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--- |
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license: apache-2.0 |
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dataset_info: |
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- config_name: benchmark-loop_with_constant |
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- name: validation |
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- config_name: benchmark-loop_with_variable_v2 |
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- config_name: benchmark-rodinia-gaussian |
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- config_name: benchmark-rodinia-gaussian2 |
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- config_name: benchmark-rodinia-kmean |
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- config_name: benchmark-rodinia-kmean_v2 |
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- config_name: github-200k |
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- config_name: github-350k |
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- config_name: github-400k |
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- config_name: github-600k |
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features: |
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- name: code |
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dtype: string |
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dtype: int64 |
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- name: validation |
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num_examples: 61393 |
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download_size: 109431969 |
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dataset_size: 99722854 |
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configs: |
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- config_name: benchmark-loop_with_constant |
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data_files: |
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- split: train |
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path: benchmark-loop_with_constant/train-* |
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- split: validation |
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path: benchmark-loop_with_constant/validation-* |
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- config_name: benchmark-loop_with_variable_v2 |
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data_files: |
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- split: train |
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path: benchmark-loop_with_variable_v2/train-* |
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- split: validation |
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path: benchmark-loop_with_variable_v2/validation-* |
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- config_name: benchmark-loop_with_variable_v2_no_k |
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data_files: |
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- split: train |
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path: benchmark-loop_with_variable_v2_no_k/train-* |
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- split: validation |
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path: benchmark-loop_with_variable_v2_no_k/validation-* |
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- config_name: benchmark-rodinia-bfs |
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data_files: |
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- split: org |
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path: benchmark-rodinia-bfs/org-* |
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- split: sub_no_of_nodes |
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path: benchmark-rodinia-bfs/sub_no_of_nodes-* |
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- split: sub_no_of_nodes_standardized |
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path: benchmark-rodinia-bfs/sub_no_of_nodes_standardized-* |
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- split: org_standardized |
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path: benchmark-rodinia-bfs/org_standardized-* |
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- config_name: benchmark-rodinia-gaussian |
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data_files: |
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- split: sub_size |
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path: benchmark-rodinia-gaussian/sub_size-* |
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- split: org |
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path: benchmark-rodinia-gaussian/org-* |
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- split: sub_size_standardized_norm_seq |
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path: benchmark-rodinia-gaussian/sub_size_standardized_norm_seq-* |
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- split: sub_size_t_standardized |
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path: benchmark-rodinia-gaussian/sub_size_t_standardized-* |
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- split: sub_size_t |
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path: benchmark-rodinia-gaussian/sub_size_t-* |
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- split: sub_size_t_standardized_norm_seq |
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path: benchmark-rodinia-gaussian/sub_size_t_standardized_norm_seq-* |
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- split: org_standardized_norm_seq |
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path: benchmark-rodinia-gaussian/org_standardized_norm_seq-* |
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- split: sub_size_standardized |
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path: benchmark-rodinia-gaussian/sub_size_standardized-* |
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- split: org_standardized |
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path: benchmark-rodinia-gaussian/org_standardized-* |
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- config_name: benchmark-rodinia-gaussian2 |
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data_files: |
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- split: sub_size |
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path: benchmark-rodinia-gaussian2/sub_size-* |
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- split: org |
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path: benchmark-rodinia-gaussian2/org-* |
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- split: sub_size_standardized_norm_seq |
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path: benchmark-rodinia-gaussian2/sub_size_standardized_norm_seq-* |
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- split: sub_size_t_standardized |
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path: benchmark-rodinia-gaussian2/sub_size_t_standardized-* |
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- split: sub_size_t |
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path: benchmark-rodinia-gaussian2/sub_size_t-* |
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- split: sub_size_t_standardized_norm_seq |
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path: benchmark-rodinia-gaussian2/sub_size_t_standardized_norm_seq-* |
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- split: org_standardized_norm_seq |
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path: benchmark-rodinia-gaussian2/org_standardized_norm_seq-* |
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- split: sub_size_standardized |
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path: benchmark-rodinia-gaussian2/sub_size_standardized-* |
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- split: org_standardized |
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path: benchmark-rodinia-gaussian2/org_standardized-* |
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- config_name: benchmark-rodinia-kmean |
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data_files: |
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- split: sub_nclusters_nfeatures |
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path: benchmark-rodinia-kmean/sub_nclusters_nfeatures-* |
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- split: sub_nclusters_standardized |
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path: benchmark-rodinia-kmean/sub_nclusters_standardized-* |
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- split: org_standardized_norm |
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path: benchmark-rodinia-kmean/org_standardized_norm-* |
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- split: sub_nclusters_standardized_norm |
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path: benchmark-rodinia-kmean/sub_nclusters_standardized_norm-* |
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- split: org |
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path: benchmark-rodinia-kmean/org-* |
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- split: sub_nclusters |
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path: benchmark-rodinia-kmean/sub_nclusters-* |
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- split: sub_nclusters_standardized_norm_seq |
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path: benchmark-rodinia-kmean/sub_nclusters_standardized_norm_seq-* |
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- split: sub_npoints_nclusters_nfeatures_standardized |
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path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures_standardized-* |
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- split: sub_nclusters_nfeatures_standardized_norm_seq |
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path: benchmark-rodinia-kmean/sub_nclusters_nfeatures_standardized_norm_seq-* |
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- split: sub_nfeatures_standardized |
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path: benchmark-rodinia-kmean/sub_nfeatures_standardized-* |
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- split: sub_nfeatures |
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path: benchmark-rodinia-kmean/sub_nfeatures-* |
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- split: sub_nclusters_nfeatures_standardized_norm |
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path: benchmark-rodinia-kmean/sub_nclusters_nfeatures_standardized_norm-* |
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- split: sub_nfeatures_standardized_norm_seq |
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path: benchmark-rodinia-kmean/sub_nfeatures_standardized_norm_seq-* |
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- split: sub_nclusters_nfeatures_standardized |
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path: benchmark-rodinia-kmean/sub_nclusters_nfeatures_standardized-* |
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- split: sub_nfeatures_standardized_norm |
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path: benchmark-rodinia-kmean/sub_nfeatures_standardized_norm-* |
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- split: org_standardized_norm_seq |
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path: benchmark-rodinia-kmean/org_standardized_norm_seq-* |
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- split: sub_npoints_nclusters_nfeatures |
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path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures-* |
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- split: sub_npoints_nclusters_nfeatures_standardized_norm |
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path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures_standardized_norm-* |
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- split: sub_npoints_nclusters_nfeatures_standardized_norm_seq |
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path: benchmark-rodinia-kmean/sub_npoints_nclusters_nfeatures_standardized_norm_seq-* |
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- split: org_standardized |
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path: benchmark-rodinia-kmean/org_standardized-* |
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- config_name: benchmark-rodinia-kmean_v2 |
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data_files: |
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- split: sub_nclusters_nfeatures |
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path: benchmark-rodinia-kmean_v2/sub_nclusters_nfeatures-* |
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- split: sub_nclusters_standardized |
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path: benchmark-rodinia-kmean_v2/sub_nclusters_standardized-* |
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- split: org_standardized_norm |
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path: benchmark-rodinia-kmean_v2/org_standardized_norm-* |
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- split: sub_nclusters_standardized_norm |
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path: benchmark-rodinia-kmean_v2/sub_nclusters_standardized_norm-* |
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- split: org |
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path: benchmark-rodinia-kmean_v2/org-* |
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- split: sub_nclusters |
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path: benchmark-rodinia-kmean_v2/sub_nclusters-* |
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- split: sub_nclusters_standardized_norm_seq |
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path: benchmark-rodinia-kmean_v2/sub_nclusters_standardized_norm_seq-* |
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- split: sub_npoints_nclusters_nfeatures_standardized |
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path: benchmark-rodinia-kmean_v2/sub_npoints_nclusters_nfeatures_standardized-* |
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- split: sub_nclusters_nfeatures_standardized_norm_seq |
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path: benchmark-rodinia-kmean_v2/sub_nclusters_nfeatures_standardized_norm_seq-* |
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- split: sub_nfeatures_standardized |
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path: benchmark-rodinia-kmean_v2/sub_nfeatures_standardized-* |
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- split: sub_nfeatures |
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path: benchmark-rodinia-kmean_v2/sub_nfeatures-* |
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- config_name: github-200k |
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data_files: |
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- split: train |
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path: github-200k/train-* |
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- split: validation |
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path: github-200k/validation-* |
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- config_name: github-350k |
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data_files: |
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- split: train |
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path: github-350k/train-* |
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- split: validation |
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path: github-350k/validation-* |
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- config_name: github-400k |
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data_files: |
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- split: train |
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path: github-400k/train-* |
|
- split: validation |
|
path: github-400k/validation-* |
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- config_name: github-600k |
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data_files: |
|
- split: train |
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path: github-600k/train-* |
|
- split: validation |
|
path: github-600k/validation-* |
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--- |
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|
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A collection of datasets and benchmarks for large-scale Performance Modeling with LLMs. |
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|
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This collection includes these dataset: |
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1. **github-200K**: a first version dataset that contains ~1300 kernel's execution time with input size - global size correlation and imbalanced data. |
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2. **github-350k**: a continued second version dataset that fix the imbalanced data problem. |
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3. **github-400k**: a continued third version dataset that relax the input - global size correlation. |
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4. **github-600K**: a fourth version dataset that contains ~6000 kernel's execution time with input size - global size correlation and imbalanced data. |
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5. **benchmark-[]**: benchmarks for LLMs performance on Perfomance Modeling task. |