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config/codefeedback.yaml

@@ -0,0 +1,58 @@
+operators:
+- id: load_hf_python
+  config:
+    type: hf_source
+    dataset: m-a-p/CodeFeedback-Filtered-Instruction
+    split: train
+    trust_remote_code: True
+- id: drop_columns
+  config:
+    type: function
+    function: data_strategies.commons.remove_columns
+    function_config:
+      columns:    
+        - resource
+        - lang
+  input_ids:
+  - load_hf_python
+- id: rename_task_column
+  config:
+    type: function
+    function: data_strategies.commons.force_rename_columns
+    function_config:
+      column_maps:
+        answer: response_seed
+        query: instruction_seed
+  input_ids:
+  - drop_columns
+- id: sample_dataset
+  config:
+    type: function
+    function: data_strategies.commons.uniform_sample_limited
+    function_config:
+      num_samples: 50000  # 1.25% of 10000 target from stage 1
+  input_ids:
+  - rename_task_column
+- id: annotate
+  config:
+    type: completions
+    map: chat
+    map_config:
+      system_message: "You are a helpful assistant."
+      user_message_column: instruction_seed
+      output_column: response
+    model: gpt-4o-mini
+    temperature: 1.0
+    batch: True
+  input_ids:
+  - sample_dataset
+- 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: response
+      output_sharegpt_column: conversations
+  input_ids:
+    - annotate