Benchmarks

Mirantis TokenFactory · SWE-bench

deepseek-v4.1-flash-1017-uncensored-fp8

52.62% Final

1,207 tasks solved inside our limits. 2,294 of 2,294 Full attempts graded (100.00%).

52.62%50.57%–54.65%
Full · solved inside our limits
ModelSolvedCut off by limitsContext capTime limit
deepseek-v4.1-flash-1017-uncensored-fp852.62%5.19% (119 / 2,294)4.36%0.83%

Limit-constrained: Cut off on 20% or more of tasks by our limits, so this score understates what the model can do.

Outcome mix

Report statuses partition the Full set. Empty patches and reviewed timeouts overlap unresolved outcomes; they are not extra attempts. Incident reruns are not an outcome category.

Full outcomes and overlapping evidence annotations
OutcomeCount
Resolved1,207
Unresolved1,087
Ungraded0
Missing0
Empty patches (grade reason)119
Adjudicated outer timeouts6
Reviewed test timeouts0
Outage rerunsUnavailable: no active-attempt rerun manifest in the supplied inputs

By repository

Full tasks by repository
RepositoryResolved / gradedResolvedCut off by limitsCoverage
astropy/astropy42 / 9544.21%12.63% (12 / 95)100.00%
django/django521 / 85061.29%3.41% (29 / 850)100.00%
matplotlib/matplotlib113 / 18461.41%4.35% (8 / 184)100.00%
mwaskom/seaborn13 / 2259.09%0.00% (0 / 22)100.00%
pallets/flask8 / 1172.73%9.09% (1 / 11)100.00%
psf/requests13 / 4429.55%0.00% (0 / 44)100.00%
pydata/xarray49 / 11044.55%7.27% (8 / 110)100.00%
pylint-dev/pylint21 / 5736.84%7.02% (4 / 57)100.00%
pytest-dev/pytest66 / 11955.46%4.20% (5 / 119)100.00%
scikit-learn/scikit-learn112 / 22948.91%0.87% (2 / 229)100.00%
sphinx-doc/sphinx92 / 18749.20%10.16% (19 / 187)100.00%
sympy/sympy157 / 38640.67%8.03% (31 / 386)100.00%

Tokens and steps

Read 2,294 trajectories from 2,294 collected attempt directories. Steps use info.model_stats.api_calls. Tokens sum recorded assistant response usage per attempt; prompt tokens include repeated context. Missing fields remain unknown. Partial attempts and partial usage are included as observed totals.

102 inspected trajectories lack prompt or completion usage for some recorded calls. These totals are lower bounds. Download usage summaries and per-attempt metrics.

Steps

Median 23 · 2,294 observed

5 to 16.4: 793 attempts16.4 to 27.8: 596 attempts27.8 to 39.2: 368 attempts39.2 to 50.6: 227 attempts50.6 to 62: 131 attempts62 to 73.4: 98 attempts73.4 to 84.8: 42 attempts84.8 to 96.2: 29 attempts96.2 to 107.6: 8 attempts107.6 to 119: 2 attempts5119
Read bin counts

5–16.4: 793; 16.4–27.8: 596; 27.8–39.2: 368; 39.2–50.6: 227; 50.6–62: 131; 62–73.4: 98; 73.4–84.8: 42; 84.8–96.2: 29; 96.2–107.6: 8; 107.6–119: 2

Prompt tokens

Median 363,987 · 2,294 observed

18,236 to 748,761.8: 1,580 attempts748,761.8 to 1,479,287.6: 336 attempts1,479,287.6 to 2,209,813.4: 146 attempts2,209,813.4 to 2,940,339.2: 90 attempts2,940,339.2 to 3,670,865: 57 attempts3,670,865 to 4,401,390.8: 51 attempts4,401,390.8 to 5,131,916.6: 21 attempts5,131,916.6 to 5,862,442.4: 7 attempts5,862,442.4 to 6,592,968.2: 5 attempts6,592,968.2 to 7,323,494: 1 attempts18,2367,323,494
Read bin counts

18,236–748,761.8: 1,580; 748,761.8–1,479,287.6: 336; 1,479,287.6–2,209,813.4: 146; 2,209,813.4–2,940,339.2: 90; 2,940,339.2–3,670,865: 57; 3,670,865–4,401,390.8: 51; 4,401,390.8–5,131,916.6: 21; 5,131,916.6–5,862,442.4: 7; 5,862,442.4–6,592,968.2: 5; 6,592,968.2–7,323,494: 1

Completion tokens

Median 7,989.5 · 2,294 observed

505 to 6,636.8: 992 attempts6,636.8 to 12,768.6: 550 attempts12,768.6 to 18,900.4: 298 attempts18,900.4 to 25,032.2: 175 attempts25,032.2 to 31,164: 102 attempts31,164 to 37,295.8: 77 attempts37,295.8 to 43,427.6: 53 attempts43,427.6 to 49,559.4: 36 attempts49,559.4 to 55,691.2: 7 attempts55,691.2 to 61,823: 4 attempts50561,823
Read bin counts

505–6,636.8: 992; 6,636.8–12,768.6: 550; 12,768.6–18,900.4: 298; 18,900.4–25,032.2: 175; 25,032.2–31,164: 102; 31,164–37,295.8: 77; 37,295.8–43,427.6: 53; 43,427.6–49,559.4: 36; 49,559.4–55,691.2: 7; 55,691.2–61,823: 4

Total tokens

Median 373,991.5 · 2,294 observed

18,741 to 753,144.9: 1,574 attempts753,144.9 to 1,487,548.8: 339 attempts1,487,548.8 to 2,221,952.7: 145 attempts2,221,952.7 to 2,956,356.6: 93 attempts2,956,356.6 to 3,690,760.5: 56 attempts3,690,760.5 to 4,425,164.4: 53 attempts4,425,164.4 to 5,159,568.3: 21 attempts5,159,568.3 to 5,893,972.2: 7 attempts5,893,972.2 to 6,628,376.1: 5 attempts6,628,376.1 to 7,362,780: 1 attempts18,7417,362,780
Read bin counts

18,741–753,144.9: 1,574; 753,144.9–1,487,548.8: 339; 1,487,548.8–2,221,952.7: 145; 2,221,952.7–2,956,356.6: 93; 2,956,356.6–3,690,760.5: 56; 3,690,760.5–4,425,164.4: 53; 4,425,164.4–5,159,568.3: 21; 5,159,568.3–5,893,972.2: 7; 5,893,972.2–6,628,376.1: 5; 6,628,376.1–7,362,780: 1

Notable events

Task-wide grading amendments and reviewed timeout policies apply. See the methodology and each attempt’s evidence.

Recorded generation exits
Exit statusCount
ContextBudgetExceeded100
OuterProcessTimeout6
Submitted2,175
TimeExceeded13

Attempt evidence

Files become downloadable when the evidence packer has produced them. Paths follow evidence/models/<model>/attempts/<repo-slug>/<instance_id>.json.gz. Repository slugs use the SWE-bench double-underscore form. Evidence and verification.

astropy/astropy · 95 tasks
django/django · 850 tasks
matplotlib/matplotlib · 184 tasks
mwaskom/seaborn · 22 tasks
pallets/flask · 11 tasks
psf/requests · 44 tasks
pydata/xarray · 110 tasks
pylint-dev/pylint · 57 tasks
pytest-dev/pytest · 119 tasks
scikit-learn/scikit-learn · 229 tasks
sphinx-doc/sphinx · 187 tasks
sympy/sympy · 386 tasks