math_ablate_duplications_12 / config /base_math_ablate_duplications.yaml
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operators:
- id: seed_math_automath_1000000
config:
type: load_preexisting
framework_name: seed_math_automath_1000000
- id: drop_columns_automath_1000000
config:
type: function
function: data_strategies.commons.keep_only_columns
function_config:
columns_to_keep:
- instruction_seed
input_ids:
- seed_math_automath_1000000
- id: add_source_automath
config:
type: function
function: data_strategies.commons.add_constant_columns
function_config:
source: "automath"
input_ids:
- drop_columns_automath_1000000
- id: filter_out_proofs_automath_1000000
config:
type: function
function: data_strategies.MultipleSamples.utils.filter_out_proofs
function_config:
problem_column: instruction_seed
input_ids:
- add_source_automath
- id: sample_dataset_automath
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 4_000
input_ids:
- filter_out_proofs_automath_1000000
- id: seed_math_nvidia_math_exploit
config:
type: load_preexisting
framework_name: seed_math_nvidia_math_exploit
- id: drop_columns_nvidia_math_exploit
config:
type: function
function: data_strategies.commons.keep_only_columns
function_config:
columns_to_keep:
- instruction_seed
input_ids:
- seed_math_nvidia_math_exploit
- id: add_source_nvidia_math
config:
type: function
function: data_strategies.commons.add_constant_columns
function_config:
source: "nvidia_math"
input_ids:
- drop_columns_nvidia_math_exploit
- id: filter_out_proofs_nvidia_math
config:
type: function
function: data_strategies.MultipleSamples.utils.filter_out_proofs
function_config:
problem_column: instruction_seed
input_ids:
- add_source_nvidia_math
- id: sample_dataset_nvidia_math
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 4_000
input_ids:
- filter_out_proofs_nvidia_math
- id: seed_math_tiger_lab_math_exploit
config:
type: load_preexisting
framework_name: seed_math_tiger_lab_math_exploit
- id: drop_columns_tiger_lab_math_exploit
config:
type: function
function: data_strategies.commons.keep_only_columns
function_config:
columns_to_keep:
- instruction_seed
input_ids:
- seed_math_tiger_lab_math_exploit
- id: add_source_tiger_lab_math
config:
type: function
function: data_strategies.commons.add_constant_columns
function_config:
source: "tiger_lab_math"
input_ids:
- drop_columns_tiger_lab_math_exploit
- id: filter_out_proofs_tiger_lab_math
config:
type: function
function: data_strategies.MultipleSamples.utils.filter_out_proofs
function_config:
problem_column: instruction_seed
input_ids:
- add_source_tiger_lab_math
- id: sample_dataset_tiger_lab_math
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 4_000
input_ids:
- filter_out_proofs_tiger_lab_math
- id: seed_math_tiger_math_exploit
config:
type: load_preexisting
framework_name: seed_math_tiger_math_exploit
- id: drop_columns_tiger_math_exploit
config:
type: function
function: data_strategies.commons.keep_only_columns
function_config:
columns_to_keep:
- instruction_seed
input_ids:
- seed_math_tiger_math_exploit
- id: add_source_tiger_math
config:
type: function
function: data_strategies.commons.add_constant_columns
function_config:
source: "tiger_math"
input_ids:
- drop_columns_tiger_math_exploit
- id: filter_out_proofs_tiger_math
config:
type: function
function: data_strategies.MultipleSamples.utils.filter_out_proofs
function_config:
problem_column: instruction_seed
input_ids:
- add_source_tiger_math
- id: sample_dataset_tiger_math
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 4_000
input_ids:
- filter_out_proofs_tiger_math
- id: sample_dataset_all
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 16_000
input_ids:
- sample_dataset_tiger_math
- sample_dataset_automath
- sample_dataset_nvidia_math
- sample_dataset_tiger_lab_math
- id: rename_instruction
config:
type: function
function: data_strategies.commons.force_rename_columns
function_config:
column_maps:
instruction_seed: problem
input_ids:
- sample_dataset_all
- id: dedup_topics
config:
type: function
function: data_strategies.commons.dedup_on_columns
function_config:
dedup_columns:
- problem
input_ids:
- rename_instruction
- id: sample_dataset
config:
type: function
function: data_strategies.commons.uniform_sample_fixed
function_config:
num_samples: 1
input_ids:
- dedup_topics
- id: add_row_ids
config:
type: function
function: data_strategies.commons.add_row_ids
function_config:
column_name: id
input_ids:
- sample_dataset
- id: duplicate
config:
type: function
function: data_strategies.TestTime.generator.duplicate_rows
function_config:
n_copies: 12
input_ids:
- add_row_ids
- id: annotate_r1_distill_70b
config:
type: completions
map: deepseek_reasoner
map_config:
input_problem_column: problem
model: deepseek-reasoner
batch: False
temperature: 1.0
require_all_responses: false
backend: openai
backend_params:
max_requests_per_minute: 2_500
max_tokens_per_minute: 1_000_000_000
api_key: sk-66c9461d203144cc8bda1d0e71e08799
base_url: "https://api.deepseek.com/"
invalid_finish_reasons: ['content_filter']
input_ids:
- duplicate
- id: convert_reasoning_trace_to_final
config:
type: function
function: data_strategies.commons.convert_reasoning_trace_to_final
function_config:
reasoning_column: reasoning
solution_column: deepseek_solution
output_column: final_reasoning_trace
input_ids:
- annotate_r1_distill_70b
- id: merge_together
config:
type: function
function: data_strategies.TestTime.generator.merge_duplicate_rows
function_config:
diff_columns:
- final_reasoning_trace
- id
input_ids:
- convert_reasoning_trace_to_final