Parallel Simulations: Width Sweep

Sweep the microstrip width from 5 to 50 um (5 points), run all simulations in parallel on GDSFactory+ cloud using the non-blocking API, then compare S11 and S21 across widths.

Requirements:

IHP PDK: uv pip install ihp-gdsfactory
GDSFactory+ account for cloud simulation

Define the sweep¶

import numpy as np

widths = np.arange(2, 21, 4)

Build components and configure simulations¶

import gdsfactory as gf
from ihp import LAYER, PDK, cells

from gsim.common.stack import get_stack
from gsim.palace import DrivenSim

PDK.activate()

stack = get_stack(air_above=300.0)  # auto-detects active PDK

sims = []

for w in widths:
    # Build component
    c = gf.Component()
    r1 = c << cells.straight_metal(length=1000, width=w)

    r = c.get_region(layer=LAYER.TopMetal2drawing)
    r_sized = r.sized(+20000)
    c.add_polygon(r_sized, layer=LAYER.Metal1drawing)
    c.add_ports(r1.ports)

    # Configure simulation
    sim = DrivenSim()
    sim.set_output_dir(f"./palace-sim-w{w:.1f}")
    sim.set_geometry(c)
    sim.set_stack(stack)

    for port in c.ports:
        sim.add_port(
            port.name, from_layer="metal1", to_layer="topmetal2", geometry="via"
        )

    sim.set_driven(fmin=1e9, fmax=100e9, num_points=80)
    sim.mesh(preset="default")

    sims.append(sim)

print(f"Configured {len(sims)} simulations")

3909240475.py:9: UserWarning: get_stack(air_above/air_below) is deprecated and ignored. Use simulation.set_airbox(margin_x=..., margin_y=..., z_above=..., z_below=...).
  stack = get_stack(air_above=300.0)  # auto-detects active PDK
Small conductor feature detected (2.000 um) may be under-resolved by refined_mesh_size=5.000 um. Pass auto_size=True to scale the mesh down.


Configured 5 simulations

Upload and start all jobs (non-blocking)¶

# Upload and start all jobs without waiting
job_ids = []
for sim in sims:
    job_id = sim.run(wait=False)
    job_ids.append(job_id)

print(f"Started {len(job_ids)} jobs: {job_ids}")

Info    : Reading 'palace-sim-w2.0/palace.msh'...
Info    : 5325 nodes
Info    : 35410 elements
Info    : Done reading 'palace-sim-w2.0/palace.msh'
Info    : Reading 'palace-sim-w2.0/palace.msh'...
Info    : 5325 nodes
Info    : 35410 elements
Info    : Done reading 'palace-sim-w2.0/palace.msh'


Job started: palace-6fca9e5c
Info    : Reading 'palace-sim-w6.0/palace.msh'...
Info    : 5719 nodes
Info    : 38422 elements
Info    : Done reading 'palace-sim-w6.0/palace.msh'
Info    : Reading 'palace-sim-w6.0/palace.msh'...
Info    : 5719 nodes
Info    : 38422 elements
Info    : Done reading 'palace-sim-w6.0/palace.msh'


Job started: palace-e9a3fe2b
Info    : Reading 'palace-sim-w10.0/palace.msh'...
Info    : 5794 nodes
Info    : 38999 elements
Info    : Done reading 'palace-sim-w10.0/palace.msh'
Info    : Reading 'palace-sim-w10.0/palace.msh'...
Info    : 5794 nodes
Info    : 38999 elements
Info    : Done reading 'palace-sim-w10.0/palace.msh'


Job started: palace-88f3aeae
Info    : Reading 'palace-sim-w14.0/palace.msh'...
Info    : 5783 nodes
Info    : 38794 elements
Info    : Done reading 'palace-sim-w14.0/palace.msh'
Info    : Reading 'palace-sim-w14.0/palace.msh'...
Info    : 5783 nodes
Info    : 38794 elements
Info    : Done reading 'palace-sim-w14.0/palace.msh'


Job started: palace-82e4a2d0
Info    : Reading 'palace-sim-w18.0/palace.msh'...
Info    : 6125 nodes
Info    : 41315 elements
Info    : Done reading 'palace-sim-w18.0/palace.msh'
Info    : Reading 'palace-sim-w18.0/palace.msh'...
Info    : 6125 nodes
Info    : 41315 elements
Info    : Done reading 'palace-sim-w18.0/palace.msh'


Job started: palace-071847c3
Started 5 jobs: ['019ebaa6-288f-7233-ac25-f240f8f16ef2', '019ebaa6-37f0-7151-a205-6b57bb65f1a0', '019ebaa6-4732-7b52-be1f-08d0f24e8b9f', '019ebaa6-541e-7853-ab3a-6e3352ab5038', '019ebaa6-6192-78e2-b8fb-5ae607500998']

Wait for all jobs to complete¶

import gsim

# Poll all jobs concurrently, download and parse results
results = gsim.wait_for_results(job_ids)

Waiting for 5 jobs...
  palace-6fca9e5c                completed    0m 48s
  palace-e9a3fe2b                completed    1m 59s
  palace-88f3aeae                completed    3m 04s
  palace-82e4a2d0                completed    3m 50s
  palace-071847c3                completed    4m 03s


Extracting results.tar.gz...
Downloaded 10 files to sim-data-palace-6fca9e5c


Extracting results.tar.gz...
Downloaded 10 files to sim-data-palace-e9a3fe2b


Extracting results.tar.gz...
Downloaded 10 files to sim-data-palace-88f3aeae


Extracting results.tar.gz...
Downloaded 10 files to sim-data-palace-82e4a2d0


Extracting results.tar.gz...
Downloaded 10 files to sim-data-palace-071847c3

Plot S11 and S21 comparison¶

import matplotlib.pyplot as plt

fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 6))

for w, sp in zip(widths, results, strict=True):
    ax1.plot(sp.freq, sp.s11.db, label=f"w={w:.1f} um")
    ax2.plot(sp.freq, sp.s21.db, label=f"w={w:.1f} um")

ax1.set(
    xlabel="Frequency (GHz)", ylabel="|S11| (dB)", title="S11 — Return Loss vs Width"
)
ax1.legend()
ax1.grid(True)

ax2.set(
    xlabel="Frequency (GHz)", ylabel="|S21| (dB)", title="S21 — Insertion Loss vs Width"
)
ax2.legend()
ax2.grid(True)

plt.tight_layout()

png