mirror of
https://github.com/lone-cloud/gerbil
synced 2026-06-04 04:04:44 -07:00
fix CUDA devices not being listed under system hardware, calcuate our own auto VRAM layers instead of relying on kcpp
This commit is contained in:
Egor
parent
537bd4d710
commit
59675ea59a
11 changed files with 351 additions and 93 deletions
10
package.json
10
package.json
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@ -1,7 +1,7 @@
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{
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"name": "gerbil",
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"productName": "Gerbil",
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"version": "1.8.3",
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"version": "1.8.4",
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"description": "Run Large Language Models locally",
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"main": "out/main/index.js",
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"homepage": "./",
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@ -38,19 +38,19 @@
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},
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"license": "AGPL-3.0-or-later",
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"devDependencies": {
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"@eslint/js": "^9.39.0",
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"@eslint/js": "^9.39.1",
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"@types/node": "^24.10.0",
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"@types/react": "^19.2.2",
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"@types/react-dom": "^19.2.2",
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"@types/yauzl": "^2.10.3",
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"@typescript-eslint/eslint-plugin": "^8.46.2",
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"@typescript-eslint/parser": "^8.46.2",
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"@typescript-eslint/eslint-plugin": "^8.46.3",
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"@typescript-eslint/parser": "^8.46.3",
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"@vitejs/plugin-react": "^5.1.0",
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"cross-env": "^10.1.0",
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"electron": "^38.5.0",
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"electron-builder": "^26.0.12",
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"electron-vite": "^4.0.1",
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"eslint": "^9.39.0",
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"eslint": "^9.39.1",
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"eslint-plugin-import": "^2.32.0",
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"eslint-plugin-no-comments": "^1.1.10",
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"eslint-plugin-promise": "^7.2.1",
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@ -610,7 +610,7 @@ const COMMAND_LINE_ARGUMENTS = [
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{
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flag: '--sdvaeauto',
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description:
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'Uses a built-in VAE via TAE SD, which is very fast, and fixed bad VAEs.',
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'Uses a built-in VAE via TAE SD, which is very fast and fixed bad VAEs.',
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type: 'boolean',
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category: 'Image Generation',
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},
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@ -12,6 +12,10 @@ export const BackendSelector = () => {
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backend,
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gpuLayers,
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autoGpuLayers,
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model,
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contextSize,
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gpuDeviceSelection,
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flashattention,
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handleBackendChange,
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handleGpuLayersChange,
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handleAutoGpuLayersChange,
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@ -21,6 +25,7 @@ export const BackendSelector = () => {
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[]
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);
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const [isLoadingBackends, setIsLoadingBackends] = useState(false);
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const [isCalculatingLayers, setIsCalculatingLayers] = useState(false);
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const hasInitialized = useRef(false);
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useEffect(() => {
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@ -62,6 +67,76 @@ export const BackendSelector = () => {
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}
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}, [availableBackends, backend, handleBackendChange]);
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useEffect(() => {
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const calculateLayers = async () => {
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if (
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!autoGpuLayers ||
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!model ||
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!contextSize ||
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backend === 'cpu' ||
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isLoadingBackends
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) {
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return;
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}
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try {
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setIsCalculatingLayers(true);
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const gpuMemory = await window.electronAPI.kobold.detectGPUMemory();
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if (!gpuMemory || gpuMemory.length === 0) {
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return;
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}
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const selectedDeviceIndices = gpuDeviceSelection
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.split(',')
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.map((d) => parseInt(d.trim(), 10))
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.filter((d) => !isNaN(d));
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const availableVramGB = selectedDeviceIndices.reduce(
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(total, deviceIndex) => {
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const device = gpuMemory[deviceIndex];
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const vramGB = device?.totalMemoryGB
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? parseFloat(device.totalMemoryGB)
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: 0;
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return total + vramGB;
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},
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0
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);
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if (availableVramGB === 0) {
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return;
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}
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const result = await window.electronAPI.kobold.calculateOptimalLayers(
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model,
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contextSize,
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availableVramGB,
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flashattention
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);
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handleGpuLayersChange(result.recommendedLayers);
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} catch (error) {
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window.electronAPI.logs.logError(
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'Failed to calculate optimal GPU layers',
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error as Error
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);
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} finally {
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setIsCalculatingLayers(false);
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}
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};
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calculateLayers();
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}, [
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autoGpuLayers,
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model,
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contextSize,
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backend,
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gpuDeviceSelection,
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flashattention,
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isLoadingBackends,
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handleGpuLayersChange,
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]);
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return (
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<div>
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<Group justify="space-between" align="flex-start" mb="xs">
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@ -70,7 +145,7 @@ export const BackendSelector = () => {
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<Text size="sm" fw={500}>
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Backend
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</Text>
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<InfoTooltip label="Select a backend to use to run LLMs. CUDA runs on NVIDIA GPUs, and is much faster. ROCm is the AMD equivalent. Vulkan and CLBlast work on all GPUs." />
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<InfoTooltip label="Select a backend to use to run LLMs. CUDA runs on NVIDIA GPUs and is much faster. ROCm is the AMD equivalent. Vulkan and CLBlast work on all GPUs." />
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</Group>
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<Select
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placeholder={
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@ -113,11 +188,18 @@ export const BackendSelector = () => {
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<Text size="sm" fw={500}>
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GPU Layers
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</Text>
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<InfoTooltip label="The number of layers to offload to your GPU's VRAM. Ideally the entire LLM should fit inside the VRAM for optimal performance." />
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<InfoTooltip label="The number of layers to offload to your GPU's VRAM. When Auto is enabled, this is calculated based on your model size, context size, available VRAM and flash attention settings." />
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</Group>
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<Group gap="lg" align="center">
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<TextInput
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value={gpuLayers.toString()}
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value={autoGpuLayers ? '' : gpuLayers.toString()}
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placeholder={
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autoGpuLayers
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? isCalculatingLayers
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? 'Calculating...'
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: gpuLayers.toString()
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: undefined
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}
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onChange={(event) =>
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handleGpuLayersChange(Number(event.target.value) || 0)
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}
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@ -139,7 +221,7 @@ export const BackendSelector = () => {
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size="sm"
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disabled={backend === 'cpu'}
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/>
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<InfoTooltip label="Automatically try to allocate the GPU layers based on available VRAM." />
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<InfoTooltip label="Automatically calculate optimal GPU layers based on available VRAM. The calculation accounts for model size, context size and flash attention." />
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</Group>
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</Group>
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</div>
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@ -45,7 +45,7 @@ export const GeneralTab = () => {
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System Tray
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</Text>
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<Text size="sm" c="dimmed" mb="md">
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Add a system tray icon with quick access to launch, eject, and monitor
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Add a system tray icon with quick access to launch, eject and monitor
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system metrics
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</Text>
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<Switch
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@ -98,9 +98,9 @@ const buildConfigArgs = (isImageMode: boolean, launchArgs: LaunchArgs) => {
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const isGpuBackend = launchArgs.backend && launchArgs.backend !== 'cpu';
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if (isGpuBackend) {
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if (launchArgs.autoGpuLayers) {
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args.push('--gpulayers', '-1');
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} else if (launchArgs.gpuLayers > 0) {
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if (launchArgs.autoGpuLayers && launchArgs.gpuLayers > 0) {
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args.push('--gpulayers', launchArgs.gpuLayers.toString());
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} else if (!launchArgs.autoGpuLayers && launchArgs.gpuLayers > 0) {
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args.push('--gpulayers', launchArgs.gpuLayers.toString());
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}
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}
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@ -76,6 +76,7 @@ import {
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isUpdateDownloaded,
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canAutoUpdate,
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} from '@/main/modules/autoUpdater';
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import { calculateOptimalGpuLayers } from '@/utils/node/vram';
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export function setupIPCHandlers() {
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const mainWindow = getMainWindow();
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@ -161,6 +162,23 @@ export function setupIPCHandlers() {
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analyzeGGUFModel(filePath)
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);
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ipcMain.handle(
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'kobold:calculateOptimalLayers',
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async (
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_,
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modelPath: string,
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contextSize: number,
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availableVramGB: number,
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flashAttention: boolean
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) =>
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calculateOptimalGpuLayers({
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modelPath,
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contextSize,
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availableVramGB,
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flashAttention,
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})
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);
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ipcMain.handle('config:get', (_, key) => getConfig(key));
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ipcMain.on('config:set', (_, key, value) => setConfig(key, value));
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@ -53,6 +53,19 @@ const koboldAPI: KoboldAPI = {
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ipcRenderer.invoke('kobold:selectModelFile', title),
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analyzeModel: (filePath) =>
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ipcRenderer.invoke('kobold:analyzeModel', filePath),
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calculateOptimalLayers: (
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modelPath,
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contextSize,
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availableVramGB,
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flashAttention
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) =>
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ipcRenderer.invoke(
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'kobold:calculateOptimalLayers',
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modelPath,
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contextSize,
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availableVramGB,
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flashAttention
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),
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stopKoboldCpp: () => ipcRenderer.invoke('kobold:stopKoboldCpp'),
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onDownloadProgress: (callback) => {
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const handler = (_: IpcRendererEvent, progress: number) =>
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15
src/types/electron.d.ts
vendored
15
src/types/electron.d.ts
vendored
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@ -71,6 +71,15 @@ export interface DownloadItem {
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version?: string;
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}
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export interface OptimalLayersResult {
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recommendedLayers: number;
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totalLayers: number;
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estimatedVramUsageGB: number;
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modelVramGB: number;
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contextVramGB: number;
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headroomGB: number;
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}
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export interface KoboldConfig {
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gpulayers?: number;
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contextsize?: number;
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@ -148,6 +157,12 @@ export interface KoboldAPI {
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parseConfigFile: (filePath: string) => Promise<KoboldConfig | null>;
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selectModelFile: (title?: string) => Promise<string | null>;
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analyzeModel: (filePath: string) => Promise<ModelAnalysis>;
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calculateOptimalLayers: (
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modelPath: string,
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contextSize: number,
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availableVramGB: number,
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flashAttention: boolean
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) => Promise<OptimalLayersResult>;
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stopKoboldCpp: () => void;
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onDownloadProgress: (callback: (progress: number) => void) => () => void;
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onInstallDirChanged: (callback: (newPath: string) => void) => () => void;
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122
src/utils/node/vram.ts
Normal file
122
src/utils/node/vram.ts
Normal file
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@ -0,0 +1,122 @@
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import { gguf } from '@huggingface/gguf';
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import { stat } from 'fs/promises';
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interface VramCalculationParams {
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modelPath: string;
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contextSize: number;
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availableVramGB: number;
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flashAttention?: boolean;
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}
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function estimateContextVram(
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contextSize: number,
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layers: number,
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embeddingLength: number,
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flashAttention: boolean
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) {
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const bytesPerElement = 2;
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let kvCacheSizeBytes =
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2 * contextSize * layers * embeddingLength * bytesPerElement;
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if (flashAttention) {
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kvCacheSizeBytes *= 0.5;
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}
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const kvCacheSizeGB = kvCacheSizeBytes / 1024 ** 3;
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return kvCacheSizeGB;
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}
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export async function calculateOptimalGpuLayers({
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modelPath,
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contextSize,
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availableVramGB,
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flashAttention = false,
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}: VramCalculationParams) {
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const isUrl =
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modelPath.startsWith('http://') || modelPath.startsWith('https://');
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let fileSize: number;
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if (isUrl) {
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const response = await fetch(modelPath, { method: 'HEAD' });
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const contentLength = response.headers.get('content-length');
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fileSize = contentLength ? parseInt(contentLength, 10) : 0;
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} else {
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const stats = await stat(modelPath);
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fileSize = stats.size;
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}
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const multiPartMatch = modelPath.match(/-(\d{5})-of-(\d{5})\./);
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if (multiPartMatch) {
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const totalParts = parseInt(multiPartMatch[2], 10);
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if (totalParts > 1 && totalParts <= 999) {
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fileSize *= totalParts;
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}
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}
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const { metadata } = await gguf(modelPath, {
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allowLocalFile: !isUrl,
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});
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const metadataRecord = metadata as Record<string, unknown>;
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const architecture =
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(metadataRecord['general.architecture'] as string) || 'llama';
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const totalLayers =
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(metadataRecord[`${architecture}.block_count`] as number) || 32;
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const embeddingLength =
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(metadataRecord[`${architecture}.embedding_length`] as number) || 4096;
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const headCount =
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(metadataRecord[`${architecture}.attention.head_count`] as number) || 32;
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const headCountKv =
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(metadataRecord[`${architecture}.attention.head_count_kv`] as number) ||
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headCount;
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const headDim = embeddingLength / headCount;
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const kvDim = headCountKv * headDim;
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const modelSizeGB = fileSize / 1024 ** 3;
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const vramPerLayerGB = modelSizeGB / totalLayers;
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const headroomGB = 0.1;
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const availableForModel = availableVramGB - headroomGB;
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let recommendedLayers = 0;
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let modelVramGB = 0;
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let contextVramGB = 0;
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for (let layers = 1; layers <= totalLayers; layers++) {
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modelVramGB = layers * vramPerLayerGB;
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contextVramGB = estimateContextVram(
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contextSize,
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layers,
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kvDim,
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flashAttention
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);
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const totalVram = modelVramGB + contextVramGB;
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if (totalVram <= availableForModel) {
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recommendedLayers = layers;
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} else {
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break;
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}
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}
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const finalContextVram = estimateContextVram(
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contextSize,
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recommendedLayers,
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kvDim,
|
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flashAttention
|
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);
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const estimatedVramUsageGB =
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recommendedLayers * vramPerLayerGB + finalContextVram;
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return {
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recommendedLayers,
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totalLayers,
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estimatedVramUsageGB,
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modelVramGB: recommendedLayers * vramPerLayerGB,
|
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contextVramGB: finalContextVram,
|
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headroomGB,
|
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};
|
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}
|
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|
|
@ -1,7 +1,7 @@
|
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import type { SystemVersionInfo } from '@/types/electron';
|
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import { PRODUCT_NAME } from '@/constants';
|
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import type { InfoItem } from '@/components/InfoCard';
|
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import type { HardwareInfo } from '@/types/hardware';
|
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import type { HardwareInfo, GPUDevice } from '@/types/hardware';
|
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|
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export const createSoftwareItems = (
|
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versionInfo: SystemVersionInfo,
|
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|
|
@ -138,8 +138,16 @@ export const createHardwareItems = (hardwareInfo: HardwareInfo) => [
|
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: 'Detecting...',
|
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},
|
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...(() => {
|
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const discreteGPUs = [];
|
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const discreteGPUs: GPUDevice[] = [];
|
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|
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if (hardwareInfo.gpuCapabilities.cuda.devices.length > 0) {
|
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discreteGPUs.push(
|
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...hardwareInfo.gpuCapabilities.cuda.devices.map((name) => ({
|
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name,
|
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isIntegrated: false,
|
||||
}))
|
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);
|
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}
|
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if (hardwareInfo.gpuCapabilities.vulkan.devices.length > 0) {
|
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discreteGPUs.push(
|
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...hardwareInfo.gpuCapabilities.vulkan.devices.filter(
|
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|
|
|
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154
yarn.lock
154
yarn.lock
|
|
@ -720,10 +720,10 @@ __metadata:
|
|||
languageName: node
|
||||
linkType: hard
|
||||
|
||||
"@eslint/js@npm:9.39.0, @eslint/js@npm:^9.39.0":
|
||||
version: 9.39.0
|
||||
resolution: "@eslint/js@npm:9.39.0"
|
||||
checksum: 10c0/f0ac65784932f1a5d3b9c0db12eb1ff9dcb480dbd03da1045e5da820bd97a35875fb7790f1fbe652763270b1327b770c79a9ba0396e2ad91fbd97822493e67eb
|
||||
"@eslint/js@npm:9.39.1, @eslint/js@npm:^9.39.1":
|
||||
version: 9.39.1
|
||||
resolution: "@eslint/js@npm:9.39.1"
|
||||
checksum: 10c0/6f7f26f8cdb7ad6327bbf9741973b6278eb946f18f70e35406e88194b0d5c522d0547a34a02f2a208eec95c5d1388cdf7ccb20039efd2e4cb6655615247a50f1
|
||||
languageName: node
|
||||
linkType: hard
|
||||
|
||||
|
|
@ -1472,106 +1472,106 @@ __metadata:
|
|||
languageName: node
|
||||
linkType: hard
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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|
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|
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||||
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||||
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||||
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|
||||
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|
||||
resolution: "@typescript-eslint/scope-manager@npm:8.46.2"
|
||||
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|
||||
resolution: "@typescript-eslint/tsconfig-utils@npm:8.46.2"
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||||
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|
||||
version: 8.46.3
|
||||
resolution: "@typescript-eslint/tsconfig-utils@npm:8.46.3"
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||||
peerDependencies:
|
||||
typescript: ">=4.8.4 <6.0.0"
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|
||||
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|
||||
version: 8.46.2
|
||||
resolution: "@typescript-eslint/type-utils@npm:8.46.2"
|
||||
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|
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|
||||
resolution: "@typescript-eslint/type-utils@npm:8.46.3"
|
||||
dependencies:
|
||||
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||||
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|
||||
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|
||||
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||||
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|
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||||
resolution: "@typescript-eslint/types@npm:8.46.2"
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resolution: "@typescript-eslint/types@npm:8.46.3"
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|
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|
||||
version: 8.46.2
|
||||
resolution: "@typescript-eslint/typescript-estree@npm:8.46.2"
|
||||
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|
||||
version: 8.46.3
|
||||
resolution: "@typescript-eslint/typescript-estree@npm:8.46.3"
|
||||
dependencies:
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"@typescript-eslint/project-service": "npm:8.46.3"
|
||||
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|
||||
"@typescript-eslint/types": "npm:8.46.3"
|
||||
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|
||||
debug: "npm:^4.3.4"
|
||||
fast-glob: "npm:^3.3.2"
|
||||
is-glob: "npm:^4.0.3"
|
||||
|
|
@ -1580,32 +1580,32 @@ __metadata:
|
|||
ts-api-utils: "npm:^2.1.0"
|
||||
peerDependencies:
|
||||
typescript: ">=4.8.4 <6.0.0"
|
||||
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|
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|
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|
||||
resolution: "@typescript-eslint/utils@npm:8.46.2"
|
||||
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|
||||
version: 8.46.3
|
||||
resolution: "@typescript-eslint/utils@npm:8.46.3"
|
||||
dependencies:
|
||||
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|
||||
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|
||||
"@typescript-eslint/types": "npm:8.46.2"
|
||||
"@typescript-eslint/typescript-estree": "npm:8.46.2"
|
||||
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|
||||
"@typescript-eslint/types": "npm:8.46.3"
|
||||
"@typescript-eslint/typescript-estree": "npm:8.46.3"
|
||||
peerDependencies:
|
||||
eslint: ^8.57.0 || ^9.0.0
|
||||
typescript: ">=4.8.4 <6.0.0"
|
||||
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linkType: hard
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|
||||
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|
||||
version: 8.46.2
|
||||
resolution: "@typescript-eslint/visitor-keys@npm:8.46.2"
|
||||
"@typescript-eslint/visitor-keys@npm:8.46.3":
|
||||
version: 8.46.3
|
||||
resolution: "@typescript-eslint/visitor-keys@npm:8.46.3"
|
||||
dependencies:
|
||||
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|
||||
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|
||||
eslint-visitor-keys: "npm:^4.2.1"
|
||||
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|
||||
|
|
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|
|||
languageName: node
|
||||
linkType: hard
|
||||
|
||||
"eslint@npm:^9.39.0":
|
||||
version: 9.39.0
|
||||
resolution: "eslint@npm:9.39.0"
|
||||
"eslint@npm:^9.39.1":
|
||||
version: 9.39.1
|
||||
resolution: "eslint@npm:9.39.1"
|
||||
dependencies:
|
||||
"@eslint-community/eslint-utils": "npm:^4.8.0"
|
||||
"@eslint-community/regexpp": "npm:^4.12.1"
|
||||
|
|
@ -3306,7 +3306,7 @@ __metadata:
|
|||
"@eslint/config-helpers": "npm:^0.4.2"
|
||||
"@eslint/core": "npm:^0.17.0"
|
||||
"@eslint/eslintrc": "npm:^3.3.1"
|
||||
"@eslint/js": "npm:9.39.0"
|
||||
"@eslint/js": "npm:9.39.1"
|
||||
"@eslint/plugin-kit": "npm:^0.4.1"
|
||||
"@humanfs/node": "npm:^0.16.6"
|
||||
"@humanwhocodes/module-importer": "npm:^1.0.1"
|
||||
|
|
@ -3341,7 +3341,7 @@ __metadata:
|
|||
optional: true
|
||||
bin:
|
||||
eslint: bin/eslint.js
|
||||
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|
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|
|
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|
|||
"@codemirror/search": "npm:^6.5.11"
|
||||
"@codemirror/theme-one-dark": "npm:^6.1.3"
|
||||
"@codemirror/view": "npm:^6.38.6"
|
||||
"@eslint/js": "npm:^9.39.0"
|
||||
"@eslint/js": "npm:^9.39.1"
|
||||
"@fontsource/inter": "npm:^5.2.8"
|
||||
"@huggingface/gguf": "npm:^0.3.2"
|
||||
"@mantine/core": "npm:^8.3.6"
|
||||
|
|
@ -3775,8 +3775,8 @@ __metadata:
|
|||
"@types/react": "npm:^19.2.2"
|
||||
"@types/react-dom": "npm:^19.2.2"
|
||||
"@types/yauzl": "npm:^2.10.3"
|
||||
"@typescript-eslint/eslint-plugin": "npm:^8.46.2"
|
||||
"@typescript-eslint/parser": "npm:^8.46.2"
|
||||
"@typescript-eslint/eslint-plugin": "npm:^8.46.3"
|
||||
"@typescript-eslint/parser": "npm:^8.46.3"
|
||||
"@uiw/react-codemirror": "npm:^4.25.2"
|
||||
"@vitejs/plugin-react": "npm:^5.1.0"
|
||||
cross-env: "npm:^10.1.0"
|
||||
|
|
@ -3784,7 +3784,7 @@ __metadata:
|
|||
electron-builder: "npm:^26.0.12"
|
||||
electron-updater: "npm:^6.6.2"
|
||||
electron-vite: "npm:^4.0.1"
|
||||
eslint: "npm:^9.39.0"
|
||||
eslint: "npm:^9.39.1"
|
||||
eslint-plugin-import: "npm:^2.32.0"
|
||||
eslint-plugin-no-comments: "npm:^1.1.10"
|
||||
eslint-plugin-promise: "npm:^7.2.1"
|
||||
|
|
|
|||
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Reference in a new issue