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opencl-llmperf

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- ---
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- license: apache-2.0
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- dataset_info:
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- - config_name: benchmark-loop_with_constant
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- data_files:
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- - config_name: github-200k
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- - split: validation
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- path: github-600k/validation-*
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- ---
 
 
 
 
 
 
 
 
 
 
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+ ---
2
+ license: apache-2.0
3
+ dataset_info:
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+ - config_name: benchmark-loop_with_constant
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+ features:
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+ - name: code
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+ dtype: string
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+ - name: gsize
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+ dtype: int64
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+ - name: lsize
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+ dtype: int64
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+ - name: execution_time
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+ dtype: float64
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+ - name: input_sizes
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+ dtype: int64
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+ - name: validation
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+ - config_name: benchmark-loop_with_variable_v2
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+ features:
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+ - name: gsize
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+ dtype: int64
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+ - split: validation
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+ path: benchmark-loop_with_constant/validation-*
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+ - config_name: benchmark-loop_with_variable_v2
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+ data_files:
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+ - split: train
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+ path: benchmark-loop_with_variable_v2/train-*
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+ - split: validation
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+ path: benchmark-loop_with_variable_v2/validation-*
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+ - config_name: benchmark-loop_with_variable_v2_no_k
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+ data_files:
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+ - split: train
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+ path: benchmark-loop_with_variable_v2_no_k/train-*
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+ - split: validation
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+ path: benchmark-loop_with_variable_v2_no_k/validation-*
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+ - config_name: github-200k
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+ data_files:
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+ - split: train
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+ path: github-200k/train-*
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+ - split: validation
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+ path: github-200k/validation-*
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+ - config_name: github-350k
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+ data_files:
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+ - split: train
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+ path: github-350k/train-*
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+ - split: validation
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+ path: github-350k/validation-*
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+ - config_name: github-400k
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+ data_files:
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+ - split: train
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+ path: github-400k/train-*
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+ - split: validation
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+ path: github-400k/validation-*
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+ - config_name: github-600k
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+ data_files:
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+ - split: train
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+ path: github-600k/train-*
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+ - split: validation
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+ path: github-600k/validation-*
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+ ---
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+
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+ A collection of datasets and benchmarks for large-scale Performance Modeling with LLMs.
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+
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+ This collection includes these dataset:
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+ 1. **github-200K**: a first version dataset that contains ~1300 kernel's execution time with input size - global size correlation and imbalanced data.
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+ 2. **github-350k**: a continued second version dataset that fix the imbalanced data problem.
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+ 3. **github-400k**: a continued third version dataset that relax the input - global size correlation.
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+ 4. **github-600K**: a fourth version dataset that contains ~6000 kernel's execution time with input size - global size correlation and imbalanced data.
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+ 5. **benchmark-[]**: benchmarks for LLMs performance on Perfomance Modeling task.