benchmark scripts added

This commit is contained in:
Nicolas 2025-09-01 16:39:53 +02:00
parent cc1057a99b
commit 75681eeb0a
3 changed files with 151 additions and 0 deletions

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tests/benchmark_cp.py Normal file
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import cantera as ct
import numpy as np
import time
import gaspype as gp
gas = ct.Solution("gri30.yaml")
composition = {"H2": 0.3, "H2O": 0.3, "N2": 0.4}
n_species = gas.n_species
n_states = 1_000_000
# Random temperatures and pressures
temperatures = np.linspace(300.0, 2500.0, n_states)
pressures = np.full(n_states, ct.one_atm)
# Create a SolutionArray with many states at once
states = ct.SolutionArray(gas, len(temperatures))
time.sleep(0.5)
# Vectorized assignment
t0 = time.perf_counter()
states.TPX = temperatures, pressures, composition
cp_values = states.cp_mole
elapsed = time.perf_counter() - t0
print(f"Computed {n_states} Cp values in {elapsed:.4f} seconds (vectorized cantera)")
print("First 5 Cp values (J/mol-K):", cp_values[:5] / 1000)
# Vectorized fluid creation
fluid = gp.fluid(composition)
time.sleep(0.5)
# Benchmark: calculate Cp for all states at once
t0 = time.perf_counter()
cp_values = fluid.get_cp(t=temperatures)
elapsed = time.perf_counter() - t0
print(f"Computed {n_states} Cp values in {elapsed:.4f} seconds (vectorized Gaspype)")
print("First 5 Cp values (J/mol·K):", cp_values[:5])

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import cantera as ct
import numpy as np
import time
import gaspype as gp
gas = ct.Solution("gri30.yaml")
n_species = gas.n_species
n_states = 1_000_000
# Random temperatures and pressures
temperatures = np.linspace(300.0, 2500.0, n_states)
pressures = np.full(n_states, ct.one_atm)
# Generate random compositions for H2, H2O, N2
rng = np.random.default_rng(seed=42)
fractions = rng.random((n_states, 3))
fractions /= fractions.sum(axis=1)[:, None] # normalize
# Convert to full 53-species mole fraction array
X = np.zeros((n_states, n_species))
X[:, gas.species_index('H2')] = fractions[:, 0]
X[:, gas.species_index('H2O')] = fractions[:, 1]
X[:, gas.species_index('N2')] = fractions[:, 2]
# Build SolutionArray
states = ct.SolutionArray(gas, n_states)
time.sleep(0.5)
# Vectorized assignment
t0 = time.perf_counter()
states.TPX = temperatures, pressures, X
cp_values = states.cp_mole
elapsed = time.perf_counter() - t0
print(f"Computed {n_states} Cp values in {elapsed:.4f} seconds (vectorized cantera)")
print("First 5 Cp values (J/mol-K):", cp_values[:5] / 1000)
# Vectorized fluid creation
fluid = (
gp.fluid({'H2': 1}) * fractions[:, 0]
+ gp.fluid({'H2O': 1}) * fractions[:, 1]
+ gp.fluid({'N2': 1}) * fractions[:, 2]
)
time.sleep(0.5)
# Benchmark: calculate Cp for all states at once
t0 = time.perf_counter()
cp_values = fluid.get_cp(t=temperatures)
elapsed = time.perf_counter() - t0
print(f"Computed {n_states} Cp values in {elapsed:.4f} seconds (vectorized Gaspype)")
print("First 5 Cp values (J/mol·K):", cp_values[:5])

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import cantera as ct
import gaspype as gp
import numpy as np
import time
from gaspype import fluid_system
# -----------------------
# Settings
# -----------------------
n_temps = 1000
temps_C = np.linspace(300, 1000, n_temps) # °C
temperatures = temps_C + 273.15 # K
pressure = 101325 # Pa (1 atm)
composition = {"CH4": 0.8, "H2O": 0.2}
species_to_track = ["CH4", "H2O", "CO", "CO2", "H2", "O2"]
# -----------------------
# Cantera benchmark
# -----------------------
gas = ct.Solution("gri30.yaml")
gas.TPX = temperatures[0], pressure, composition
eq_cantera = np.zeros((n_temps, len(species_to_track)))
time.sleep(0.5)
t0 = time.perf_counter()
for i, T in enumerate(temperatures):
gas.TP = T, pressure
gas.equilibrate('TP')
eq_cantera[i, :] = [gas.X[gas.species_index(s)] for s in species_to_track]
elapsed_cantera = time.perf_counter() - t0
print(f"Cantera: {elapsed_cantera:.4f} s")
# -----------------------
# Gaspype benchmark
# -----------------------
# Construct the fluid with composition and tracked species
fluid = gp.fluid(composition, fs=fluid_system(species_to_track))
time.sleep(0.5)
t0 = time.perf_counter()
eq_gaspype = gp.equilibrium(fluid, t=temperatures, p=pressure)
elapsed_gaspype = time.perf_counter() - t0
print(f"Gaspype: {elapsed_gaspype:.4f} s")
# -----------------------
# Compare first 5 results
# -----------------------
print("First 5 equilibrium compositions (mole fractions):")
for i in range(5):
print(f"T = {temperatures[i]:.1f} K")
print(" Cantera:", eq_cantera[i])
print(" Gaspype :", eq_gaspype.array_composition[i])