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--- |
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library_name: transformers.js |
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base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B |
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--- |
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https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B with ONNX weights to be compatible with Transformers.js. |
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## Usage (Transformers.js) |
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If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.js) JavaScript library from [NPM](https://www.npmjs.com/package/@huggingface/transformers) using: |
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```bash |
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npm i @huggingface/transformers |
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``` |
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**Example:** Text-generation w/ `onnx-community/DeepSeek-R1-Distill-Qwen-1.5B-ONNX` |
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```js |
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import { pipeline, TextStreamer } from "@huggingface/transformers"; |
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// Create a text generation pipeline |
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const generator = await pipeline( |
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"text-generation", |
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"onnx-community/DeepSeek-R1-Distill-Qwen-1.5B-ONNX", |
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{ dtype: "q4f16" }, |
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); |
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// Define the list of messages |
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const messages = [ |
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{ role: "user", content: "Solve the equation: x^2 - 3x + 2 = 0" }, |
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]; |
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// Create text streamer |
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const streamer = new TextStreamer(generator.tokenizer, { |
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skip_prompt: true, |
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// callback_function: (text) => { }, // Optional callback function |
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}) |
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// Generate a response |
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const output = await generator(messages, { max_new_tokens: 512, do_sample: false, streamer }); |
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console.log(output[0].generated_text.at(-1).content); |
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``` |
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<details> |
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<summary>See example output</summary> |
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``` |
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<think> |
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To solve the quadratic equation \( x^2 - 3x + 2 = 0 \), I'll start by factoring the left-hand side. I need to find two numbers that multiply to 2 and add up to -3. These numbers are -1 and -2. |
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Next, I'll rewrite the equation as \( (x - 1)(x - 2) = 0 \). |
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Using the zero product property, I'll set each factor equal to zero: |
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1. \( x - 1 = 0 \) leads to \( x = 1 \). |
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2. \( x - 2 = 0 \) leads to \( x = 2 \). |
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Therefore, the solutions to the equation are \( x = 1 \) and \( x = 2 \). |
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</think> |
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To solve the quadratic equation: |
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\[ |
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x^2 - 3x + 2 = 0 |
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\] |
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**Step 1: Factor the Quadratic** |
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We look for two numbers that multiply to \( +2 \) and add up to \( -3 \). These numbers are \( -1 \) and \( -2 \). |
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\[ |
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x^2 - 3x + 2 = (x - 1)(x - 2) = 0 |
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\] |
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**Step 2: Apply the Zero Product Property** |
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If the product of two factors is zero, at least one of the factors must be zero. |
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\[ |
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x - 1 = 0 \quad \text{or} \quad x - 2 = 0 |
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\] |
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**Step 3: Solve for \( x \)** |
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\[ |
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x = 1 \quad \text{or} \quad x = 2 |
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\] |
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**Final Answer:** |
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\[ |
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\boxed{1 \text{ and } 2} |
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\] |
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``` |
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</details> |
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--- |
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Note: Having a separate repo for ONNX weights is intended to be a temporary solution until WebML gains more traction. If you would like to make your models web-ready, we recommend converting to ONNX using [🤗 Optimum](https://huggingface.co/docs/optimum/index) and structuring your repo like this one (with ONNX weights located in a subfolder named `onnx`). |