| name | i4h-workflow-e2e |
| version | 0.6.0 |
| description | Run the full end-to-end agentic pipeline (record → mimic → annotate → replay → convert → visualize → finetune → validate). Use when asked to run the whole pipeline or do an e2e, smoke, or demo run. |
| license | Apache-2.0 |
| metadata | {"author":"Isaac for Healthcare Team <isaac-for-healthcare-support@nvidia.com>","tags":["isaac-for-healthcare","i4h","agentic-workflow","end-to-end","pipeline"]} |
i4h Workflow — End-to-End
Purpose
Run the full end-to-end agentic pipeline (record, mimic, annotate/filter, replay, convert, visualize, finetune, validate). Use when the user asks to run the full pipeline, smoke the whole workflow, demo the workflow, or do an e2e run.
Base Code
These steps drive the i4h-workflows base code (the workflows/agentic/ tree). To reuse an existing checkout, set I4H_WORKFLOWS to its path (no clone happens). Otherwise this resolves the current repo, or clones to ~/i4h-workflows — pick that default without prompting. Run every command below from the resolved root:
ROOT="${I4H_WORKFLOWS:-$(git rev-parse --show-toplevel 2>/dev/null)}"
if [ ! -d "$ROOT/workflows/agentic" ]; then
ROOT="${I4H_WORKFLOWS:-$HOME/i4h-workflows}"
[ -d "$ROOT/workflows/agentic" ] || git clone https://github.com/isaac-for-healthcare/i4h-workflows "$ROOT"
fi
export I4H_WORKFLOWS="$ROOT"; cd "$ROOT"
Basics
- Env config (source of truth):
workflows/agentic/config/environments/<env>.yaml — drives every stage for <env> (robot, task, policy, cameras, arena.max_timesteps, dataset.* mappings).
- Use the e2e script for full pipeline runs.
- For per-stage work, use the corresponding dataset/finetune/validate skills.
assemble_trocar is inference-only; the e2e script skips finetune and checkpoint validation for it.
Dry Run
REPO_ROOT="${I4H_WORKFLOWS:-$(git rev-parse --show-toplevel 2>/dev/null)}"; [ -d "$REPO_ROOT/workflows/agentic" ] || REPO_ROOT="$HOME/i4h-workflows"
"${REPO_ROOT}/workflows/agentic/scripts/e2e/run.sh" --dry-run --env <env>
Run
"${REPO_ROOT}/workflows/agentic/scripts/e2e/run.sh" --env <env>
Flags
--skip-mimic, --skip-annotate, --skip-replay, --skip-viz
--from-stage <stage> --run-dir <existing-run> resumes from a prior run.
Stages: setup record mimic annotate replay convert viz finetune validate summary.
Outputs
The script prints RUN_DIR and symlinks it to runs/.latest. Subdirs:
logs/ — per-stage logs, workflow.log (full teed output), and logs/SUMMARY.txt (the final summary report)
data/
lerobot/
checkpoint/ (trainable envs only)
Monitor
run.sh runs every stage in the foreground and returns only when the whole pipeline ends, so track a long run from a separate shell (do not expect to query it from the shell that launched it):
tail -f "${REPO_ROOT}/workflows/agentic/runs/.latest/logs/workflow.log"
cat "${REPO_ROOT}/workflows/agentic/runs/.latest/logs/SUMMARY.txt"
Stop
"${REPO_ROOT}/workflows/agentic/stop.sh" all --env <env>
Prerequisites
- Workflow set up via [[i4h-workflow-setup]] (the
.venv must exist); setup is also the first pipeline stage.
- A valid
--env name to drive the run.
- For per-stage work, use the corresponding dataset/finetune/validate skills instead.
Limitations
assemble_trocar is inference-only; the e2e script skips finetune and checkpoint validation for it.
checkpoint/ outputs are produced for trainable envs only.
- Resuming requires both
--from-stage <stage> and --run-dir <existing-run>.
Troubleshooting
- Error:
.venv not found / module import fails - Cause: workflow not set up. Fix: run [[i4h-workflow-setup]] first.
- Error: env not recognized - Cause: wrong
--env name. Fix: pass a valid env name; dry-run first with --dry-run --env <env>.
- Error: resume fails to find prior outputs - Cause:
--from-stage used without a matching --run-dir. Fix: pass --from-stage <stage> --run-dir <existing-run>.
- Error: stale processes block a rerun - Cause: a previous pipeline session is still running. Fix: run
stop.sh all --env <env> before retrying.
Final Response
Report env, run dir, skipped stages, per-stage success/failure, key artifact paths.