Update ShellOps dataset

.gitattributes

@@ -0,0 +1 @@
+*.parquet filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1,6 @@
+push_A3_2_huggingface.sh
+__pycache__/
+*.pyc
+.DS_Store
+.cache/
+logs/

README.md

@@ -0,0 +1,61 @@
+---
+license: cc-by-4.0
+task_categories:
+  - text-generation
+  - question-answering
+language:
+  - en
+pretty_name: ShellOps
+tags:
+  - cli-agents
+  - reinforcement-learning
+  - filesystem
+  - shell
+  - verifiable-evaluation
+---
+
+# ShellOps
+
+ShellOps is a verifiable dataset suite for CLI agents that interact with filesystem workspaces through executable shell actions. It accompanies the paper [Learning CLI Agents with Structured Action Credit under Selective Observation](https://arxiv.org/abs/2605.08013).
+
+The dataset focuses on shell-driven information extraction and file editing tasks, where an agent receives a natural language instruction, observes an initial workspace, executes CLI actions, and is scored by verifiable terminal output or post-execution file state.
+
+## Dataset Overview
+
+- **ShellOps**: 1624 standard CLI tasks across training and evaluation splits
+- **ShellOps-Pro**: 150 harder out-of-distribution tasks for infer-only evaluation
+- **Task axes**: Lookup, Aggregate, Edit, and Mixed
+- **Workspace setting**: repository-like file trees with structured data, logs, code, prose, configuration files, and extensionless files
+- **Evaluation target**: exact stdout, file-state match, or hybrid output plus file-state objectives
+
+## File Layout
+
+```text
+shellops/
+  train_src.parquet
+  train.parquet
+  test.parquet
+  assets/
+
+shellops_pro/
+  test.parquet
+  assets/
+```
+
+In `shellops`, `train_src.parquet` is the full training-side corpus claimed in the paper, while `train.parquet` is the sampled subset used for the reported training runs. The `train_src.parquet` and `test.parquet` files together form the 1624-task ShellOps corpus.
+
+`shellops_pro` is an OOD infer-only dataset, so only `test.parquet` is provided. If you use our TEST MODE workflow, create a placeholder `train.parquet` in `shellops_pro/` to keep the file layout consistent. This placeholder parquet is not used during inference.
+
+## Citation
+
+```bibtex
+@misc{su2026learningcliagentsstructured,
+      title={Learning CLI Agents with Structured Action Credit under Selective Observation}, 
+      author={Haoyang Su and Ying Wen},
+      year={2026},
+      eprint={2605.08013},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2605.08013}, 
+}
+```

shellops/assets/ShellOps_0000f6f276/gold/active_sensors.txt

@@ -0,0 +1,5 @@
+SENS-1001
+SENS-1002
+SENS-1003
+SENS-1004
+SENS-1005

shellops/assets/ShellOps_0000f6f276/gold/calibration_registry.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<calibration>
+  <sensor id="SENS-1001">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-10</last_cal>
+  </sensor>
+  <sensor id="SENS-1002">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-11</last_cal>
+  </sensor>
+  <sensor id="SENS-1004">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-12</last_cal>
+  </sensor>
+  <sensor id="SENS-1007">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-13</last_cal>
+  </sensor>
+</calibration>

shellops/assets/ShellOps_0000f6f276/gold/exceptions/missing_calibration.txt

@@ -0,0 +1,2 @@
+SENS-1003
+SENS-1005

shellops/assets/ShellOps_0000f6f276/gold/notes.md

@@ -0,0 +1,3 @@
+Notes:
+- SENS-1003 and SENS-1005 are currently active but not yet in the calibration registry.
+- SENS-1007 is in the registry but not currently active.

shellops/assets/ShellOps_0000f6f276/init/active_sensors.txt

@@ -0,0 +1,5 @@
+SENS-1001
+SENS-1002
+SENS-1003
+SENS-1004
+SENS-1005

shellops/assets/ShellOps_0000f6f276/init/calibration_registry.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<calibration>
+  <sensor id="SENS-1001">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-10</last_cal>
+  </sensor>
+  <sensor id="SENS-1002">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-11</last_cal>
+  </sensor>
+  <sensor id="SENS-1004">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-12</last_cal>
+  </sensor>
+  <sensor id="SENS-1007">
+    <calibrated>true</calibrated>
+    <last_cal>2025-01-13</last_cal>
+  </sensor>
+</calibration>

shellops/assets/ShellOps_0000f6f276/init/notes.md

@@ -0,0 +1,3 @@
+Notes:
+- SENS-1003 and SENS-1005 are currently active but not yet in the calibration registry.
+- SENS-1007 is in the registry but not currently active.

shellops/assets/ShellOps_0012509967/gold/policy/suppressions.json

@@ -0,0 +1,4 @@
+[
+  {"device_id": "dev_004", "reason": "maintenance_window"},
+  {"device_id": "dev_007", "reason": "legacy_baseline"}
+]

shellops/assets/ShellOps_0012509967/gold/reports/compliant_online_devices.txt

@@ -0,0 +1,2 @@
+dev_001
+dev_005

shellops/assets/ShellOps_0012509967/gold/telemetry/alpha.json

@@ -0,0 +1,3 @@
+{"device_id": "dev_001", "status": "online", "compliant": true}
+{"device_id": "dev_002", "status": "offline", "compliant": true}
+{"device_id": "dev_003", "status": "online", "compliant": false}

shellops/assets/ShellOps_0012509967/gold/telemetry/beta.json

@@ -0,0 +1,3 @@
+{"device_id": "dev_004", "status": "online", "compliant": true}
+{"device_id": "dev_005", "status": "online", "compliant": true}
+{"device_id": "dev_006", "status": "offline", "compliant": true}

shellops/assets/ShellOps_0012509967/gold/telemetry/gamma.json

@@ -0,0 +1,3 @@
+{"device_id": "dev_007", "status": "online", "compliant": true}
+{"device_id": "dev_008", "status": "online", "compliant": false}
+{"device_id": "dev_009", "status": "offline", "compliant": true}

shellops/assets/ShellOps_0012509967/gold/telemetry/notes.md

@@ -0,0 +1 @@
+This directory contains device telemetry snapshots. The suppression list is managed by the policy team.

shellops/assets/ShellOps_0012509967/init/policy/suppressions.json

@@ -0,0 +1,4 @@
+[
+  {"device_id": "dev_004", "reason": "maintenance_window"},
+  {"device_id": "dev_007", "reason": "legacy_baseline"}
+]

shellops/assets/ShellOps_0012509967/init/telemetry/alpha.json

@@ -0,0 +1,3 @@
+{"device_id": "dev_001", "status": "online", "compliant": true}
+{"device_id": "dev_002", "status": "offline", "compliant": true}
+{"device_id": "dev_003", "status": "online", "compliant": false}

shellops/assets/ShellOps_0012509967/init/telemetry/beta.json

@@ -0,0 +1,3 @@
+{"device_id": "dev_004", "status": "online", "compliant": true}
+{"device_id": "dev_005", "status": "online", "compliant": true}
+{"device_id": "dev_006", "status": "offline", "compliant": true}

shellops/assets/ShellOps_0012509967/init/telemetry/gamma.json

@@ -0,0 +1,3 @@
+{"device_id": "dev_007", "status": "online", "compliant": true}
+{"device_id": "dev_008", "status": "online", "compliant": false}
+{"device_id": "dev_009", "status": "offline", "compliant": true}

shellops/assets/ShellOps_0012509967/init/telemetry/notes.md

@@ -0,0 +1 @@
+This directory contains device telemetry snapshots. The suppression list is managed by the policy team.

shellops/assets/ShellOps_002a0cb1f9/gold/docs/runbooks/app1.md

@@ -0,0 +1,3 @@
+Incident Response Steps:
+1. Check status: curl http://app1.example.com/status
+2. Restart service: curl http://app1.example.com/restart

shellops/assets/ShellOps_002a0cb1f9/gold/docs/runbooks/app2.md

@@ -0,0 +1,3 @@
+Debugging Steps:
+1. Fetch logs: curl http://app2.example.com/logs
+2. Clear cache: curl http://app2.example.com/cache/clear

shellops/assets/ShellOps_002a0cb1f9/gold/updated_runbooks/app1.md

@@ -0,0 +1,3 @@
+Incident Response Steps:
+1. Check status: curl https://app1.example.com/status
+2. Restart service: curl https://app1.example.com/restart

shellops/assets/ShellOps_002a0cb1f9/gold/updated_runbooks/app2.md

@@ -0,0 +1,3 @@
+Debugging Steps:
+1. Fetch logs: curl https://app2.example.com/logs
+2. Clear cache: curl https://app2.example.com/cache/clear

shellops/assets/ShellOps_002a0cb1f9/init/docs/runbooks/app1.md

@@ -0,0 +1,3 @@
+Incident Response Steps:
+1. Check status: curl http://app1.example.com/status
+2. Restart service: curl http://app1.example.com/restart

shellops/assets/ShellOps_002a0cb1f9/init/docs/runbooks/app2.md

@@ -0,0 +1,3 @@
+Debugging Steps:
+1. Fetch logs: curl http://app2.example.com/logs
+2. Clear cache: curl http://app2.example.com/cache/clear

shellops/assets/ShellOps_003a452c18/gold/notes/irrelevant.md

@@ -0,0 +1,2 @@
+# Ignore this file
+This is a distractor artifact.

shellops/assets/ShellOps_003a452c18/gold/profiles/runtime.json

@@ -0,0 +1,11 @@
+{
+  "tokens": [
+    "session_timeout",
+    "max_connections",
+    "enable_audit",
+    "cache_ttl",
+    "enable_debug",
+    "rate_limit",
+    "enable_tracing"
+  ]
+}

shellops/assets/ShellOps_003a452c18/gold/report/missing_tokens.txt

@@ -0,0 +1,2 @@
+enable_debug
+enable_tracing

shellops/assets/ShellOps_003a452c18/gold/schema/approved.json

@@ -0,0 +1,9 @@
+{
+  "approved": [
+    "session_timeout",
+    "max_connections",
+    "enable_audit",
+    "cache_ttl",
+    "rate_limit"
+  ]
+}

shellops/assets/ShellOps_003a452c18/init/notes/irrelevant.md

@@ -0,0 +1,2 @@
+# Ignore this file
+This is a distractor artifact.

shellops/assets/ShellOps_003a452c18/init/profiles/runtime.json

@@ -0,0 +1,11 @@
+{
+  "tokens": [
+    "session_timeout",
+    "max_connections",
+    "enable_audit",
+    "cache_ttl",
+    "enable_debug",
+    "rate_limit",
+    "enable_tracing"
+  ]
+}

shellops/assets/ShellOps_003a452c18/init/schema/approved.json

@@ -0,0 +1,9 @@
+{
+  "approved": [
+    "session_timeout",
+    "max_connections",
+    "enable_audit",
+    "cache_ttl",
+    "rate_limit"
+  ]
+}

shellops/assets/ShellOps_0045ed46ea/gold/endpoints.txt

@@ -0,0 +1,6 @@
+SVC-1001
+SVC-1002
+SVC-1003
+SVC-1004
+SVC-1005
+SVC-1006

shellops/assets/ShellOps_0045ed46ea/gold/missing_endpoints.txt

@@ -0,0 +1,3 @@
+SVC-1002
+SVC-1004
+SVC-1006

shellops/assets/ShellOps_0045ed46ea/gold/notes.md

@@ -0,0 +1 @@
+Ignored notes file to act as a distractor.

shellops/assets/ShellOps_0045ed46ea/gold/runtime-inventory.xml

@@ -0,0 +1,15 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<inventory>
+  <endpoint>
+    <key>SVC-1001</key>
+    <status>active</status>
+  </endpoint>
+  <endpoint>
+    <key>SVC-1003</key>
+    <status>active</status>
+  </endpoint>
+  <endpoint>
+    <key>SVC-1005</key>
+    <status>active</status>
+  </endpoint>
+</inventory>

shellops/assets/ShellOps_0045ed46ea/init/endpoints.txt

@@ -0,0 +1,6 @@
+SVC-1001
+SVC-1002
+SVC-1003
+SVC-1004
+SVC-1005
+SVC-1006

shellops/assets/ShellOps_0045ed46ea/init/notes.md

@@ -0,0 +1 @@
+Ignored notes file to act as a distractor.

shellops/assets/ShellOps_0045ed46ea/init/runtime-inventory.xml

@@ -0,0 +1,15 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<inventory>
+  <endpoint>
+    <key>SVC-1001</key>
+    <status>active</status>
+  </endpoint>
+  <endpoint>
+    <key>SVC-1003</key>
+    <status>active</status>
+  </endpoint>
+  <endpoint>
+    <key>SVC-1005</key>
+    <status>active</status>
+  </endpoint>
+</inventory>

shellops/assets/ShellOps_005aaf9bf4/gold/high_disk_usage_nodes.txt

@@ -0,0 +1,4 @@
+nodeA
+nodeB
+nodeE
+nodeF

shellops/assets/ShellOps_005aaf9bf4/gold/log1.txt

@@ -0,0 +1,4 @@
+nodeA: disk usage exceeded 90%
+nodeB: memory leak detected
+nodeA: disk usage exceeded 90%
+nodeC: CPU spike observed

shellops/assets/ShellOps_005aaf9bf4/gold/log2.txt

@@ -0,0 +1,3 @@
+nodeB: disk usage exceeded 90%
+nodeD: network latency high
+nodeE: disk usage exceeded 90%

shellops/assets/ShellOps_005aaf9bf4/gold/log3.txt

@@ -0,0 +1,3 @@
+nodeF: disk usage exceeded 90%
+nodeG: authentication failed
+nodeF: disk usage exceeded 90%

shellops/assets/ShellOps_005aaf9bf4/init/log1.txt

@@ -0,0 +1,4 @@
+nodeA: disk usage exceeded 90%
+nodeB: memory leak detected
+nodeA: disk usage exceeded 90%
+nodeC: CPU spike observed

shellops/assets/ShellOps_005aaf9bf4/init/log2.txt

@@ -0,0 +1,3 @@
+nodeB: disk usage exceeded 90%
+nodeD: network latency high
+nodeE: disk usage exceeded 90%

shellops/assets/ShellOps_005aaf9bf4/init/log3.txt

@@ -0,0 +1,3 @@
+nodeF: disk usage exceeded 90%
+nodeG: authentication failed
+nodeF: disk usage exceeded 90%