Python

Native PyO3 bindings over the Rust core. The Benchmark handle is stateless — the case, the suite and the data arrive with each command.

pip install wickra-benchmark

import json
from wickra_benchmark import Benchmark

case = json.load(open("cases/sma-crossover-01.json"))
data = [...]  # the dataset's candles as dicts

bench = Benchmark()
result = json.loads(bench.command(json.dumps({
    "cmd": "run_case", "case": case, "data": data,
})))
print(result["id"], result["passed"], result["hash_match"])

The command surface

Every binding exposes the same four commands and returns the core's canonical JSON string verbatim. That is what makes byte equality the cross-language check.

cmd	Payload	Response
run_case	{case, data}	a CaseResult — passed, hash_match, hash, recomputed
run_suite	{suite, datasets}	a SuiteReport — the results sorted by id, plus the tally
list_cases	{suite}	{"ids": [...]}, sorted
version	—	{"version": ..., "engine_version": ...}

A domain error — a malformed case, an unknown command — comes back in-band as {"ok":false,"error":...} rather than as an exception.

One committed example of every envelope lives in golden/commands/, with the exact response each must produce beside it in golden/expected/.

More

• PyPI
• Source & examples