Datasets:
trace_id stringlengths 36 36 | timestamp stringlengths 32 32 | model stringclasses 1
value | status stringclasses 2
values | prompt_tokens int64 14 67.3k ⌀ | completion_tokens int64 1 4.22k ⌀ | total_tokens int64 15 71.1k ⌀ | cost float64 0 0 ⌀ | request unknown | response unknown |
|---|---|---|---|---|---|---|---|---|---|
cc0bb2b9-9bfc-493c-99d8-cc726902b199 | 2026-10-28T23:02:36.676894+00:00 | google/gemma-4-31B-it | success | 14 | 1 | 15 | null | {
"messages": [
{
"role": "user",
"content": "hi"
}
],
"model": "google/gemma-4-31B-it"
} | {
"choices": [
"Choices(finish_reason='length', index=0, message=Message(content='Hello', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'reasoning': None, 'refusal': None}), provider_specific_fields={'token_ids': None, 'stop_reason': None, 'routed_experts': None})"
],
"id": ... |
64cc6387-51bd-4108-b8bf-37bc4abfda59 | 2026-10-28T23:02:48.230310+00:00 | google/gemma-4-31B-it | success | 2,581 | 32 | 2,613 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"command\": \"find /testbed -name \\\\\"*itrs*\\\\\" \\\\\"*/altaz*\\\\\" \\\\\"*/hadec*\\\\\"\"}', name='bash'), id='chatcmpl-tool-... |
6787533c-b372-467f-852b-f5f33522615d | 2026-10-28T23:02:49.713768+00:00 | google/gemma-4-31B-it | success | 2,662 | 38 | 2,700 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"command\": \"find /testbed -name \\\\\"*itrs*\\\\\" -o -name \\\\\"*altaz*\\\\\" -o -name \\\\\"*hadec*\\\\\"\"}', name='bash'), id... |
f798fd89-3941-445a-a169-a6c3f01619c6 | 2026-10-28T23:02:50.519883+00:00 | google/gemma-4-31B-it | success | 2,843 | 29 | 2,872 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"path\": \"/testbed/astropy/coordinates/builtin_frames/itrs.py\"}', name='view'), id='chatcmpl-tool-bc0a2c62586589bc', type='functio... |
40ed0c46-ee8e-4854-9c75-fc322211b35b | 2026-10-28T23:02:53.189532+00:00 | google/gemma-4-31B-it | success | 3,467 | 52 | 3,519 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"command\": \"grep -r \\\\\"ITRS\\\\\" /testbed/astropy/coordinates/intermediate_rotation_transforms.py || grep -r \\\\\"ITRS\\\\\" ... |
41d72570-556d-41b2-a38a-15102f1cf87c | 2026-10-28T23:02:54.971061+00:00 | google/gemma-4-31B-it | success | 6,662 | 32 | 6,694 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"path\": \"/testbed/astropy/coordinates/builtin_frames/intermediate_rotation_transforms.py\"}', name='view'), id='chatcmpl-tool-aae4... |
9c08fd91-20c7-4fdc-8e2b-5edade6a2548 | 2026-10-28T23:02:57.596685+00:00 | google/gemma-4-31B-it | success | 10,910 | 29 | 10,939 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"path\": \"/testbed/astropy/coordinates/builtin_frames/altaz.py\"}', name='view'), id='chatcmpl-tool-a36bdd48f9611783', type='functi... |
939f24e8-6c5d-4013-ae51-1718d8e59323 | 2026-10-28T23:02:59.016458+00:00 | google/gemma-4-31B-it | success | 13,073 | 34 | 13,107 | null | {
"messages": [
{
"role": "user",
"content": "Resolve the given issue by editing the repository files directly on a remote machine.\n\nRepository directory on the remote machine: /testbed\n\n## Issue to resolve:\nA direct approach to ITRS to Observed transformations that stays within the ITRS.\n<!-- T... | {
"choices": [
"Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assistant', tool_calls=[ChatCompletionMessageToolCall(function=Function(arguments='{\"command\": \"ls /testbed/astropy/coordinates/builtin_frames/icrs_observed_transforms.py\"}', name='bash'), id='chatcmpl-tool-bd54d3... |
2ad6e6dc-27d6-4408-b03b-382c869f0743 | 2026-10-28T23:03:00.481324+00:00 | google/gemma-4-31B-it | success | 13,150 | 33 | 13,183 | null | {"messages":[{"role":"user","content":"Resolve the given issue by editing the repository files direc(...TRUNCATED) | {"choices":["Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assist(...TRUNCATED) |
50b19738-493c-4337-904d-169175f75293 | 2026-10-28T23:03:10.654868+00:00 | google/gemma-4-31B-it | success | 15,252 | 359 | 15,611 | null | {"messages":[{"role":"user","content":"Resolve the given issue by editing the repository files direc(...TRUNCATED) | {"choices":["Choices(finish_reason='tool_calls', index=0, message=Message(content=None, role='assist(...TRUNCATED) |
End of preview. Expand in Data Studio
Agent Traces for Position-Independent Caching
These are the agent trajectories we collected ourselves for our study of position-independent KV caching (PIC) in agentic workloads. Every LLM request is logged with the exact messages the agent sent and the raw response. That makes the traces suitable for measuring how much input content repeats within and across sessions. The public datasets the paper also analyzes (SWE-smith, OpenHands, SWE-agent, NNetNav, ITBench, tau2, Exgentic and others) are not copied here. Please get them from their original sources.
Contents
| Folder | Workload | Model | Tasks | Sessions | LLM calls |
|---|---|---|---|---|---|
swarm-swebench-verified/gemma-4-31B-it |
Coding agent swarm, 9 agents per task | Gemma-4-31B-it | 10 | 90 | 3,981 |
swarm-swebench-verified/MiniMax-M2.7 |
Coding agent swarm, 9 agents per task | MiniMax-M2.7 | 10 | 90 | 7,977 |
spider2-dbt/gemma-4-31B-it |
Database interaction (dbt projects) | Gemma-4-31B-it | 68 | 68 | 1,276 |
swarm-swebench-verified
Ten SWE-bench Verified tasks, each solved concurrently by nine agents with distinct software-factory roles (re:factory).
All nine agents of a task share one repository and one upstream vLLM 0.23.0 server without PIC.
Gemma-4-31B-it was served on two GPUs and MiniMax-M2.7 on four.
The agents use the Exgentic tool_calling agent on SWE-bench Verified with temperature 1.0, top-p 0.95 and at most 16,384 output tokens per request.
Layout: <model>/<instance_id>/s<agent>/, where each agent directory holds:
sessions/<id>/framework/litellm/trace.jsonl: one line per LLM call, with the full request messages, the response and token counts.sessions/<id>/trajectory.jsonl: the agent's step-by-step trajectory.sessions/<id>/session.log: the harness log.sessions/<id>/benchmark/report.json: the SWE-bench grading report (missing when the agent ended without a final patch).sessions/<id>/config.json,run/config.json,results.json: the run configuration and summary.
An agent whose prompt outgrew the context window ended without a report. This happened to 29 of the 90 MiniMax agents and 2 of the 90 Gemma agents. Two further Gemma agents stopped when a reproduction script exceeded the sandbox command limit. These agents count as unresolved.
spider2-dbt
Spider2-DBT tasks run with the official Spider-Agent (methods/spider-agent-dbt) on Gemma-4-31B-it, one run per task.
Each task directory holds:
calls.jsonl: one line per LLM call, with the exact messages sent and the raw response.result.json: the agent's final answer.
eval.log is the output of the official evaluation suite (8 of 68 tasks correct).
The harness windows its history and re-renders past turns, so no single call holds the whole run.
To rebuild one trajectory, take the system prompt from the first call and then the newest user message and the model output of each call in order.
Intended use
Studying KV-cache reuse, prompt caching and serving efficiency for multi-turn agents, and analyzing agent behavior.
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