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"]