File size: 1,706 Bytes
250c1e7 |
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 62 |
operators:
- id: load_preexisting
config:
type: load_preexisting
framework_name: d1_code_load_in_r1
- id: drop_columns
config:
type: function
function: data_strategies.commons.remove_columns
function_config:
columns:
- conversations
input_ids:
- load_preexisting
- id: get_question_answer_string
config:
type: function
function: data_strategies.QuestionAnswerFiltering.utils.get_combined_question_answer_string
function_config:
answer_column: final_reasoning_trace
question_column: instruction_seed
output_column: question_answer_string
input_ids:
- drop_columns
- id: classify_fasttext
config:
type: fasttext
num_cpus: 32
hf_repo_id: mlfoundations-dev/instruction_filtering_pos_codeforces_neg_codeforces_gpt
input_column: question_answer_string
target_label: "__label__QA_doc"
just_add_scores: True
input_ids:
- get_question_answer_string
- id: select_to_be_used
config:
type: function
function: data_strategies._B2_Filtering.utils.filter_top_n
function_config:
n: 31_600
score_column: _fasttext_score
input_ids:
- classify_fasttext
- 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: final_reasoning_trace
output_sharegpt_column: conversations
input_ids:
- select_to_be_used
- id: final_sample
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 31_600
input_ids:
- convert_to_sharegpt |