File size: 1,561 Bytes
de0b3a6 | 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 49 50 51 52 53 54 55 56 57 58 59 60 61 | operators:
- id: load_numina_math
config:
type: "hf_source"
dataset: "AI-MO/NuminaMath-CoT"
split: train
- id: select_aops_forum
config:
type: function
function: data_strategies.commons.select_rows
function_config:
conditions:
source: aops_forum
input_ids:
- load_numina_math
- id: load_annotations
config:
type: "hf_source"
dataset: "mlfoundations-dev/math_stratos_scale_judged_and_annotated"
split: train
- id: join_on_problem
config:
type: merge
chunk_size: 100
join_column: problem
input_ids:
- load_annotations
- select_aops_forum
- id: refilter
config:
type: function
function: data_strategies.commons.select_rows
function_config:
conditions:
source: aops_forum
input_ids:
- join_on_problem
- id: annotate
config:
type: completions
map: chat
map_config:
system_message: "You are a helpful assistant."
user_message_column: problem
output_column: 4o_response
model: gpt-4o-mini
temperature: 1.0
require_all_responses: False
batch: True
input_ids:
- refilter
- id: convert_to_sharegpt
config:
type: function
function: data_strategies.commons.convert_instruction_response_to_sharegpt
function_config:
input_instruction_column: problem
input_response_column: 4o_response
output_sharegpt_column: conversations
input_ids:
- annotate |