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Add @huggingface/ollama-utils
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dist |
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pnpm-lock.yaml | ||
# In order to avoid code samples to have tabs, they don't display well on npm | ||
README.md | ||
dist | ||
src/automap.ts |
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# `@huggingface/ollama-utils` | ||
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Various utilities for maintaining Ollama compatibility with models on Hugging Face hub. | ||
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Documentation: https://huggingface.co/docs/hub/en/ollama | ||
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## Chat template converter | ||
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```ts | ||
const | ||
``` |
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{ | ||
"name": "@huggingface/ollama-utils", | ||
"packageManager": "[email protected]", | ||
"version": "0.0.1", | ||
"description": "Various utilities for maintaining Ollama compatibility with models on Hugging Face hub", | ||
"repository": "https://github.com/huggingface/huggingface.js.git", | ||
"publishConfig": { | ||
"access": "public" | ||
}, | ||
"main": "./dist/index.js", | ||
"module": "./dist/index.mjs", | ||
"types": "./dist/index.d.ts", | ||
"exports": { | ||
".": { | ||
"types": "./dist/index.d.ts", | ||
"require": "./dist/index.js", | ||
"import": "./dist/index.mjs" | ||
} | ||
}, | ||
"browser": { | ||
"./src/utils/FileBlob.ts": false, | ||
"./dist/index.js": "./dist/browser/index.js", | ||
"./dist/index.mjs": "./dist/browser/index.mjs" | ||
}, | ||
"engines": { | ||
"node": ">=20" | ||
}, | ||
"source": "index.ts", | ||
"scripts": { | ||
"lint": "eslint --quiet --fix --ext .cjs,.ts .", | ||
"lint:check": "eslint --ext .cjs,.ts .", | ||
"format": "prettier --write .", | ||
"format:check": "prettier --check .", | ||
"prepublishOnly": "pnpm run build", | ||
"build": "tsup src/index.ts --format cjs,esm --clean && tsc --emitDeclarationOnly --declaration", | ||
"build:automap": "tsx scripts/generate-automap.ts", | ||
"test": "vitest run", | ||
"check": "tsc" | ||
}, | ||
"files": [ | ||
"dist", | ||
"src", | ||
"tsconfig.json" | ||
], | ||
"keywords": [ | ||
"huggingface", | ||
"hub", | ||
"gguf" | ||
], | ||
"author": "Hugging Face", | ||
"license": "MIT", | ||
"dependencies": { | ||
"@huggingface/jinja": "workspace:^" | ||
}, | ||
"devDependencies": { | ||
"@types/node": "^20.12.8" | ||
} | ||
} |
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/** | ||
* Script for generating llm.ts | ||
* The source data is taken from llama.cpp | ||
*/ | ||
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import { gguf } from "../../gguf/src/gguf"; | ||
import { appendFileSync, writeFileSync } from "node:fs"; | ||
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const RE_SPECIAL_TOKEN = /<[|_A-Za-z0-9]+>|\[[A-Z]+\]|<\uFF5C[\u2581A-Za-z]+\uFF5C>/g; | ||
const MAX_NUMBER_OF_TAGS_PER_MODEL = 5; | ||
const N_WORKERS = 16; | ||
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interface OutputItem { | ||
model: string; | ||
gguf: string; | ||
ollama: { | ||
template: string; | ||
tokens: string[]; | ||
params?: any; | ||
}; | ||
} | ||
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const getSpecialTokens = (tmpl: string): string[] => { | ||
const matched = tmpl.match(RE_SPECIAL_TOKEN); | ||
const tokens = Array.from(matched || []); | ||
return Array.from(new Set(tokens)); // deduplicate | ||
}; | ||
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(async () => { | ||
writeFileSync("ollama_tmp.jsonl", ""); // clear the file | ||
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const models: string[] = []; | ||
const output: OutputItem[] = []; | ||
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const html = await (await fetch("https://ollama.com/library")).text(); | ||
const matched = html.match(/href="\/library\/[^"]+/g); | ||
if (!matched) { | ||
throw new Error("cannot find any model url"); | ||
} | ||
for (let i = 0; i < matched.length; i++) { | ||
models.push(matched[i].replace('href="/', "")); | ||
} | ||
console.log({ models }); | ||
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//////// Get tags //////// | ||
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let nDoing = 0; | ||
let nAll = models.length; | ||
const modelsWithTag: string[] = []; | ||
const workerGetTags = async () => { | ||
while (true) { | ||
const model = models.shift(); | ||
if (!model) return; | ||
nDoing++; | ||
console.log(`Getting tags ${nDoing} / ${nAll}`); | ||
const html = await (await fetch(`https://ollama.com/${model}`)).text(); | ||
const matched = html.match(/href="\/library\/[^"]+/g); | ||
if (!matched) { | ||
throw new Error("cannot find any tag url"); | ||
} | ||
for (let i = 0; i < matched.length && i < MAX_NUMBER_OF_TAGS_PER_MODEL; i++) { | ||
const midAndTag: string = matched[i].replace('href="/', ""); | ||
if (midAndTag.match(/:/) && !midAndTag.match(/\/blobs/)) { | ||
modelsWithTag.push(midAndTag); | ||
} | ||
} | ||
} | ||
}; | ||
await Promise.all( | ||
Array(N_WORKERS) | ||
.fill(null) | ||
.map(() => workerGetTags()) | ||
); | ||
console.log({ modelsWithTag }); | ||
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//////// Get template //////// | ||
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nDoing = 0; | ||
nAll = modelsWithTag.length; | ||
let seenTemplate = new Set(); | ||
const workerGetTemplate = async () => { | ||
while (true) { | ||
const modelWithTag = modelsWithTag.shift(); | ||
if (!modelWithTag) return; | ||
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nDoing++; | ||
const [model, tag] = modelWithTag.split(":"); | ||
console.log(`Fetch template ${nDoing} / ${nAll} | model=${model} tag=${tag}`); | ||
const getBlobUrl = (digest) => `https://registry.ollama.com/v2/${model}/blobs/${digest}`; | ||
const manifest = await (await fetch(`https://registry.ollama.com/v2/${model}/manifests/${tag}`)).json(); | ||
if (!manifest.layers) { | ||
console.log(" --> [X] No layers"); | ||
continue; | ||
} | ||
const modelUrl = getBlobUrl(manifest.layers.find((l) => l.mediaType.match(/\.model/)).digest); | ||
const ggufData = await gguf(modelUrl); | ||
const { metadata } = ggufData; | ||
const ggufTmpl = metadata["tokenizer.chat_template"]; | ||
if (ggufTmpl) { | ||
if (seenTemplate.has(ggufTmpl)) { | ||
console.log(" --> Already seen this GGUF template, skip..."); | ||
continue; | ||
} | ||
seenTemplate.add(ggufTmpl); | ||
console.log(" --> GGUF chat template OK"); | ||
const tmplBlob = manifest.layers.find((l) => l.mediaType.match(/\.template/)); | ||
if (!tmplBlob) continue; | ||
const ollamaTmplUrl = getBlobUrl(tmplBlob.digest); | ||
if (!ollamaTmplUrl) { | ||
console.log(" --> [X] No ollama template"); | ||
continue; | ||
} | ||
const ollamaTmpl = await (await fetch(ollamaTmplUrl)).text(); | ||
console.log(" --> All OK"); | ||
const record: OutputItem = { | ||
model: modelWithTag, | ||
gguf: ggufTmpl, | ||
ollama: { | ||
template: ollamaTmpl, | ||
tokens: getSpecialTokens(ggufTmpl), | ||
}, | ||
}; | ||
// get params | ||
const ollamaParamsBlob = manifest.layers.find((l) => l.mediaType.match(/\.params/)); | ||
const ollamaParamsUrl = ollamaParamsBlob ? getBlobUrl(ollamaParamsBlob.digest) : null; | ||
if (ollamaParamsUrl) { | ||
console.log(" --> Got params"); | ||
record.ollama.params = await (await fetch(ollamaParamsUrl)).json(); | ||
} | ||
output.push(record); | ||
appendFileSync("ollama_tmp.jsonl", JSON.stringify(record) + "\n"); | ||
} else { | ||
console.log(" --> [X] No GGUF template"); | ||
continue; | ||
} | ||
//console.log({modelUrl, ggufData}); | ||
//break; | ||
} | ||
}; | ||
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await Promise.all( | ||
Array(N_WORKERS) | ||
.fill(null) | ||
.map(() => workerGetTemplate()) | ||
); | ||
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console.log("DONE"); | ||
output.sort((a, b) => a.model.localeCompare(b.model)); | ||
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writeFileSync( | ||
"./src/chat-template-automap.ts", | ||
` | ||
// This file is auto generated, please do not modify manually | ||
// To update it, run "pnpm run build:automap" | ||
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import { OllamaChatTemplateMapEntry } from "./types"; | ||
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export const OLLAMA_CHAT_TEMPLATE_MAPPING: OllamaChatTemplateMapEntry[] = ${JSON.stringify(output, null, "\t")}; | ||
`.trim() | ||
); | ||
})(); |
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TODO: complete this @ngxson