Spaces:
Runtime error
Runtime error
File size: 8,508 Bytes
f6c05e9 030f336 f6c05e9 030f336 f6c05e9 030f336 f6c05e9 030f336 f6c05e9 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 |
/**
* Benchmark ID Generator
*
* Creates human-readable, deterministic IDs from benchmark settings that:
* 1. Group results with identical configurations
* 2. Use model ID as directory structure (e.g., "Xenova/all-MiniLM-L6-v2/...")
* 3. Encode other parameters as filename
* 4. Are sortable and searchable
*/
export interface EnvironmentInfo {
// Node.js format
cpu?: {
model?: string;
cores?: number;
};
memory?: {
total?: string;
deviceMemory?: number; // Web browser format (GB)
};
gpu?: {
vendor?: string;
renderer?: string;
};
platform?: string;
arch?: string;
// Web browser format (direct fields)
cpuCores?: number;
}
export interface BenchmarkSettings {
platform: "node" | "web";
modelId: string;
task: string;
mode: "warm" | "cold";
device?: string;
dtype?: string;
batchSize?: number;
browser?: string;
headed?: boolean;
environment?: EnvironmentInfo;
}
/**
* Generate a benchmark ID path from settings
*
* Format: {task}/{modelId}/{platform}_{mode}_{device}_{dtype}_{batch}_{browser}_{headed}
*
* Examples:
* - "feature-extraction/Xenova/all-MiniLM-L6-v2/node_warm_cpu_fp32_b1"
* - "feature-extraction/Xenova/distilbert-base-uncased/web_warm_wasm_q8_b1_chromium"
* - "text-generation/meta-llama/Llama-2-7b/web_cold_webgpu_fp16_b4_firefox_headed"
*
* The path can be used to create directories and files:
* - Directory: {task}/{modelId}/
* - Filename: {platform}_{mode}_{device}_{dtype}_{batch}_{browser}_{headed}.jsonl
*/
export function generateBenchmarkId(settings: BenchmarkSettings): string {
// Task at top level
const task = settings.task;
// Model ID is preserved as-is (with slashes for directory structure)
const modelId = settings.modelId;
// Generate filename parts from other settings (excluding task since it's in the directory)
const filenameParts = generateFilenameParts(settings);
// Combine: task/modelId/filename
return `${task}/${modelId}/${filenameParts.join("_")}`;
}
/**
* Sanitize environment strings for use in filenames
*/
function sanitizeEnvString(str: string): string {
return str
.toLowerCase()
.replace(/\s+/g, "-")
.replace(/[^a-z0-9\-]/g, "")
.substring(0, 20); // Limit length
}
/**
* Generate the filename parts (everything except task and model ID)
*/
function generateFilenameParts(settings: BenchmarkSettings): string[] {
const parts: string[] = [];
// 1. Platform (node/web)
parts.push(settings.platform);
// 2. Mode (warm/cold)
parts.push(settings.mode);
// 3. Device
if (settings.device) {
parts.push(settings.device);
} else if (settings.platform === "node") {
parts.push("cpu"); // default for node
} else {
parts.push("webgpu"); // default for web
}
// 4. DType (if specified)
if (settings.dtype) {
parts.push(settings.dtype);
}
// 5. Batch size (always include for consistency)
const batchSize = settings.batchSize || 1;
parts.push(`b${batchSize}`);
// 6. Browser (for web platform)
if (settings.platform === "web" && settings.browser) {
parts.push(settings.browser);
}
// 7. Headed mode (for web platform, only if true)
if (settings.platform === "web" && settings.headed) {
parts.push("headed");
}
// 8. Environment info (CPU, memory, architecture, GPU)
if (settings.environment) {
const env = settings.environment;
// CPU model (sanitized, first significant part) - Node.js only
if (env.cpu?.model) {
const cpuName = sanitizeEnvString(env.cpu.model.split(/[\s(]/)[0]);
if (cpuName) {
parts.push(cpuName);
}
}
// CPU cores (support both Node.js and web browser formats)
const cores = env.cpu?.cores || env.cpuCores;
if (cores) {
parts.push(`${cores}c`);
}
// Memory (support both Node.js and web browser formats)
if (env.memory?.total) {
// Node.js format: Parse memory string like "32.00 GB" -> "32gb"
const memMatch = env.memory.total.match(/^(\d+)/);
if (memMatch) {
parts.push(`${memMatch[1]}gb`);
}
} else if (env.memory?.deviceMemory) {
// Web browser format: deviceMemory is already in GB
parts.push(`${env.memory.deviceMemory}gb`);
}
// Architecture (Node.js only, browser uses platform like "MacIntel")
if (env.arch) {
parts.push(env.arch);
}
// GPU vendor/renderer for web (if using webgpu)
if (settings.platform === "web" && settings.device === "webgpu" && env.gpu) {
if (env.gpu.vendor) {
const gpuVendor = sanitizeEnvString(env.gpu.vendor.split(/[\s(]/)[0]);
if (gpuVendor && gpuVendor !== "google") { // Skip "Google Inc."
parts.push(`gpu-${gpuVendor}`);
}
}
}
}
return parts;
}
/**
* Generate a filesystem path for storing benchmark results
* Returns: { dir: "feature-extraction/Xenova/all-MiniLM-L6-v2", filename: "node_warm_cpu_fp32_b1.jsonl" }
*/
export function generateBenchmarkPath(settings: BenchmarkSettings): { dir: string; filename: string; fullPath: string } {
const dir = `${settings.task}/${settings.modelId}`;
const filenameParts = generateFilenameParts(settings);
const filename = `${filenameParts.join("_")}.jsonl`;
const fullPath = `${dir}/${filename}`;
return { dir, filename, fullPath };
}
/**
* Parse a benchmark ID path back into settings (best effort)
* This is useful for filtering and querying
*
* Example: "feature-extraction/Xenova/all-MiniLM-L6-v2/node_warm_cpu_fp32_b1"
*/
export function parseBenchmarkId(id: string): Partial<BenchmarkSettings> {
const settings: Partial<BenchmarkSettings> = {};
// Split into parts
const pathParts = id.split("/");
if (pathParts.length < 4) {
return settings; // Invalid ID - need at least task/org/model/filename
}
// Extract task (first part)
settings.task = pathParts[0];
// Extract model ID (everything from second part to second-to-last slash)
// Example: ["feature-extraction", "Xenova", "all-MiniLM-L6-v2", "node_warm_cpu_fp32_b1"]
// modelId should be "Xenova/all-MiniLM-L6-v2"
const lastSlashIdx = id.lastIndexOf("/");
const taskLength = settings.task.length + 1; // +1 for the slash
settings.modelId = id.substring(taskLength, lastSlashIdx);
// Extract filename parts (everything after the last slash)
const filenamePart = id.substring(lastSlashIdx + 1);
const parts = filenamePart.split("_");
if (parts.length < 3) {
return settings; // Invalid filename format
}
let idx = 0;
// Platform
if (parts[idx] === "node" || parts[idx] === "web") {
settings.platform = parts[idx] as "node" | "web";
idx++;
}
// Mode
if (idx < parts.length && (parts[idx] === "warm" || parts[idx] === "cold")) {
settings.mode = parts[idx] as "warm" | "cold";
idx++;
}
// Device (might be cpu, webgpu, wasm)
if (idx < parts.length && ["cpu", "webgpu", "wasm"].includes(parts[idx])) {
settings.device = parts[idx];
idx++;
}
// DType
if (idx < parts.length && ["fp32", "fp16", "q8", "q4", "int8", "uint8", "bnb4", "q4f16"].includes(parts[idx])) {
settings.dtype = parts[idx];
idx++;
}
// Batch size
if (idx < parts.length && parts[idx].startsWith("b")) {
const batch = parseInt(parts[idx].substring(1), 10);
if (!isNaN(batch)) {
settings.batchSize = batch;
idx++;
}
}
// Browser
if (idx < parts.length && ["chromium", "firefox", "webkit"].includes(parts[idx])) {
settings.browser = parts[idx];
idx++;
}
// Headed
if (idx < parts.length && parts[idx] === "headed") {
settings.headed = true;
idx++;
}
return settings;
}
/**
* Generate a human-readable display name from settings
*/
export function generateDisplayName(settings: BenchmarkSettings): string {
const parts: string[] = [];
// Model name
parts.push(settings.modelId);
// Task
parts.push(`(${settings.task})`);
// Platform and device
if (settings.platform === "web") {
parts.push(`[${settings.browser || "browser"}/${settings.device || "webgpu"}]`);
} else {
parts.push(`[node/${settings.device || "cpu"}]`);
}
// Mode
parts.push(settings.mode);
// DType if specified
if (settings.dtype) {
parts.push(settings.dtype);
}
// Batch size if not 1
const batchSize = settings.batchSize || 1;
if (batchSize !== 1) {
parts.push(`batch=${batchSize}`);
}
// Headed if true
if (settings.headed) {
parts.push("headed");
}
return parts.join(" ");
}
|