---
license: apache-2.0
dataset_info:
- config_name: benchmark-loop_with_constant
  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
  download_size: 98021830
  dataset_size: 1137935
- config_name: benchmark-loop_with_variable_v2
  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
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  - name: train
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    num_examples: 2115
  - name: validation
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    num_examples: 608
  download_size: 98057898
  dataset_size: 1140481
- config_name: benchmark-loop_with_variable_v2_no_k
  features:
  - name: code
    dtype: string
  - name: gsize
    dtype: int64
  - name: lsize
    dtype: int64
  - name: execution_time
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  - name: input_sizes
    dtype: string
  - name: __index_level_0__
    dtype: int64
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    num_examples: 5452
  - name: validation
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    num_examples: 610
  download_size: 97989419
  dataset_size: 2399737
- config_name: benchmark-rodinia-bfs
  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
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  - name: validation
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    num_examples: 735
  - name: org_standardized
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    num_examples: 1024
  download_size: 98130091
  dataset_size: 2595584
- config_name: benchmark-rodinia-gaussian
  features:
  - name: code
    dtype: string
  - name: gsize
    dtype: int64
  - name: lsize
    dtype: int64
  - name: execution_time
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  - name: input_sizes
    dtype: string
  - name: __index_level_0__
    dtype: int64
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    num_examples: 2115
  - name: validation
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    num_examples: 735
  - name: sub_size
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    num_examples: 64
  download_size: 98035633
  dataset_size: 1188559
- 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
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  - name: validation
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    num_examples: 177892
  download_size: 97669540
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- 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
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  - name: train
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    num_examples: 5452
  - name: validation
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- 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
  - name: __index_level_0__
    dtype: int64
  splits:
  - name: train
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    num_examples: 5452
  - name: validation
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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
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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-*
- 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.