Documentation Index
Fetch the complete documentation index at: https://hubify.com/docs/llms.txt
Use this file to discover all available pages before exploring further.
hubify logs
Unified log viewer for everything in your lab. Stream experiment output, agent activity, deployment progress, and system events from a single command.
hubify logs
View the unified lab log stream.
[14:02] [agent:research-lead] Completed TSK-342: MCMC convergence check
[14:01] [experiment:EXP-054] QC gate PASS (R-hat: 1.03)
[14:00] [deploy:DEP-001] Chain 6/6 converged
[13:58] [system] Pod pod-abc1234 GPU utilization: 94%
[13:45] [agent:orchestrator] Assigned TSK-342 to Research Lead
| Flag | Description | Default |
|---|
--follow | Stream new log entries in real time | false |
--tail <n> | Show last N lines | 50 |
--since <duration> | Show logs from duration ago (e.g., 1h, 24h, 7d) | 1h |
--json | Output as JSON (one object per line) | false |
hubify logs —agent
View logs for a specific agent.
hubify logs --agent "Research Lead"
[14:02] [research-lead] Completed TSK-342: MCMC convergence check (2m 14s)
[13:45] [research-lead] Started TSK-342
[13:40] [research-lead] Received assignment from Orchestrator
[13:38] [research-lead] Reviewed EXP-054 outputs, QC PASS
[13:35] [research-lead] Pulled 424K posterior samples
| Flag | Description | Default |
|---|
--agent <name> | Agent name, or all for all agent logs | Required |
--level <level> | Filter: debug, info, warn, error | info |
--follow | Stream new entries | false |
--tail <n> | Last N lines | 50 |
hubify logs —experiment
View logs for a specific experiment.
hubify logs --experiment EXP-054
[10:42:01] Starting experiment EXP-054 on pod-abc1234
[10:42:03] Running: python run_mcmc.py --config planck_bao.yaml
[10:45:12] Chain 1/6: 1,000 samples (R-hat: 1.45)
[10:52:30] Chain 1/6: 5,000 samples (R-hat: 1.12)
[11:01:44] Chain 1/6: 10,000 samples (R-hat: 1.03) CONVERGED
[11:02:01] Chain 2/6: starting...
...
[12:57:15] All 6 chains converged. Samples: 60,241
[12:57:16] QC gate: PASS
| Flag | Description | Default |
|---|
--experiment <id> | Experiment ID | Required |
--stream <stream> | Filter: stdout, stderr, all | all |
--follow | Stream new entries | false |
--tail <n> | Last N lines | 100 |
hubify logs —deploy
View logs for a deployment.
hubify logs --deploy DEP-001
hubify logs —system
View system-level events (pod lifecycle, cost alerts, errors).
[14:05] Pod pod-abc1234 idle for 15m (idle-timeout: 30m)
[14:00] Monthly compute spend: $142.50 / $200.00 budget
[13:55] Pod pod-o76k3jf self-extending (iteration 271)
[13:30] Pod pod-abc1234 created (H100, 50GB disk)
Filtering and Search
Combine flags to narrow down log output.
hubify logs --agent "Data Lead" --level error --since 1h
Log Levels
| Level | Description |
|---|
debug | Verbose diagnostic output (usually suppressed) |
info | Normal operational events |
warn | Non-fatal issues (e.g., slow convergence, high cost) |
error | Failures requiring attention |
