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config/d2_math_mc_hf.yaml

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+operators:
+- id: load_preexisting
+  config:
+    type: hf_source
+    dataset:  mlfoundations-dev/c2_code_nod_16s_test
+    split: train
+- id: drop_columns
+  config:
+    type: function
+    function: data_strategies.commons.remove_columns
+    function_config:
+      columns:
+        - conversations
+  input_ids:
+    - load_preexisting
+- id: extract_math_answer
+  config:
+    type: function
+    function: data_strategies.MultipleSamples.utils.extract_with_math_verify_safe
+    function_config:
+      input_column: final_reasoning_trace
+      output_column: final_reasoning_trace_extracted_answer
+  input_ids:
+    - drop_columns
+- id: merge_together
+  config:
+    type: function
+    function: data_strategies.TestTime.generator.merge_duplicate_rows
+    function_config:
+      id_column: ms_id
+      diff_columns: 
+        - final_reasoning_trace
+        - deepseek_solution
+        - reasoning
+        - final_reasoning_trace_extracted_answer
+  input_ids:
+    - extract_math_answer
+- id: consensus_verification
+  config:
+    type: function
+    function: data_strategies.MultipleSamples.utils.majority_consensus
+    function_config:
+      response_column: final_reasoning_trace
+      verified_response_column: verified_final_reasoning_trace
+      extracted_answer_column: final_reasoning_trace_extracted_answer
+  input_ids:
+  - merge_together
+- id: convert_to_sharegpt
+  config:
+    type: function
+    function: data_strategies.commons.convert_instruction_response_to_sharegpt
+    function_config:
+      input_instruction_column: instruction_seed
+      input_response_column: verified_final_reasoning_trace
+      output_sharegpt_column: conversations
+  input_ids:
+    - consensus_verification
+- id: final_sample
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_fixed
+    function_config:
+      num_samples: 31_600
+  input_ids:
+    - convert_to_sharegpt