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@@ -38,7 +38,7 @@ This extended dataset, pairing optimized Triton with both original Triton and Py
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  This dataset was created through the following process:
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- 1. **Extension of the Source Dataset:** The [GPUMODE/Inductor_Created_Data_Permissive](https://huggingface.co/datasets/GPUMODE/Inductor_Created_Data_Permissive) dataset was first extended to create the [TEEN-D/Code_Opt_Triton](https://www.google.com/search?q=https://huggingface.co/datasets/TEEN-D/Code_Opt_Triton) dataset. This involved pairing each optimized Triton code snippet with both its original Triton code (if available) and its corresponding Python code.
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  2. **Shuffling:** The resulting extended dataset was then shuffled using the `shuffle()` method provided by the `datasets` library. A fixed random seed was used to ensure reproducibility of the shuffling process.
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  This dataset was created through the following process:
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+ 1. **Extension of the Source Dataset:** The [GPUMODE/Inductor_Created_Data_Permissive](https://huggingface.co/datasets/GPUMODE/Inductor_Created_Data_Permissive) dataset was first extended to create the [TEEN-D/Code_Opt_Triton](https://huggingface.co/datasets/TEEN-D/Code_Opt_Triton) dataset. This involved pairing each optimized Triton code snippet with both its original Triton code (if available) and its corresponding Python code.
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  2. **Shuffling:** The resulting extended dataset was then shuffled using the `shuffle()` method provided by the `datasets` library. A fixed random seed was used to ensure reproducibility of the shuffling process.
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