├── .dockerignore ├── .gitignore ├── .nvmrc ├── Dockerfile ├── LICENSE.txt ├── README.md ├── download-model.py ├── package-lock.json ├── package.json ├── public ├── css │ ├── daisyui@2.6.0.css │ └── tailwind-typography@0.1.2.css └── js │ ├── README.md │ ├── alpinejs@3.12.2.js │ └── tailwindcss@3.3.2.js ├── requirements.txt ├── src ├── alpine.mts ├── daisy.mts └── index.mts └── tsconfig.json /.dockerignore: -------------------------------------------------------------------------------- 1 | node_modules 2 | npm-debug.log -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | node_modules 2 | *.log 3 | *.bin 4 | .DS_Store -------------------------------------------------------------------------------- /.nvmrc: -------------------------------------------------------------------------------- 1 | v18.16.0 2 | -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- 1 | FROM python:latest 2 | 3 | ENV PYTHONUNBUFFERED 1 4 | 5 | EXPOSE 7860 6 | 7 | RUN apt update 8 | 9 | RUN apt install curl 10 | 11 | RUN curl -fsSL https://deb.nodesource.com/setup_18.x | bash - 12 | 13 | RUN apt install nodejs 14 | 15 | RUN useradd -m -u 1000 user 16 | USER user 17 | ENV HOME=/home/user \ 18 | PATH=/home/user/.local/bin:$PATH 19 | 20 | WORKDIR $HOME/app 21 | 22 | COPY --chown=user package*.json . 23 | 24 | RUN npm install 25 | 26 | COPY requirements.txt ./ 27 | RUN pip install --upgrade pip && \ 28 | pip install -r requirements.txt 29 | 30 | COPY --chown=user . . 31 | 32 | # a limitation of Pythonia is that async calls can timeout 33 | # so we perform the slow operation of downloading the model to cache beforehand 34 | RUN python download-model.py 35 | 36 | CMD [ "npm", "run", "start" ] -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [yyyy] [name of copyright owner] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | --- 2 | title: Template Node WizardCoder Express 3 | emoji: 🧙 4 | colorFrom: blue 5 | colorTo: purple 6 | sdk: docker 7 | pinned: false 8 | app_port: 7860 9 | --- 10 | 11 | A minimalist Docker space to help people getting started with Node, WizardCoder (through CTransformers and Pythonia), Express and TypeScript. 12 | Ready to be used in a Hugging Face Space. 13 | 14 | 15 | # Examples 16 | 17 | ## Live example 18 | 19 | Note: the space make take a few minutes to start. 20 | If it begins outputing bad HTML, release the page. 21 | 22 | https://huggingface.co/spaces/jbilcke-hf/template-node-wizardcoder-express?prompt=the%20landing%20page%20of%20a%20dog%20sitting%20company%20operating%20in%20NYC 23 | 24 | ## Local prompt examples 25 | 26 | http://localhost:7860/?prompt=a%20landing%20page%20for%20a%20company%20called%20Hugging%20Face 27 | http://localhost:7860?prompt=the%20landing%20page%20of%20a%20dog%20sitting%20company%20operating%20in%20NYC 28 | 29 | ## Installation 30 | 31 | ### Prerequisites 32 | 33 | - Install NVM: https://github.com/nvm-sh/nvm 34 | - Install Docker https://www.docker.com 35 | 36 | ### CTransformers 37 | 38 | This project relies on CTransformers called through Pythonia. 39 | 40 | To install ctransformers: 41 | 42 | ```bash 43 | pip install ctransformers 44 | # or this, depending on your Python environment: 45 | # pip3 install ctransformers 46 | ``` 47 | 48 | For GPU (CUDA) support set environment variable CT_CUBLAS=1 and install from source using: 49 | 50 | ```bash 51 | CT_CUBLAS=1 pip install ctransformers --no-binary ctransformers 52 | # or this, depending on your Python environment: 53 | # CT_CUBLAS=1 pip3 install ctransformers --no-binary ctransformers 54 | ``` 55 | 56 | ### Building and run without Docker 57 | 58 | ```bash 59 | nvm use 60 | npm i 61 | npm run start 62 | ``` 63 | 64 | ### Building and running with Docker 65 | 66 | ```bash 67 | npm run docker 68 | ``` 69 | 70 | This script is a shortcut executing the following commands: 71 | 72 | ```bash 73 | docker build -t template-node-wizardcoder-express . 74 | docker run -it -p 7860:7860 template-node-wizardcoder-express 75 | ``` 76 | 77 | Attention! If you have a Mac, you may have trouble running the project on your machine. 78 | 79 | You will see the following error message because Docker won't be able to use the pre-generated binaries for `libctransformers.so` due to architecture incompatibility: 80 | 81 | ``` 82 | 🌉 OSError: /home/user/.local/lib/python3.11/site-packages/ctransformers/lib/avx2/libctransformers.so: cannot open shared object file: No such file or directory] 83 | ``` 84 | 85 | However if you run your project on a Hugging Face space, you should be just fine :) 86 | 87 | ### Deployment to Hugging Face 88 | 89 | The standard free CPU instance (16 Gb) will not be enough for WizardCoder, you should use the upgraded CPU instance (32 Gb) 90 | 91 | I haven't upgraded mine yet, so it will probably crash when you try it: 92 | https://huggingface.co/spaces/jbilcke-hf/template-node-wizardcoder-express 93 | -------------------------------------------------------------------------------- /download-model.py: -------------------------------------------------------------------------------- 1 | # a small hack for Pythonia, this allows us to download WizardCoder to it's download directory 2 | # that way it will become readily available to our Node program 3 | from ctransformers import AutoModelForCausalLM 4 | AutoModelForCausalLM.from_pretrained("TheBloke/WizardCoder-15B-1.0-GGML", model_file="WizardCoder-15B-1.0.ggmlv3.q4_0.bin", model_type="starcoder") -------------------------------------------------------------------------------- /package-lock.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "template-node-wizardcoder-express", 3 | "version": "1.0.0", 4 | "lockfileVersion": 3, 5 | "requires": true, 6 | "packages": { 7 | "": { 8 | "name": "template-node-wizardcoder-express", 9 | "version": "1.0.0", 10 | "license": "Apache License", 11 | "dependencies": { 12 | "@types/express": "^4.17.17", 13 | "express": "^4.18.2", 14 | "pythonia": 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Did you forget to add `defer` in Alpine's ``) 20 | .join("") 21 | 22 | // import the language model (note: need a fast internet link) 23 | const llm = await AutoModelForCausalLM.from_pretrained$( 24 | "TheBloke/WizardCoder-15B-1.0-GGML", { 25 | model_file: "WizardCoder-15B-1.0.ggmlv3.q4_0.bin", 26 | model_type: "starcoder" 27 | }) 28 | 29 | const app = express() 30 | const port = 7860 31 | 32 | const timeoutInSec = 60 * 60 33 | 34 | console.log("timeout set to 60 minutes") 35 | 36 | app.use(express.static("public")) 37 | 38 | const maxParallelRequests = 1 39 | 40 | const pending: { 41 | total: number; 42 | queue: string[]; 43 | } = { 44 | total: 0, 45 | queue: [], 46 | } 47 | 48 | const endRequest = (id: string, reason: string) => { 49 | if (!id || !pending.queue.includes(id)) { 50 | return 51 | } 52 | 53 | pending.queue = pending.queue.filter(i => i !== id) 54 | console.log(`request ${id} ended (${reason})`) 55 | } 56 | 57 | // we need to exit the open Python process or else it will keep running in the background 58 | process.on('SIGINT', () => { 59 | try { 60 | (python as any).exit() 61 | } catch (err) { 62 | // exiting Pythonia can get a bit messy: try/catch or not, 63 | // you *will* see warnings and tracebacks in the console 64 | } 65 | process.exit(0) 66 | }) 67 | 68 | app.get("/debug", (req, res) => { 69 | res.write(JSON.stringify({ 70 | nbTotal: pending.total, 71 | nbPending: pending.queue.length, 72 | queue: pending.queue, 73 | })) 74 | res.end() 75 | }) 76 | 77 | app.get("/", async (req, res) => { 78 | // naive implementation: we say we are out of capacity 79 | if (pending.queue.length >= maxParallelRequests) { 80 | res.write("sorry, max nb of parallel requests reached") 81 | res.end() 82 | return 83 | } 84 | // alternative approach: kill old queries 85 | // while (pending.queue.length > maxParallelRequests) { 86 | // endRequest(pending.queue[0], 'max nb of parallel request reached') 87 | // } 88 | 89 | const id = `${pending.total++}` 90 | console.log(`new request ${id}`) 91 | 92 | pending.queue.push(id) 93 | 94 | const prefix = `${css}${script}` 95 | res.write(prefix) 96 | 97 | req.on("close", function() { 98 | endRequest(id, "browser ended the connection") 99 | }) 100 | 101 | // for testing we kill after some delay 102 | setTimeout(() => { 103 | endRequest(id, `timed out after ${timeoutInSec}s`) 104 | }, timeoutInSec * 1000) 105 | 106 | 107 | const finalPrompt = `# Context 108 | Generate a webpage written in English about: ${req.query.prompt}. 109 | # Documentation 110 | ${daisy} 111 | # Guidelines 112 | - Do not write a tutorial or repeat the instruction, but directly write the final code within a script tag 113 | - Use a color scheme consistent with the brief and theme 114 | - You need to use Tailwind CSS and DaisyUI for the UI, pure vanilla JS and AlpineJS for the JS. 115 | - You vanilla JS code will be written directly inside the page, using 116 | - You MUST use English, not Latin! (I repeat: do NOT write lorem ipsum!) 117 | - No need to write code comments, and try to make the code compact (short function names etc) 118 | - Use a central layout by wrapping everything in a \`
\` 119 | # Result output 120 | ${prefix}` 121 | 122 | 123 | try { 124 | // be careful: if you input a prompt which is too large, you may experience a timeout 125 | const inputTokens = await llm.tokenize(finalPrompt) 126 | console.log("initializing the generator (may take 30s or more)") 127 | const generator = await llm.generate(inputTokens) 128 | console.log("generator initialized, beginning token streaming..") 129 | for await (const token of generator) { 130 | if (!pending.queue.includes(id)) { 131 | break 132 | } 133 | const tmp = await llm.detokenize(token) 134 | process.stdout.write(tmp) 135 | res.write(tmp) 136 | } 137 | 138 | endRequest(id, `normal end of the LLM stream for request ${id}`) 139 | } catch (e) { 140 | endRequest(id, `premature end of the LLM stream for request ${id} (${e})`) 141 | } 142 | 143 | try { 144 | res.end() 145 | } catch (err) { 146 | console.log(`couldn't end the HTTP stream for request ${id} (${err})`) 147 | } 148 | 149 | }) 150 | 151 | app.listen(port, () => { console.log(`Open http://localhost:${port}/?prompt=a%20landing%20page%20for%20a%20company%20called%20Hugging%20Face`) }) 152 | 153 | -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "allowJs": true, 4 | "esModuleInterop": true, 5 | "allowSyntheticDefaultImports": true, 6 | "module": "nodenext", 7 | "noEmit": true, 8 | "allowImportingTsExtensions": true, 9 | "target": "es2017" 10 | }, 11 | "include": ["**/*.ts", "**/*.mts"], 12 | } --------------------------------------------------------------------------------