File size: 1,172 Bytes
0f50651
 
 
 
 
 
 
 
 
 
fc026ed
0f50651
fc026ed
 
 
0f50651
fc026ed
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
operators:
- id: load_hf_python
  config:
    type: hf_source
    dataset: bigcode/self-oss-instruct-sc2-exec-filter-50k
    split: train
    trust_remote_code: True
- id: drop_columns
  config:
    type: function
    function: data_strategies.commons.keep_only_columns
    function_config:
      columns_to_keep:    
        - instruction
        - response
  input_ids:
  - load_hf_python
- id: rename_task_column
  config:
    type: function
    function: data_strategies.commons.force_rename_columns
    function_config:
      column_maps:
        response: response_seed
        instruction: 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