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 |