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prompt_token_ids
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logprobs
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[ { "content": "", "role": "user" }, { "content": "<think>Let me first read the test file to understand exactly what's expected, then implement the StyleUtils class.\n</think>\n\n\n\n<tool_call>\n{\"name\": \"read\", \"arguments\": {\"filePath\": \"/tests/TestSolution.java\"}}\n</tool_call>", "rol...
opencode
vllm/4311610290566686
vllm
2026-07-06T01:21:41.429676Z
stack-junit-6427
episode-6
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-6427__84m3cXw
AgentTimeoutError
(tool use)
null
[]
[]
[]
[{"content":"","role":"user"},{"content":"<think>Let me first read the test file to understand exact(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T01:08:56.516726Z
stack-junit-6606
episode-12
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-6606__v6Cy43T
1.0
"Based on the task description, I need to create the `StringExtensions` class in the package `org.ap(...TRUNCATED)
"Compiling...\nRunning tests...\n\nThanks for using JUnit! Support its development at https://junit.(...TRUNCATED)
[[248045,8678,198,2,13455,271,2523,599,2528,310,279,2614,5568,25,271,27,15449,29,198,4754,1267,763,3(...TRUNCATED)
[[9764,728,1118,1301,279,1228,999,310,3418,6681,1092,579,3481,11,1179,4072,279,894,30255,523,13,198,(...TRUNCATED)
[[-0.22378669679164886,-1.1920901954454166e-7,-0.8398385047912598,-0.22495652735233307,-7.7485556175(...TRUNCATED)
[{"content":"","role":"user"},{"content":"<think>Let me start by understanding the task. I need to i(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T05:04:50.255370Z
stack-junit-3346
episode-16
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-3346__uvQ2z9M
1.0
"Based on the task description, I need to create the test file and all the source files. Let me crea(...TRUNCATED)
"Compiling...\nRunning tests...\n\nThanks for using JUnit! Support its development at https://junit.(...TRUNCATED)
[[248045,8678,198,2,13455,271,2523,599,2528,310,279,2614,5568,25,271,27,15449,29,198,4754,1267,763,3(...TRUNCATED)
[[9764,728,1151,539,8396,279,3274,13,353,1144,310,4072,7693,7916,1172,36066,658,14,63,748,421,279,60(...TRUNCATED)
[[-0.1592499166727066,0.0,-1.70533287525177,-4.053098564327229e-6,-0.3872561752796173,-0.07893959432(...TRUNCATED)
[{"content":"","role":"user"},{"content":"<think>I need to first examine the test file to understand(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T06:43:44.814910Z
stack-junit-1479
episode-18
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-1479__fkjSDRK
0.0
"The `/app/` directory is empty and there's no test file yet. Based on the task description, I need (...TRUNCATED)
"Compiling...\n/tests/ArgumentTest.java:305: error: exception XTCEDatabaseException is never thrown (...TRUNCATED)
[[248045,8678,198,2,13455,271,2523,599,2528,310,279,2614,5568,25,271,27,15449,29,198,4754,1267,763,3(...TRUNCATED)
[[40,1144,310,1118,20321,279,1228,999,310,3418,6681,1092,279,6813,1660,1518,24141,279,6093,13,198,24(...TRUNCATED)
[[-0.30212682485580444,-0.0005698958993889391,-0.00005912591586820781,-0.25629034638404846,-1.628587(...TRUNCATED)
[{"content":"","role":"user"},{"content":"<think>Let me understand the task:\n\n1. I need to impleme(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T03:09:49.875440Z
stack-junit-5051
episode-39
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-5051__bU7Nhq5
AgentTimeoutError
"I'll start by reading the test file to understand the exact requirements, then implement the soluti(...TRUNCATED)
"Compiling...\nRunning tests...\n\nThanks for using JUnit! Support its development at https://junit.(...TRUNCATED)
[]
[]
[]
[{"content":"","role":"user"},{"content":"<think>I need to first read the test file to understand ex(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T00:46:37.105679Z
stack-junit-6874
episode-1
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-6874__AqYV4XS
AgentTimeoutError
null
null
[[248045,8678,198,2,13455,271,2523,599,2528,310,279,2614,5568,25,271,27,15449,29,198,4754,1267,763,3(...TRUNCATED)
[[40,1144,310,1118,1301,279,1228,999,310,3418,6681,1092,279,1228,23535,11,1179,4072,279,6093,26211,1(...TRUNCATED)
[[-0.5100533962249756,-0.000023007065465208143,-0.000020026916899951175,-0.26183614134788513,-0.1842(...TRUNCATED)
[{"content":"","role":"user"},{"content":"<think>Let me analyze this task. I need to implement a Che(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T07:13:05.952516Z
stack-junit-0968
episode-19
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-0968__3nonZEo
AgentTimeoutError
"Based on the task description, I need to create the test file and the ChecksumUtils implementation.(...TRUNCATED)
"Compiling...\n/app/io/redlink/utils/ChecksumUtilsTest.java:18: error: duplicate class: io.redlink.u(...TRUNCATED)
[]
[]
[]
[{"content":"","role":"user"},{"content":"<think>The user wants me to implement Java sources to make(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T00:30:44.112858Z
stack-junit-7158
episode-19
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-7158__Kgci3Et
AgentTimeoutError
(tool use)
"Compiling...\nRunning tests...\n\nThanks for using JUnit! Support its development at https://junit.(...TRUNCATED)
[]
[]
[]
[{"content":"","role":"user"},{"content":"<think>The user wants me to implement a Java class `ListRo(...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-06T01:22:36.492149Z
stack-junit-6410
episode-21
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-6410__bc5Qser
AgentTimeoutError
"Based on the task description, I need to create the `ListRouteValue` class in the correct package s(...TRUNCATED)
null
[[248045,8678,198,2,13455,271,2523,599,2528,310,279,2614,5568,25,271,27,15449,29,198,4754,1267,763,3(...TRUNCATED)
[[760,1156,6587,728,310,4072,264,7693,523,1510,826,4740,1094,3025,42181,421,668,1236,279,604,4413,12(...TRUNCATED)
[[-0.8043486475944519,-0.0054226466454565525,-0.0008145815809257329,-1.7881341136671836e-6,0.0,-0.00(...TRUNCATED)
[{"content":"","role":"user"},{"content":"<think>Let me analyze the task:\n\n1. I need to implement (...TRUNCATED)
opencode
vllm/4311610290566686
vllm
2026-07-05T22:23:36.724120Z
stack-junit-9520
episode-6
4999a9f5-e281-4b48-954e-69f4abd83c55
stack-junit-9520__pUCHR43
1.0
"Based on the task description, I need to create the `ContainerType` enum in the package `net.contar(...TRUNCATED)
"Compiling...\nRunning tests...\n\nThanks for using JUnit! Support its development at https://junit.(...TRUNCATED)
[[248045,8678,198,2,13455,271,2523,599,2528,310,279,2614,5568,25,271,27,15449,29,198,4754,1267,763,3(...TRUNCATED)
[[9764,728,22903,279,3274,25,271,16,13,353,1144,310,4072,264,7693,7376,1510,4354,900,63,303,6129,151(...TRUNCATED)
[[-0.412466436624527,-1.1920901954454166e-7,-1.0751789808273315,-0.2560422122478485,-0.2176925390958(...TRUNCATED)
End of preview. Expand in Data Studio

Agent trace dataset

Decoding the literal token IDs

The prompt_token_ids / completion_token_ids / logprobs columns are the verbatim tokens the serving engine emitted, stored PER AGENT STEP as a list-of-lists (one inner list per turn). To turn them back into text you MUST use the exact tokenizer the model was served with — a generic same-family tokenizer will decode word tokens to garbage.

Served model / tokenizer source: Qwen/Qwen3.5-122B-A10B-FP8

from transformers import AutoTokenizer
# Use the served model's own tokenizer (pull from the ref above; if it is a
# gs:// mirror, copy tokenizer.json/tokenizer_config.json/vocab.json/merges.txt
# locally first and point AutoTokenizer at that dir).
tok = AutoTokenizer.from_pretrained("Qwen/Qwen3.5-122B-A10B-FP8")
# token_ids are list-of-lists (one list per turn) — decode each turn:
text = [tok.decode(turn, skip_special_tokens=False) for turn in completion_token_ids]

Engine-reported served model name: 4311610290566686

See tokenizer_provenance.json for a machine-readable version.

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