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whitphx HF Staff commited on
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f8d016c
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1 Parent(s): 945bdba

Merge bench-node and bench-web into bench

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Files changed (27) hide show
  1. .claude/settings.local.json +1 -20
  2. .gitignore +5 -0
  3. AGENTS.md +42 -0
  4. bench-node/.gitignore +0 -1
  5. bench-node/README.md +0 -16
  6. bench-node/package-lock.json +0 -1563
  7. bench-node/package.json +0 -17
  8. bench-web/README.md +0 -50
  9. bench-web/src/main.ts +0 -179
  10. bench-web/tsconfig.json +0 -17
  11. bench/README.md +184 -0
  12. {bench-web → bench}/index.html +1 -1
  13. {bench-web → bench}/package-lock.json +142 -127
  14. {bench-web → bench}/package.json +6 -4
  15. bench/src/core/args.ts +31 -0
  16. bench/src/core/metrics.ts +48 -0
  17. bench/src/core/types.ts +25 -0
  18. bench/src/index.ts +22 -0
  19. bench-node/src/index.ts → bench/src/node/benchmark.ts +28 -57
  20. bench/src/node/cache.ts +6 -0
  21. bench/src/node/index.ts +18 -0
  22. bench/src/web/benchmark.ts +116 -0
  23. bench/src/web/cache.ts +20 -0
  24. {bench-web/src → bench/src/web}/cli.ts +13 -11
  25. bench/src/web/main.ts +93 -0
  26. {bench-node → bench}/tsconfig.json +3 -2
  27. {bench-web → bench}/vite.config.ts +0 -0
.claude/settings.local.json CHANGED
@@ -1,26 +1,7 @@
1
  {
2
  "permissions": {
3
  "allow": [
4
- "Bash(npm run bench:*)",
5
- "Bash(npm install:*)",
6
- "Bash(npm run bench:cli:*)",
7
- "Bash(timeout 120 npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode warm --repeats 2 --device wasm)",
8
- "Bash(timeout 120 npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode warm --repeats 2 --device webgpu)",
9
- "Bash(timeout 180 npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode cold --repeats 2 --device wasm)",
10
- "Bash(timeout 180 npm run bench:cli -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 2 --device wasm)",
11
- "Bash(timeout 180 npm run bench:cli -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 2 --device webgpu)",
12
- "Bash(timeout 120 npm run bench:cli -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 2 --device wasm --dtype fp32)",
13
- "Bash(cd:*)",
14
- "Bash(timeout 120 npm run bench:cli -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 2 --device wasm --dtype q8)",
15
- "Bash(timeout 120 npm run bench:cli -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 2 --device webgpu --dtype q8)",
16
- "Bash(timeout 180 npm run bench:cli -- Xenova/bert-base-uncased feature-extraction --mode warm --repeats 2 --device wasm --dtype fp32)",
17
- "Bash(timeout 180 npm run bench:cli -- Xenova/bert-base-uncased feature-extraction --mode warm --repeats 2 --device webgpu --dtype fp32)",
18
- "Bash(timeout 180 npm run bench:cli -- Xenova/bert-base-uncased feature-extraction --mode warm --repeats 2 --device wasm --dtype q8)",
19
- "Bash(timeout 180 npm run bench:cli -- Xenova/bert-base-uncased feature-extraction --mode warm --repeats 2 --device webgpu --dtype q8 --batch-size 8)",
20
- "Bash(timeout 300 npm run bench:cli -- Xenova/gpt2 feature-extraction --mode warm --repeats 2 --device webgpu --dtype q8 --batch-size 1)",
21
- "Bash(timeout 300 npm run bench -- Xenova/gpt2 feature-extraction --mode warm --repeats 2 --dtype q8 --batch-size 1 --cache-dir .bench-cache/warm)",
22
- "Bash(timeout 300 npm run bench:cli -- Xenova/t5-small feature-extraction --mode warm --repeats 2 --device webgpu --dtype fp32 --batch-size 1)",
23
- "Bash(timeout 300 npm run bench:cli -- Xenova/t5-small feature-extraction --mode warm --repeats 2 --device wasm --dtype fp32 --batch-size 1)"
24
  ],
25
  "deny": [],
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  "ask": []
 
1
  {
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  "permissions": {
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  "allow": [
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+ "Bash(npm run bench:*)"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ],
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  "deny": [],
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  "ask": []
.gitignore CHANGED
@@ -128,3 +128,8 @@ dist
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  .yarn/build-state.yml
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  .yarn/install-state.gz
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  .pnp.*
 
 
 
 
 
 
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  .yarn/build-state.yml
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  .yarn/install-state.gz
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  .pnp.*
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+
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+ # Benchmark cache directories
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+ bench/.bench-cache
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+ bench-node/.bench-cache
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+ bench-web/.transformers-cache
AGENTS.md ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Repository Guidelines
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+
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+ ## Project Structure & Module Organization
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+ - Root: overview in `README.md`.
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+ - `bench-node/`: Node.js CLI benchmark. Source in `src/index.ts`.
6
+ - `bench-web/`: Browser benchmark (UI + headless). Source in `src/main.ts` and `src/cli.ts`, HTML in `index.html`.
7
+ - Caching: Node uses `.bench-cache/<name>`; Web clears Cache Storage + IndexedDB between runs.
8
+
9
+ ## Build, Test, and Development Commands
10
+ - Node (CLI):
11
+ - `cd bench-node && npm i`
12
+ - `npm run bench -- <model> <task> --mode <warm|cold> --repeats <n> [--cache-dir <path>]` (runs benchmark)
13
+ - `npm run build` (type-check via `tsc`)
14
+ - Web (UI + CLI):
15
+ - `cd bench-web && npm i && npm run bench:install` (install Playwright browsers)
16
+ - `npm run dev` (start Vite dev server, open http://localhost:5173)
17
+ - `npm run build` (Vite production build)
18
+ - `npm run bench:cli -- <model> <task> --mode <warm|cold> --repeats <n> --device <wasm|webgpu> [--browser <chromium|firefox|webkit>] [--headed true]`
19
+ - Examples:
20
+ - `npm run bench -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 5 --cache-dir .bench-cache/warm`
21
+ - `npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode cold --repeats 3 --device wasm`
22
+
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+ ## Coding Style & Naming Conventions
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+ - Language: TypeScript, ES modules.
25
+ - Indentation: 2 spaces; use async/await; keep functions small and composable.
26
+ - Filenames: lowercase like `index.ts`, `main.ts`, `cli.ts`; group code under `src/`.
27
+ - Exports: prefer named exports from modules; avoid default exports.
28
+ - Lint/format: no ESLint/Prettier config in repo—match existing style and run `tsc`/Vite builds to type-check.
29
+
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+ ## Testing Guidelines
31
+ - No unit test framework configured. Validate by running benchmarks and inspecting JSON output for `p50/p90` across `load_ms`, `first_infer_ms`, and `subsequent_infer_ms`.
32
+ - Repro tips:
33
+ - Warm (Node): prefetch once, then measure N runs using a dedicated `.bench-cache/<name>`.
34
+ - Cold (Node/Web): ensure cache directory is emptied or browser caches are cleared per run.
35
+
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+ ## Commit & Pull Request Guidelines
37
+ - Commits: short, imperative, scoped when helpful (e.g., `bench-web: add cold mode`). Project history follows this style, e.g., “Add batchsize param”, “Warm/Cold tests, repeated tests”.
38
+ - PRs: include purpose, sample commands to reproduce, and a result snippet or screenshot. Link related issues and note any flags (e.g., Chromium `--enable-unsafe-webgpu`) or cache paths used.
39
+
40
+ ## Security & Configuration Tips
41
+ - WebGPU: may require flags (`--enable-unsafe-webgpu`) or supported browsers; CLI installs Playwright browsers via `npm run bench:install`.
42
+ - Cache safety: Node cold runs delete the target cache dir—use only paths under `.bench-cache/`.
bench-node/.gitignore DELETED
@@ -1 +0,0 @@
1
- .bench-cache
 
 
bench-node/README.md DELETED
@@ -1,16 +0,0 @@
1
- # bench-node (warm/cold, repeats, p50/p90)
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-
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- ## Setup
4
- ```bash
5
- cd bench-node
6
- npm i
7
- ```
8
-
9
- ## Run examples
10
- ```bash
11
- # Warm: prefetch once (not measured) -> measure 5 times
12
- npm run bench -- Xenova/distilbert-base-uncased feature-extraction --mode warm --repeats 5 --cache-dir .bench-cache/warm
13
-
14
- # Cold: delete cache before each run, measure 3 times
15
- npm run bench -- Xenova/distilbert-base-uncased feature-extraction --mode cold --repeats 3 --cache-dir .bench-cache/cold
16
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bench-node/package-lock.json DELETED
@@ -1,1563 +0,0 @@
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- "version": "2.8.1",
1496
- "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
1497
- "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
1498
- "license": "0BSD",
1499
- "optional": true
1500
- },
1501
- "node_modules/tsx": {
1502
- "version": "4.20.6",
1503
- "resolved": "https://registry.npmjs.org/tsx/-/tsx-4.20.6.tgz",
1504
- "integrity": "sha512-ytQKuwgmrrkDTFP4LjR0ToE2nqgy886GpvRSpU0JAnrdBYppuY5rLkRUYPU1yCryb24SsKBTL/hlDQAEFVwtZg==",
1505
- "dev": true,
1506
- "license": "MIT",
1507
- "dependencies": {
1508
- "esbuild": "~0.25.0",
1509
- "get-tsconfig": "^4.7.5"
1510
- },
1511
- "bin": {
1512
- "tsx": "dist/cli.mjs"
1513
- },
1514
- "engines": {
1515
- "node": ">=18.0.0"
1516
- },
1517
- "optionalDependencies": {
1518
- "fsevents": "~2.3.3"
1519
- }
1520
- },
1521
- "node_modules/type-fest": {
1522
- "version": "0.13.1",
1523
- "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-0.13.1.tgz",
1524
- "integrity": "sha512-34R7HTnG0XIJcBSn5XhDd7nNFPRcXYRZrBB2O2jdKqYODldSzBAqzsWoZYYvduky73toYS/ESqxPvkDf/F0XMg==",
1525
- "license": "(MIT OR CC0-1.0)",
1526
- "engines": {
1527
- "node": ">=10"
1528
- },
1529
- "funding": {
1530
- "url": "https://github.com/sponsors/sindresorhus"
1531
- }
1532
- },
1533
- "node_modules/typescript": {
1534
- "version": "5.9.3",
1535
- "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz",
1536
- "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
1537
- "dev": true,
1538
- "license": "Apache-2.0",
1539
- "bin": {
1540
- "tsc": "bin/tsc",
1541
- "tsserver": "bin/tsserver"
1542
- },
1543
- "engines": {
1544
- "node": ">=14.17"
1545
- }
1546
- },
1547
- "node_modules/undici-types": {
1548
- "version": "7.13.0",
1549
- "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.13.0.tgz",
1550
- "integrity": "sha512-Ov2Rr9Sx+fRgagJ5AX0qvItZG/JKKoBRAVITs1zk7IqZGTJUwgUr7qoYBpWwakpWilTZFM98rG/AFRocu10iIQ==",
1551
- "license": "MIT"
1552
- },
1553
- "node_modules/yallist": {
1554
- "version": "5.0.0",
1555
- "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz",
1556
- "integrity": "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==",
1557
- "license": "BlueOak-1.0.0",
1558
- "engines": {
1559
- "node": ">=18"
1560
- }
1561
- }
1562
- }
1563
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bench-node/package.json DELETED
@@ -1,17 +0,0 @@
1
- {
2
- "name": "bench-node",
3
- "private": true,
4
- "type": "module",
5
- "version": "0.0.2",
6
- "scripts": {
7
- "bench": "tsx src/index.ts",
8
- "build": "tsc -p tsconfig.json"
9
- },
10
- "dependencies": {
11
- "@huggingface/transformers": "^3.7.4"
12
- },
13
- "devDependencies": {
14
- "tsx": "^4.20.6",
15
- "typescript": "^5.9.3"
16
- }
17
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bench-web/README.md DELETED
@@ -1,50 +0,0 @@
1
- # bench-web (warm/cold, repeats, p50/p90, CPU/GPU)
2
-
3
- ## Setup
4
- ```bash
5
- cd bench-web
6
- npm i
7
- npm run bench:install # Install Playwright browsers for CLI mode
8
- ```
9
-
10
- ## Run (Interactive UI)
11
- ```bash
12
- npm run dev
13
- # open http://localhost:5173
14
- ```
15
-
16
- ## Run (CLI with Playwright)
17
- ```bash
18
- npm run bench:cli -- <model> <task> --mode <warm|cold> --repeats <n> --device <wasm|webgpu> [--browser <chromium|firefox|webkit>] [--headed true]
19
- ```
20
-
21
- ### Examples
22
- ```bash
23
- # WASM (CPU) benchmark
24
- npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode warm --repeats 3 --device wasm
25
-
26
- # WebGPU benchmark
27
- npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode warm --repeats 3 --device webgpu
28
-
29
- # Cold mode
30
- npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode cold --repeats 3 --device wasm
31
-
32
- # With Firefox
33
- npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode warm --repeats 3 --device wasm --browser firefox
34
-
35
- # Headed mode (for debugging)
36
- npm run bench:cli -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode warm --repeats 3 --device wasm --headed true
37
- ```
38
-
39
- ## How it works
40
- ### Interactive UI
41
- - **warm**: prefetch once (non-measured) → auto-reload → measure `repeats` times with disk caches populated.
42
- - **cold**: clear Cache Storage & IndexedDB, then measure in the same tab
43
- - Note: only the 1st iteration is strictly cold within a single page session.
44
-
45
- ### CLI Mode
46
- - Starts a Vite dev server and launches headless browser via Playwright
47
- - **warm**: prefetch once (non-measured) → measure `repeats` times with caches populated (no page reload)
48
- - **cold**: clears all caches before each run
49
- - **device**: `wasm` for CPU, `webgpu` for GPU acceleration
50
- - Supports Chromium, Firefox, and WebKit browsers
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bench-web/src/main.ts DELETED
@@ -1,179 +0,0 @@
1
- import { pipeline } from "@huggingface/transformers";
2
-
3
- const btn = document.getElementById("run") as HTMLButtonElement;
4
- const out = document.getElementById("out") as HTMLPreElement;
5
- const statusEl = document.getElementById("status") as HTMLSpanElement;
6
- const modelEl = document.getElementById("model") as HTMLInputElement;
7
- const taskEl = document.getElementById("task") as HTMLSelectElement;
8
- const modeEl = document.getElementById("mode") as HTMLSelectElement;
9
- const repeatsEl = document.getElementById("repeats") as HTMLInputElement;
10
- const deviceEl = document.getElementById("device") as HTMLSelectElement;
11
-
12
- function now() { return performance.now(); }
13
- function percentile(values: number[], q: number) {
14
- const a = [...values].sort((x, y) => x - y);
15
- const i = (a.length - 1) * q;
16
- const i0 = Math.floor(i), i1 = Math.ceil(i);
17
- return i0 === i1 ? a[i0] : a[i0] + (a[i1] - a[i0]) * (i - i0);
18
- }
19
- async function clearCaches({ clearSession = false }: { clearSession?: boolean } = {}) {
20
- try {
21
- const keys = await caches.keys();
22
- await Promise.all(keys.map((k) => caches.delete(k)));
23
- } catch { }
24
- try {
25
- const anyIDB: any = indexedDB as any;
26
- if (typeof anyIDB.databases === "function") {
27
- const dbs = await anyIDB.databases();
28
- await Promise.all(dbs.map((d: any) => d?.name ? indexedDB.deleteDatabase(d.name) : undefined));
29
- } else {
30
- indexedDB.deleteDatabase("transformers-cache");
31
- indexedDB.deleteDatabase("model-cache");
32
- }
33
- } catch { }
34
- try {
35
- localStorage.clear();
36
- if (clearSession) sessionStorage.clear();
37
- } catch { }
38
- }
39
- async function benchOnce(modelId: string, task: string, device: string, dtype?: string, batchSize: number = 1) {
40
- const t0 = now();
41
- const options: any = { device };
42
- if (dtype) options.dtype = dtype;
43
- const pipe = await pipeline(task, modelId, options);
44
- const t1 = now();
45
-
46
- // Prepare batch input
47
- const inputs = Array(batchSize).fill("The quick brown fox jumps over the lazy dog.");
48
-
49
- const t2 = now();
50
- await pipe(inputs);
51
- const t3 = now();
52
-
53
- // Run additional inferences to measure subsequent performance
54
- const subsequentTimes: number[] = [];
55
- for (let i = 0; i < 3; i++) {
56
- const t4 = now();
57
- await pipe(inputs);
58
- const t5 = now();
59
- subsequentTimes.push(+(t5 - t4).toFixed(1));
60
- }
61
-
62
- return {
63
- load_ms: +(t1 - t0).toFixed(1),
64
- first_infer_ms: +(t3 - t2).toFixed(1),
65
- subsequent_infer_ms: subsequentTimes
66
- };
67
- }
68
- async function runMany(modelId: string, task: string, repeats: number, device: string, dtype?: string, batchSize: number = 1) {
69
- const loads: number[] = [];
70
- const firsts: number[] = [];
71
- const subsequents: number[] = [];
72
- for (let i = 0; i < repeats; i++) {
73
- const r = await benchOnce(modelId, task, device, dtype, batchSize);
74
- loads.push(r.load_ms);
75
- firsts.push(r.first_infer_ms);
76
- subsequents.push(...r.subsequent_infer_ms);
77
- }
78
- return {
79
- load_ms: { p50: +percentile(loads, 0.5).toFixed(1), p90: +percentile(loads, 0.9).toFixed(1), raw: loads },
80
- first_infer_ms: { p50: +percentile(firsts, 0.5).toFixed(1), p90: +percentile(firsts, 0.9).toFixed(1), raw: firsts },
81
- subsequent_infer_ms: { p50: +percentile(subsequents, 0.5).toFixed(1), p90: +percentile(subsequents, 0.9).toFixed(1), raw: subsequents },
82
- };
83
- }
84
- async function runCold(modelId: string, task: string, repeats: number, device: string, dtype?: string, batchSize: number = 1) {
85
- statusEl.textContent = "clearing caches (cold)...";
86
- await clearCaches();
87
- statusEl.textContent = "running (cold)...";
88
- const metrics = await runMany(modelId, task, repeats, device, dtype, batchSize);
89
- const result: any = {
90
- platform: "browser",
91
- runtime: navigator.userAgent,
92
- mode: "cold",
93
- repeats,
94
- batchSize,
95
- model: modelId,
96
- task,
97
- device,
98
- metrics,
99
- notes: "Only the 1st iteration is strictly cold in a single page session."
100
- };
101
- if (dtype) result.dtype = dtype;
102
- return result;
103
- }
104
- async function runWarmDirect(modelId: string, task: string, repeats: number, device: string, dtype?: string, batchSize: number = 1) {
105
- statusEl.textContent = "prefetching (warmup) ...";
106
- const options: any = { device };
107
- if (dtype) options.dtype = dtype;
108
- const p = await pipeline(task, modelId, options);
109
- const warmupInputs = Array(batchSize).fill("warmup");
110
- await p(warmupInputs);
111
- statusEl.textContent = "running (warm)...";
112
- const metrics = await runMany(modelId, task, repeats, device, dtype, batchSize);
113
- const result: any = {
114
- platform: "browser",
115
- runtime: navigator.userAgent,
116
- mode: "warm",
117
- repeats,
118
- batchSize,
119
- model: modelId,
120
- task,
121
- device,
122
- metrics
123
- };
124
- if (dtype) result.dtype = dtype;
125
- return result;
126
- }
127
- async function runWarm(modelId: string, task: string, repeats: number, device: string, dtype?: string, batchSize: number = 1) {
128
- const flag = sessionStorage.getItem("__warm_ready__");
129
- if (!flag) {
130
- statusEl.textContent = "prefetching (warmup) ...";
131
- const options: any = { device };
132
- if (dtype) options.dtype = dtype;
133
- const p = await pipeline(task, modelId, options);
134
- const warmupInputs = Array(batchSize).fill("warmup");
135
- await p(warmupInputs);
136
- sessionStorage.setItem("__warm_ready__", JSON.stringify({ modelId, task, repeats, device, dtype, batchSize }));
137
- location.reload();
138
- return null;
139
- } else {
140
- sessionStorage.removeItem("__warm_ready__");
141
- return await runWarmDirect(modelId, task, repeats, device, dtype, batchSize);
142
- }
143
- }
144
- async function run() {
145
- const modelId = modelEl.value.trim() || "Xenova/distilbert-base-uncased";
146
- const task = taskEl.value;
147
- const mode = modeEl.value as "warm" | "cold";
148
- const repeats = Math.max(1, parseInt(repeatsEl.value || "3", 10));
149
- const device = deviceEl.value;
150
- out.textContent = "{}";
151
- if (mode === "cold") {
152
- const r = await runCold(modelId, task, repeats, device);
153
- if (r) { out.textContent = JSON.stringify(r, null, 2); statusEl.textContent = "done (cold)"; }
154
- } else {
155
- const r = await runWarm(modelId, task, repeats, device);
156
- console.log("warm run result:", r);
157
- if (r) { out.textContent = JSON.stringify(r, null, 2); statusEl.textContent = "done (warm)"; }
158
- }
159
- }
160
- (async () => {
161
- const flag = sessionStorage.getItem("__warm_ready__");
162
- if (flag) {
163
- try { await run(); } catch (e) { console.error(e); }
164
- }
165
- })();
166
- btn.addEventListener("click", () => {
167
- run().catch((e) => { out.textContent = String(e); statusEl.textContent = "error"; console.error(e); });
168
- });
169
-
170
- // Expose for CLI use
171
- (window as any).runBenchmarkCLI = async function (params: { modelId: string, task: string, mode: string, repeats: number, device: string, dtype?: string, batchSize?: number }) {
172
- const batchSize = params.batchSize || 1;
173
- if (params.mode === "cold") {
174
- return await runCold(params.modelId, params.task, params.repeats, params.device, params.dtype, batchSize);
175
- } else {
176
- // For warm, use the direct function that skips reload logic
177
- return await runWarmDirect(params.modelId, params.task, params.repeats, params.device, params.dtype, batchSize);
178
- }
179
- };
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bench-web/tsconfig.json DELETED
@@ -1,17 +0,0 @@
1
- {
2
- "compilerOptions": {
3
- "target": "ES2022",
4
- "module": "ESNext",
5
- "moduleResolution": "Bundler",
6
- "lib": [
7
- "ES2022",
8
- "DOM"
9
- ],
10
- "strict": true,
11
- "skipLibCheck": true,
12
- "noEmit": true
13
- },
14
- "include": [
15
- "src"
16
- ]
17
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bench/README.md ADDED
@@ -0,0 +1,184 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Transformers.js Benchmark
2
+
3
+ Unified benchmarking tool for testing Transformers.js performance on both Node.js and browser environments.
4
+
5
+ ## Features
6
+
7
+ - **Unified CLI**: Single entrypoint for both Node and Web benchmarks
8
+ - **Shared Core**: Common benchmarking logic reduces code duplication
9
+ - **Platform Flexibility**: Test on Node.js runtime or browsers (via Playwright)
10
+ - **Comprehensive Metrics**: Measures load time, first inference, and subsequent inferences (p50, p90, raw)
11
+ - **Warm/Cold Modes**: Test with or without caching
12
+ - **Batch Support**: Run inference with configurable batch sizes
13
+ - **Device Options**: Choose between WebGPU, WASM, or default CPU
14
+
15
+ ## Installation
16
+
17
+ ```bash
18
+ npm install
19
+ npm run bench:install # Install Playwright browsers for web benchmarks
20
+ ```
21
+
22
+ ## Usage
23
+
24
+ ### Node.js Benchmark
25
+
26
+ ```bash
27
+ # Default (Node platform)
28
+ npm run bench -- <model> <task> [options]
29
+
30
+ # Explicit Node platform
31
+ npm run bench -- <model> <task> --platform=node [options]
32
+
33
+ # Direct script
34
+ npm run bench:node -- <model> <task> [options]
35
+ ```
36
+
37
+ **Example:**
38
+ ```bash
39
+ npm run bench -- Xenova/all-MiniLM-L6-v2 feature-extraction --mode=warm --repeats=3 --batch-size=1
40
+ ```
41
+
42
+ ### Web (Browser) Benchmark
43
+
44
+ ```bash
45
+ # Via unified CLI
46
+ npm run bench -- <model> <task> --platform=web [options]
47
+
48
+ # Direct script
49
+ npm run bench:web -- <model> <task> [options]
50
+ ```
51
+
52
+ **Example:**
53
+ ```bash
54
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction \
55
+ --platform=web \
56
+ --mode=warm \
57
+ --device=webgpu \
58
+ --repeats=3 \
59
+ --batch-size=1
60
+ ```
61
+
62
+ ### Development Server (Browser UI)
63
+
64
+ ```bash
65
+ npm run dev
66
+ ```
67
+
68
+ Then open http://localhost:5173 to use the interactive web interface.
69
+
70
+ ## Options
71
+
72
+ | Option | Description | Default | Values |
73
+ |--------|-------------|---------|--------|
74
+ | `--platform` | Runtime platform | `node` | `node`, `web` |
75
+ | `--mode` | Cache mode | `warm` | `warm`, `cold` |
76
+ | `--repeats` | Number of test iterations | `3` | Any positive integer |
77
+ | `--batch-size` | Batch size for inference | `1` | Any positive integer |
78
+ | `--dtype` | Data type precision | auto | `fp32`, `fp16`, `q8`, `q4`, etc. |
79
+ | `--device` | Device for web (browser only) | `webgpu` | `webgpu`, `wasm` |
80
+ | `--browser` | Browser type (web only) | `chromium` | `chromium`, `firefox`, `webkit` |
81
+ | `--headed` | Run browser in headed mode | `false` | `true`, `false` |
82
+
83
+ ## Architecture
84
+
85
+ ```
86
+ bench/
87
+ ├── src/
88
+ │ ├── core/ # Shared benchmarking logic
89
+ │ │ ├── args.ts # CLI argument parsing
90
+ │ │ ├── metrics.ts # Statistics & aggregation
91
+ │ │ └── types.ts # TypeScript interfaces
92
+ │ ├── node/ # Node.js implementation
93
+ │ │ ├── benchmark.ts # Node benchmark runner
94
+ │ │ ├── cache.ts # Filesystem cache management
95
+ │ │ └── index.ts # Node CLI entry
96
+ │ ├── web/ # Browser implementation
97
+ │ │ ├── benchmark.ts # Browser benchmark runner
98
+ │ │ ├── cache.ts # Browser cache management (IndexedDB, etc.)
99
+ │ │ ├── cli.ts # Playwright CLI for headless browser
100
+ │ │ └── main.ts # Browser UI
101
+ │ └── index.ts # Unified CLI router
102
+ ├── index.html # Browser UI HTML
103
+ ├── package.json
104
+ ├── tsconfig.json
105
+ └── vite.config.ts
106
+ ```
107
+
108
+ ## Output Format
109
+
110
+ All benchmarks output JSON with the following structure:
111
+
112
+ ```json
113
+ {
114
+ "platform": "node" | "browser",
115
+ "runtime": "<runtime version or user agent>",
116
+ "model": "<model-id>",
117
+ "task": "<task-name>",
118
+ "mode": "warm" | "cold",
119
+ "repeats": 3,
120
+ "batchSize": 1,
121
+ "dtype": "<dtype>",
122
+ "metrics": {
123
+ "load_ms": {
124
+ "p50": 70.5,
125
+ "p90": 75.2,
126
+ "raw": [67.3, 70.5, 75.2]
127
+ },
128
+ "first_infer_ms": {
129
+ "p50": 3.2,
130
+ "p90": 4.1,
131
+ "raw": [3.1, 3.2, 4.1]
132
+ },
133
+ "subsequent_infer_ms": {
134
+ "p50": 2.1,
135
+ "p90": 2.8,
136
+ "raw": [2.0, 2.1, 2.2, 2.3, 2.4, 2.5, 2.6, 2.7, 2.8]
137
+ }
138
+ }
139
+ }
140
+ ```
141
+
142
+ ## Examples
143
+
144
+ ### Compare Node vs Browser
145
+
146
+ ```bash
147
+ # Node
148
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction --repeats=5
149
+
150
+ # Browser (WebGPU)
151
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction \
152
+ --platform=web --device=webgpu --repeats=5
153
+
154
+ # Browser (WASM)
155
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction \
156
+ --platform=web --device=wasm --repeats=5
157
+ ```
158
+
159
+ ### Test Different Quantizations
160
+
161
+ ```bash
162
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction --dtype=fp32
163
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction --dtype=fp16
164
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction --dtype=q8
165
+ ```
166
+
167
+ ### Batch Processing
168
+
169
+ ```bash
170
+ npm run bench -- Xenova/distilbert-base-uncased feature-extraction --batch-size=8 --repeats=3
171
+ ```
172
+
173
+ ## Development
174
+
175
+ ```bash
176
+ # Build TypeScript
177
+ npm run build
178
+
179
+ # Run dev server for browser UI
180
+ npm run dev
181
+
182
+ # Preview built browser app
183
+ npm run preview
184
+ ```
{bench-web → bench}/index.html RENAMED
@@ -43,6 +43,6 @@
43
  <span id="status"></span>
44
  </div>
45
  <code><pre id="out">{}</pre></code>
46
- <script type="module" src="/src/main.ts"></script>
47
  </body>
48
  </html>
 
43
  <span id="status"></span>
44
  </div>
45
  <code><pre id="out">{}</pre></code>
46
+ <script type="module" src="/src/web/main.ts"></script>
47
  </body>
48
  </html>
{bench-web → bench}/package-lock.json RENAMED
@@ -1,11 +1,11 @@
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  {
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- "name": "bench-web",
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  "version": "0.0.2",
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  "lockfileVersion": 3,
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@@ -1207,9 +1207,9 @@
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  "ia32"
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  "x64"
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@@ -1326,12 +1326,12 @@
1326
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1328
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1334
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1335
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1336
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@@ -1385,9 +1385,9 @@
1385
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1386
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1388
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  "license": "Apache-2.0",
1392
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1393
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@@ -1502,9 +1502,9 @@
1502
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1503
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1509
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1510
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@@ -1766,21 +1766,6 @@
1766
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1767
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1768
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1769
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1779
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1785
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1786
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1862
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1863
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1869
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1870
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@@ -1878,28 +1863,28 @@
1878
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1879
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1880
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1881
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1882
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1897
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1898
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1899
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1900
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1901
- "@rollup/rollup-win32-x64-gnu": "4.52.3",
1902
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1903
  "fsevents": "~2.3.2"
1904
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2055
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2058
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2059
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2161
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2162
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2163
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2165
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2166
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1012
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1014
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1015
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1028
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1042
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1056
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+ "resolved": "https://registry.npmjs.org/detect-libc/-/detect-libc-2.1.2.tgz",
1390
+ "integrity": "sha512-Btj2BOOO83o3WyH59e8MgXsxEQVcarkUOpEYrubB0urwnN10yQ364rsiByU11nZlqWYZm05i/of7io4mzihBtQ==",
1391
  "license": "Apache-2.0",
1392
  "engines": {
1393
  "node": ">=8"
 
1502
  "license": "Apache-2.0"
1503
  },
1504
  "node_modules/fsevents": {
1505
+ "version": "2.3.2",
1506
+ "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-2.3.2.tgz",
1507
+ "integrity": "sha512-xiqMQR4xAeHTuB9uWm+fFRcIOgKBMiOBP+eXiyT7jsgVCq1bkVygt00oASowB7EdtpOHaaPgKt812P9ab+DDKA==",
1508
  "dev": true,
1509
  "hasInstallScript": true,
1510
  "license": "MIT",
 
1766
  "node": ">=18"
1767
  }
1768
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1769
  "node_modules/postcss": {
1770
  "version": "8.5.6",
1771
  "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.6.tgz",
 
1847
  }
1848
  },
1849
  "node_modules/rollup": {
1850
+ "version": "4.52.4",
1851
+ "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.52.4.tgz",
1852
+ "integrity": "sha512-CLEVl+MnPAiKh5pl4dEWSyMTpuflgNQiLGhMv8ezD5W/qP8AKvmYpCOKRRNOh7oRKnauBZ4SyeYkMS+1VSyKwQ==",
1853
  "dev": true,
1854
  "license": "MIT",
1855
  "dependencies": {
 
1863
  "npm": ">=8.0.0"
1864
  },
1865
  "optionalDependencies": {
1866
+ "@rollup/rollup-android-arm-eabi": "4.52.4",
1867
+ "@rollup/rollup-android-arm64": "4.52.4",
1868
+ "@rollup/rollup-darwin-arm64": "4.52.4",
1869
+ "@rollup/rollup-darwin-x64": "4.52.4",
1870
+ "@rollup/rollup-freebsd-arm64": "4.52.4",
1871
+ "@rollup/rollup-freebsd-x64": "4.52.4",
1872
+ "@rollup/rollup-linux-arm-gnueabihf": "4.52.4",
1873
+ "@rollup/rollup-linux-arm-musleabihf": "4.52.4",
1874
+ "@rollup/rollup-linux-arm64-gnu": "4.52.4",
1875
+ "@rollup/rollup-linux-arm64-musl": "4.52.4",
1876
+ "@rollup/rollup-linux-loong64-gnu": "4.52.4",
1877
+ "@rollup/rollup-linux-ppc64-gnu": "4.52.4",
1878
+ "@rollup/rollup-linux-riscv64-gnu": "4.52.4",
1879
+ "@rollup/rollup-linux-riscv64-musl": "4.52.4",
1880
+ "@rollup/rollup-linux-s390x-gnu": "4.52.4",
1881
+ "@rollup/rollup-linux-x64-gnu": "4.52.4",
1882
+ "@rollup/rollup-linux-x64-musl": "4.52.4",
1883
+ "@rollup/rollup-openharmony-arm64": "4.52.4",
1884
+ "@rollup/rollup-win32-arm64-msvc": "4.52.4",
1885
+ "@rollup/rollup-win32-ia32-msvc": "4.52.4",
1886
+ "@rollup/rollup-win32-x64-gnu": "4.52.4",
1887
+ "@rollup/rollup-win32-x64-msvc": "4.52.4",
1888
  "fsevents": "~2.3.2"
1889
  }
1890
  },
 
2039
  "fsevents": "~2.3.3"
2040
  }
2041
  },
2042
+ "node_modules/tsx/node_modules/fsevents": {
2043
+ "version": "2.3.3",
2044
+ "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-2.3.3.tgz",
2045
+ "integrity": "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw==",
2046
+ "dev": true,
2047
+ "hasInstallScript": true,
2048
+ "license": "MIT",
2049
+ "optional": true,
2050
+ "os": [
2051
+ "darwin"
2052
+ ],
2053
+ "engines": {
2054
+ "node": "^8.16.0 || ^10.6.0 || >=11.0.0"
2055
+ }
2056
+ },
2057
  "node_modules/type-fest": {
2058
  "version": "0.13.1",
2059
  "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-0.13.1.tgz",
 
2081
  }
2082
  },
2083
  "node_modules/undici-types": {
2084
+ "version": "7.14.0",
2085
+ "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.14.0.tgz",
2086
+ "integrity": "sha512-QQiYxHuyZ9gQUIrmPo3IA+hUl4KYk8uSA7cHrcKd/l3p1OTpZcM0Tbp9x7FAtXdAYhlasd60ncPpgu6ihG6TOA==",
2087
  "license": "MIT"
2088
  },
2089
  "node_modules/vite": {
2090
+ "version": "7.1.9",
2091
+ "resolved": "https://registry.npmjs.org/vite/-/vite-7.1.9.tgz",
2092
+ "integrity": "sha512-4nVGliEpxmhCL8DslSAUdxlB6+SMrhB0a1v5ijlh1xB1nEPuy1mxaHxysVucLHuWryAxLWg6a5ei+U4TLn/rFg==",
2093
  "dev": true,
2094
  "license": "MIT",
2095
  "dependencies": {
 
2161
  }
2162
  }
2163
  },
2164
+ "node_modules/vite/node_modules/fsevents": {
2165
+ "version": "2.3.3",
2166
+ "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-2.3.3.tgz",
2167
+ "integrity": "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw==",
2168
+ "dev": true,
2169
+ "hasInstallScript": true,
2170
+ "license": "MIT",
2171
+ "optional": true,
2172
+ "os": [
2173
+ "darwin"
2174
+ ],
2175
+ "engines": {
2176
+ "node": "^8.16.0 || ^10.6.0 || >=11.0.0"
2177
+ }
2178
+ },
2179
  "node_modules/yallist": {
2180
  "version": "5.0.0",
2181
  "resolved": "https://registry.npmjs.org/yallist/-/yallist-5.0.0.tgz",
{bench-web → bench}/package.json RENAMED
@@ -1,13 +1,15 @@
1
  {
2
- "name": "bench-web",
3
  "private": true,
4
- "version": "0.0.2",
5
  "type": "module",
 
6
  "scripts": {
 
 
 
7
  "dev": "vite",
8
- "build": "vite build",
9
  "preview": "vite preview",
10
- "bench:cli": "tsx src/cli.ts",
11
  "bench:install": "playwright install"
12
  },
13
  "dependencies": {
 
1
  {
2
+ "name": "bench",
3
  "private": true,
 
4
  "type": "module",
5
+ "version": "0.0.2",
6
  "scripts": {
7
+ "bench": "tsx src/index.ts",
8
+ "bench:node": "tsx src/node/index.ts",
9
+ "bench:web": "tsx src/web/cli.ts",
10
  "dev": "vite",
11
+ "build": "tsc -p tsconfig.json",
12
  "preview": "vite preview",
 
13
  "bench:install": "playwright install"
14
  },
15
  "dependencies": {
bench/src/core/args.ts ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export function getArg(name: string, def?: string): string | undefined {
2
+ // Check for --name=value format
3
+ const equalFormat = process.argv.find(arg => arg.startsWith(`--${name}=`));
4
+ if (equalFormat) {
5
+ return equalFormat.split('=')[1];
6
+ }
7
+
8
+ // Check for --name value format
9
+ const i = process.argv.indexOf(`--${name}`);
10
+ if (i !== -1 && i + 1 < process.argv.length) return process.argv[i + 1];
11
+
12
+ return def;
13
+ }
14
+
15
+ export function parseArgs() {
16
+ const modelId = process.argv[2] || "Xenova/distilbert-base-uncased";
17
+ const task = process.argv[3] || "feature-extraction";
18
+ const mode = (getArg("mode", "warm") as "warm" | "cold");
19
+ const repeats = Math.max(1, parseInt(getArg("repeats", "3") || "3", 10));
20
+ const dtype = getArg("dtype"); // optional: fp32, fp16, q8, q4, etc.
21
+ const batchSize = Math.max(1, parseInt(getArg("batch-size", "1") || "1", 10));
22
+
23
+ return {
24
+ modelId,
25
+ task,
26
+ mode,
27
+ repeats,
28
+ dtype,
29
+ batchSize,
30
+ };
31
+ }
bench/src/core/metrics.ts ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export function percentile(values: number[], q: number): number {
2
+ const a = [...values].sort((x, y) => x - y);
3
+ const i = (a.length - 1) * q;
4
+ const i0 = Math.floor(i), i1 = Math.ceil(i);
5
+ return i0 === i1 ? a[i0] : a[i0] + (a[i1] - a[i0]) * (i - i0);
6
+ }
7
+
8
+ export interface BenchmarkRawResult {
9
+ load_ms: number;
10
+ first_infer_ms: number;
11
+ subsequent_infer_ms: number[];
12
+ }
13
+
14
+ export interface BenchmarkMetrics {
15
+ load_ms: { p50: number; p90: number; raw: number[] };
16
+ first_infer_ms: { p50: number; p90: number; raw: number[] };
17
+ subsequent_infer_ms: { p50: number; p90: number; raw: number[] };
18
+ }
19
+
20
+ export function aggregateMetrics(results: BenchmarkRawResult[]): BenchmarkMetrics {
21
+ const loads: number[] = [];
22
+ const firsts: number[] = [];
23
+ const subsequents: number[] = [];
24
+
25
+ for (const r of results) {
26
+ loads.push(r.load_ms);
27
+ firsts.push(r.first_infer_ms);
28
+ subsequents.push(...r.subsequent_infer_ms);
29
+ }
30
+
31
+ return {
32
+ load_ms: {
33
+ p50: +percentile(loads, 0.5).toFixed(1),
34
+ p90: +percentile(loads, 0.9).toFixed(1),
35
+ raw: loads,
36
+ },
37
+ first_infer_ms: {
38
+ p50: +percentile(firsts, 0.5).toFixed(1),
39
+ p90: +percentile(firsts, 0.9).toFixed(1),
40
+ raw: firsts,
41
+ },
42
+ subsequent_infer_ms: {
43
+ p50: +percentile(subsequents, 0.5).toFixed(1),
44
+ p90: +percentile(subsequents, 0.9).toFixed(1),
45
+ raw: subsequents,
46
+ },
47
+ };
48
+ }
bench/src/core/types.ts ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export interface BenchmarkOptions {
2
+ modelId: string;
3
+ task: string;
4
+ mode: "warm" | "cold";
5
+ repeats: number;
6
+ dtype?: string;
7
+ batchSize: number;
8
+ }
9
+
10
+ export interface BenchmarkResult {
11
+ platform: string;
12
+ runtime: string;
13
+ model: string;
14
+ task: string;
15
+ mode: string;
16
+ repeats: number;
17
+ batchSize: number;
18
+ dtype?: string;
19
+ metrics: {
20
+ load_ms: { p50: number; p90: number; raw: number[] };
21
+ first_infer_ms: { p50: number; p90: number; raw: number[] };
22
+ subsequent_infer_ms: { p50: number; p90: number; raw: number[] };
23
+ };
24
+ [key: string]: any;
25
+ }
bench/src/index.ts ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env node
2
+
3
+ import { getArg } from "./core/args.js";
4
+
5
+ const platform = getArg("platform", "node") as "node" | "web";
6
+
7
+ async function main() {
8
+ if (platform === "web") {
9
+ // Import and run web CLI
10
+ const { main: webMain } = await import("./web/cli.js");
11
+ await webMain();
12
+ } else {
13
+ // Import and run node CLI
14
+ const { main: nodeMain } = await import("./node/index.js");
15
+ await nodeMain();
16
+ }
17
+ }
18
+
19
+ main().catch((e) => {
20
+ console.error(e);
21
+ process.exit(1);
22
+ });
bench-node/src/index.ts → bench/src/node/benchmark.ts RENAMED
@@ -1,41 +1,16 @@
1
  import { pipeline, env } from "@huggingface/transformers";
2
  import { performance } from "node:perf_hooks";
3
- import fs from "node:fs";
4
  import path from "node:path";
5
-
6
- // Node benchmark with warm/cold modes, repeats, p50/p90
7
-
8
- const modelId = process.argv[2] || "Xenova/distilbert-base-uncased";
9
- const task = process.argv[3] || "feature-extraction";
10
-
11
- function getArg(name: string, def?: string) {
12
- const i = process.argv.indexOf(`--${name}`);
13
- if (i !== -1 && i + 1 < process.argv.length) return process.argv[i + 1];
14
- return def;
15
- }
16
-
17
- const mode = (getArg("mode", "warm") as "warm" | "cold");
18
- const repeats = Math.max(1, parseInt(getArg("repeats", "3") || "3", 10));
19
- const cacheDir = getArg("cache-dir", path.resolve(".bench-cache/default"))!;
20
- const dtype = getArg("dtype"); // optional: fp32, fp16, q8, q4, etc.
21
- const batchSize = Math.max(1, parseInt(getArg("batch-size", "1") || "1", 10));
22
-
23
- // Point library cache to a dedicated directory for controllable cold/warm behavior
24
- env.cacheDir = cacheDir;
25
-
26
- function ensureEmptyDir(dir: string) {
27
- if (fs.existsSync(dir)) fs.rmSync(dir, { recursive: true, force: true });
28
- fs.mkdirSync(dir, { recursive: true });
29
- }
30
-
31
- function percentile(values: number[], q: number) {
32
- const a = [...values].sort((x, y) => x - y);
33
- const i = (a.length - 1) * q;
34
- const i0 = Math.floor(i), i1 = Math.ceil(i);
35
- return i0 === i1 ? a[i0] : a[i0] + (a[i1] - a[i0]) * (i - i0);
36
- }
37
-
38
- async function benchOnce() {
39
  const t0 = performance.now();
40
  const options: any = {};
41
  if (dtype) options.dtype = dtype;
@@ -61,11 +36,16 @@ async function benchOnce() {
61
  return {
62
  load_ms: +(t1 - t0).toFixed(1),
63
  first_infer_ms: +(t3 - t2).toFixed(1),
64
- subsequent_infer_ms: subsequentTimes
65
  };
66
  }
67
 
68
- async function main() {
 
 
 
 
 
69
  console.log(`Model : ${modelId}`);
70
  console.log(`Task : ${task}`);
71
  console.log(`Mode : ${mode}`);
@@ -74,9 +54,7 @@ async function main() {
74
  console.log(`Batch Size: ${batchSize}`);
75
  console.log(`Cache : ${cacheDir}`);
76
 
77
- const loads: number[] = [];
78
- const firsts: number[] = [];
79
- const subsequents: number[] = [];
80
 
81
  if (mode === "warm") {
82
  // Fresh cache dir, prefetch once (not measured), then measure N times
@@ -88,23 +66,21 @@ async function main() {
88
  await warm(warmupInputs);
89
 
90
  for (let i = 0; i < repeats; i++) {
91
- const r = await benchOnce();
92
- loads.push(r.load_ms);
93
- firsts.push(r.first_infer_ms);
94
- subsequents.push(...r.subsequent_infer_ms);
95
  }
96
  } else {
97
  // cold: delete cache dir before each measured run
98
  for (let i = 0; i < repeats; i++) {
99
  ensureEmptyDir(cacheDir);
100
- const r = await benchOnce();
101
- loads.push(r.load_ms);
102
- firsts.push(r.first_infer_ms);
103
- subsequents.push(...r.subsequent_infer_ms);
104
  }
105
  }
106
 
107
- const result: any = {
 
 
108
  platform: "node",
109
  runtime: `node-${process.versions.node}`,
110
  model: modelId,
@@ -113,15 +89,10 @@ async function main() {
113
  repeats,
114
  batchSize,
115
  cacheDir,
116
- metrics: {
117
- load_ms: { p50: +percentile(loads, 0.5).toFixed(1), p90: +percentile(loads, 0.9).toFixed(1), raw: loads },
118
- first_infer_ms: { p50: +percentile(firsts, 0.5).toFixed(1), p90: +percentile(firsts, 0.9).toFixed(1), raw: firsts },
119
- subsequent_infer_ms: { p50: +percentile(subsequents, 0.5).toFixed(1), p90: +percentile(subsequents, 0.9).toFixed(1), raw: subsequents }
120
- }
121
  };
 
122
  if (dtype) result.dtype = dtype;
123
 
124
- console.log(JSON.stringify(result, null, 2));
125
  }
126
-
127
- main().catch((e) => { console.error(e); process.exit(1); });
 
1
  import { pipeline, env } from "@huggingface/transformers";
2
  import { performance } from "node:perf_hooks";
 
3
  import path from "node:path";
4
+ import { BenchmarkOptions, BenchmarkResult } from "../core/types.js";
5
+ import { BenchmarkRawResult, aggregateMetrics } from "../core/metrics.js";
6
+ import { ensureEmptyDir } from "./cache.js";
7
+
8
+ async function benchOnce(
9
+ modelId: string,
10
+ task: string,
11
+ dtype: string | undefined,
12
+ batchSize: number
13
+ ): Promise<BenchmarkRawResult> {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14
  const t0 = performance.now();
15
  const options: any = {};
16
  if (dtype) options.dtype = dtype;
 
36
  return {
37
  load_ms: +(t1 - t0).toFixed(1),
38
  first_infer_ms: +(t3 - t2).toFixed(1),
39
+ subsequent_infer_ms: subsequentTimes,
40
  };
41
  }
42
 
43
+ export async function runNodeBenchmark(options: BenchmarkOptions): Promise<BenchmarkResult> {
44
+ const { modelId, task, mode, repeats, dtype, batchSize } = options;
45
+
46
+ const cacheDir = path.resolve(".bench-cache/default");
47
+ env.cacheDir = cacheDir;
48
+
49
  console.log(`Model : ${modelId}`);
50
  console.log(`Task : ${task}`);
51
  console.log(`Mode : ${mode}`);
 
54
  console.log(`Batch Size: ${batchSize}`);
55
  console.log(`Cache : ${cacheDir}`);
56
 
57
+ const results: BenchmarkRawResult[] = [];
 
 
58
 
59
  if (mode === "warm") {
60
  // Fresh cache dir, prefetch once (not measured), then measure N times
 
66
  await warm(warmupInputs);
67
 
68
  for (let i = 0; i < repeats; i++) {
69
+ const r = await benchOnce(modelId, task, dtype, batchSize);
70
+ results.push(r);
 
 
71
  }
72
  } else {
73
  // cold: delete cache dir before each measured run
74
  for (let i = 0; i < repeats; i++) {
75
  ensureEmptyDir(cacheDir);
76
+ const r = await benchOnce(modelId, task, dtype, batchSize);
77
+ results.push(r);
 
 
78
  }
79
  }
80
 
81
+ const metrics = aggregateMetrics(results);
82
+
83
+ const result: BenchmarkResult = {
84
  platform: "node",
85
  runtime: `node-${process.versions.node}`,
86
  model: modelId,
 
89
  repeats,
90
  batchSize,
91
  cacheDir,
92
+ metrics,
 
 
 
 
93
  };
94
+
95
  if (dtype) result.dtype = dtype;
96
 
97
+ return result;
98
  }
 
 
bench/src/node/cache.ts ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ import fs from "node:fs";
2
+
3
+ export function ensureEmptyDir(dir: string) {
4
+ if (fs.existsSync(dir)) fs.rmSync(dir, { recursive: true, force: true });
5
+ fs.mkdirSync(dir, { recursive: true });
6
+ }
bench/src/node/index.ts ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { parseArgs } from "../core/args.js";
2
+ import { runNodeBenchmark } from "./benchmark.js";
3
+
4
+ export async function main() {
5
+ const options = parseArgs();
6
+ const result = await runNodeBenchmark(options);
7
+ console.log(JSON.stringify(result, null, 2));
8
+ }
9
+
10
+ // Check if this module is being run directly (not imported)
11
+ const isMainModule = process.argv[1]?.includes('node/index');
12
+
13
+ if (isMainModule) {
14
+ main().catch((e) => {
15
+ console.error(e);
16
+ process.exit(1);
17
+ });
18
+ }
bench/src/web/benchmark.ts ADDED
@@ -0,0 +1,116 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { pipeline } from "@huggingface/transformers";
2
+ import { BenchmarkRawResult, aggregateMetrics } from "../core/metrics.js";
3
+ import { BenchmarkResult } from "../core/types.js";
4
+ import { clearCaches } from "./cache.js";
5
+
6
+ function now() {
7
+ return performance.now();
8
+ }
9
+
10
+ async function benchOnce(
11
+ modelId: string,
12
+ task: string,
13
+ device: string,
14
+ dtype: string | undefined,
15
+ batchSize: number
16
+ ): Promise<BenchmarkRawResult> {
17
+ const t0 = now();
18
+ const options: any = { device };
19
+ if (dtype) options.dtype = dtype;
20
+ const pipe = await pipeline(task, modelId, options);
21
+ const t1 = now();
22
+
23
+ // Prepare batch input
24
+ const inputs = Array(batchSize).fill("The quick brown fox jumps over the lazy dog.");
25
+
26
+ const t2 = now();
27
+ await pipe(inputs);
28
+ const t3 = now();
29
+
30
+ // Run additional inferences to measure subsequent performance
31
+ const subsequentTimes: number[] = [];
32
+ for (let i = 0; i < 3; i++) {
33
+ const t4 = now();
34
+ await pipe(inputs);
35
+ const t5 = now();
36
+ subsequentTimes.push(+(t5 - t4).toFixed(1));
37
+ }
38
+
39
+ return {
40
+ load_ms: +(t1 - t0).toFixed(1),
41
+ first_infer_ms: +(t3 - t2).toFixed(1),
42
+ subsequent_infer_ms: subsequentTimes,
43
+ };
44
+ }
45
+
46
+ export async function runWebBenchmarkCold(
47
+ modelId: string,
48
+ task: string,
49
+ repeats: number,
50
+ device: string,
51
+ dtype?: string,
52
+ batchSize: number = 1
53
+ ): Promise<BenchmarkResult> {
54
+ await clearCaches();
55
+
56
+ const results: BenchmarkRawResult[] = [];
57
+ for (let i = 0; i < repeats; i++) {
58
+ const r = await benchOnce(modelId, task, device, dtype, batchSize);
59
+ results.push(r);
60
+ }
61
+
62
+ const metrics = aggregateMetrics(results);
63
+
64
+ const result: BenchmarkResult = {
65
+ platform: "browser",
66
+ runtime: navigator.userAgent,
67
+ mode: "cold",
68
+ repeats,
69
+ batchSize,
70
+ model: modelId,
71
+ task,
72
+ device,
73
+ metrics,
74
+ notes: "Only the 1st iteration is strictly cold in a single page session.",
75
+ };
76
+ if (dtype) result.dtype = dtype;
77
+ return result;
78
+ }
79
+
80
+ export async function runWebBenchmarkWarm(
81
+ modelId: string,
82
+ task: string,
83
+ repeats: number,
84
+ device: string,
85
+ dtype?: string,
86
+ batchSize: number = 1
87
+ ): Promise<BenchmarkResult> {
88
+ // Prefetch/warmup
89
+ const options: any = { device };
90
+ if (dtype) options.dtype = dtype;
91
+ const p = await pipeline(task, modelId, options);
92
+ const warmupInputs = Array(batchSize).fill("warmup");
93
+ await p(warmupInputs);
94
+
95
+ const results: BenchmarkRawResult[] = [];
96
+ for (let i = 0; i < repeats; i++) {
97
+ const r = await benchOnce(modelId, task, device, dtype, batchSize);
98
+ results.push(r);
99
+ }
100
+
101
+ const metrics = aggregateMetrics(results);
102
+
103
+ const result: BenchmarkResult = {
104
+ platform: "browser",
105
+ runtime: navigator.userAgent,
106
+ mode: "warm",
107
+ repeats,
108
+ batchSize,
109
+ model: modelId,
110
+ task,
111
+ device,
112
+ metrics,
113
+ };
114
+ if (dtype) result.dtype = dtype;
115
+ return result;
116
+ }
bench/src/web/cache.ts ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export async function clearCaches({ clearSession = false }: { clearSession?: boolean } = {}) {
2
+ try {
3
+ const keys = await caches.keys();
4
+ await Promise.all(keys.map((k) => caches.delete(k)));
5
+ } catch { }
6
+ try {
7
+ const anyIDB: any = indexedDB as any;
8
+ if (typeof anyIDB.databases === "function") {
9
+ const dbs = await anyIDB.databases();
10
+ await Promise.all(dbs.map((d: any) => d?.name ? indexedDB.deleteDatabase(d.name) : undefined));
11
+ } else {
12
+ indexedDB.deleteDatabase("transformers-cache");
13
+ indexedDB.deleteDatabase("model-cache");
14
+ }
15
+ } catch { }
16
+ try {
17
+ localStorage.clear();
18
+ if (clearSession) sessionStorage.clear();
19
+ } catch { }
20
+ }
{bench-web/src → bench/src/web}/cli.ts RENAMED
@@ -1,17 +1,12 @@
1
- import { chromium, firefox, webkit, Browser, Page } from "playwright";
2
  import { createServer } from "vite";
 
3
 
4
  // CLI for running browser benchmarks headlessly via Playwright
5
 
6
  const modelId = process.argv[2] || "Xenova/distilbert-base-uncased";
7
  const task = process.argv[3] || "feature-extraction";
8
 
9
- function getArg(name: string, def?: string) {
10
- const i = process.argv.indexOf(`--${name}`);
11
- if (i !== -1 && i + 1 < process.argv.length) return process.argv[i + 1];
12
- return def;
13
- }
14
-
15
  const mode = getArg("mode", "warm") as "warm" | "cold";
16
  const repeats = Math.max(1, parseInt(getArg("repeats", "3") || "3", 10));
17
  const device = getArg("device", "webgpu") as "webgpu" | "wasm";
@@ -142,7 +137,14 @@ async function main() {
142
  }
143
  }
144
 
145
- main().catch((e) => {
146
- console.error(e);
147
- process.exit(1);
148
- });
 
 
 
 
 
 
 
 
1
+ import { chromium, firefox, webkit, Browser } from "playwright";
2
  import { createServer } from "vite";
3
+ import { getArg } from "../core/args.js";
4
 
5
  // CLI for running browser benchmarks headlessly via Playwright
6
 
7
  const modelId = process.argv[2] || "Xenova/distilbert-base-uncased";
8
  const task = process.argv[3] || "feature-extraction";
9
 
 
 
 
 
 
 
10
  const mode = getArg("mode", "warm") as "warm" | "cold";
11
  const repeats = Math.max(1, parseInt(getArg("repeats", "3") || "3", 10));
12
  const device = getArg("device", "webgpu") as "webgpu" | "wasm";
 
137
  }
138
  }
139
 
140
+ // Check if this module is being run directly (not imported)
141
+ const isMainModule = process.argv[1]?.includes('web/cli');
142
+
143
+ if (isMainModule) {
144
+ main().catch((e) => {
145
+ console.error(e);
146
+ process.exit(1);
147
+ });
148
+ }
149
+
150
+ export { main };
bench/src/web/main.ts ADDED
@@ -0,0 +1,93 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import { runWebBenchmarkCold, runWebBenchmarkWarm } from "./benchmark.js";
2
+
3
+ const btn = document.getElementById("run") as HTMLButtonElement;
4
+ const out = document.getElementById("out") as HTMLPreElement;
5
+ const statusEl = document.getElementById("status") as HTMLSpanElement;
6
+ const modelEl = document.getElementById("model") as HTMLInputElement;
7
+ const taskEl = document.getElementById("task") as HTMLSelectElement;
8
+ const modeEl = document.getElementById("mode") as HTMLSelectElement;
9
+ const repeatsEl = document.getElementById("repeats") as HTMLInputElement;
10
+ const deviceEl = document.getElementById("device") as HTMLSelectElement;
11
+
12
+ async function runWarmWithReload(modelId: string, task: string, repeats: number, device: string, dtype?: string, batchSize: number = 1) {
13
+ const flag = sessionStorage.getItem("__warm_ready__");
14
+ if (!flag) {
15
+ statusEl.textContent = "prefetching (warmup) ...";
16
+ // Perform warmup and store flag
17
+ const { pipeline } = await import("@huggingface/transformers");
18
+ const options: any = { device };
19
+ if (dtype) options.dtype = dtype;
20
+ const p = await pipeline(task, modelId, options);
21
+ const warmupInputs = Array(batchSize).fill("warmup");
22
+ await p(warmupInputs);
23
+ sessionStorage.setItem("__warm_ready__", JSON.stringify({ modelId, task, repeats, device, dtype, batchSize }));
24
+ location.reload();
25
+ return null;
26
+ } else {
27
+ sessionStorage.removeItem("__warm_ready__");
28
+ statusEl.textContent = "running (warm)...";
29
+ return await runWebBenchmarkWarm(modelId, task, repeats, device, dtype, batchSize);
30
+ }
31
+ }
32
+
33
+ async function run() {
34
+ const modelId = modelEl.value.trim() || "Xenova/distilbert-base-uncased";
35
+ const task = taskEl.value;
36
+ const mode = modeEl.value as "warm" | "cold";
37
+ const repeats = Math.max(1, parseInt(repeatsEl.value || "3", 10));
38
+ const device = deviceEl.value;
39
+ out.textContent = "{}";
40
+
41
+ if (mode === "cold") {
42
+ statusEl.textContent = "clearing caches (cold)...";
43
+ const r = await runWebBenchmarkCold(modelId, task, repeats, device);
44
+ if (r) {
45
+ out.textContent = JSON.stringify(r, null, 2);
46
+ statusEl.textContent = "done (cold)";
47
+ }
48
+ } else {
49
+ const r = await runWarmWithReload(modelId, task, repeats, device);
50
+ if (r) {
51
+ out.textContent = JSON.stringify(r, null, 2);
52
+ statusEl.textContent = "done (warm)";
53
+ }
54
+ }
55
+ }
56
+
57
+ // Auto-run if returning from warm reload
58
+ (async () => {
59
+ const flag = sessionStorage.getItem("__warm_ready__");
60
+ if (flag) {
61
+ try {
62
+ await run();
63
+ } catch (e) {
64
+ console.error(e);
65
+ }
66
+ }
67
+ })();
68
+
69
+ btn.addEventListener("click", () => {
70
+ run().catch((e) => {
71
+ out.textContent = String(e);
72
+ statusEl.textContent = "error";
73
+ console.error(e);
74
+ });
75
+ });
76
+
77
+ // Expose for CLI use
78
+ (window as any).runBenchmarkCLI = async function (params: {
79
+ modelId: string;
80
+ task: string;
81
+ mode: string;
82
+ repeats: number;
83
+ device: string;
84
+ dtype?: string;
85
+ batchSize?: number;
86
+ }) {
87
+ const batchSize = params.batchSize || 1;
88
+ if (params.mode === "cold") {
89
+ return await runWebBenchmarkCold(params.modelId, params.task, params.repeats, params.device, params.dtype, batchSize);
90
+ } else {
91
+ return await runWebBenchmarkWarm(params.modelId, params.task, params.repeats, params.device, params.dtype, batchSize);
92
+ }
93
+ };
{bench-node → bench}/tsconfig.json RENAMED
@@ -4,7 +4,8 @@
4
  "module": "ESNext",
5
  "moduleResolution": "Bundler",
6
  "lib": [
7
- "ES2022"
 
8
  ],
9
  "esModuleInterop": true,
10
  "strict": true,
@@ -14,4 +15,4 @@
14
  "include": [
15
  "src"
16
  ]
17
- }
 
4
  "module": "ESNext",
5
  "moduleResolution": "Bundler",
6
  "lib": [
7
+ "ES2022",
8
+ "DOM"
9
  ],
10
  "esModuleInterop": true,
11
  "strict": true,
 
15
  "include": [
16
  "src"
17
  ]
18
+ }
{bench-web → bench}/vite.config.ts RENAMED
File without changes