Jarvis-HEP V2

Jarvis-HEP V2 is a distributed runtime for high-energy-physics parameter scans. You describe a scan as a validated YAML task card; Jarvis generates parameter points, evaluates external calculators and/or Python operators in parallel, and archives observables, sample artifacts, logs, and run summaries.

The PyPI distribution is named Jarvis-HEP (current version 2.0.10). Its Python import package remains jarvishep2, and it exposes a single user-facing command: Jarvis.

What V2 provides

The execution model is deliberately simple:

Task YAML → sampler → Redis → Workers → Archiver
                                      ├─ DATABASE/samples.hdf5
                                      ├─ SAMPLE/<bucket>/<uuid>/
                                      └─ logs/<scan>/ + run_summary.*

Installation

Requirements:

• Python 3.10 or newer
• Redis for distributed runs; V2 uses the local 127.0.0.1:6379 service

From PyPI:

python3 -m pip install 'Jarvis-HEP[distributed]'

If the short-lived jarvishep2 distribution was installed previously, remove it before installing V2 from Jarvis-HEP; both distributions provide the same jarvishep2 import package and should not be installed together:

python3 -m pip uninstall jarvishep2
python3 -m pip install --upgrade 'Jarvis-HEP[distributed]'

From a source checkout:

python3 -m pip install -e '.[distributed]'

For development and tests:

python3 -m pip install -e '.[distributed,dev]'

Start Redis before a real scan. For example, on macOS:

brew install redis
brew services start redis
redis-cli ping       # PONG

On the first Jarvis command after installation, Jarvis checks whether a Redis-compatible server executable (redis-server, redis6-server, or valkey-server) is available. If it is missing, the command's normal output is followed by a one-time, OS-specific installation hint (written to stderr so JSON/stdout output remains usable). The hint is advisory only; Jarvis does not install operating-system packages automatically. Linux hints cover Debian/Ubuntu, Fedora/RHEL, Amazon Linux, Arch, openSUSE, Alpine, Gentoo, Void, NixOS and other package-manager families. The check marker is stored at ~/.jarvis/redis-install-check-v1.

The default install includes the current compatible releases of Jarvis-HEP-Portal, Jarvis-Operas, and the JarvisPLOT distribution (product name: Jarvis-PLOT). The optional extras are:

• distributed: Redis, msgpack, and aiofiles
• plot: compatibility alias for the default Jarvis-PLOT dependency (JarvisPLOT on PyPI)
• dev: pytest, fakeredis, and colorlog

For the complete installation guide, Redis options, and project-packaging workflow, see INSTALL.md.

First run

The project scaffold includes a runnable Bridson + Operas example that does not need an external calculator:

Jarvis project create MyScan
cd MyScan

Jarvis validate bin/quickstart_bridson_operas.yaml
Jarvis run bin/quickstart_bridson_operas.yaml

The scaffold also contains calculator, CSV, Dynesty, and MultiNest examples. List the built-in examples with:

Jarvis man example

Task-card contract

V2 task cards use one closed, consistent vocabulary across validate, check, run, and man:

• Required top-level blocks: Scan, Sampling, and EnvReqs.
• Declare at least one execution backend: Calculators or Operas.
• Put method-specific sampler settings under Sampling.Bounds and use lower snake_case keys.
• Put V2 runtime settings such as worker count and checkpoint heartbeat under EnvReqs.V2.
• Use Jarvis check TASK.yaml for the fixed-point calculator smoke test.
• Outputs are written to the project output tree; cleanup.strategy and archiver.handoff are not V2 task-card interfaces.

A card starts with this shape:

Scan:
  name: my_scan

Sampling:
  Method: Random
  Bounds:
    point_number: 100
    seed: 7
  Variables:
    - name: x
      distribution:
        type: Flat
        parameters: {min: 0.0, max: 1.0}

EnvReqs:
  V2:
    workers: 2

Operas:
  Modules:
    - name: my_operator
      operator: my_package.my_function

Use the generated manuals instead of guessing field names:

Jarvis man                         # interactive YAML authoring guide
Jarvis man --json                  # structured output for tooling and agents
Jarvis man sampler                 # sampler catalog
Jarvis man sampler.ToyMCMC         # reference independent-chain MCMC Bounds
Jarvis man sampler.mcmc-runtime    # MCMC multi-chain Redis pipeline design
Jarvis man yaml.EnvReqs.V2         # one YAML section
Jarvis man calculator.execution.output --type JSON

Jarvis validate performs schema and semantic checks without starting Redis or Workers. It is the recommended gate before run.

CLI workflow

Jarvis validate TASK.yaml          # validate only
Jarvis check TASK.yaml             # fixed-point calculator smoke test
Jarvis run TASK.yaml               # execute a distributed scan
Jarvis run TASK.yaml --resume      # resume from a checkpoint
Jarvis convert TASK.yaml           # refresh DATABASE/samples.csv from HDF5
Jarvis monitor                     # read one live monitor snapshot
Jarvis ps                          # list Jarvis process groups
Jarvis kill --yes                  # terminate selected runtime processes
Jarvis --refs                      # print framework and sampler references

Additional integrations are available through native subcommands:

Jarvis project create MyScan
Jarvis project browse
Jarvis project fetch Eggbox
Jarvis portal man
Jarvis operas list
Jarvis gen-plot-yaml TASK.yaml
Jarvis plot path/to/plot.yaml      # Jarvis-PLOT is installed by default

Use Jarvis COMMAND -h for command-specific options. Screen logging defaults to WARNING; use --console-level INFO, --debug, or --silence as needed. File logs remain available under logs/<scan>/.

Outputs

For a scan named my_scan, the project root typically contains:

outputs/my_scan/
├── DATABASE/
│   ├── samples.hdf5              # archived observables
│   └── samples.csv               # CSV snapshot after `Jarvis convert`
├── SAMPLE/
│   ├── 000001/<uuid>/             # per-sample files when retained
│   └── 000001.tar.gz              # packed sample bucket when enabled
├── run_summary.json
├── run_summary.csv
└── run_summary.txt

logs/my_scan/
├── core.log
├── sampler.log
├── archiver.log
└── worker-00.log ...

Checkpoints are stored under checkpoints/<scan>/<sampler>/state.pkl. Press Ctrl+C to stop a scan cleanly; Jarvis shuts down its Workers, Archiver, and any Redis process it manages.

Development

python3 -m pip install -e '.[distributed,dev]'
python3 -m pytest -q

The long-running AdaptiveBridson integration tests are skipped by default; run them explicitly with python3 -m pytest -q tests/test_adaptive_bridson.py when changing that sampler.

The long-running feedback-loop coverage in tests/test_ensemble_samplers.py is also skipped by default; run it explicitly for EnsembleMCMC/DEMCMC/PT changes:

python3 -m pytest -q tests/test_ensemble_samplers.py

The slow distributed acceptance gates in tests/test_distributed_acceptance.py are also skipped by default; run them explicitly when validating Worker/ Archiver performance:

python3 -m pytest -q tests/test_distributed_acceptance.py

tests/test_distributed_resume.py, tests/test_mcmc_sampler.py, and tests/test_worker_pool.py are also excluded from the default suite. They exercise interruption/checkpoint resume, multi-process sampler execution, and Worker calculator-pool concurrency; run the relevant file explicitly after changing those paths:

python3 -m pytest -q tests/test_distributed_resume.py
python3 -m pytest -q tests/test_mcmc_sampler.py
python3 -m pytest -q tests/test_worker_pool.py

tests/test_variable_distributions.py and tests/test_worker_failure.py are also excluded from the default suite while their V1-card/schema fixture and calculator-pool SIGKILL fixture are reconciled. Run either explicitly when working on those paths:

python3 -m pytest -q tests/test_variable_distributions.py
python3 -m pytest -q tests/test_worker_failure.py

Useful repository documentation:

• INSTALL.md — installation, CLI details, Redis, projects, and packaging
• Task-card schema — validation layers and V2 configuration rules
• Validation diagnostics — actionable JV2-* error codes
• RLTPMCMC extension guide — how collaborators add RLTPMCMCSampler
• Project template — standalone project layout

V1 (jarvishep) is frozen and CLI-retired. V2 uses jarvishep2 and the Jarvis command; Jarvis2 is not installed.