| | --- |
| | license: apache-2.0 |
| | language: |
| | - en |
| | - code |
| | dataset_info: |
| | - config_name: go |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: document |
| | dtype: string |
| | - name: negative_0 |
| | dtype: string |
| | - name: negative_1 |
| | dtype: string |
| | - name: negative_2 |
| | dtype: string |
| | - name: negative_3 |
| | dtype: string |
| | - name: negative_4 |
| | dtype: string |
| | - name: negative_5 |
| | dtype: string |
| | - name: negative_6 |
| | dtype: string |
| | - name: negative_7 |
| | dtype: string |
| | - name: negative_8 |
| | dtype: string |
| | - name: negative_9 |
| | dtype: string |
| | - name: negative_10 |
| | dtype: string |
| | - name: negative_11 |
| | dtype: string |
| | - name: negative_12 |
| | dtype: string |
| | - name: negative_13 |
| | dtype: string |
| | - name: negative_14 |
| | dtype: string |
| | - name: negative_15 |
| | dtype: string |
| | - name: negative_16 |
| | dtype: string |
| | - name: negative_17 |
| | dtype: string |
| | - name: negative_18 |
| | dtype: string |
| | - name: negative_19 |
| | dtype: string |
| | - name: negative_20 |
| | dtype: string |
| | - name: negative_21 |
| | dtype: string |
| | - name: negative_22 |
| | dtype: string |
| | - name: negative_23 |
| | dtype: string |
| | - name: negative_24 |
| | dtype: string |
| | - name: negative_25 |
| | dtype: string |
| | - name: negative_26 |
| | dtype: string |
| | - name: negative_27 |
| | dtype: string |
| | - name: negative_28 |
| | dtype: string |
| | - name: negative_29 |
| | dtype: string |
| | - name: negative_30 |
| | dtype: string |
| | - name: negative_31 |
| | dtype: string |
| | - name: negative_32 |
| | dtype: string |
| | - name: negative_33 |
| | dtype: string |
| | - name: negative_34 |
| | dtype: string |
| | - name: negative_35 |
| | dtype: string |
| | - name: negative_36 |
| | dtype: string |
| | - name: negative_37 |
| | dtype: string |
| | - name: negative_38 |
| | dtype: string |
| | - name: negative_39 |
| | dtype: string |
| | - name: negative_40 |
| | dtype: string |
| | - name: negative_41 |
| | dtype: string |
| | - name: negative_42 |
| | dtype: string |
| | - name: negative_43 |
| | dtype: string |
| | - name: negative_44 |
| | dtype: string |
| | - name: negative_45 |
| | dtype: string |
| | - name: negative_46 |
| | dtype: string |
| | - name: negative_47 |
| | dtype: string |
| | - name: negative_48 |
| | dtype: string |
| | - name: negative_49 |
| | dtype: string |
| | - name: negative_50 |
| | dtype: string |
| | - name: negative_51 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_54 |
| | dtype: string |
| | - name: negative_55 |
| | dtype: string |
| | - name: negative_56 |
| | dtype: string |
| | - name: negative_57 |
| | dtype: string |
| | - name: negative_58 |
| | dtype: string |
| | - name: negative_59 |
| | dtype: string |
| | - name: negative_60 |
| | dtype: string |
| | - name: negative_61 |
| | dtype: string |
| | - name: negative_62 |
| | dtype: string |
| | - name: negative_63 |
| | dtype: string |
| | - name: negative_64 |
| | dtype: string |
| | - name: negative_65 |
| | dtype: string |
| | - name: negative_66 |
| | dtype: string |
| | - name: negative_67 |
| | dtype: string |
| | - name: negative_68 |
| | dtype: string |
| | - name: negative_69 |
| | dtype: string |
| | - name: negative_70 |
| | dtype: string |
| | - name: negative_71 |
| | dtype: string |
| | - name: negative_72 |
| | dtype: string |
| | - name: negative_73 |
| | dtype: string |
| | - name: negative_74 |
| | dtype: string |
| | - name: negative_75 |
| | dtype: string |
| | - name: negative_76 |
| | dtype: string |
| | - name: negative_77 |
| | dtype: string |
| | - name: negative_78 |
| | dtype: string |
| | - name: negative_79 |
| | dtype: string |
| | - name: negative_80 |
| | dtype: string |
| | - name: negative_81 |
| | dtype: string |
| | - name: negative_82 |
| | dtype: string |
| | - name: negative_83 |
| | dtype: string |
| | - name: negative_84 |
| | dtype: string |
| | - name: negative_85 |
| | dtype: string |
| | - name: negative_86 |
| | dtype: string |
| | - name: negative_87 |
| | dtype: string |
| | - name: negative_88 |
| | dtype: string |
| | - name: negative_89 |
| | dtype: string |
| | - name: negative_90 |
| | dtype: string |
| | - name: negative_91 |
| | dtype: string |
| | - name: negative_92 |
| | dtype: string |
| | - name: negative_93 |
| | dtype: string |
| | - name: negative_94 |
| | dtype: string |
| | - name: negative_95 |
| | dtype: string |
| | - name: negative_96 |
| | dtype: string |
| | - name: negative_97 |
| | dtype: string |
| | - name: negative_98 |
| | dtype: string |
| | - name: negative_99 |
| | dtype: string |
| | - name: negative_scores |
| | list: string |
| | splits: |
| | - name: train |
| | num_bytes: 277269120023 |
| | num_examples: 5815734 |
| | download_size: 125178191558 |
| | dataset_size: 277269120023 |
| | - config_name: java |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: document |
| | dtype: string |
| | - name: negative_0 |
| | dtype: string |
| | - name: negative_1 |
| | dtype: string |
| | - name: negative_2 |
| | dtype: string |
| | - name: negative_3 |
| | dtype: string |
| | - name: negative_4 |
| | dtype: string |
| | - name: negative_5 |
| | dtype: string |
| | - name: negative_6 |
| | dtype: string |
| | - name: negative_7 |
| | dtype: string |
| | - name: negative_8 |
| | dtype: string |
| | - name: negative_9 |
| | dtype: string |
| | - name: negative_10 |
| | dtype: string |
| | - name: negative_11 |
| | dtype: string |
| | - name: negative_12 |
| | dtype: string |
| | - name: negative_13 |
| | dtype: string |
| | - name: negative_14 |
| | dtype: string |
| | - name: negative_15 |
| | dtype: string |
| | - name: negative_16 |
| | dtype: string |
| | - name: negative_17 |
| | dtype: string |
| | - name: negative_18 |
| | dtype: string |
| | - name: negative_19 |
| | dtype: string |
| | - name: negative_20 |
| | dtype: string |
| | - name: negative_21 |
| | dtype: string |
| | - name: negative_22 |
| | dtype: string |
| | - name: negative_23 |
| | dtype: string |
| | - name: negative_24 |
| | dtype: string |
| | - name: negative_25 |
| | dtype: string |
| | - name: negative_26 |
| | dtype: string |
| | - name: negative_27 |
| | dtype: string |
| | - name: negative_28 |
| | dtype: string |
| | - name: negative_29 |
| | dtype: string |
| | - name: negative_30 |
| | dtype: string |
| | - name: negative_31 |
| | dtype: string |
| | - name: negative_32 |
| | dtype: string |
| | - name: negative_33 |
| | dtype: string |
| | - name: negative_34 |
| | dtype: string |
| | - name: negative_35 |
| | dtype: string |
| | - name: negative_36 |
| | dtype: string |
| | - name: negative_37 |
| | dtype: string |
| | - name: negative_38 |
| | dtype: string |
| | - name: negative_39 |
| | dtype: string |
| | - name: negative_40 |
| | dtype: string |
| | - name: negative_41 |
| | dtype: string |
| | - name: negative_42 |
| | dtype: string |
| | - name: negative_43 |
| | dtype: string |
| | - name: negative_44 |
| | dtype: string |
| | - name: negative_45 |
| | dtype: string |
| | - name: negative_46 |
| | dtype: string |
| | - name: negative_47 |
| | dtype: string |
| | - name: negative_48 |
| | dtype: string |
| | - name: negative_49 |
| | dtype: string |
| | - name: negative_50 |
| | dtype: string |
| | - name: negative_51 |
| | dtype: string |
| | - name: negative_52 |
| | dtype: string |
| | - name: negative_53 |
| | dtype: string |
| | - name: negative_54 |
| | dtype: string |
| | - name: negative_55 |
| | dtype: string |
| | - name: negative_56 |
| | dtype: string |
| | - name: negative_57 |
| | dtype: string |
| | - name: negative_58 |
| | dtype: string |
| | - name: negative_59 |
| | dtype: string |
| | - name: negative_60 |
| | dtype: string |
| | - name: negative_61 |
| | dtype: string |
| | - name: negative_62 |
| | dtype: string |
| | - name: negative_63 |
| | dtype: string |
| | - name: negative_64 |
| | dtype: string |
| | - name: negative_65 |
| | dtype: string |
| | - name: negative_66 |
| | dtype: string |
| | - name: negative_67 |
| | dtype: string |
| | - name: negative_68 |
| | dtype: string |
| | - name: negative_69 |
| | dtype: string |
| | - name: negative_70 |
| | dtype: string |
| | - name: negative_71 |
| | dtype: string |
| | - name: negative_72 |
| | dtype: string |
| | - name: negative_73 |
| | dtype: string |
| | - name: negative_74 |
| | dtype: string |
| | - name: negative_75 |
| | dtype: string |
| | - name: negative_76 |
| | dtype: string |
| | - name: negative_77 |
| | dtype: string |
| | - name: negative_78 |
| | dtype: string |
| | - name: negative_79 |
| | dtype: string |
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| | dtype: string |
| | - name: negative_81 |
| | dtype: string |
| | - name: negative_82 |
| | dtype: string |
| | - name: negative_83 |
| | dtype: string |
| | - name: negative_84 |
| | dtype: string |
| | - name: negative_85 |
| | dtype: string |
| | - name: negative_86 |
| | dtype: string |
| | - name: negative_87 |
| | dtype: string |
| | - name: negative_88 |
| | dtype: string |
| | - name: negative_89 |
| | dtype: string |
| | - name: negative_90 |
| | dtype: string |
| | - name: negative_91 |
| | dtype: string |
| | - name: negative_92 |
| | dtype: string |
| | - name: negative_93 |
| | dtype: string |
| | - name: negative_94 |
| | dtype: string |
| | - name: negative_95 |
| | dtype: string |
| | - name: negative_96 |
| | dtype: string |
| | - name: negative_97 |
| | dtype: string |
| | - name: negative_98 |
| | dtype: string |
| | - name: negative_99 |
| | dtype: string |
| | - name: negative_scores |
| | list: string |
| | splits: |
| | - name: train |
| | num_bytes: 190897324683 |
| | num_examples: 4103086 |
| | download_size: 69070107097 |
| | dataset_size: 190897324683 |
| | - config_name: javascript |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: document |
| | dtype: string |
| | - name: negative_0 |
| | dtype: string |
| | - name: negative_1 |
| | dtype: string |
| | - name: negative_2 |
| | dtype: string |
| | - name: negative_3 |
| | dtype: string |
| | - name: negative_4 |
| | dtype: string |
| | - name: negative_5 |
| | dtype: string |
| | - name: negative_6 |
| | dtype: string |
| | - name: negative_7 |
| | dtype: string |
| | - name: negative_8 |
| | dtype: string |
| | - name: negative_9 |
| | dtype: string |
| | - name: negative_10 |
| | dtype: string |
| | - name: negative_11 |
| | dtype: string |
| | - name: negative_12 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_15 |
| | dtype: string |
| | - name: negative_16 |
| | dtype: string |
| | - name: negative_17 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_88 |
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| | dtype: string |
| | - name: negative_90 |
| | dtype: string |
| | - name: negative_91 |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_94 |
| | dtype: string |
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| | dtype: string |
| | - name: negative_96 |
| | dtype: string |
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| | - name: negative_98 |
| | dtype: string |
| | - name: negative_99 |
| | dtype: string |
| | - name: negative_scores |
| | list: string |
| | splits: |
| | - name: train |
| | num_bytes: 85826945766 |
| | num_examples: 1386353 |
| | download_size: 38414376948 |
| | dataset_size: 85826945766 |
| | - config_name: php |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: document |
| | dtype: string |
| | - name: negative_0 |
| | dtype: string |
| | - name: negative_1 |
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| | - name: negative_98 |
| | dtype: string |
| | - name: negative_99 |
| | dtype: string |
| | - name: negative_scores |
| | list: string |
| | splits: |
| | - name: train |
| | num_bytes: 143934322991 |
| | num_examples: 2676409 |
| | download_size: 57573151396 |
| | dataset_size: 143934322991 |
| | - config_name: python |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: document |
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| | splits: |
| | - name: train |
| | num_bytes: 340873507613 |
| | num_examples: 6889731 |
| | download_size: 152233300905 |
| | dataset_size: 340873507613 |
| | - config_name: ruby |
| | features: |
| | - name: query |
| | dtype: string |
| | - name: document |
| | dtype: string |
| | - name: negative_0 |
| | dtype: string |
| | - name: negative_1 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_26 |
| | dtype: string |
| | - name: negative_27 |
| | dtype: string |
| | - name: negative_28 |
| | dtype: string |
| | - name: negative_29 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_34 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_66 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_81 |
| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
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| | dtype: string |
| | - name: negative_98 |
| | dtype: string |
| | - name: negative_99 |
| | dtype: string |
| | - name: negative_scores |
| | list: string |
| | splits: |
| | - name: train |
| | num_bytes: 18280019094 |
| | num_examples: 631161 |
| | download_size: 8540941243 |
| | dataset_size: 18280019094 |
| | configs: |
| | - config_name: go |
| | data_files: |
| | - split: train |
| | path: go/train-* |
| | - config_name: java |
| | data_files: |
| | - split: train |
| | path: java/train-* |
| | - config_name: javascript |
| | data_files: |
| | - split: train |
| | path: javascript/train-* |
| | - config_name: php |
| | data_files: |
| | - split: train |
| | path: php/train-* |
| | - config_name: python |
| | data_files: |
| | - split: train |
| | path: python/train-* |
| | - config_name: ruby |
| | data_files: |
| | - split: train |
| | path: ruby/train-* |
| | --- |
| | |
| | This dataset is a copy of the [CoRNStack data](https://huggingface.co/collections/nomic-ai/cornstack) from Nomic. This is just a reformating of the data to make it easily usable in [PyLate](https://lightonai.github.io/pylate/) and [sentence-transformers](https://github.com/huggingface/sentence-transformers). The data has been created from the Stack v2 by using docstring as queries and corresponding functions as target documents. Other functions has been mined to provide hard negatives. For more information about the creation of the dataset, please refer to the [original paper](https://arxiv.org/abs/2412.01007) and please considering citing them if you use this data. |
| |
|
| |
|
| | Notably, this dataset has been used to perform the pre-training of the state-of-the-art late interaction [LateOn-Code models](https://huggingface.co/collections/lightonai/lateon-code). The boilerplate used to train the model using this data can be found [here](https://github.com/lightonai/pylate/blob/main/examples/train/lateon_code/pre-training.py). For more information about the training and usage of the models, please refer to our [blogpost](https://huggingface.co/blog/lightonai/colgrep-lateon-code) (or model cards). |
| |
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| |
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| |
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| |
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| |
|
| | ### Citation |
| | #### CoRNStack |
| | ```bibtex |
| | @inproceedings{DBLP:conf/iclr/SureshRXNMDJ25, |
| | author = {Tarun Suresh and |
| | Revanth Gangi Reddy and |
| | Yifei Xu and |
| | Zach Nussbaum and |
| | Andriy Mulyar and |
| | Brandon Duderstadt and |
| | Heng Ji}, |
| | title = {CoRNStack: High-Quality Contrastive Data for Better Code Retrieval |
| | and Reranking}, |
| | booktitle = {The Thirteenth International Conference on Learning Representations, |
| | {ICLR} 2025, Singapore, April 24-28, 2025}, |
| | publisher = {OpenReview.net}, |
| | year = {2025}, |
| | url = {https://openreview.net/forum?id=iyJOUELYir}, |
| | timestamp = {Sun, 25 May 2025 21:25:19 +0200}, |
| | biburl = {https://dblp.org/rec/conf/iclr/SureshRXNMDJ25.bib}, |
| | bibsource = {dblp computer science bibliography, https://dblp.org} |
| | } |
| | ``` |
| | #### PyLate |
| | ```bibtex |
| | @inproceedings{DBLP:conf/cikm/ChaffinS25, |
| | author = {Antoine Chaffin and |
| | Rapha{"{e}}l Sourty}, |
| | editor = {Meeyoung Cha and |
| | Chanyoung Park and |
| | Noseong Park and |
| | Carl Yang and |
| | Senjuti Basu Roy and |
| | Jessie Li and |
| | Jaap Kamps and |
| | Kijung Shin and |
| | Bryan Hooi and |
| | Lifang He}, |
| | title = {PyLate: Flexible Training and Retrieval for Late Interaction Models}, |
| | booktitle = {Proceedings of the 34th {ACM} International Conference on Information |
| | and Knowledge Management, {CIKM} 2025, Seoul, Republic of Korea, November |
| | 10-14, 2025}, |
| | pages = {6334--6339}, |
| | publisher = {{ACM}}, |
| | year = {2025}, |
| | url = {https://github.com/lightonai/pylate}, |
| | doi = {10.1145/3746252.3761608}, |
| | } |
| | ``` |
| |
|
| | #### LateOn-Code |
| | ```bibtex |
| | @misc{LateOn-Code, |
| | title = {LateOn-Code: a Family of State-Of-The-Art Late Interaction Code Retrieval Models}, |
| | author = {Chaffin, Antoine}, |
| | url = {https://huggingface.co/collections/lightonai/lateon-code}, |
| | year = {2026} |
| | } |
| | ``` |
