operators:
- id: load_hf_python
  config:
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: python
    trust_remote_code: True
- id: load_hf_c++
  config:
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: c++
    trust_remote_code: True
- id: load_hf_java
  config:
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: java
    trust_remote_code: True
- id: load_hf_c
  config:
    trust_remote_code: True
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: c
- id: load_hf_c#
  config:
    trust_remote_code: True
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: c#
- id: load_hf_css
  config:
    trust_remote_code: True
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: css
- id: load_hf_javascript
  config:
    trust_remote_code: True
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: javascript
- id: load_hf_ruby
  config:
    trust_remote_code: True
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: ruby
- id: load_hf_shell
  config:
    trust_remote_code: True
    type: hf_source
    dataset: bigcode/commitpackft
    split: train
    subset: shell
- id: mix_operator
  config:
    type: mix
  input_ids:
  - load_hf_python
  - load_hf_shell
  - load_hf_c++
  - load_hf_java
  - load_hf_c
  - load_hf_c#
  - load_hf_css
  - load_hf_javascript
  - load_hf_ruby
- 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:
    - mix_operator
- 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 instruction and code pairs. 

        Instruction: {{message}}
        Code: {{old_contents}}
        
        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
    batch: True
  input_ids:
    - sample_dataset
- id: add_constant_column
  config:
    type: function
    function: data_strategies.commons.add_constant_columns
    function_config:
      response_seed: ""
  input_ids:
  - generate_instructions
- 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:
  - add_constant_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:
  - rename_task_column
- 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