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hubify logs
View and stream logs from experiments, agents, deployments, and system events.
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View and stream logs from experiments, agents, deployments, and system events.
hubify logs
hubify logs --follow
hubify logs --tail 50
[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 "Research Lead"
hubify logs --agent "Orchestrator" --follow
hubify logs --agent "Data Lead" --level error
hubify logs --agent all
[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 EXP-054
hubify logs --experiment EXP-054 --follow
hubify logs --experiment EXP-054 --stream stderr
[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 DEP-001
hubify logs --deploy DEP-001 --follow
hubify logs --system
hubify logs --system --level error
[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)
hubify logs --agent "Data Lead" --level error --since 1h
hubify logs --experiment EXP-054 --tail 200 --since 2h
hubify logs --experiment EXP-054 | grep "R-hat"
| 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 |