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operators:
- id: load_math_alg
config:
type: hf_source
dataset: deepmind/math_dataset
split: train
subset: algebra__linear_2d_composed
trust_remote_code: True
- id: load_math_poly_eval
config:
type: hf_source
dataset: deepmind/math_dataset
split: train
subset: polynomials__evaluate_composed
trust_remote_code: True
- id: load_math_prob_seq
config:
type: hf_source
dataset: deepmind/math_dataset
split: train
subset: probability__swr_p_sequence
trust_remote_code: True
- id: load_math_prob_level
config:
type: hf_source
dataset: deepmind/math_dataset
split: train
subset: probability__swr_p_level_set
trust_remote_code: True
- id: load_math_poly_pow
config:
type: hf_source
dataset: deepmind/math_dataset
split: train
subset: polynomials__simplify_power
trust_remote_code: True
- id: load_math_calc
config:
type: hf_source
dataset: deepmind/math_dataset
split: train
subset: calculus__differentiate_composed
trust_remote_code: True
- id: clean_up
config:
type: function
function: data_strategies.SeedMathData.utils.deepmind_map
input_ids:
- load_math_calc
- load_math_poly_eval
- load_math_alg
- load_math_prob_seq
- load_math_prob_level
- load_math_poly_pow
- id: sample_dataset_pre
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 1_100_000
input_ids:
- clean_up
- id: add_source_name
config:
type: function
function: data_strategies.commons.add_constant_columns
function_config:
_source: "deepmind/math_dataset"
input_ids:
- sample_dataset_pre
- id: decontaminate
config:
type: cpu_function
sharded: true
num_shards: 8
num_cpus: 32
function: data_strategies._A1_Source.utils.decontaminate_fuzzy_w_ngram
function_config:
column: instruction_seed
eval_datasets:
- HuggingFaceH4/MATH-500
- Maxwell-Jia/AIME_2024
- AI-MO/aimo-validation-amc
- livecodebench/code_generation_lite
- mlfoundations-dev/AIME2025_combined
- cais/hle
- open-r1/codeforces
- Idavidrein/gpqa
- daman1209arora/jeebench
- mlfoundations-dev/mmlu_pro_eval_full
- Qwen/CodeElo
- open-r1/ioi
eval_columns:
- problem
- Problem
- problem
- question_content
- question
- question
- description
- Question
- question
- prompt
- description
- statement
eval_splits:
- test
- train
- train
- test
- train
- test
- test
- train
- test
- test
- test
- test
eval_subsets:
Idavidrein/gpqa: gpqa_diamond
similarity_threshold: 75.0
ngram_size: 13
input_ids:
- add_source_name
- id: sample_dataset
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 1_000_000
input_ids: ["decontaminate"]
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