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README.md
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---
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license:
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- bsd-3-clause
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- mit
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language:
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- en
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- code
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pretty_name: Kernel-Opt RL (vLLM / SGLang / FlashInfer)
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size_categories:
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- text-generation
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tags:
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- cuda
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- triton
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- gpu-kernels
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- kernel-optimization
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- reinforcement-learning
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- autotuning
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- vllm
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- sglang
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- flashinfer
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configs:
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- config_name:
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- split: train
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path: tuned_configs/train-*
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- split: test
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path: tuned_configs/test-*
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dataset_info:
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- config_name: kernel_commits
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features:
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- name: repo
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dtype: string
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- name: commit
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dtype: string
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- name: date
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dtype: string
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- name: pr_number
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dtype: int64
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- name: pr_url
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dtype: string
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- name: title
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dtype: string
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- name: message
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dtype: string
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- name: path
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dtype: string
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- name: language
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dtype: string
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- name: license
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dtype: string
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- name: before_code
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dtype: string
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- name: after_code
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dtype: string
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- name: diff
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dtype: string
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- name: lines_added
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dtype: int64
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- name: lines_removed
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dtype: int64
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- name: files_in_commit
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dtype: int64
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- name: models_mentioned
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list: string
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- name: hardware_mentioned
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list: string
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- name: speedup_claims
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list: string
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- name: prompt
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dtype: string
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- name: pr_body
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dtype: string
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- name: gains
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dtype: string
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- name: kernel_speedup
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dtype: float64
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- name: e2e_speedup
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dtype: float64
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splits:
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- name: train
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num_bytes: 141594175
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num_examples: 1365
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- name: test
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num_bytes: 19848278
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num_examples: 152
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download_size: 48022146
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dataset_size: 161442453
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- config_name: tuned_configs
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features:
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- name: repo
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dtype: string
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- name: commit
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dtype: string
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- name: config_path
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dtype: string
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- name: kernel_file
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dtype: string
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- name: kernel_name
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dtype: string
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- name: kernel_source
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dtype: string
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- name: license
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dtype: string
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- name: device_name
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dtype: string
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- name: dtype
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dtype: string
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- name: block_shape
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dtype: string
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- name: triton_version
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dtype: string
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- name: shape
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dtype: string
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- name: M
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dtype: int64
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- name: candidate_models
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list: string
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- name: best_config
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dtype: string
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- name: prompt
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dtype: string
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- name: config_pr_url
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dtype: string
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- name: config_pr_gains
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dtype: string
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- name: speedup_vs_default
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dtype: float64
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splits:
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- name: train
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num_bytes: 401474813
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num_examples: 17561
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- name: test
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num_bytes: 34195272
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num_examples: 1726
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download_size: 26844202
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dataset_size: 435670085
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---
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# Kernel-Opt RL
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---
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license: [apache-2.0, bsd-3-clause, mit]
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language: [en, code]
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pretty_name: Kernel-Opt RL (vLLM / SGLang / FlashInfer)
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size_categories: [10K<n<100K]
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task_categories: [text-generation]
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tags: [cuda, triton, gpu-kernels, kernel-optimization, reinforcement-learning, autotuning, vllm, sglang, flashinfer]
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configs:
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- config_name: tuned_configs
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data_files:
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- {split: train, path: tuned_configs/train-*}
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- {split: test, path: tuned_configs/test-*}
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- config_name: kernel_commits
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data_files:
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- {split: train, path: kernel_commits/train-*}
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- {split: test, path: kernel_commits/test-*}
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---
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# Kernel-Opt RL
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