SWE-bench Goes Live!
Paper • 2505.23419 • Published • 21
Datasets:
arm large_stringclasses 2
values | run large_stringclasses 16
values | iid large_stringclasses 410
values | path large_stringlengths 13 129 | n_lines float64 11 2.47k ⌀ | n_units float64 1 512 ⌀ | n_tok float64 74 31.7k ⌀ | n_gold_lines float64 1 106 ⌀ | n_gold_units float64 1 41 ⌀ | n_removed float64 0 114 ⌀ | n_added float64 0 219 ⌀ | repo large_stringclasses 101
values | min_p_R float64 0 1 ⌀ | n_tok_p_below_half float64 0 286 ⌀ | issue_quotes_gold bool 2
classes | frac_lines_near_gold float64 0 0.99 ⌀ | mass_near_surp_R_sum float64 0 1 ⌀ | total_surp_R_sum float64 0.01 2.27k ⌀ | mass_near_surp_RX_sum float64 0 1 ⌀ | total_surp_RX_sum float64 0 1k ⌀ | mass_near_drop_R_RX_pos float64 0 1 ⌀ | total_drop_R_RX_pos float64 0 622 ⌀ | lrank_surp_R_sum float64 1 1.65k ⌀ | urank_surp_R_sum_max float64 1 93 ⌀ | urank_surp_R_sum_sum float64 1 99 ⌀ | urank_surp_R_sum_top3 float64 1 101 ⌀ | lrank_surp_R_max float64 1 1.87k ⌀ | urank_surp_R_max_max float64 1 85 ⌀ | urank_surp_R_max_sum float64 1 93 ⌀ | urank_surp_R_max_top3 float64 1 96 ⌀ | lrank_first_R float64 1 1.65k ⌀ | urank_first_R_max float64 1 126 ⌀ | urank_first_R_sum float64 1 124 ⌀ | urank_first_R_top3 float64 1 128 ⌀ | lrank_surp_RX_sum float64 1 1.98k ⌀ | urank_surp_RX_sum_max float64 1 201 ⌀ | urank_surp_RX_sum_sum float64 1 184 ⌀ | urank_surp_RX_sum_top3 float64 1 204 ⌀ | lrank_surp_RX_max float64 1 1.88k ⌀ | urank_surp_RX_max_max float64 1 211 ⌀ | urank_surp_RX_max_sum float64 1 190 ⌀ | urank_surp_RX_max_top3 float64 1 210 ⌀ | lrank_first_RX float64 1 1.71k ⌀ | urank_first_RX_max float64 1 200 ⌀ | urank_first_RX_sum float64 1 193 ⌀ | urank_first_RX_top3 float64 1 208 ⌀ | lrank_drop_R_RX_sum float64 1 1.98k ⌀ | urank_drop_R_RX_sum_max float64 1 100 ⌀ | urank_drop_R_RX_sum_sum float64 1 218 ⌀ | urank_drop_R_RX_sum_top3 float64 1 119 ⌀ | lrank_drop_R_RX_max float64 1 1.26k ⌀ | urank_drop_R_RX_max_max float64 1 79 ⌀ | urank_drop_R_RX_max_sum float64 1 84 ⌀ | urank_drop_R_RX_max_top3 float64 1 86 ⌀ | lrank_drop_R_RX_pos float64 1 1.55k ⌀ | urank_drop_R_RX_pos_max float64 1 81 ⌀ | urank_drop_R_RX_pos_sum float64 1 86 ⌀ | urank_drop_R_RX_pos_top3 float64 1 88 ⌀ | lrank_gain_R_RX_pos float64 1 2.34k ⌀ | urank_gain_R_RX_pos_max float64 1 261 ⌀ | urank_gain_R_RX_pos_sum float64 1 264 ⌀ | urank_gain_R_RX_pos_top3 float64 1 266 ⌀ | lrank_bm25 float64 1 1.83k ⌀ | urank_bm25_max float64 1 171 ⌀ | urank_bm25_sum float64 1 165 ⌀ | urank_bm25_top3 float64 1 145 ⌀ | lrank_random float64 1 2.16k ⌀ | urank_random_max float64 1 212 ⌀ | urank_random_sum float64 1 173 ⌀ | urank_random_top3 float64 1 182 ⌀ | lrank_line_ntok float64 1 1.48k ⌀ | urank_line_ntok_max float64 1 184 ⌀ | urank_line_ntok_sum float64 1 158 ⌀ | urank_line_ntok_top3 float64 1 169 ⌀ | lrank_Hnorm float64 1 1.8k ⌀ | urank_Hnorm_max float64 1 96 ⌀ | urank_Hnorm_sum float64 1 92 ⌀ | urank_Hnorm_top3 float64 1 88 ⌀ | lrank_Snorm float64 1 1.68k ⌀ | urank_Snorm_max float64 1 109 ⌀ | urank_Snorm_sum float64 1 112 ⌀ | urank_Snorm_top3 float64 1 109 ⌀ | lrank_position float64 1 1.9k ⌀ | urank_position_max float64 1 188 ⌀ | urank_position_sum float64 1 246 ⌀ | urank_position_top3 float64 1 188 ⌀ | urank_gen float64 1 459 ⌀ | lrank_gen float64 1 3.11k ⌀ | gen_nranges float64 0 5 ⌀ | lrank_hybrid float64 1 1.21k ⌀ | urank_bm25_unit float64 1 163 ⌀ | urank_unit_length float64 1 176 ⌀ | lrank_surp_RB_sum float64 1 1.23k ⌀ | urank_surp_RB_sum_max float64 1 91 ⌀ | urank_surp_RB_sum_sum float64 1 90 ⌀ | urank_surp_RB_sum_top3 float64 1 102 ⌀ | lrank_surp_RB_max float64 1 1.04k ⌀ | urank_surp_RB_max_max float64 1 122 ⌀ | urank_surp_RB_max_sum float64 1 96 ⌀ | urank_surp_RB_max_top3 float64 1 115 ⌀ | lrank_first_RB float64 1 1.23k ⌀ | urank_first_RB_max float64 1 93 ⌀ | urank_first_RB_sum float64 1 92 ⌀ | urank_first_RB_top3 float64 1 103 ⌀ | lrank_surp_R0_sum float64 1 1.91k ⌀ | urank_surp_R0_sum_max float64 1 91 ⌀ | urank_surp_R0_sum_sum float64 1 109 ⌀ | urank_surp_R0_sum_top3 float64 1 106 ⌀ | lrank_surp_R0_max float64 1 1.82k ⌀ | urank_surp_R0_max_max float64 1 111 ⌀ | urank_surp_R0_max_sum float64 1 117 ⌀ | urank_surp_R0_max_top3 float64 1 109 ⌀ | lrank_first_R0 float64 1 1.88k ⌀ | urank_first_R0_max float64 1 90 ⌀ | urank_first_R0_sum float64 1 101 ⌀ | urank_first_R0_top3 float64 1 99 ⌀ | lrank_drop_R_RB_sum float64 1 391 ⌀ | urank_drop_R_RB_sum_max float64 1 48 ⌀ | urank_drop_R_RB_sum_sum float64 1 44 ⌀ | urank_drop_R_RB_sum_top3 float64 1 45 ⌀ | lrank_drop_R_RB_max float64 1 395 ⌀ | urank_drop_R_RB_max_max float64 1 45 ⌀ | urank_drop_R_RB_max_sum float64 1 41 ⌀ | urank_drop_R_RB_max_top3 float64 1 43 ⌀ | lrank_drop_R_RB_pos float64 1 398 ⌀ | urank_drop_R_RB_pos_max float64 1 48 ⌀ | urank_drop_R_RB_pos_sum float64 1 42 ⌀ | urank_drop_R_RB_pos_top3 float64 1 45 ⌀ | lrank_gain_R_RB_pos float64 1 1.73k ⌀ | urank_gain_R_RB_pos_max float64 1 237 ⌀ | urank_gain_R_RB_pos_sum float64 1 204 ⌀ | urank_gain_R_RB_pos_top3 float64 1 236 ⌀ | lrank_drop_R_R0_sum float64 1 883 ⌀ | urank_drop_R_R0_sum_max float64 1 48 ⌀ | urank_drop_R_R0_sum_sum float64 1 41 ⌀ | urank_drop_R_R0_sum_top3 float64 1 46 ⌀ | lrank_drop_R_R0_max float64 1 577 ⌀ | urank_drop_R_R0_max_max float64 1 45 ⌀ | urank_drop_R_R0_max_sum float64 1 44 ⌀ | urank_drop_R_R0_max_top3 float64 1 45 ⌀ | lrank_drop_R_R0_pos float64 1 623 ⌀ | urank_drop_R_R0_pos_max float64 1 48 ⌀ | urank_drop_R_R0_pos_sum float64 1 45 ⌀ | urank_drop_R_R0_pos_top3 float64 1 48 ⌀ | lrank_gain_R_R0_pos float64 1 2.19k ⌀ | 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float64 1 1.53k ⌀ | urank_drop_RX_R0_max_max float64 1 90 ⌀ | urank_drop_RX_R0_max_sum float64 1 84 ⌀ | urank_drop_RX_R0_max_top3 float64 1 83 ⌀ | lrank_drop_RX_R0_pos float64 1 1.48k ⌀ | urank_drop_RX_R0_pos_max float64 1 94 ⌀ | urank_drop_RX_R0_pos_sum float64 1 80 ⌀ | urank_drop_RX_R0_pos_top3 float64 1 79 ⌀ | lrank_gain_RX_R0_pos float64 1 2.12k ⌀ | urank_gain_RX_R0_pos_max float64 1 232 ⌀ | urank_gain_RX_R0_pos_sum float64 1 230 ⌀ | urank_gain_RX_R0_pos_top3 float64 1 248 ⌀ | urank_gen2 float64 1 476 ⌀ | lrank_gen2 float64 1 2.84k ⌀ | gen2_nranges float64 0 393 ⌀ | none_valid float64 0 1 ⌀ | none_ambiguous float64 0 1 ⌀ | none_truncated float64 0 1 ⌀ | none_noop float64 0 1 ⌀ | none_on_gold float64 0 1 ⌀ | none_near_gold float64 0 1 ⌀ | none_gold_unit float64 0 1 ⌀ | none_adds_gold float64 0 1 ⌀ | none_on_hint float64 0 0 ⌀ | none_tokens float64 35 640 ⌀ | H_hint_has_gold float64 0 1 ⌀ | H_valid float64 0 1 ⌀ | H_ambiguous float64 0 1 ⌀ | H_truncated float64 0 1 ⌀ | H_noop float64 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urank_pminus_D_sum float64 1 15 ⌀ | urank_pminus_D_top3 float64 1 15 ⌀ | lrank_pplus_D float64 1 247 ⌀ | urank_pplus_D_max float64 1 15 ⌀ | urank_pplus_D_sum float64 1 14 ⌀ | urank_pplus_D_top3 float64 1 15 ⌀ | lrank_pedit_D float64 1 199 ⌀ | urank_pedit_D_max float64 1 16 ⌀ | urank_pedit_D_sum float64 1 15 ⌀ | urank_pedit_D_top3 float64 1 15 ⌀ | lrank_pedit2_D float64 1 207 ⌀ | urank_pedit2_D_max float64 1 16 ⌀ | urank_pedit2_D_sum float64 1 15 ⌀ | urank_pedit2_D_top3 float64 1 15 ⌀ | lrank_surp_D_sum float64 1 234 ⌀ | urank_surp_D_sum_max float64 1 16 ⌀ | urank_surp_D_sum_sum float64 1 15 ⌀ | urank_surp_D_sum_top3 float64 1 16 ⌀ |
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dgx_bf16 | e2b_test | django__django-13810 | django/core/handlers/base.py | 310 | 23 | 3,247 | 4 | 1 | 2 | 4 | django/django | 0.025592 | 1 | false | 0.048387 | 0.002131 | 3.719293 | 0.000022 | 1.819903 | 0.004149 | 1.900999 | 4 | 2 | 2 | 2 | 3 | 2 | 2 | 2 | 4 | 2 | 2 | 2 | 31 | 7 | 7 | 7 | 29 | 7 | 7 | 7 | 26 | 6 | 6 | 6 | 4 | 2 | 2 | 2 | 3 | 2 | 2 | 2 | 4 | 2 | 2 | 2 | 169 | 7 | 5 | 5 | 100 | 3 | 1 | 2 | 29 | 2 | 1 | 2 | 129 | 3 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 45 | 2 | 10 | 2 | 1 | 1 | 5 | 1 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sympy__sympy-13798 | sympy/printing/latex.py | 1,793 | 438 | 24,933 | 4 | 1 | 6 | 17 | sympy/sympy | 0.000012 | 2 | false | 0.003346 | 0.00285 | 18.616498 | 0 | 23.407985 | 0.016006 | 3.314328 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 178 | 41 | 28 | 30 | 159 | 39 | 27 | 30 | 121 | 30 | 22 | 23 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 379 | 24 | 24 | 23 | 5 | 5 | 7 | 2 | 577 | 45 | 12 | 20 | 311 | 147 | 10 | 130 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 138 | 2 | 50 | 2 | 1 | 1 | 5 | 1 | 5 | 9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sympy__sympy-16886 | sympy/crypto/crypto.py | 1,931 | 114 | 22,221 | 1 | 1 | 1 | 1 | sympy/sympy | 0.000023 | 16 | false | 0.002589 | 0 | 63.246596 | 0 | 50.372181 | 0 | 13.823545 | 1,378 | 6 | 6 | 6 | 1,570 | 6 | 6 | 6 | 1,563 | 34 | 34 | 35 | 1,358 | 17 | 17 | 17 | 1,713 | 17 | 17 | 17 | 1,541 | 39 | 40 | 39 | 601 | 1 | 1 | 1 | 636 | 1 | 1 | 1 | 811 | 1 | 1 | 1 | 1,402 | 60 | 62 | 63 | 1,316 | 4 | 23 | 3 | 1,847 | 30 | 21 | 33 | 733 | 38 | 18 | 51 | 654 | 2 | 2 | 2 | 1,448 | 5 | 5 | 5 | 1,181 | 46 | 50 | 46 | 2 | 2,528 | 3 | 39 | 3 | 28 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-15277 | django/db/models/fields/__init__.py | 2,188 | 456 | 22,941 | 1 | 1 | 1 | 2 | django/django | 0.000001 | 6 | true | 0.001828 | 0.07796 | 37.33634 | 0 | 48.991618 | 0.246239 | 11.820724 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 2 | 2 | 2 | 2 | 64 | 43 | 54 | 53 | 117 | 61 | 71 | 66 | 69 | 24 | 32 | 30 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 108 | 59 | 65 | 65 | 5 | 4 | 59 | 23 | 583 | 181 | 147 | 139 | 174 | 77 | 121 | 76 | 2 | 2 | 2 | 2 | 4 | 4 | 4 | 4 | 901 | 76 | 65 | 76 | 1 | 4 | 2 | 1 | 5 | 176 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-10097 | django/core/validators.py | 446 | 76 | 5,246 | 1 | 1 | 1 | 1 | django/django | 0.348645 | 1 | false | 0.011211 | 0.120728 | 1.903458 | 0.000128 | 4.990321 | 0.927389 | 0.24711 | 9 | 3 | 3 | 3 | 9 | 3 | 3 | 3 | 9 | 3 | 3 | 3 | 130 | 4 | 4 | 4 | 149 | 4 | 4 | 4 | 97 | 4 | 4 | 4 | 4 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 344 | 4 | 4 | 4 | 51 | 3 | 4 | 5 | 71 | 8 | 3 | 5 | 32 | 2 | 1 | 2 | 4 | 1 | 1 | 1 | 9 | 3 | 3 | 3 | 82 | 7 | 34 | 7 | 1 | 539 | 5 | 4 | 8 | 3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | pytest-dev__pytest-7982 | src/_pytest/pathlib.py | 493 | 60 | 5,627 | 1 | 1 | 1 | 1 | pytest-dev/pytest | 0.042088 | 1 | false | 0.008114 | 0.992607 | 3.445483 | 0.003099 | 0.025199 | 0.99795 | 3.42701 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 14 | 10 | 10 | 10 | 13 | 10 | 10 | 10 | 14 | 10 | 11 | 10 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 8 | 8 | 9 | 9 | 1 | 1 | 7 | 1 | 207 | 12 | 13 | 8 | 35 | 16 | 15 | 12 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 454 | 29 | 25 | 29 | 1 | 3 | 1 | 1 | 1 | 16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-13195 | django/contrib/messages/storage/cookie.py | 161 | 22 | 1,804 | 1 | 1 | 1 | 5 | django/django | 0.182421 | 1 | false | 0.024845 | 0.940805 | 1.808642 | 0.000014 | 0.017017 | 0.94621 | 1.798309 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 102 | 13 | 13 | 13 | 118 | 13 | 13 | 13 | 106 | 13 | 13 | 13 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 86 | 12 | 13 | 13 | 3 | 1 | 1 | 1 | 76 | 2 | 3 | 2 | 4 | 4 | 3 | 6 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 82 | 9 | 9 | 9 | 1 | 7 | 2 | 1 | 1 | 4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-13195 | django/contrib/sessions/middleware.py | 73 | 6 | 801 | 2 | 1 | 0 | 1 | django/django | 0.754412 | 0 | false | 0.082192 | 0.041016 | 0.308436 | 0.000131 | 0.003637 | 0.041062 | 0.308082 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 42 | 3 | 3 | 3 | 43 | 3 | 3 | 3 | 42 | 3 | 3 | 3 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 70 | 3 | 3 | 3 | 12 | 1 | 1 | 1 | 41 | 1 | 1 | 1 | 34 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 39 | 4 | 4 | 4 | 6 | 44 | 2 | 19 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-13195 | django/http/response.py | 450 | 110 | 5,231 | 5 | 1 | 5 | 10 | django/django | 0.000501 | 4 | true | 0.02 | 0.998472 | 16.685477 | 0.000222 | 0.030639 | 0.999411 | 16.669805 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 66 | 33 | 33 | 36 | 75 | 35 | 35 | 36 | 66 | 33 | 33 | 36 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 27 | 18 | 18 | 18 | 1 | 1 | 2 | 1 | 38 | 18 | 21 | 10 | 10 | 8 | 11 | 5 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 181 | 21 | 49 | 21 | 1 | 1 | 1 | 1 | 1 | 19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sympy__sympy-13878 | sympy/stats/crv_types.py | 1,940 | 228 | 20,580 | 76 | 41 | 14 | 142 | sympy/sympy | 0 | 28 | false | 0.107216 | 0.240082 | 210.139557 | 0.204223 | 242.841932 | 0.178909 | 48.816691 | 22 | 1 | 1 | 1 | 22 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 28 | 1 | 1 | 1 | 28 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 8 | 1 | 1 | 1 | 9 | 1 | 1 | 1 | 9 | 1 | 1 | 1 | 17 | 1 | 1 | 1 | 76 | 1 | 5 | 3 | 36 | 3 | 1 | 1 | 5 | 4 | 1 | 2 | 10 | 1 | 1 | 1 | 24 | 1 | 1 | 1 | 47 | 1 | 1 | 1 | 229 | 2,823 | 0 | 9 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sympy__sympy-14531 | sympy/printing/str.py | 661 | 246 | 8,138 | 17 | 12 | 17 | 21 | sympy/sympy | 0.499933 | 1 | false | 0.075643 | 0.014237 | 0.731709 | 0.001737 | 0.091392 | 0.015757 | 0.655888 | 3 | 3 | 2 | 4 | 3 | 3 | 2 | 3 | 5 | 4 | 3 | 4 | 14 | 9 | 9 | 9 | 13 | 9 | 9 | 9 | 14 | 9 | 9 | 9 | 3 | 3 | 2 | 4 | 3 | 3 | 2 | 3 | 3 | 3 | 2 | 4 | 9 | 6 | 6 | 6 | 28 | 9 | 6 | 7 | 48 | 17 | 4 | 5 | 4 | 6 | 4 | 4 | 6 | 4 | 3 | 4 | 6 | 4 | 3 | 4 | 71 | 11 | 8 | 11 | 247 | 849 | 0 | 3 | 10 | 4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-15957 | django/db/models/fields/related_descriptors.py | 1,214 | 66 | 14,091 | 8 | 5 | 7 | 26 | django/django | 0 | 14 | false | 0.016474 | 0.000056 | 102.307313 | 0.000081 | 52.09601 | 0.000024 | 65.144185 | 70 | 1 | 1 | 1 | 70 | 1 | 1 | 1 | 51 | 1 | 1 | 1 | 60 | 1 | 1 | 1 | 95 | 1 | 1 | 1 | 48 | 1 | 1 | 1 | 55 | 1 | 1 | 1 | 57 | 1 | 1 | 1 | 55 | 1 | 1 | 1 | 40 | 1 | 1 | 1 | 179 | 2 | 1 | 1 | 17 | 1 | 1 | 1 | 86 | 1 | 1 | 1 | 54 | 1 | 1 | 1 | 73 | 2 | 1 | 1 | 48 | 1 | 4 | 1 | 1 | 18 | 5 | 7 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-13417 | django/db/models/query.py | 1,757 | 250 | 20,974 | 1 | 1 | 1 | 6 | django/django | 0.000004 | 3 | false | 0.002846 | 0.000074 | 23.95381 | 0 | 23.681018 | 0.000845 | 2.102193 | 16 | 10 | 7 | 8 | 16 | 10 | 8 | 8 | 9 | 7 | 5 | 5 | 320 | 107 | 81 | 92 | 524 | 94 | 86 | 97 | 243 | 81 | 63 | 71 | 9 | 7 | 5 | 5 | 9 | 7 | 5 | 5 | 9 | 7 | 5 | 5 | 1,355 | 50 | 46 | 47 | 3 | 2 | 9 | 2 | 240 | 42 | 40 | 51 | 160 | 62 | 50 | 39 | 12 | 5 | 5 | 5 | 20 | 8 | 7 | 7 | 1,095 | 95 | 130 | 95 | 251 | 1,982 | 0 | 9 | 1 | 39 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-13023 | django/db/models/fields/__init__.py | 2,113 | 436 | 22,267 | 1 | 1 | 1 | 1 | django/django | 0.000001 | 8 | false | 0.002366 | 0.000012 | 36.670092 | 0 | 43.779643 | 0.000059 | 7.598355 | 207 | 18 | 17 | 17 | 188 | 18 | 17 | 17 | 761 | 106 | 104 | 105 | 670 | 72 | 66 | 67 | 590 | 70 | 61 | 65 | 847 | 114 | 113 | 113 | 70 | 11 | 11 | 11 | 70 | 11 | 11 | 11 | 74 | 11 | 11 | 11 | 828 | 63 | 67 | 67 | 409 | 16 | 24 | 23 | 1,406 | 56 | 32 | 56 | 1,369 | 116 | 60 | 150 | 62 | 11 | 11 | 11 | 168 | 17 | 17 | 17 | 1,332 | 119 | 227 | 119 | 4 | 12 | 5 | 78 | 12 | 39 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | pylint-dev__pylint-4661 | pylint/config/__init__.py | 103 | 9 | 1,667 | 3 | 1 | 1 | 11 | pylint-dev/pylint | 0.000553 | 6 | false | 0.087379 | 0.637794 | 31.94535 | 0.988889 | 8.943009 | 0.52737 | 24.402259 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 10 | 1 | 1 | 1 | 9 | 1 | 1 | 1 | 9 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 9 | 4 | 1 | 3 | 28 | 1 | 1 | 1 | 22 | 1 | 1 | 1 | 9 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 35 | 1 | 6 | 1 | 1 | 3 | 5 | 7 | 3 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-11095 | django/contrib/admin/options.py | 1,902 | 213 | 23,445 | 3 | 3 | 1 | 5 | django/django | 0.000553 | 3 | false | 0.005783 | 0.001172 | 13.207685 | 0 | 14.60864 | 0.006377 | 2.427151 | 47 | 5 | 5 | 5 | 46 | 5 | 5 | 5 | 58 | 5 | 6 | 6 | 797 | 78 | 85 | 80 | 682 | 75 | 83 | 80 | 305 | 39 | 44 | 40 | 19 | 3 | 3 | 3 | 20 | 3 | 3 | 3 | 20 | 3 | 3 | 3 | 327 | 73 | 72 | 72 | 11 | 7 | 15 | 4 | 736 | 67 | 51 | 49 | 246 | 56 | 40 | 60 | 18 | 3 | 3 | 3 | 42 | 5 | 5 | 5 | 284 | 17 | 13 | 17 | 1 | 3 | 1 | 6 | 2 | 38 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sphinx-doc__sphinx-9367 | sphinx/pycode/ast.py | 189 | 58 | 2,536 | 5 | 2 | 3 | 5 | sphinx-doc/sphinx | 0.045511 | 2 | false | 0.042328 | 0.344933 | 4.748394 | 0.000766 | 7.381838 | 0.410716 | 3.987304 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 12 | 9 | 9 | 8 | 11 | 8 | 8 | 7 | 15 | 11 | 12 | 11 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 10 | 7 | 7 | 7 | 67 | 5 | 6 | 7 | 19 | 15 | 10 | 8 | 13 | 10 | 10 | 16 | 2 | 2 | 1 | 1 | 2 | 2 | 1 | 1 | 172 | 26 | 15 | 26 | 3 | 19 | 2 | 2 | 3 | 8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-16819 | django/db/migrations/operations/models.py | 964 | 242 | 10,702 | 2 | 2 | 0 | 5 | django/django | 0 | 1 | false | 0.005187 | 0 | 18.932773 | 0 | 18.830696 | 0.000001 | 0.333233 | 291 | 93 | 99 | 101 | 250 | 85 | 93 | 96 | 285 | 88 | 93 | 95 | 279 | 96 | 102 | 97 | 259 | 91 | 96 | 97 | 270 | 89 | 95 | 92 | 209 | 79 | 68 | 81 | 207 | 79 | 84 | 86 | 223 | 81 | 86 | 88 | 635 | 40 | 48 | 39 | 1 | 1 | 3 | 1 | 142 | 76 | 53 | 40 | 28 | 36 | 74 | 72 | 253 | 87 | 92 | 88 | 398 | 109 | 112 | 109 | 733 | 106 | 60 | 106 | 243 | 1,138 | 5 | 356 | 1 | 64 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-11265 | django/db/models/sql/query.py | 2,085 | 200 | 25,752 | 5 | 2 | 3 | 8 | django/django | 0.000636 | 7 | true | 0.006235 | 0.000003 | 22.416157 | 0.000001 | 42.868511 | 0.000003 | 10.455177 | 830 | 10 | 10 | 10 | 780 | 10 | 10 | 10 | 1,183 | 38 | 40 | 39 | 819 | 10 | 10 | 10 | 779 | 10 | 10 | 10 | 1,276 | 58 | 59 | 59 | 293 | 6 | 4 | 6 | 383 | 6 | 6 | 6 | 426 | 6 | 6 | 6 | 499 | 10 | 10 | 10 | 5 | 2 | 2 | 3 | 587 | 24 | 8 | 4 | 28 | 19 | 8 | 6 | 406 | 5 | 5 | 5 | 902 | 10 | 10 | 10 | 1,509 | 69 | 100 | 69 | 1 | 2,303 | 5 | 40 | 4 | 8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sympy__sympy-24661 | sympy/parsing/sympy_parser.py | 1,017 | 73 | 11,293 | 2 | 2 | 0 | 23 | sympy/sympy | 0.000006 | 7 | false | 0.0059 | 0.000001 | 43.67103 | 0 | 49.013348 | 0.000002 | 4.782338 | 81 | 30 | 29 | 29 | 87 | 29 | 29 | 29 | 617 | 39 | 39 | 39 | 110 | 28 | 29 | 29 | 110 | 28 | 29 | 29 | 647 | 38 | 38 | 38 | 34 | 16 | 12 | 15 | 38 | 15 | 16 | 15 | 36 | 16 | 16 | 15 | 527 | 20 | 21 | 21 | 729 | 13 | 27 | 22 | 105 | 4 | 22 | 18 | 397 | 21 | 17 | 9 | 34 | 16 | 15 | 16 | 78 | 30 | 28 | 29 | 913 | 35 | 31 | 35 | 4 | 1,242 | 2 | 174 | 18 | 20 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-14765 | django/db/migrations/state.py | 737 | 104 | 9,229 | 3 | 1 | 3 | 4 | django/django | 0.880793 | 0 | false | 0.010855 | 0.039656 | 0.138687 | 0.000025 | 0.12233 | 0.040973 | 0.134189 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 391 | 12 | 14 | 13 | 384 | 12 | 14 | 13 | 372 | 12 | 14 | 13 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 428 | 7 | 7 | 7 | 6 | 2 | 3 | 1 | 63 | 13 | 24 | 20 | 16 | 10 | 21 | 15 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 80 | 7 | 18 | 7 | 1 | 1 | 5 | 1 | 2 | 23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sphinx-doc__sphinx-7985 | sphinx/builders/linkcheck.py | 320 | 28 | 3,698 | 4 | 2 | 2 | 15 | sphinx-doc/sphinx | 0.201786 | 1 | false | 0.0375 | 0.016093 | 1.765015 | 0.000875 | 0.239649 | 0.018487 | 1.528651 | 3 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 7 | 1 | 1 | 1 | 18 | 1 | 1 | 1 | 22 | 1 | 1 | 1 | 19 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 26 | 2 | 2 | 2 | 3 | 2 | 1 | 1 | 62 | 3 | 1 | 1 | 17 | 1 | 1 | 4 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 29 | 1 | 7 | 1 | 1 | 6 | 5 | 2 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | scikit-learn__scikit-learn-25973 | sklearn/feature_selection/_sequential.py | 270 | 10 | 3,282 | 7 | 3 | 5 | 7 | scikit-learn/scikit-learn | 0.732763 | 0 | false | 0.096296 | 0.005564 | 1.04865 | 0.000487 | 0.249189 | 0.006003 | 0.961299 | 35 | 1 | 1 | 1 | 35 | 1 | 1 | 1 | 43 | 1 | 1 | 1 | 51 | 1 | 1 | 1 | 47 | 1 | 1 | 1 | 54 | 1 | 1 | 1 | 31 | 1 | 1 | 1 | 32 | 1 | 1 | 1 | 31 | 1 | 1 | 1 | 32 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 28 | 1 | 1 | 1 | 31 | 1 | 1 | 1 | 8 | 1 | 4 | 1 | 1 | 1 | 1 | 12 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | sympy__sympy-15017 | sympy/tensor/array/dense_ndim_array.py | 155 | 30 | 1,795 | 1 | 1 | 1 | 1 | sympy/sympy | 0.000911 | 3 | false | 0.025806 | 0.00132 | 16.214665 | 0.000701 | 7.586022 | 0.001828 | 8.808048 | 8 | 5 | 5 | 5 | 8 | 5 | 5 | 5 | 51 | 7 | 7 | 7 | 8 | 5 | 5 | 5 | 8 | 5 | 5 | 5 | 36 | 6 | 6 | 6 | 7 | 5 | 5 | 5 | 7 | 5 | 5 | 5 | 7 | 5 | 5 | 5 | 52 | 4 | 5 | 5 | 75 | 1 | 6 | 6 | 48 | 7 | 5 | 5 | 5 | 3 | 4 | 3 | 7 | 5 | 5 | 5 | 9 | 6 | 5 | 5 | 116 | 10 | 16 | 10 | 31 | 206 | 0 | 7 | 7 | 5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-13363 | django/db/models/functions/datetime.py | 252 | 25 | 3,128 | 2 | 2 | 2 | 2 | django/django | 0 | 8 | false | 0.039683 | 0.55113 | 45.551538 | 0 | 56.393717 | 0.873264 | 28.748264 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 136 | 14 | 14 | 14 | 81 | 17 | 17 | 17 | 71 | 16 | 16 | 16 | 138 | 18 | 18 | 18 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 47 | 14 | 14 | 14 | 18 | 6 | 11 | 6 | 120 | 16 | 13 | 14 | 25 | 12 | 10 | 10 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 232 | 17 | 13 | 17 | 22 | 295 | 2 | 28 | 9 | 13 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-16100 | django/contrib/admin/options.py | 2,227 | 219 | 24,710 | 8 | 1 | 9 | 11 | django/django | 0 | 5 | false | 0.004939 | 0.000008 | 42.919382 | 0.000009 | 33.134053 | 0.000007 | 10.738662 | 23 | 7 | 7 | 7 | 23 | 7 | 7 | 7 | 477 | 33 | 33 | 33 | 24 | 5 | 5 | 5 | 25 | 5 | 5 | 5 | 244 | 25 | 25 | 25 | 14 | 11 | 111 | 11 | 15 | 12 | 11 | 11 | 15 | 12 | 11 | 11 | 44 | 4 | 4 | 4 | 176 | 12 | 1 | 4 | 246 | 10 | 1 | 4 | 181 | 8 | 1 | 3 | 19 | 15 | 12 | 15 | 31 | 6 | 6 | 6 | 1,806 | 93 | 114 | 93 | 220 | 2,499 | 5 | 137 | 4 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dgx_bf16 | e2b_test | django__django-14053 | django/contrib/staticfiles/storage.py | 374 | 43 | 4,377 | 6 | 2 | 4 | 15 | django/django | 0.835442 | 0 | false | 0.042781 | 0.500852 | 0.819539 | 0.000847 | 3.644683 | 0.506631 | 0.805901 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 8 | 6 | 6 | 7 | 23 | 4 | 1 | 4 | 22 | 5 | 1 | 2 | 28 | 3 | 1 | 3 | 3 | 2 | 1 | 1 | 3 | 2 | 1 | 1 | 196 | 11 | 25 | 11 | 1 | 2 | 5 | 1 | 1 | 1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
End of preview. Expand in Data Studio
The Null Edit — data
Reading where a small model wants to change code, without letting it write.
This dataset holds everything measured for the paper The Null Edit: the per-token log-probabilities of Gemma 4 (E2B, E4B, 12B, 26B A4B, 31B) teacher-forced on unchanged source files of SWE-bench issues, the model's generated answers used as baselines, and the per-file metrics behind every table and figure.
- Code, pre-registration, research log, reviews: https://github.com/moncifem/null-edit
- Paper: Kaggle writeup, Google – The Gemma 4 Developer Agent Paper Track (text in the repository:
PAPER.md)
The idea in three lines
- Give the model an issue and a source file and ask it to rewrite the file so that the issue is fixed.
- Do not let it write. Feed the unchanged file back as its own answer and record, at every token, the
probability
p_tof writing what is already there. One forward pass, nothing generated. - Per line,
S_i = −Σ log p_tis the edit hazard: how strongly the model wants to depart from that line. The product form gives the exact distribution of where a sampled rewrite would first differ from the file.
Running the same prompt with a wrong issue and keeping the excess gives the issue-specific hazard H_i.
What we found
| Line of the human fix in the top 10 lines | Right function ranked first | |
|---|---|---|
| Null-edit map, H (2 passes) | 69% | 50% |
| Null-edit map, S (1 pass) | 64% | 44% |
| Same model asked for line ranges | 51% | 60% |
| BM25 | 38% | 38% |
| Map under a wrong issue (control) | 16% | 19% |
Gemma 4 E4B, bf16, 300 held-out files (240 issues) of SWE-bench Verified; no fine-tuning, tests or tools.
- On issues created after the model's training cutoff (SWE-bench-Live, 278 files) the map reaches 68% against 43% for BM25.
- The map still localizes the fix in files that greedy rewriting would leave unchanged.
- Larger models are not better out of the box: 12B and 26B A4B spend their hazard on comments and docstrings. Ranking code lines only repairs this (+27 points on fresh issues, pre-registered).
- The map's lead over asking is a small-model effect. At 12B and 26B A4B, asking is about as good as the repaired map and names the right function first far more often.
- Community 4-bit weights score 12 points below bf16 on the same files.
- Two negative results are included: feeding the map back as a hint does not reliably improve the model's own edit, and without the file in context, likelihood shifts are no better than BM25.
Quick start
from datasets import load_dataset
rows = load_dataset("moncefem/null-edit", "per_file", split="train").to_pandas()
e4b = rows[(rows.arm == "dgx_bf16") & (rows.run == "e4b_test")]
print((e4b.lrank_drop_R_RX_pos <= 10).mean()) # 0.69: H puts a gold line in its top ten
print((e4b.lrank_gen <= 10).mean()) # 0.51: the model asked for line ranges
Per-token log-probabilities of one file:
import numpy as np
from huggingface_hub import hf_hub_download
f = hf_hub_download("moncefem/null-edit", "dgx_bf16/conflict_e4b_test/astropy__astropy-13398__303601b1.npz",
repo_type="dataset")
z = np.load(f)
z["offsets"] # (n_tokens, 2) character span of each token in the source file
z["lp_R"] # log p_t under the right issue
z["lp_RX"] # log p_t under a wrong issue (same repository, disjoint files)
The source files themselves are not redistributed: each is the file at the instance's base_commit in its
upstream repository. src/common.py in the GitHub repository fetches it, and src/analyze_conflict.py turns
offsets and log-probabilities into per-line hazards, ranks and the metrics below.
Contents
| Path | What it is |
|---|---|
data/per_file_metrics.parquet |
One row per (arm, run, file): 2,299 rows. Ranks of the best gold line / function under every score and baseline, token counts, total hazard. Loaded by the per_file config. |
dgx_bf16/ |
DGX arm: NVIDIA DGX Spark, PyTorch/transformers, official bf16 weights. Every held-out number of the paper unless marked MAC. |
mac_4bit/ |
MAC arm: Apple M5 Max laptop, MLX, community 4-bit weights. Development set, design choices, and results marked MAC. |
*/conflict_<run>/*.npz |
Per-token log-probabilities of one scored file (offsets, lp_R, and where run lp_RX, lp_RB, lp_R0). |
*/conflict_<run>/log.jsonl |
Index of the run: instance id, file path, token count, the wrong issue used, timings. |
*/gen_<run>/gen.jsonl |
The model's generated answers (line ranges; _quote: quoted lines) used as the asking baseline. |
*/edit_<run>/gen.jsonl |
Search/replace edits written with no hint, the map's top-5 lines, wrong-issue lines, or the gold lines. |
*/noprefill_*/gen.jsonl |
Replies without the prefilled code fence, on the files greedy rewriting leaves unchanged. |
*/an_<run>.json |
Per-file analysis rows and summary for one run (source of the parquet table). |
*/report_*.md, scaling.md |
The generated reports every number in the paper is taken from. |
*/test_ids.txt, conf_ids.txt, live_ids.txt |
Instance lists: held-out order, pre-registered confirmation set, post-cutoff set. |
dgx_bf16/runner.progress |
Start, end and exit status of every DGX run. |
figures/ |
The paper's figures. |
Runs
| Run | Model | Data | Files |
|---|---|---|---|
e4b_test |
E4B | SWE-bench Verified, held-out | 300 |
e4b_live |
E4B | SWE-bench-Live, issues created on or after 2025-03-01 | 278 |
e4b_ctrl |
E4B | controls: copy instruction (RB), no issue (R0) |
111 |
e4b_q4_test |
E4B, community 4-bit weights run through the DGX code | held-out | 98 |
e2b_test, g12b_test, g26b_test |
E2B, 12B, 26B A4B | held-out issues 1–100 | 111 each |
g31b_test |
31B (files up to 11,000 tokens: memory limit) | held-out issues 1–100 | 74 |
g12b_conf, g26b_conf |
12B, 26B A4B | pre-registered confirmation, issues 101–200 | 113 each |
e4b_dev |
E4B | development set (every 20th instance) | 33 |
Frames: R right issue + fix instruction (the probe); RX wrong issue; RB right issue + "print the file
unchanged"; R0 no issue.
Main columns of per_file
| Column | Meaning |
|---|---|
arm, run, iid, path, repo |
Which machine/weights, which run, SWE-bench instance, file, repository |
n_tok, n_lines, n_units |
File size in tokens, lines, and functions |
lrank_surp_R_sum |
Rank of the best-ranked gold line under the one-pass map S (1 = top) |
lrank_drop_R_RX_pos |
Same under the issue-specific map H |
lrank_surp_RX_sum |
Same under the wrong-issue control |
lrank_gen, lrank_gen2 |
Same for the generated answers (line ranges; quoted lines) |
lrank_bm25 |
Same for BM25 between issue and line |
urank_* |
The same ranks at function level |
total_surp_R_sum |
File total S = −log P(no edit) in nats |
min_p_R |
Smallest token probability in the file; ≥ 0.5 means greedy rewriting reproduces the file |
hit@k in the paper is the share of files with rank ≤ k; intervals use 10,000 instance-clustered bootstrap resamples.
Limits you should know
- Oracle file. Scored files are the ones the human patch touches; this is line and function localization inside a known file, not repository-level retrieval, and no test is executed.
- Memorization. SWE-bench Verified predates the model. The post-cutoff set supports a within-set comparison, not a proof of no leakage.
- Labels. A human patch is one valid fix among several.
- Python only, files up to 32k tokens (31B: 11,000). One prompt, designed on E4B, with a prefilled code fence.
- Two arms are not interchangeable: 4-bit and bf16 weights differ by 12 points on the same files.
- The 31B asking baseline and the 31B confirmation run did not complete (memory); they are absent, not zero.
- Ten early DGX command lines were not saved; the repository's run list marks them rather than reconstructing them.
Provenance and licence
Derived from SWE-bench Verified (Jimenez et al., 2024) and SWE-bench-Live (Zhang et al., 2025); instance ids and file paths refer to those benchmarks, and generated answers may quote short fragments of the upstream source files, which remain under their own licences. Models: Google Gemma 4, used under the Gemma terms. The measurements, tables and figures in this dataset are released under Apache 2.0.
Citation
@misc{nulledit2026,
title = {The Null Edit: Reading where a small model wants to change code, without letting it write},
year = {2026},
note = {Kaggle writeup, Google -- The Gemma 4 Developer Agent Paper Track},
howpublished = {\url{https://github.com/moncifem/null-edit}}
}
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