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config/coder_stat.yaml

@@ -5,12 +5,41 @@ operators:
     dataset: prithivMLmods/Coder-Stat
     split: train
     trust_remote_code: True
-- id: clean_up
+- id: sample_dataset
   config:
     type: function
-    function: data_strategies.SeedCodeData.utils.coder_stat_map
+    function: data_strategies.commons.uniform_sample_limited
+    function_config:
+      num_samples: 125  # 1.25% of 10000 target from stage 1
+  input_ids:
+    - load_hf_python
+- id: generate_instructions
+  config:
+    type: completions
+    map: chat
+    map_config:
+      system_message: "You are a helpful assistant."
+      user_message: |
+        You are to generate a question or task for a language model based on the following error and code pairs. 
+
+        Error Type: {{original_status}}
+        Code: {{original_src}}
+        
+        Include only the new question and task. Do not include anything like "Here is the instruction". Include
+        the code in your question and make the task sound like what a human would ask a language model. 
+      output_column: instruction_seed
+    model: gpt-4o-mini
+    temperature: 1.0
+  input_ids:
+    - sample_dataset
+- id: add_constant_column
+  config:
+    type: function
+    function: data_strategies.commons.add_constant_columns
+    function_config:
+      response_seed: ""
   input_ids:
-  - load_hf_python
+  - generate_instructions
 - id: rename_task_column
   config:
     type: function
@@ -20,4 +49,4 @@ operators:
       - response_seed
       - instruction_seed
   input_ids:
-    - clean_up
+  - add_constant_column