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---
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- config_name: benchmark-shoc-scan_reduce
features:
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- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
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- name: __index_level_0__
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- name: validation
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- config_name: benchmark-shoc-spmv
features:
- name: code
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- name: gsize
dtype: int64
- name: lsize
dtype: int64
- name: execution_time
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- name: validation
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- name: standardized.jsonl
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dataset_size: 1216349
- config_name: benchmark-shoc-spmv_csr_scalar_kernel
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- name: gsize
dtype: int64
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- name: validation
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- name: standardized.jsonl
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dataset_size: 1148815
- config_name: benchmark-shoc-spmv_csr_vector_kernel
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- name: standardized.jsonl
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- config_name: benchmark-shoc-spmv_ellpackr_kernel
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- config_name: benchmark-shoc-triad
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num_examples: 735
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num_examples: 9
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dataset_size: 1143155
- config_name: github-200k
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- config_name: github-350k
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- name: validation
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num_examples: 36195
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- config_name: github-400k
features:
- name: code
dtype: string
- name: gsize
dtype: int64
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dtype: int64
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dtype: float64
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splits:
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num_examples: 5452
- name: validation
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num_examples: 39975
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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
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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-*
- 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. |