Upload configuration file
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config/seed_code_magicoder.yaml
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operators:
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- id: load_hf_python
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config:
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type: hf_source
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dataset: ise-uiuc/Magicoder-OSS-Instruct-75K
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split: train
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trust_remote_code: True
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- id: drop_columns
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config:
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type: function
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function: data_strategies.commons.remove_columns
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function_config:
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columns:
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- lang
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- raw_index
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- index
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- seed
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- openai_fingerprint
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input_ids:
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- load_hf_python
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- id: rename_task_column
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config:
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type: function
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function: data_strategies.commons.force_rename_columns
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function_config:
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column_maps:
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solution: response_seed
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problem: instruction_seed
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input_ids:
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- drop_columns
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- id: sample_dataset
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config:
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type: function
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function: data_strategies.commons.uniform_sample_limited
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function_config:
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num_samples: 1_000_000 # 1.25% of 10000 target from stage 1
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input_ids:
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- rename_task_column
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- id: classify
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config:
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type: fasttext
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num_cpus: 32
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hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_code_pos_leetcode_taco_neg_reflection_octopack
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input_column: instruction_seed
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target_label: "__label__QA_doc"
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top_percentage_ranking: 10
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input_ids:
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- sample_dataset
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- id: keep_only
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config:
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type: function
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function: data_strategies.commons.keep_only_columns
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function_config:
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columns_to_keep:
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- instruction_seed
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input_ids:
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- classify
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- id: _add_source
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config:
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type: function
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function: data_strategies.commons.add_constant_columns
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function_config:
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source: "magicoder"
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input_ids:
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- keep_only
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