Upload configuration file
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config/d1_math_multiple_languages.yaml
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operators:
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- id: load_preexisting
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config:
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type: load_preexisting
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framework_name: d1_math_load_in
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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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- conversations
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input_ids:
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- load_preexisting
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- id: validate_questions
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config:
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type: completions
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model: gpt-4o-mini
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map: binary_classifier
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map_config:
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user_message: |
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Does the provided answer only contain one language?
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Question: {{instruction_seed}}
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Response: {{final_reasoning_trace}}
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output_column: correct
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temperature: 0.0 # From stage 1
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top_p: 1.0
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presence_penalty: 0.0
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input_ids:
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- drop_columns
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- id: merge_together
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config:
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type: function
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function: data_strategies.TestTime.generator.merge_duplicate_rows
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function_config:
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id_column: ms_id
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diff_columns:
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- correct
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- final_reasoning_trace
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- reasoning
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- deepseek_solution
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input_ids:
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- validate_questions
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- id: gpt_verification
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config:
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type: high_memory_function
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memory: 120
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num_shards: 16
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sharded: true
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function: data_strategies.MultipleSamples.utils.select_correct_multiple_samples
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function_config:
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response_column: final_reasoning_trace
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verified_response_column: verified_final_reasoning_trace
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input_ids:
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- merge_together
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- id: convert_to_sharegpt
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config:
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type: function
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function: data_strategies.commons.convert_instruction_response_to_sharegpt
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function_config:
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input_instruction_column: instruction_seed
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input_response_column: verified_final_reasoning_trace
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output_sharegpt_column: conversations
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input_ids:
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- gpt_verification
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- id: final_sample
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config:
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type: function
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function: data_strategies.commons.uniform_sample_fixed
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function_config:
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num_samples: 31_600
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input_ids:
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- convert_to_sharegpt
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