opencl-llmperf / README.md
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metadata
license: apache-2.0
dataset_info:
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  - 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-oclBlackScholes
    data_files:
      - split: org
        path: benchmark-nvidia-sdk-oclBlackScholes/org-*
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclBlackScholes/standardized.jsonl-*
  - config_name: benchmark-nvidia-sdk-oclCopyComputeOverlap
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclCopyComputeOverlap/standardized.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclCopyComputeOverlap/org-*
  - config_name: benchmark-nvidia-sdk-oclDotProduct
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclDotProduct/standardized.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclDotProduct/org-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMul
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMatVecMul/standardized.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMul/org-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMulCoalesced0
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced0/standardized.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced0/org-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMulCoalesced1
    data_files:
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced1/org-*
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced1/standardized.jsonl-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMulCoalesced2
    data_files:
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced2/org-*
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced2/standardized.jsonl-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMulCoalesced3
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced3/standardized.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMulCoalesced3/org-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMulUncoalesced0
    data_files:
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMulUncoalesced0/org-*
  - config_name: benchmark-nvidia-sdk-oclMatVecMulUncoalesced1
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMatVecMulUncoalesced1/standardized.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclMatVecMulUncoalesced1/org-*
  - config_name: benchmark-nvidia-sdk-oclMersenneTwister
    data_files:
      - split: BoxMuller.jsonl
        path: benchmark-nvidia-sdk-oclMersenneTwister/BoxMuller.jsonl-*
      - split: MersenneTwister.jsonl
        path: benchmark-nvidia-sdk-oclMersenneTwister/MersenneTwister.jsonl-*
      - split: org
        path: benchmark-nvidia-sdk-oclMersenneTwister/org-*
  - config_name: benchmark-nvidia-sdk-oclMersenneTwister_BoxMuller
    data_files:
      - split: standardized.jsonl
        path: benchmark-nvidia-sdk-oclMersenneTwister_BoxMuller/standardized.jsonl-*
  - config_name: benchmark-nvidia-sdk-oclMersenneTwister_MersenneTwister
    data_files:
      - split: standardized.jsonl
        path: >-
          benchmark-nvidia-sdk-oclMersenneTwister_MersenneTwister/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.