Upload configuration file
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config/b2_train_fasttext_code_pos_taco_neg_sqls.yaml
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| 1 |
+
operators:
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| 2 |
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- id: load_hf
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| 3 |
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config:
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| 4 |
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type: hf_source
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| 5 |
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dataset: BAAI/TACO
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| 6 |
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split: train
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trust_remote_code: True
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- id: rename_task_column
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| 9 |
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config:
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| 10 |
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type: function
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| 11 |
+
function: data_strategies.commons.force_rename_columns
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| 12 |
+
function_config:
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+
column_maps:
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question: instruction_seed
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| 15 |
+
input_ids:
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| 16 |
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- load_hf
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| 17 |
+
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- id: decontaminate_positive
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config:
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type: cpu_function
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sharded: false
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+
num_cpus: 32
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function: data_strategies._A1_Source.utils.decontaminate_fuzzy_w_ngram
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function_config:
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column: instruction_seed
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+
eval_datasets:
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+
- HuggingFaceH4/MATH-500
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+
- Maxwell-Jia/AIME_2024
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+
- AI-MO/aimo-validation-amc
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| 30 |
+
- livecodebench/code_generation_lite
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| 31 |
+
- mlfoundations-dev/AIME2025_combined
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| 32 |
+
- cais/hle
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| 33 |
+
- open-r1/codeforces
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| 34 |
+
- Idavidrein/gpqa
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| 35 |
+
- daman1209arora/jeebench
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| 36 |
+
- mlfoundations-dev/mmlu_pro_eval_full
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| 37 |
+
- Qwen/CodeElo
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| 38 |
+
- open-r1/ioi
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| 39 |
+
eval_columns:
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| 40 |
+
- problem
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| 41 |
+
- Problem
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| 42 |
+
- problem
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| 43 |
+
- question_content
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| 44 |
+
- question
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| 45 |
+
- question
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| 46 |
+
- description
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| 47 |
+
- Question
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| 48 |
+
- question
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| 49 |
+
- prompt
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| 50 |
+
- description
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| 51 |
+
- statement
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| 52 |
+
eval_splits:
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| 53 |
+
- test
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| 54 |
+
- train
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| 55 |
+
- train
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| 56 |
+
- test
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| 57 |
+
- train
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| 58 |
+
- test
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| 59 |
+
- test
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| 60 |
+
- train
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| 61 |
+
- test
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| 62 |
+
- test
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| 63 |
+
- test
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| 64 |
+
- test
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| 65 |
+
eval_subsets:
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| 66 |
+
Idavidrein/gpqa: gpqa_diamond
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| 67 |
+
similarity_threshold: 75.0
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| 68 |
+
ngram_size: 13
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| 69 |
+
input_ids:
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| 70 |
+
- rename_task_column
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| 71 |
+
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| 72 |
+
- id: hf_source_negative_seed
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| 73 |
+
config:
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| 74 |
+
type: load_preexisting
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| 75 |
+
framework_name: a1_code_sql_create_context
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| 76 |
+
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| 77 |
+
- id: decontaminate_negative
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| 78 |
+
config:
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| 79 |
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type: cpu_function
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+
sharded: false
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| 81 |
+
num_cpus: 32
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| 82 |
+
function: data_strategies._A1_Source.utils.decontaminate_fuzzy_w_ngram
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| 83 |
+
function_config:
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| 84 |
+
column: instruction_seed
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| 85 |
+
eval_datasets:
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| 86 |
+
- HuggingFaceH4/MATH-500
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| 87 |
+
- Maxwell-Jia/AIME_2024
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| 88 |
+
- AI-MO/aimo-validation-amc
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| 89 |
+
- livecodebench/code_generation_lite
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| 90 |
+
- mlfoundations-dev/AIME2025_combined
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| 91 |
+
- cais/hle
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| 92 |
+
- open-r1/codeforces
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| 93 |
+
- Idavidrein/gpqa
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| 94 |
+
- daman1209arora/jeebench
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| 95 |
+
- mlfoundations-dev/mmlu_pro_eval_full
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| 96 |
+
- Qwen/CodeElo
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| 97 |
+
- open-r1/ioi
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| 98 |
+
eval_columns:
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| 99 |
+
- problem
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| 100 |
+
- Problem
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| 101 |
+
- problem
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| 102 |
+
- question_content
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| 103 |
+
- question
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| 104 |
+
- question
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| 105 |
+
- description
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| 106 |
+
- Question
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| 107 |
+
- question
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| 108 |
+
- prompt
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| 109 |
+
- description
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| 110 |
+
- statement
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| 111 |
+
eval_splits:
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| 112 |
+
- test
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| 113 |
+
- train
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| 114 |
+
- train
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| 115 |
+
- test
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| 116 |
+
- train
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| 117 |
+
- test
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| 118 |
+
- test
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| 119 |
+
- train
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| 120 |
+
- test
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| 121 |
+
- test
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| 122 |
+
- test
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| 123 |
+
- test
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| 124 |
+
eval_subsets:
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| 125 |
+
Idavidrein/gpqa: gpqa_diamond
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| 126 |
+
similarity_threshold: 75.0
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| 127 |
+
ngram_size: 13
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| 128 |
+
input_ids:
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| 129 |
+
- hf_source_negative_seed
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| 130 |
+
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| 131 |
+
- id: train_fasttext_classifier
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| 132 |
+
config:
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| 133 |
+
type: train_fasttext
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| 134 |
+
text_column: instruction_seed
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| 135 |
+
positive_input_ids:
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| 136 |
+
- decontaminate_positive
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| 137 |
+
negative_input_ids:
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| 138 |
+
- decontaminate_negative
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| 139 |
+
dim: 256
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| 140 |
+
epoch: 3
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| 141 |
+
lr: 0.1
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| 142 |
+
word_ngrams: 2
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| 143 |
+
min_count: 3
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| 144 |
+
hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_classifier_b2_taco_pos_neg_sql
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| 145 |
+
input_ids:
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| 146 |
+
- decontaminate_positive
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| 147 |
+
- decontaminate_negative
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