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config/herorun1_code_combine.yaml

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+operators:
+
+- id: load_hf_0K_25K
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/herorun1_code_0-25000
+    split: train
+- id: load_hf_25K_30K
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/herorun1_code-test_25K_30K 
+    split: train
+- id: load_hf_50K_150K
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/herorun1_code-test_50k_150K
+    split: train
+- id: load_hf_150K_250K
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/herorun1_code-test_150K_250K
+    split: train
+- id: load_hf_350K_450K
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/herorun1_code-test_350K_450K
+    split: train
+- id: load_hf_250K_350K
+  config:
+    type: hf_source
+    dataset: mlfoundations-dev/herorun1_code-test_250K_350K
+    split: train
+- id: convert_reasoning_trace_to_final
+  config:
+    type: function
+    function: data_strategies.commons.convert_reasoning_trace_to_final
+    function_config:
+      reasoning_column: deepseek_reasoning
+      solution_column: deepseek_solution
+      output_column: final_reasoning_trace
+  input_ids:
+  - load_hf_0K_25K
+  - load_hf_25K_30K
+  - load_hf_50K_150K
+  - load_hf_150K_250K
+  - load_hf_250K_350K
+  - load_hf_350K_450K
+
+# - id: drop_columns
+#   config:
+#     type: function
+#     function: data_strategies.commons.keep_only_columns
+#     function_config:
+#       columns_to_keep:    
+#         - instruction_seed
+#         - final_reasoning_trace
+#   input_ids:
+#   - convert_reasoning_trace_to_final
+# - id: merge_together
+#   config:
+#     type: generic_resource_function
+#     memory: 500
+#     num_cpus: 80
+#     function: data_strategies.TestTime.generator.merge_duplicate_rows
+#     function_config:
+#       diff_columns: 
+#         - final_reasoning_trace
+#   input_ids:
+#     - drop_columns
+
+# - id: majority_gpt_verification
+#   config:
+#     type: completions
+#     map: math_same
+#     map_config:
+#       response_column: final_reasoning_trace
+#       math_column: final_reasoning_trace
+#       question_column: instruction_seed
+#       output_column: correct_majority_indices
+#       ending_characters: 1000
+#       num_responses: 3
+#     require_all_responses: False
+#     model: gpt-4o-mini
+#     temperature: 1.0
+#   input_ids:
+#   - merge_together
+# - id: majority_gpt_verification_extraction
+#   config:
+#     type: function
+#     function: data_strategies.MultipleSamples.utils.code_same_verification
+#     function_config:
+#       verification_column: correct_majority_indices
+#       code_answers_column:  final_reasoning_trace
+#       output_column: verified_final_reasoning_trace
+#   input_ids:
+#   - majority_gpt_verification
+# - 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:
+#     - majority_gpt_verification_extraction
+
+