feat: update README.md (#6)

* feat: update README.md

* fix: remove cortex-cpp

---------

Co-authored-by: vansangpfiev <[email protected]>

README.md

@@ -1 +1,102 @@
-# cortex.onnx
+# cortex.onnx
+cortex.onnx is a high-efficiency C++ inference engine for edge computing focusing on Windows platform using DirectML for GPU acceleration. 
+
+It is a dynamic library that can be loaded by any server at runtime.
+
+# Repo Structure
+```
+.
+├── base -> Engine interface
+├── examples -> Server example to integrate engine
+├── onnxruntime-genai -> Upstream onnxruntime-genai
+├── src -> Engine implementation
+├── third-party -> Dependencies of the cortex.onnx project
+```
+
+## Build from source
+
+This guide provides step-by-step instructions for building cortex.onnx from source on Windows systems.
+
+## Clone the Repository
+
+First, you need to clone the cortex.onnx repository:
+
+```bash
+git clone --recurse https://github.com/janhq/cortex.onnx.git
+```
+
+If you don't have git, you can download the source code as a file archive from [cortex.onnx GitHub](https://github.com/janhq/cortex.onnx). 
+
+## Build library with server example
+- **On Windows**
+  Install CMake and MsBuild
+  ```
+  # Build dependencies
+  ./build_cortex_onnx.bat
+
+  # Build engine
+  mkdir build
+  cd build
+  cmake ..
+  cmake --build . --config Release -j4
+
+  # Build server example (from root repository)
+  mkdir -p examples/server/build
+  cd examples/server/build
+  cmake ..
+  cmake --build . --config Release -j4
+  ```
+
+# Quickstart
+**Step 1: Downloading a Model**
+
+Clone a model from https://huggingface.co/cortexhub, checkout to dml branch
+
+**Step 2: Start server**
+- **On Windows**
+
+  ```bash
+  cd examples/server/build/Release
+  mkdir -p engines\cortex.onnx\
+  cp ..\..\..\..\build\Release\engine.dll engines\cortex.onnx\
+  cp ..\..\..\..\onnxruntime-genai\build\Release\*.dll .\
+  server.exe
+  ```
+
+**Step 3: Load model**
+```bash title="Load model"
+curl http://localhost:3928/loadmodel \
+  -H 'Content-Type: application/json' \
+  -d '{
+    "model_path": "./model/llama3",
+    "model_alias": "llama3",
+    "system_prompt": "<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n\n",
+    "user_prompt": "<|eot_id|><|start_header_id|>user<|end_header_id|>\n\n",
+    "ai_prompt": "<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
+  }'
+```
+**Step 4: Making an Inference**
+
+```bash title="cortex.onnx Inference"
+curl http://localhost:3928/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -d '{
+    "messages": [
+      {
+        "role": "system",
+        "content": "You are a helpful assistant."
+      },
+      {
+        "role": "user",
+        "content": "Who won the world series in 2020?"
+      }
+    ],
+    "model": "llama3"
+  }'
+```
+
+Table of parameters
+
+| Parameter        | Type    | Description                                                  |
+|------------------|---------|--------------------------------------------------------------|
+| `model_path` | String  | The file path to the onnx model.                            |