Update README.md

README.md

@@ -5,4 +5,97 @@ base_model: deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
 
 https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B with ONNX weights to be compatible with Transformers.js.
 
+
+
+## Usage (Transformers.js)
+
+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:
+```bash
+npm i @huggingface/transformers
+```
+
+
+**Example:** Text-generation w/ `onnx-community/DeepSeek-R1-Distill-Qwen-1.5B-ONNX`
+
+```js
+import { pipeline, TextStreamer } from "@huggingface/transformers";
+
+// Create a text generation pipeline
+const generator = await pipeline(
+  "text-generation",
+  "onnx-community/DeepSeek-R1-Distill-Qwen-1.5B-ONNX",
+  { dtype: "q4f16" },
+);
+
+// Define the list of messages
+const messages = [
+  { role: "user", content:  "Solve the equation: x^2 - 3x + 2 = 0" },
+];
+
+// Create text streamer
+const streamer = new TextStreamer(generator.tokenizer, {
+  skip_prompt: true,
+  // callback_function: (text) => { }, // Optional callback function
+})
+
+// Generate a response
+const output = await generator(messages, { max_new_tokens: 512, do_sample: false, streamer });
+console.log(output[0].generated_text.at(-1).content);
+```
+
+<details>
+<summary>See example output</summary>
+
+```
+<think>
+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.
+
+Next, I'll rewrite the equation as \( (x - 1)(x - 2) = 0 \). 
+
+Using the zero product property, I'll set each factor equal to zero:
+1. \( x - 1 = 0 \) leads to \( x = 1 \).
+2. \( x - 2 = 0 \) leads to \( x = 2 \).
+
+Therefore, the solutions to the equation are \( x = 1 \) and \( x = 2 \).
+</think>
+
+To solve the quadratic equation:
+
+\[
+x^2 - 3x + 2 = 0
+\]
+
+**Step 1: Factor the Quadratic**
+
+We look for two numbers that multiply to \( +2 \) and add up to \( -3 \). These numbers are \( -1 \) and \( -2 \).
+
+\[
+x^2 - 3x + 2 = (x - 1)(x - 2) = 0
+\]
+
+**Step 2: Apply the Zero Product Property**
+
+If the product of two factors is zero, at least one of the factors must be zero.
+
+\[
+x - 1 = 0 \quad \text{or} \quad x - 2 = 0
+\]
+
+**Step 3: Solve for \( x \)**
+
+\[
+x = 1 \quad \text{or} \quad x = 2
+\]
+
+**Final Answer:**
+
+\[
+\boxed{1 \text{ and } 2}
+\]
+```
+  
+</details>
+
+---
+
 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`).