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config/reflection.yaml

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+operators:
+- id: load_hf_python
+  config:
+    type: hf_source
+    dataset: SenseLLM/ReflectionSeq-GPT
+    split: train
+    trust_remote_code: True
+- id: clean_up
+  config:
+    type: function
+    function: data_strategies.SeedCodeData.utils.reflection_map
+  input_ids:
+  - load_hf_python
+- id: rename_task_column
+  config:
+    type: function
+    function: data_strategies.commons.keep_only_columns
+    function_config:
+      columns_to_keep:
+      - response_seed
+      - instruction_seed
+  input_ids:
+  - clean_up
+- 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