プロトコルシミュレーションの実行と結果の取得

from ionworks import Ionworks

client = Ionworks()

protocol = """
global:
  initial_soc: 1
  temperature: 25
steps:
  - Discharge:
      mode: C-rate
      value: 1
      ends:
        - "Voltage < 2.5"
"""

# --- 単一シミュレーション ---
# `parameterized_model` にはパラメータ化モデルの id、または
# {"capacity": 5.0, "chemistry": "NMC/Graphite"} のようなインラインのクイックモデルを渡します。
response = client.simulation.protocol({
    "parameterized_model": "your-parameterized-model-id",
    "protocol_experiment": {"protocol": protocol, "name": "1C discharge"},
})
result = client.simulation.wait_for_completion(response.simulation_id, timeout=120)

result = client.simulation.get_result(response.simulation_id)
print(result.time_series)   # DataFrame: 時間点ごとに 1 行
print(result.steps)         # DataFrame: プロトコルステップごとに 1 行
print(result.metrics)       # スカラーメトリクスの dict

# --- DOE バッチ: パラメータを複数の値でスイープ ---
responses = client.simulation.protocol_batch({
    "parameterized_model": "your-parameterized-model-id",
    "protocol_experiment": {"protocol": protocol, "name": "thickness sweep"},
    "design_parameters_doe": {
        "sampling": "grid",  # grid | random | latin_hypercube
        "rows": [
            {"type": "range", "name": "Positive electrode thickness [m]",
             "min": 50e-6, "max": 100e-6, "count": 5},
        ],
    },
})
client.simulation.wait_for_completion([r.simulation_id for r in responses], timeout=3600)
results = [client.simulation.get_result(r.simulation_id) for r in responses]