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---
license: apache-2.0
dataset_info:
- config_name: benchmark-loop_with_constant
features:
- name: code
dtype: string
- name: gsize
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- name: lsize
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- name: execution_time
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dtype: int64
splits:
- name: train
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- name: validation
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- config_name: benchmark-loop_with_variable_v2
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- config_name: benchmark-rodinia-bfs
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splits:
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- name: validation
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- name: sub_no_of_nodes_standardized
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- config_name: github-200k
features:
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dtype: string
- name: gsize
dtype: int64
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- name: execution_time
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- name: gsize
dtype: int64
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dtype: int64
- name: execution_time
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- name: input_sizes
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dtype: int64
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- config_name: github-400k
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- name: execution_time
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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
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dtype: int64
splits:
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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-*
- 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. |