File size: 1,175 Bytes
fc13185 | 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_math
config:
type: hf_source
dataset: mathmadness/MathCoder
split: train
trust_remote_code: True
- id: sample_dataset
config:
type: function
function: data_strategies.commons.uniform_sample_limited
function_config:
num_samples: 1_000_000 # 1.25% of 10000 target from stage 1
input_ids:
- load_math
- id: clean_up
config:
type: function
function: data_strategies.SeedMathData.utils.mathcoder_map
input_ids:
- sample_dataset
- id: classify
config:
type: fasttext
num_cpus: 32
hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_math_pos_numina_neg_bad_seed_math
input_column: instruction_seed
target_label: "__label__QA_doc"
top_percentage_ranking: 10
input_ids:
- clean_up
- id: keep_only
config:
type: function
function: data_strategies.commons.keep_only_columns
function_config:
columns_to_keep:
- instruction_seed
input_ids:
- classify
- id: _add_source
config:
type: function
function: data_strategies.commons.add_constant_columns
function_config:
source: "mathcoder"
input_ids:
- keep_only |