metadata
license: apache-2.0
dataset_info:
- config_name: benchmark-loop_with_constant
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- name: gsize
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- config_name: benchmark-loop_with_variable_v2
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- config_name: benchmark-loop_with_variable_v2_no_k
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- config_name: benchmark-rodinia-bfs
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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: benchmark-shoc-bfs
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- config_name: benchmark-shoc-reduction
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- config_name: benchmark-shoc-reduction_sub
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- name: standardized.jsonl
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- config_name: benchmark-shoc-scan_reduce
features:
- name: code
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- name: gsize
dtype: int64
- name: lsize
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- name: execution_time
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- config_name: benchmark-shoc-spmv_csr_vector_kernel
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dtype: string
- name: gsize
dtype: int64
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- config_name: benchmark-shoc-triad
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num_examples: 9
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dataset_size: 1143155
- config_name: github-200k
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- name: code
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dtype: int64
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- config_name: github-400k
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dtype: int64
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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
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dtype: int64
splits:
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num_examples: 5452
- name: validation
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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-*
- 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-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_reduce
data_files:
- split: standardized.jsonl
path: benchmark-shoc-scan_reduce/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-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:
- github-200K: a first version dataset that contains ~1300 kernel's execution time with input size - global size correlation and imbalanced data.
- github-350k: a continued second version dataset that fix the imbalanced data problem.
- github-400k: a continued third version dataset that relax the input - global size correlation.
- github-600K: a fourth version dataset that contains ~6000 kernel's execution time with input size - global size correlation and imbalanced data.
- benchmark-[]: benchmarks for LLMs performance on Perfomance Modeling task.