metadata
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
splits:
- name: train
num_bytes: 848082
num_examples: 2115
- name: validation
num_bytes: 292399
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
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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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
splits:
- name: train
num_bytes: 848082
num_examples: 2115
- name: validation
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num_examples: 735
- name: org_standardized
num_bytes: 1457649
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
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: sub_size_t
num_bytes: 43712
num_examples: 64
download_size: 98034559
dataset_size: 1181647
- 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
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num_examples: 177892
- 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
splits:
- name: train
num_bytes: 2157459
num_examples: 5452
- name: validation
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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
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 2157459
num_examples: 5452
- name: validation
num_bytes: 37244128
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-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-*
- 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.