// CRITICAL import type { GpuInfo, RuntimeGpuMonitoringTool } from "../../models/types"; import { runCommand } from "../../../core/command"; import { getGpuInfoFromAmdSmi, getGpuInfoFromRocmSmi } from "./amd-gpu"; import { resolveRocmSmiTool } from "./rocm-info"; import { resolveForcedGpuMonitoringTool, resolveNvidiaSmiBinary } from "./smi-tools"; export const getGpuInfoFromNvidiaSmi = (): GpuInfo[] => { const query = [ "name", "memory.total", "memory.used", "memory.free", "utilization.gpu", "temperature.gpu", "power.draw", "power.limit", ].join(","); try { const nvidiaSmi = resolveNvidiaSmiBinary(); if (!nvidiaSmi) return []; const result = runCommand( nvidiaSmi, [`--query-gpu=${query}`, "--format=csv,noheader,nounits"], 5_000 ); if (result.status !== 0 || !result.stdout) return []; const lines = result.stdout .trim() .split("\n") .map((line) => line.trim()) .filter(Boolean); return lines.map((line, index) => { const parts = line.split(",").map((value) => value.trim()); const [ name, memoryTotal, memoryUsed, memoryFree, utilization, temperature, powerDraw, powerLimit, ] = parts; const toBytes = (megabytes: string | undefined): number => Math.max(0, Math.round(Number(megabytes ?? 0) * 1024 * 1024)); const toMb = (megabytes: string | undefined): number => Math.max(0, Math.round(Number(megabytes ?? 0))); return { index, name: name ?? "Unknown", memory_total: toBytes(memoryTotal), memory_total_mb: toMb(memoryTotal), memory_used: toBytes(memoryUsed), memory_used_mb: toMb(memoryUsed), memory_free: toBytes(memoryFree), memory_free_mb: toMb(memoryFree), utilization: Number(utilization ?? 0), utilization_pct: Number(utilization ?? 0), temperature: Number(temperature ?? 0), temp_c: Number(temperature ?? 0), power_draw: Number(powerDraw ?? 0), power_limit: Number(powerLimit ?? 0), }; }); } catch { return []; } }; export const resolveGpuMonitoringTool = (): RuntimeGpuMonitoringTool | null => { const forced = resolveForcedGpuMonitoringTool(); if (forced === "nvidia-smi") { return "nvidia-smi"; } if (forced === "amd-smi" || forced === "rocm-smi") { return forced; } if (resolveNvidiaSmiBinary()) { return "nvidia-smi"; } return resolveRocmSmiTool(); }; export const getGpuInfo = (): GpuInfo[] => { const forced = resolveForcedGpuMonitoringTool(); if (forced === "nvidia-smi") { return getGpuInfoFromNvidiaSmi(); } if (forced === "amd-smi") { return getGpuInfoFromAmdSmi(); } if (forced === "rocm-smi") { return getGpuInfoFromRocmSmi(); } const nvidia = getGpuInfoFromNvidiaSmi(); if (nvidia.length > 0) { return nvidia; } const rocmTool = resolveRocmSmiTool(); if (rocmTool === "amd-smi") { const amd = getGpuInfoFromAmdSmi(); if (amd.length > 0) return amd; return getGpuInfoFromRocmSmi(); } if (rocmTool === "rocm-smi") { const rocm = getGpuInfoFromRocmSmi(); if (rocm.length > 0) return rocm; return getGpuInfoFromAmdSmi(); } return []; }; export const estimateModelMemory = ( modelSizeGb: number, quantization?: string, dtype?: string, tensorParallel = 1 ): number => { let memoryGb = modelSizeGb; if (quantization) { const quantLower = quantization.toLowerCase(); if (quantLower.includes("int4") || quantLower.includes("4bit")) { memoryGb *= 0.25; } else if ( quantLower.includes("int8") || quantLower.includes("8bit") || quantLower === "awq" || quantLower === "gptq" ) { memoryGb *= 0.5; } else if (quantLower.includes("fp8")) { memoryGb *= 0.5; } } if (dtype) { const dtypeLower = dtype.toLowerCase(); if (dtypeLower.includes("float32") || dtypeLower.includes("fp32")) { memoryGb *= 2.0; } else if (dtypeLower.includes("int8")) { memoryGb *= 0.5; } } if (tensorParallel > 1) { memoryGb /= tensorParallel; } memoryGb *= 1.3; return memoryGb; }; export const canFitModel = ( modelSizeGb: number, quantization?: string, dtype?: string, tensorParallel = 1 ): boolean => { const gpus = getGpuInfo(); if (gpus.length === 0) { return true; } const requiredGb = estimateModelMemory(modelSizeGb, quantization, dtype, tensorParallel); const requiredBytes = requiredGb * 1024 ** 3; if (gpus.length < tensorParallel) { return false; } for (let index = 0; index < tensorParallel; index += 1) { const gpu = gpus[index]; if (!gpu || gpu.memory_free < requiredBytes) { return false; } } return true; };