feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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/**
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* Mixed-signal co-simulation tests: avr8js running alongside ngspice.
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*
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* These are the flagship demonstrations that Velxio can emulate real
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* Arduino sketches interacting with real analog circuits. Ports the
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* sandbox's spice_avr_mixed.test.js directly into the Velxio frontend.
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*/
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import { describe, it, expect } from 'vitest';
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import { runNetlist } from '../simulation/spice/SpiceEngine';
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import { AVRTestHarness, adcReadProgram, potToPwmProgram } from './helpers/avrTestHarness';
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describe('avr8js + ngspice mixed-signal', () => {
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it('NTC divider (ngspice) → AVR ADC read recovers the voltage', { timeout: 60_000 }, async () => {
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const points = [
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{ TC: 0, Rntc: 33621, expectedADC: 789 },
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{ TC: 25, Rntc: 10000, expectedADC: 511 },
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{ TC: 50, Rntc: 3588, expectedADC: 270 },
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];
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for (const p of points) {
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const { dcValue } = await runNetlist(`NTC divider @T=${p.TC}
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Vcc vcc 0 DC 5
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Rpull vcc a0 10k
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Rntc a0 0 ${p.Rntc}
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.op
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.end`);
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const va0 = dcValue('v(a0)');
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const avr = new AVRTestHarness();
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avr.loadProgram(adcReadProgram());
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avr.setAnalogVoltage(0, va0);
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avr.runCycles(500_000);
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const ADCH = avr.reg(0x79);
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const ADCL = avr.reg(0x78);
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const raw = (ADCH << 2) | (ADCL >> 6);
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expect(Math.abs(raw - p.expectedADC)).toBeLessThan(5);
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}
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});
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2026-04-22 02:45:45 +07:00
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it(
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'AVR PWM (pot→PWM program) drives ngspice RC filter; settled DC matches duty × 5V',
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{ timeout: 60_000 },
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async () => {
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const voltages = [1.0, 2.5, 4.0];
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for (const vin of voltages) {
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const avr = new AVRTestHarness();
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avr.loadProgram(potToPwmProgram());
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avr.setAnalogVoltage(0, vin);
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avr.runCycles(200_000);
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const duty = avr.getPWMDuty(6);
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expect(duty).not.toBeNull();
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expect(duty!).toBeGreaterThan(vin / 5 - 0.05);
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expect(duty!).toBeLessThan(vin / 5 + 0.05);
|
feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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2026-04-22 02:45:45 +07:00
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const Vdc = duty! * 5;
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const { dcValue } = await runNetlist(`PWM DC-equivalent to RC
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feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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Vpwm pwm 0 DC ${Vdc}
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R1 pwm out 10k
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Rload out 0 10Meg
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.op
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.end`);
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2026-04-22 02:45:45 +07:00
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const filtered = dcValue('v(out)');
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expect(filtered).toBeGreaterThan(Vdc - 0.1);
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expect(filtered).toBeLessThan(Vdc + 0.1);
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}
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},
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);
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feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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2026-04-22 02:45:45 +07:00
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it(
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'co-sim loop: multiple ngspice .tran slices feed AVR ADC, pot movement is observable',
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{ timeout: 60_000 },
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async () => {
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const avr = new AVRTestHarness();
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avr.loadProgram(adcReadProgram());
|
feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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2026-04-22 02:45:45 +07:00
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async function stepBridge(wiperPos: number, sliceCount: number) {
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for (let s = 0; s < sliceCount; s++) {
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avr.runCycles(16_000); // 1 ms at 16 MHz
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const Rtop = Math.max(1, (1 - wiperPos) * 10_000);
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const Rbot = Math.max(1, wiperPos * 10_000);
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const result = await runNetlist(`Pot divider
|
feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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Vcc vcc 0 DC 5
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Rtop vcc a0 ${Rtop}
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Rbot a0 0 ${Rbot}
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.tran 10u 1m
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.end`);
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2026-04-22 02:45:45 +07:00
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const vEnd = (result.vec('v(a0)') as number[]).at(-1) ?? 0;
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avr.setAnalogVoltage(0, vEnd);
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}
|
feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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}
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2026-04-22 02:45:45 +07:00
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await stepBridge(0.25, 5);
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const raw1 = (avr.reg(0x79) << 2) | (avr.reg(0x78) >> 6);
|
feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
|
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2026-04-22 02:45:45 +07:00
|
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await stepBridge(0.75, 5);
|
|
|
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const raw2 = (avr.reg(0x79) << 2) | (avr.reg(0x78) >> 6);
|
feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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2026-04-22 02:45:45 +07:00
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expect(raw2).toBeGreaterThan(raw1);
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expect(Math.abs(raw1 - 256)).toBeLessThan(30); // 0.25·1023
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expect(Math.abs(raw2 - 767)).toBeLessThan(30); // 0.75·1023
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},
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);
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feat: electrical simulation via ngspice-WASM (eecircuit-engine)
Adds full SPICE-accurate electrical simulation to Velxio, behind a lazy-
loaded ⚡ toolbar toggle. Arduino / ESP32 / RP2040 sketches now co-simulate
with real analog behaviour: correct voltages on wires, real I–V curves on
LEDs, working potentiometers, NTC thermistors read by analogRead(), PWM
driving RC filters, transistors, op-amps, diodes, MOSFETs, etc.
Engine: eecircuit-engine (ngspice compiled to WebAssembly). Main bundle
stays at 2.4 MB; the 20 MB SPICE chunk only loads when the user activates
electrical mode. Disabled at build time via VITE_ELECTRICAL_SIM=false.
Frontend additions:
- simulation/spice/: SpiceEngine wrapper + lazy entry, NetlistBuilder with
UnionFind over wires, componentToSpice mapping (24 metadataIds incl.
real part numbers: 2N2222, 2N3055, BC547, IRF540, 2N7000, 1N4148,
1N4007, 1N4733, LEDs, NTC, op-amp ideal), CircuitScheduler with
debounced coalescing, AVRSpiceBridge for quasi-static co-simulation.
- store/useElectricalStore: Zustand slice, feature-flag aware.
- components/analog-ui/: ⚡ toolbar toggle + SVG voltage overlay.
- components/components-instruments/: Voltmeter, Ammeter probes.
- 62 tests (spice-*, netlist-builder, component-to-spice, instruments).
Sandbox (test/test_circuit/): 47-test validation sandbox that proved
the approach (hand-rolled MNA baseline + ngspice pipeline) before
porting to the app. Kept as reference.
Docs: docs/wiki/circuit-emulation-*.md (13 engineering pages covering
architecture, solvers, components, AVR bridge, gotchas, performance,
integration plan, API reference, appendix) + electrical-simulation-
user-guide.md (end-user facing).
Reference plan: test/test_circuit/plan/phase_8_velxio_implementation.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 19:11:54 +07:00
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});
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