Upload configuration file
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config/b2_train_fasttext_math.yaml
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| 1 |
+
operators:
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| 2 |
+
- id: hf_source_bad_seed_math
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| 3 |
+
config:
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| 4 |
+
type: load_preexisting
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| 5 |
+
framework_name: a1_math_lap1official_math
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| 6 |
+
- id: decontaminate_negative
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| 7 |
+
config:
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| 8 |
+
type: cpu_function
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| 9 |
+
sharded: false
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| 10 |
+
num_cpus: 32
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| 11 |
+
function: data_strategies._A1_Source.utils.decontaminate_fuzzy_w_ngram
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| 12 |
+
function_config:
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| 13 |
+
column: instruction_seed
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| 14 |
+
eval_datasets:
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| 15 |
+
- HuggingFaceH4/MATH-500
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| 16 |
+
- Maxwell-Jia/AIME_2024
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| 17 |
+
- AI-MO/aimo-validation-amc
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| 18 |
+
- livecodebench/code_generation_lite
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| 19 |
+
- mlfoundations-dev/AIME2025_combined
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| 20 |
+
- cais/hle
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| 21 |
+
- open-r1/codeforces
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| 22 |
+
- Idavidrein/gpqa
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| 23 |
+
- daman1209arora/jeebench
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| 24 |
+
- mlfoundations-dev/mmlu_pro_eval_full
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| 25 |
+
- Qwen/CodeElo
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| 26 |
+
- open-r1/ioi
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| 27 |
+
eval_columns:
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| 28 |
+
- problem
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| 29 |
+
- Problem
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| 30 |
+
- problem
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| 31 |
+
- question_content
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| 32 |
+
- question
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| 33 |
+
- question
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| 34 |
+
- description
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| 35 |
+
- Question
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| 36 |
+
- question
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| 37 |
+
- prompt
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| 38 |
+
- description
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| 39 |
+
- statement
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| 40 |
+
eval_splits:
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| 41 |
+
- test
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| 42 |
+
- train
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| 43 |
+
- train
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| 44 |
+
- test
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| 45 |
+
- train
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| 46 |
+
- test
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| 47 |
+
- test
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| 48 |
+
- train
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| 49 |
+
- test
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| 50 |
+
- test
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| 51 |
+
- test
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| 52 |
+
- test
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| 53 |
+
eval_subsets:
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| 54 |
+
Idavidrein/gpqa: gpqa_diamond
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| 55 |
+
similarity_threshold: 75.0
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| 56 |
+
ngram_size: 13
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| 57 |
+
input_ids:
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| 58 |
+
- hf_source_bad_seed_math
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| 59 |
+
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| 60 |
+
- id: hf_source_numina
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| 61 |
+
config:
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| 62 |
+
type: hf_source
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| 63 |
+
dataset: AI-MO/NuminaMath-CoT
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| 64 |
+
split: train
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| 65 |
+
- id: select_amc_aime
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| 66 |
+
config:
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| 67 |
+
type: function
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| 68 |
+
function: data_strategies.commons.select_rows
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| 69 |
+
function_config:
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| 70 |
+
conditions:
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| 71 |
+
source: amc_aime
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| 72 |
+
input_ids:
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| 73 |
+
- hf_source_numina
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| 74 |
+
- id: select_olympiads
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| 75 |
+
config:
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| 76 |
+
type: function
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| 77 |
+
function: data_strategies.commons.select_rows
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| 78 |
+
function_config:
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| 79 |
+
conditions:
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| 80 |
+
source: olympiads
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| 81 |
+
input_ids:
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| 82 |
+
- hf_source_numina
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| 83 |
+
- id: rename_task_column_positive
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| 84 |
+
config:
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| 85 |
+
type: function
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| 86 |
+
function: data_strategies.commons.force_rename_columns
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| 87 |
+
function_config:
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| 88 |
+
column_maps:
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| 89 |
+
problem: instruction_seed
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| 90 |
+
input_ids:
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| 91 |
+
- select_amc_aime
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| 92 |
+
- select_olympiads
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| 93 |
+
- id: decontaminate_positive
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| 94 |
+
config:
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| 95 |
+
type: cpu_function
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| 96 |
+
sharded: false
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| 97 |
+
num_cpus: 32
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| 98 |
+
function: data_strategies._A1_Source.utils.decontaminate_fuzzy_w_ngram
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| 99 |
+
function_config:
|
| 100 |
+
column: instruction_seed
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| 101 |
+
eval_datasets:
|
| 102 |
+
- HuggingFaceH4/MATH-500
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| 103 |
+
- Maxwell-Jia/AIME_2024
|
| 104 |
+
- AI-MO/aimo-validation-amc
|
| 105 |
+
- livecodebench/code_generation_lite
|
| 106 |
+
- mlfoundations-dev/AIME2025_combined
|
| 107 |
+
- cais/hle
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| 108 |
+
- open-r1/codeforces
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| 109 |
+
- Idavidrein/gpqa
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| 110 |
+
- daman1209arora/jeebench
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| 111 |
+
- mlfoundations-dev/mmlu_pro_eval_full
|
| 112 |
+
- Qwen/CodeElo
|
| 113 |
+
- open-r1/ioi
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| 114 |
+
eval_columns:
|
| 115 |
+
- problem
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| 116 |
+
- Problem
|
| 117 |
+
- problem
|
| 118 |
+
- question_content
|
| 119 |
+
- question
|
| 120 |
+
- question
|
| 121 |
+
- description
|
| 122 |
+
- Question
|
| 123 |
+
- question
|
| 124 |
+
- prompt
|
| 125 |
+
- description
|
| 126 |
+
- statement
|
| 127 |
+
eval_splits:
|
| 128 |
+
- test
|
| 129 |
+
- train
|
| 130 |
+
- train
|
| 131 |
+
- test
|
| 132 |
+
- train
|
| 133 |
+
- test
|
| 134 |
+
- test
|
| 135 |
+
- train
|
| 136 |
+
- test
|
| 137 |
+
- test
|
| 138 |
+
- test
|
| 139 |
+
- test
|
| 140 |
+
eval_subsets:
|
| 141 |
+
Idavidrein/gpqa: gpqa_diamond
|
| 142 |
+
similarity_threshold: 75.0
|
| 143 |
+
ngram_size: 13
|
| 144 |
+
input_ids:
|
| 145 |
+
- rename_task_column_positive
|
| 146 |
+
|
| 147 |
+
- id: train_fasttext_classifier
|
| 148 |
+
config:
|
| 149 |
+
type: train_fasttext
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| 150 |
+
text_column: instruction_seed
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| 151 |
+
positive_input_ids:
|
| 152 |
+
- decontaminate_positive
|
| 153 |
+
negative_input_ids:
|
| 154 |
+
- decontaminate_negative
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| 155 |
+
dim: 256
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| 156 |
+
epoch: 3
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| 157 |
+
lr: 0.1
|
| 158 |
+
word_ngrams: 2
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| 159 |
+
min_count: 3
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| 160 |
+
hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_classifier_b2_math_pos_numina_neg_lap1official_math
|
| 161 |
+
input_ids:
|
| 162 |
+
- decontaminate_positive
|
| 163 |
+
- decontaminate_negative
|