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DeepSWE: nvidia/Gemma-4-31B-IT-NVFP4 256k vLLM run
[deepswe] mode=clean
[deepswe] job=deepswe-gemma4-256k-full-20260701-223016
[deepswe] endpoint=https://rig.ctmdev.us/small/v1
[deepswe] model=gemma4
[deepswe] pier=/home/taf2/.cache/uv/archive-v0/D78r41aCVcQ7gSm6/bin/pier
[deepswe] started=2026-07-01T22:30:17-04:00
Checking https://rig.ctmdev.us/small/v1/models ...
Running Pier job deepswe-gemma4-256k-full-20260701-223016
DeepSWE: 3cda408
Endpoint: https://rig.ctmdev.us/small/v1
Model: gemma4
Task path: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/deep-swe/tasks
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/adaptix-name-mapping-aliases__bxbRwbE/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/actionlint-action-pinning-lint__Btg87Em/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/abs-stepped-slices__6rbDCJo/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/aiomonitor-task-snapshots-diff__erXTwoQ/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/abs-module-cache-flags__UBe94fK/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/arcane-drift-detection-baselines__Bu5yFWj/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/arktype-json-schema-refs-depende__gcgLvtW/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/awilix-async-container-initializ__kcZujxu/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/bandit-interprocedural-taint-che__mtfM6WY/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/bandit-structured-nosec-directiv__h3MTVHP/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/cattrs-partial-structuring-recov__xhWSvZQ/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/clack-async-autocomplete-options__3dbb9H4/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/cliffy-config-file-parsing__fgDCAG4/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/claude-code-by-agents-recursive__SZZJTQA/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/dasel-html-document-format__uQ6kiE8/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/dynamodb-toolbox-lazy-recursive__4AGUuSB/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/effect-sse-httpapi-streaming__pdGwNbc/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/geo-shapeindex-serialization__bB53iEd/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/fd-deterministic-multi-key-sorti__kZ8qLhM/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/goreleaser-retry-publish-auditin__XyMCXvr/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/happy-dom-deterministic-intersec__jUuFAUG/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/gql-incremental-graphql-delivery__DBm9aTM/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/happy-dom-abort-pending-body-rea__cdLJrJb/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/httpx-deterministic-cookie-store__ruLYL7s/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/helm-array-merge-strategies__tffJYT9/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/helm-unified-manifest-stream__BJRf5W8/agent/trajectory.json
Message at index 2 has no preceding agent step
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/httpx-multipart-response-parsing__scXK3if/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/httpx-streaming-json-iteration__6BZobMv/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/ipython-session-bundle-replay__2w5piBC/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/igel-persist-feature-schema__Em8rK6A/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/kea-atomic-signal-selectors__k8M6ZJp/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/katex-multicolumn-array-spans__wDp6Z2e/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/kcp-go-multiplexed-kcp-streams__6st3Vci/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/kgateway-consistent-hash-policy__xHehrEq/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/kombu-virtual-queue-dead-letteri__QePaagK/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/kombu-single-active-consumer-pri__7MtopoY/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/koota-deferred-mutation-buffer__hRgcEmC/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/kysely-window-grouping-helpers__W3hCtHh/agent/trajectory.json
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Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/termenv-preserve-ansi-resets__Ex8SF9F/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/testem-bail-on-test-failure__DFz79Zb/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/testem-per-launcher-reports__TGiQ3xN/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/textual-kitty-key-phases__AV7qNtU/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/textual-richlog-follow-state__Tz2QFrp/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/tomlkit-toml-table-converters__iZ7oKjy/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/true-myth-iterable-collection-co__EGiZQww/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/updo-policy-alerting__hHFThkD/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/ts-pattern-match-each__QFaTr5e/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/sqlite-utils-safe-import-checkpo__VKNMS6c/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/vitest-duration-sharding__gA4zZKY/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/valibot-recursive-schema-composi__BpkGfay/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/wasmi-trap-coredumps__UepuoXW/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/vulture-persistent-analysis-cach__htV9CB2/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/tengo-callable-instance-isolatio__AoMwDmF/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/yjs-map-conflict-detection__zvhEZoB/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/wazero-multi-module-snapshots__pw9MWWV/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/yaegi-go-embed-directives__cqw24i7/agent/trajectory.json
Successfully converted trajectory to ATIF format: /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/ytt-jsonpath-query-api__MmyZ6Sm/agent/trajectory.json
113/113 F2P: 0.074 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7:58:37 0:00:00
tasks • mini-swe-agent • gemma4
┏━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓
┃ Trials ┃ Exceptions ┃ F2P ┃ F2P_Passed ┃ F2P_Total ┃ P2P ┃ P2P_Passed ┃ P2P_Total ┃ Partial ┃ Reward ┃
┡━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩
│ 112 │ 11 │ 0.074 │ 4.372 │ 51.540 │ 0.790 │ 1251.106 │ 2047.292 │ 0.574 │ 0.000 │
└────────┴────────────┴───────┴────────────┴───────────┴───────┴────────────┴───────────┴─────────┴────────┘
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓
┃ Reward ┃ Count ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩
│ 0 │ 112 │
│ 20 │ 3 │
│ 6 │ 3 │
│ 55 │ 1 │
│ 44 │ 1 │
│ 2 │ 2 │
│ 9 │ 2 │
│ 82 │ 3 │
│ 25 │ 3 │
│ 24 │ 4 │
│ 88 │ 1 │
│ 66 │ 2 │
│ 69 │ 2 │
│ 17 │ 6 │
│ 7 │ 1 │
│ 37 │ 2 │
│ 79 │ 3 │
│ 146 │ 1 │
│ 67 │ 1 │
│ 130 │ 2 │
│ 31 │ 2 │
│ 47 │ 3 │
│ 14 │ 3 │
│ 52 │ 1 │
│ 137 │ 1 │
│ 43 │ 3 │
│ 3 │ 1 │
│ 29 │ 2 │
│ 5 │ 2 │
│ 115 │ 1 │
│ 122 │ 1 │
│ 108 │ 1 │
│ 94 │ 1 │
│ 30 │ 1 │
│ 12 │ 1 │
│ 85 │ 2 │
│ 76 │ 1 │
│ 51 │ 2 │
│ 71 │ 1 │
│ 84 │ 1 │
│ 38 │ 2 │
│ 254 │ 1 │
│ 50 │ 1 │
│ 49 │ 1 │
│ 103 │ 2 │
│ 41 │ 1 │
│ 60 │ 3 │
│ 33 │ 1 │
│ 36 │ 1 │
│ 91 │ 2 │
│ 59 │ 1 │
│ 104 │ 1 │
│ 15 │ 1 │
│ 45 │ 1 │
│ 73 │ 1 │
│ 72 │ 1 │
│ 8 │ 1 │
│ 13 │ 1 │
│ 159 │ 1 │
│ 48 │ 1 │
│ 26 │ 1 │
│ 32 │ 1 │
│ 80 │ 1 │
│ 23 │ 2 │
│ 35 │ 1 │
│ 90 │ 1 │
│ 65 │ 1 │
│ 96 │ 1 │
│ 10 │ 1 │
│ 56 │ 1 │
│ 22 │ 1 │
│ 78 │ 1 │
│ 0 │ 92 │
│ 62 │ 1 │
│ 53 │ 1 │
│ 2 │ 3 │
│ 122 │ 1 │
│ 9 │ 2 │
│ 7 │ 2 │
│ 4 │ 2 │
│ 37 │ 2 │
│ 3 │ 1 │
│ 31 │ 1 │
│ 1 │ 1 │
│ 5 │ 1 │
│ 13 │ 1 │
│ 84 │ 1 │
│ 3 │ 1 │
│ 6 │ 5 │
│ 145 │ 1 │
│ 2738 │ 1 │
│ 119 │ 1 │
│ 94 │ 1 │
│ 2 │ 5 │
│ 1679 │ 1 │
│ 162 │ 1 │
│ 275 │ 1 │
│ 293 │ 1 │
│ 282 │ 1 │
│ 7 │ 2 │
│ 643 │ 1 │
│ 31 │ 1 │
│ 451 │ 1 │
│ 16715 │ 1 │
│ 1012 │ 1 │
│ 2035 │ 1 │
│ 566 │ 1 │
│ 1267 │ 2 │
│ 70 │ 1 │
│ 168 │ 1 │
│ 15 │ 1 │
│ 66265 │ 1 │
│ 3134 │ 2 │
│ 109 │ 1 │
│ 599 │ 2 │
│ 16 │ 1 │
│ 62 │ 2 │
│ 29 │ 2 │
│ 811 │ 1 │
│ 165 │ 1 │
│ 9 │ 1 │
│ 12 │ 2 │
│ 1281 │ 1 │
│ 1272 │ 1 │
│ 1404 │ 1 │
│ 49 │ 1 │
│ 139 │ 1 │
│ 214 │ 1 │
│ 1421 │ 1 │
│ 1412 │ 1 │
│ 172 │ 3 │
│ 128 │ 1 │
│ 47 │ 1 │
│ 22 │ 2 │
│ 232 │ 1 │
│ 30014 │ 1 │
│ 51469 │ 1 │
│ 319 │ 1 │
│ 808 │ 1 │
│ 10093 │ 1 │
│ 827 │ 1 │
│ 1131 │ 2 │
│ 1133 │ 1 │
│ 13 │ 1 │
│ 4 │ 1 │
│ 2034 │ 1 │
│ 153 │ 1 │
│ 44 │ 1 │
│ 250 │ 1 │
│ 82 │ 1 │
│ 28 │ 1 │
│ 979 │ 1 │
│ 1 │ 2 │
│ 1286 │ 1 │
│ 42 │ 1 │
│ 61 │ 1 │
│ 286 │ 1 │
│ 1049 │ 1 │
│ 2784 │ 1 │
│ 5709 │ 1 │
│ 1273 │ 1 │
│ 1038 │ 1 │
│ 116 │ 1 │
│ 17 │ 1 │
│ 122 │ 1 │
│ 132 │ 1 │
│ 87 │ 1 │
│ 489 │ 1 │
│ 469 │ 1 │
│ 57 │ 1 │
│ 964 │ 1 │
│ 561 │ 1 │
│ 123 │ 1 │
│ 209 │ 1 │
│ 24 │ 1 │
│ 295 │ 1 │
│ 58 │ 2 │
│ 231 │ 1 │
│ 3 │ 1 │
│ 6 │ 4 │
│ 0 │ 16 │
│ 119 │ 1 │
│ 94 │ 1 │
│ 2 │ 3 │
│ 1679 │ 1 │
│ 162 │ 1 │
│ 275 │ 1 │
│ 281 │ 1 │
│ 282 │ 1 │
│ 7 │ 2 │
│ 609 │ 1 │
│ 31 │ 1 │
│ 451 │ 1 │
│ 1003 │ 1 │
│ 2035 │ 1 │
│ 566 │ 1 │
│ 76 │ 1 │
│ 1267 │ 1 │
│ 70 │ 1 │
│ 15 │ 1 │
│ 395 │ 1 │
│ 3134 │ 2 │
│ 109 │ 1 │
│ 599 │ 1 │
│ 16 │ 1 │
│ 29 │ 3 │
│ 104 │ 1 │
│ 9 │ 1 │
│ 12 │ 3 │
│ 1 │ 3 │
│ 1281 │ 1 │
│ 1272 │ 1 │
│ 1404 │ 1 │
│ 49 │ 1 │
│ 571 │ 1 │
│ 139 │ 1 │
│ 1421 │ 1 │
│ 1412 │ 1 │
│ 35 │ 1 │
│ 64 │ 1 │
│ 47 │ 1 │
│ 73 │ 1 │
│ 172 │ 1 │
│ 22 │ 2 │
│ 232 │ 1 │
│ 30014 │ 1 │
│ 51469 │ 1 │
│ 319 │ 1 │
│ 10093 │ 1 │
│ 827 │ 1 │
│ 1131 │ 2 │
│ 1133 │ 1 │
│ 2034 │ 1 │
│ 62 │ 1 │
│ 153 │ 1 │
│ 44 │ 1 │
│ 82 │ 1 │
│ 979 │ 1 │
│ 1286 │ 1 │
│ 42 │ 1 │
│ 61 │ 1 │
│ 286 │ 1 │
│ 1049 │ 1 │
│ 2784 │ 1 │
│ 5709 │ 1 │
│ 1273 │ 1 │
│ 1038 │ 1 │
│ 95 │ 1 │
│ 17 │ 1 │
│ 27 │ 1 │
│ 489 │ 1 │
│ 444 │ 1 │
│ 964 │ 1 │
│ 561 │ 1 │
│ 209 │ 1 │
│ 24 │ 1 │
│ 295 │ 1 │
│ 58 │ 2 │
│ 231 │ 1 │
│ 0.0 │ 92 │
│ 0.9393939393939394 │ 1 │
│ 0.6463414634146342 │ 1 │
│ 0.2857142857142857 │ 1 │
│ 0.8356164383561644 │ 1 │
│ 0.24324324324324326 │ 1 │
│ 0.2916666666666667 │ 1 │
│ 0.4 │ 1 │
│ 0.08 │ 1 │
│ 0.056338028169014086 │ 1 │
│ 0.10526315789473684 │ 1 │
│ 0.7872340425531915 │ 1 │
│ 0.12 │ 1 │
│ 0.3875 │ 1 │
│ 0.05 │ 1 │
│ 0.054945054945054944 │ 1 │
│ 0.37142857142857144 │ 1 │
│ 0.5692307692307692 │ 1 │
│ 0.5294117647058824 │ 1 │
│ 0.7777777777777778 │ 1 │
│ 0.8155339805825242 │ 1 │
│ 1.0 │ 80 │
│ 0.0 │ 16 │
│ 0.9590443686006825 │ 1 │
│ 0.9471228615863142 │ 1 │
│ 0.991106719367589 │ 1 │
│ 0.05998421468034728 │ 1 │
│ 0.005960914509922282 │ 1 │
│ 0.6303030303030303 │ 1 │
│ 0.5 │ 2 │
│ 0.9532554257095158 │ 1 │
│ 0.20348837209302326 │ 1 │
│ 0.42441860465116277 │ 1 │
│ 0.9230769230769231 │ 1 │
│ 0.8189655172413793 │ 1 │
│ 0.20454545454545456 │ 1 │
│ 0.9466950959488273 │ 1 │
│ 0.23577235772357724 │ 1 │
│ 0.13043478260869565 │ 1 │
│ 0.5 │ 2 │
│ 0.0 │ 14 │
│ 0.9834710743801653 │ 1 │
│ 0.912621359223301 │ 1 │
│ 0.023809523809523808 │ 1 │
│ 0.9853286384976526 │ 1 │
│ 0.8709677419354839 │ 1 │
│ 0.7575757575757576 │ 1 │
│ 0.9554317548746518 │ 1 │
│ 0.8034188034188035 │ 1 │
│ 0.2916666666666667 │ 1 │
│ 0.09210526315789473 │ 1 │
│ 0.9131034482758621 │ 1 │
│ 0.868421052631579 │ 1 │
│ 0.9241803278688525 │ 1 │
│ 0.9715025906735751 │ 1 │
│ 0.9681255946717412 │ 1 │
│ 0.8132183908045977 │ 1 │
│ 0.05855161787365177 │ 1 │
│ 0.9785276073619632 │ 1 │
│ 0.5982905982905983 │ 1 │
│ 0.22388059701492538 │ 1 │
│ 0.00595381647172314 │ 1 │
│ 0.9581167838581474 │ 1 │
│ 0.9864652187598363 │ 1 │
│ 0.7171052631578947 │ 1 │
│ 0.9727126805778491 │ 1 │
│ 0.8421052631578947 │ 1 │
│ 0.5810055865921788 │ 1 │
│ 0.391304347826087 │ 1 │
│ 0.2033898305084746 │ 1 │
│ 0.42857142857142855 │ 1 │
│ 0.917621776504298 │ 1 │
│ 0.9124820659971306 │ 1 │
│ 0.9285714285714286 │ 1 │
│ 0.07692307692307693 │ 1 │
│ 0.6891891891891891 │ 1 │
│ 0.6304347826086957 │ 1 │
│ 0.823953823953824 │ 1 │
│ 0.2857142857142857 │ 1 │
│ 0.9205298013245033 │ 1 │
│ 0.9435590969455512 │ 1 │
│ 0.9489247311827957 │ 1 │
│ 0.15695067264573992 │ 1 │
│ 0.3417085427135678 │ 1 │
│ 0.35877862595419846 │ 1 │
│ 0.36666666666666664 │ 1 │
│ 0.8 │ 1 │
│ 0.07971014492753623 │ 1 │
│ 0.8226950354609929 │ 1 │
│ 0.9978058510638298 │ 1 │
│ 0.9990488761209674 │ 1 │
│ 0.8621621621621621 │ 1 │
│ 0.9898979992153786 │ 1 │
│ 0.9661214953271028 │ 1 │
│ 0.9650170648464164 │ 1 │
│ 0.9496221662468514 │ 1 │
│ 0.9716981132075472 │ 1 │
│ 0.8166666666666667 │ 1 │
│ 0.06818181818181818 │ 1 │
│ 0.0967741935483871 │ 1 │
│ 0.9826086956521739 │ 1 │
│ 0.9117647058823529 │ 1 │
│ 0.6270491803278688 │ 1 │
│ 0.42718446601941745 │ 1 │
│ 0.845360824742268 │ 1 │
│ 0.9560546875 │ 1 │
│ 0.013513513513513514 │ 1 │
│ 0.946980854197349 │ 1 │
│ 0.84 │ 1 │
│ 0.6285714285714286 │ 1 │
│ 0.2772727272727273 │ 1 │
│ 0.9022082018927445 │ 1 │
│ 0.9562443026435734 │ 1 │
│ 0.9553877831159918 │ 1 │
│ 0.9954664341761116 │ 1 │
│ 0.9754789272030652 │ 1 │
│ 0.9453551912568307 │ 1 │
│ 0.6428571428571429 │ 1 │
│ 0.4864864864864865 │ 1 │
│ 0.14349775784753363 │ 1 │
│ 0.10655737704918032 │ 1 │
│ 0.844559585492228 │ 1 │
│ 0.900749063670412 │ 1 │
│ 0.23076923076923078 │ 1 │
│ 0.94140625 │ 1 │
│ 0.8538812785388128 │ 1 │
│ 0.06593406593406594 │ 1 │
│ 0.2714285714285714 │ 1 │
│ 0.954337899543379 │ 1 │
│ 0.3 │ 1 │
│ 0.9247648902821317 │ 1 │
│ 0.725 │ 1 │
│ 0.025 │ 1 │
│ 0.6041666666666666 │ 1 │
│ 0.9916666666666667 │ 1 │
│ 0.8173076923076923 │ 1 │
└──────────────────────┴───────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┓
┃ Exception ┃ Count ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━┩
│ VerifierTimeoutError │ 1 │
│ AgentTimeoutError │ 6 │
│ NonZeroAgentExitCodeError │ 4 │
└───────────────────────────┴───────┘
Job Info
Total runtime: 7h 58m 37s
Results written to /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs/deepswe-gemma4-256k-full-20260701-223016/result.json
Inspect results by running `pier view /home/taf2/work/ctm-gpu-boxes/benchmarks/deepswe/jobs`
[deepswe] finished=2026-07-02T06:28:56-04:00 exit=0

DeepSWE Result: nvidia/Gemma-4-31B-IT-NVFP4

Run completed on 2026-07-02 against the ctm-vllm-small service using:

  • Model: nvidia/Gemma-4-31B-IT-NVFP4
  • API path/model alias: /small/v1, gemma4
  • Max context: 262144
  • GPU layout: 6 GPUs, data parallel 3, tensor parallel 2
  • Benchmark: DeepSWE full run
  • Job: deepswe-gemma4-256k-full-20260701-223016

Outcome

  • Total completed trials: 113 / 113
  • Errored trials: 11
  • Scored eval trials: 112
  • Solved tasks / reward: 0
  • Partial score: 0.5744747444
  • f2p: 0.0738640636
  • p2p: 0.7902985828

Throughput

  • Started: 2026-07-01T22:30:18.403753
  • Finished: 2026-07-02T06:28:55.670597
  • Runtime: about 7h 58m 37s
  • Input tokens: 877,229,315
  • Cache tokens: 854,443,808
  • Output tokens: 4,186,337
  • End-to-end benchmark output throughput: about 145.8 output tok/s

This throughput is the full DeepSWE agent wall-clock rate, not the raw small-context vLLM serving rate.

Errors

  • VerifierTimeoutError: 1
  • AgentTimeoutError: 6
  • NonZeroAgentExitCodeError: 4

The move from 128k to 256k fixed the earlier 128k context failures, but 4 tasks still hit the 256k cap because the prompt plus the 8192-token output budget exceeded 262144.

Context-limit error tasks:

  • fastapi-deprecation-response-hea__C27FXDE
  • koota-entity-snapshot-rollback__ZiwKUPH
  • scriggo-method-declarations__tSrhb6X
  • sql-formatter-bigquery-pipe-form__3gh8Lic

Artifacts

  • result.json: full benchmark result JSON
  • deepswe-gemma4-256k-full-20260701-223016.clean.20260701-223016.console.log: cleaned console log
{
"id": "44f56519-5836-4ed0-894c-bae177d89796",
"started_at": "2026-07-01T22:30:18.403753",
"updated_at": "2026-07-02T06:28:55.670597",
"finished_at": "2026-07-02T06:28:55.670597",
"n_total_trials": 113,
"stats": {
"n_completed_trials": 113,
"n_errored_trials": 11,
"n_running_trials": 0,
"n_pending_trials": 0,
"n_cancelled_trials": 0,
"n_retries": 0,
"evals": {
"mini-swe-agent__gemma4__tasks": {
"n_trials": 112,
"n_errors": 11,
"metrics": [
{
"f2p": 0.07386406357589785,
"f2p_passed": 4.371681415929204,
"f2p_total": 51.53982300884956,
"p2p": 0.7902985828321925,
"p2p_passed": 1251.1061946902655,
"p2p_total": 2047.2920353982302,
"partial": 0.574474744375891,
"reward": 0.0
}
],
"pass_at_k": {},
"reward_stats": {
"reward": {
"0": [
"abs-module-cache-flags__UBe94fK",
"abs-stepped-slices__6rbDCJo",
"actionlint-action-pinning-lint__Btg87Em",
"adaptix-name-mapping-aliases__bxbRwbE",
"anko-default-function-arguments__eUZHUbo",
"anko-typed-variable-bindings__zbE3BZq",
"arcane-drift-detection-baselines__Bu5yFWj",
"arktype-json-schema-refs-depende__gcgLvtW",
"awilix-async-container-initializ__kcZujxu",
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