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---
license: apache-2.0
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- config_name: benchmark-shoc-bfs
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  - name: __index_level_0__
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    num_examples: 2115
  - name: validation
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    num_examples: 735
  - name: standardized.jsonl
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    num_examples: 18
  download_size: 98021830
  dataset_size: 1153443
- config_name: benchmark-shoc-scan
  features:
  - name: code
    dtype: string
  - name: gsize
    dtype: int64
  - name: lsize
    dtype: int64
  - name: execution_time
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  - name: input_sizes
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  - name: __index_level_0__
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  splits:
  - name: train
    num_bytes: 848082
    num_examples: 2115
  - name: validation
    num_bytes: 289853
    num_examples: 735
  - name: standardized.jsonl
    num_bytes: 114217
    num_examples: 36
  download_size: 98021830
  dataset_size: 1252152
- config_name: benchmark-shoc-scan_bottom
  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: standardized.jsonl
    num_bytes: 32397
    num_examples: 18
  download_size: 98021830
  dataset_size: 1170332
- config_name: benchmark-shoc-scan_reduce
  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: standardized.jsonl
    num_bytes: 20890
    num_examples: 18
  download_size: 98021830
  dataset_size: 1158825
- config_name: benchmark-shoc-spmv
  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__
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  splits:
  - name: train
    num_bytes: 848082
    num_examples: 2115
  - name: validation
    num_bytes: 289853
    num_examples: 735
  - name: standardized.jsonl
    num_bytes: 78414
    num_examples: 30
  download_size: 98021830
  dataset_size: 1216349
- config_name: benchmark-shoc-spmv_csr_scalar_kernel
  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: standardized.jsonl
    num_bytes: 10880
    num_examples: 10
  download_size: 98021830
  dataset_size: 1148815
- config_name: benchmark-shoc-spmv_csr_vector_kernel
  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: standardized.jsonl
    num_bytes: 17170
    num_examples: 10
  download_size: 98021830
  dataset_size: 1155105
- config_name: benchmark-shoc-spmv_ellpackr_kernel
  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: standardized.jsonl
    num_bytes: 10444
    num_examples: 10
  download_size: 98021830
  dataset_size: 1148379
- config_name: benchmark-shoc-triad
  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: standardized.jsonl
    num_bytes: 5220
    num_examples: 9
  download_size: 98021830
  dataset_size: 1143155
- 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
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    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
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    dtype: int64
  splits:
  - name: train
    num_bytes: 2157459
    num_examples: 5452
  - name: validation
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    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-nvidia-sdk-oclCopyComputeOverlap
  data_files:
  - split: standardized.jsonl
    path: benchmark-nvidia-sdk-oclCopyComputeOverlap/standardized.jsonl-*
- config_name: benchmark-nvidia-sdk-oclMatVecMulCoalesced3
  data_files:
  - split: standardized.jsonl
    path: benchmark-nvidia-sdk-oclMatVecMulCoalesced3/standardized.jsonl-*
- config_name: benchmark-nvidia-sdk-oclMersenneTwister
  data_files:
  - split: BoxMuller.jsonl
    path: benchmark-nvidia-sdk-oclMersenneTwister/BoxMuller.jsonl-*
- config_name: benchmark-nvidia-sdk-oclMersenneTwister_BoxMuller
  data_files:
  - split: standardized.jsonl
    path: benchmark-nvidia-sdk-oclMersenneTwister_BoxMuller/standardized.jsonl-*
- 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-*
  - split: org_standardized_norm
    path: benchmark-rodinia-kmean_v2/org_standardized_norm-*
  - split: sub_nclusters_standardized_norm
    path: benchmark-rodinia-kmean_v2/sub_nclusters_standardized_norm-*
  - split: org
    path: benchmark-rodinia-kmean_v2/org-*
  - split: sub_nclusters
    path: benchmark-rodinia-kmean_v2/sub_nclusters-*
  - split: sub_nclusters_standardized_norm_seq
    path: benchmark-rodinia-kmean_v2/sub_nclusters_standardized_norm_seq-*
  - split: sub_npoints_nclusters_nfeatures_standardized
    path: benchmark-rodinia-kmean_v2/sub_npoints_nclusters_nfeatures_standardized-*
  - split: sub_nclusters_nfeatures_standardized_norm_seq
    path: benchmark-rodinia-kmean_v2/sub_nclusters_nfeatures_standardized_norm_seq-*
  - split: sub_nfeatures_standardized
    path: benchmark-rodinia-kmean_v2/sub_nfeatures_standardized-*
  - split: sub_nfeatures
    path: benchmark-rodinia-kmean_v2/sub_nfeatures-*
  - split: sub_nclusters_nfeatures_standardized_norm
    path: benchmark-rodinia-kmean_v2/sub_nclusters_nfeatures_standardized_norm-*
  - split: sub_nfeatures_standardized_norm_seq
    path: benchmark-rodinia-kmean_v2/sub_nfeatures_standardized_norm_seq-*
  - split: sub_nclusters_nfeatures_standardized
    path: benchmark-rodinia-kmean_v2/sub_nclusters_nfeatures_standardized-*
  - split: sub_nfeatures_standardized_norm
    path: benchmark-rodinia-kmean_v2/sub_nfeatures_standardized_norm-*
  - split: org_standardized_norm_seq
    path: benchmark-rodinia-kmean_v2/org_standardized_norm_seq-*
  - split: sub_npoints_nclusters_nfeatures
    path: benchmark-rodinia-kmean_v2/sub_npoints_nclusters_nfeatures-*
  - split: sub_npoints_nclusters_nfeatures_standardized_norm
    path: benchmark-rodinia-kmean_v2/sub_npoints_nclusters_nfeatures_standardized_norm-*
  - split: sub_npoints_nclusters_nfeatures_standardized_norm_seq
    path: benchmark-rodinia-kmean_v2/sub_npoints_nclusters_nfeatures_standardized_norm_seq-*
  - split: org_standardized
    path: benchmark-rodinia-kmean_v2/org_standardized-*
- config_name: benchmark-shoc-bfs
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-bfs/standardized.jsonl-*
- config_name: benchmark-shoc-md
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-md/standardized.jsonl-*
- config_name: benchmark-shoc-reduction
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-reduction/standardized.jsonl-*
- config_name: benchmark-shoc-reduction_sub
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-reduction_sub/standardized.jsonl-*
- config_name: benchmark-shoc-scan
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-scan/standardized.jsonl-*
- config_name: benchmark-shoc-scan_bottom
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-scan_bottom/standardized.jsonl-*
- config_name: benchmark-shoc-scan_reduce
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-scan_reduce/standardized.jsonl-*
- config_name: benchmark-shoc-spmv
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-spmv/standardized.jsonl-*
- config_name: benchmark-shoc-spmv_csr_scalar_kernel
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-spmv_csr_scalar_kernel/standardized.jsonl-*
- config_name: benchmark-shoc-spmv_csr_vector_kernel
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-spmv_csr_vector_kernel/standardized.jsonl-*
- config_name: benchmark-shoc-spmv_ellpackr_kernel
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-spmv_ellpackr_kernel/standardized.jsonl-*
- config_name: benchmark-shoc-triad
  data_files:
  - split: standardized.jsonl
    path: benchmark-shoc-triad/standardized.jsonl-*
- 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.