusters_standardized path: benchmark-rodinia-kmean/sub_nclusters_standardized-* - split: org_standardized_norm path: benchmark-rodinia-kmean/org_standardized_norm-* - split: sub_nclusters_standardized_norm path: benchmark-rodinia-kmean/sub_nclusters_standardized_norm-* - split: org path: benchmark-rodinia-kmean/org-* - split: sub_nclusters path: benchmark-rodinia-kmean/sub_nclusters-* - split: sub_nclusters_standardized_norm_seq path: benchmark-rodinia-kmean/sub_nclusters_standardized_norm_seq-* - split: sub_npoints_nclusters_nfeatures_standardized path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures_standardized-* - split: sub_nclusters_nfeatures_standardized_norm_seq path: benchmark-rodinia-kmean/sub_nclusters_nfeatures_standardized_norm_seq-* - split: sub_nfeatures_standardized path: benchmark-rodinia-kmean/sub_nfeatures_standardized-* - split: sub_nfeatures path: benchmark-rodinia-kmean/sub_nfeatures-* - split: sub_nclusters_nfeatures_standardized_norm path: benchmark-rodinia-kmean/sub_nclusters_nfeatures_standardized_norm-* - split: sub_nfeatures_standardized_norm_seq path: benchmark-rodinia-kmean/sub_nfeatures_standardized_norm_seq-* - split: sub_nclusters_nfeatures_standardized path: benchmark-rodinia-kmean/sub_nclusters_nfeatures_standardized-* - split: sub_nfeatures_standardized_norm path: benchmark-rodinia-kmean/sub_nfeatures_standardized_norm-* - split: org_standardized_norm_seq path: benchmark-rodinia-kmean/org_standardized_norm_seq-* - split: sub_npoints_nclusters_nfeatures path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures-* - split: sub_npoints_nclusters_nfeatures_standardized_norm path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures_standardized_norm-* - split: sub_npoints_nclusters_nfeatures_standardized_norm_seq path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures_standardized_norm_seq-* - split: org_standardized path: benchmark-rodinia-kmean/org_standardized-* - config_name: benchmark-rodinia-kmean_v2 data_files: - split: sub_nclusters_nfeatures path: benchmark-rodinia-kmean_v2/sub_nclusters_nfeatures-* - split: sub_nclusters_standardized path: benchmark-rodinia-kmean_v2/sub_nclusters_standardized-* - 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.