README.md

---
license: apache-2.0
datasets:
- nvidia/OpenCodeReasoning
- vicgalle/creative-rubrics-gpt-4.5-o3-R1
base_model:
- unsloth/Qwen3-4B
- Qwen/Qwen3-4B
tags:
- unsloth
- trl
- sft
- code
- coding
- cot
- reasoning
- thinking
- think
pipeline_tag: text-generation
---
# Qwen 3 Code Reasoning 

![image/png](https://cdn-uploads.huggingface.co/production/uploads/675ad7bb117ff085ba7d9409/FBfrcgyBVmSdHg63CKu8h.png)
<small>Generated by reveai.org</small>

A small Qwen 3  4 billion parameter model trained on [nvidia/OpenCodeReasoning](https://huggingface.co/datasets/nvidia/OpenCodeReasoning) for coding tasks.
For Coding, it is recommended to be in thinking mode.  

## Recommended parameters:
- Context window : > 10000
- Temperature : 0.7
- Top_p : 60
- Top_k : 0.99
- Min_p : 0.05

## Strengths 
- Code generation
- Logical question answering

## Drawbacks 
- Heavy overthinking
- Context overflow

## Recommended Usage: 
- [vllm](https://github.com/vllm-project/vllm)
- [transformers](https://github.com/QwenLM/Qwen3?tab=readme-ov-file#run-qwen3)

### GGUF VERSION
[Quantized GGUF](https://huggingface.co/ertghiu256/qwen3-4b-code-reasoning-gguf) 

## Example Usage : 
```
> Write me a snake game in python. Ensure all keybinding (WASD) work properly and all mechanics from the original snake game works. /think
<think>
Okay, I need to write a Snake game in Python where all the keybindings (WASD) work properly and all the original mechanics are included. Let me think about how to approach this.

First, I remember that the classic Snake game works by having a snake move in a direction, grow when it eats food, and die if it hits the wall or itself. The keybindings should allow the snake to change direction using W, A, S, D. But I need to make sure that the movement is smooth and that the snake can't reverse direction immediately, which might cause it to collide with itself right away.

So, the plan is to use the pygame library because it's commonly used for game development in Python. I'll need to initialize the game window, set up the display, handle the game loop, manage the snake's movement, check for collisions, and handle the food.

Let me outline the steps:

Import necessary modules: Pygame, sys, random for generating food, time for delay.
Initialize Pygame: Set up the display, clock, fonts, etc.
Define constants: Screen size, grid size (like 20x20), snake speed, colors.
Create the Snake class: Each segment of the snake. The snake moves in a direction, and each segment follows the previous one.
Create the Food class: Randomly placed on the screen, and when eaten, the snake grows.
Game loop:
Handle events (WASD for direction).
Move the snake.
Check for collisions (walls or self).
Check if food is eaten, then increase length.
Update the display.
Control the game speed with a clock.
Handle keybindings: Make sure that the snake can't reverse direction. So, if the current direction is right, the next can't be left, and so on.
Wait, but in the original Snake game, ...(Too long)
</think>

Here's a complete implementation of the **Snake Game** using the `pygame` library. The game allows the player to control the snake using the **WASD keys**, and the snake moves in the direction of the last key pressed. The game ends when the snake collides with the wall or itself, and the snake grows by one segment each time it eats the food.

---

### ✅ Features:
- **WASD Controls**:
  - `W` → Up
  - `A` → Left
  - `S` → Down
  - `D` → Right
- **Food Generation**:
  - Randomly placed on a 32×24 grid (640×480 pixels).
- **Game Over**:
  - Ends when the snake hits the wall or itself.
- **Speed Control**:
  - Set with `clock.tick(10)` to control the game speed.

---

### 🧠 How It Works:
1. The snake starts with 3 segments.
2. The player uses `W`, `A`, `S`, `D` to change the direction.
3. The snake moves in the current direction, growing if it eats the food.
4. When the snake collides with the wall or itself, the game ends.

---

### 📦 Code Implementation

```python
import pygame
import sys
import random

# Initialize Pygame
pygame.init()

# Game settings
SCREEN_WIDTH = 640
SCREEN_HEIGHT = 480
BLOCK_SIZE = 20
GRID_WIDTH = SCREEN_WIDTH // BLOCK_SIZE
GRID_HEIGHT = SCREEN_HEIGHT // BLOCK_SIZE

# Colors
BLACK = (0, 0, 0)
GREEN = (0, 255, 0)
RED = (255, 0, 0)

# Initialize screen
screen = pygame.display.set_mode((SCREEN_WIDTH, SCREEN_HEIGHT))
pygame.display.set_caption("Snake Game")

# Clock
clock = pygame.time.Clock()

# Snake
snake_segments = [(3, 3), (2, 3), (1, 3)]
direction = (1, 0)  # Start moving right

# Food
def generate_food():
    while True:
        x = random.randint(0, GRID_WIDTH - 1)
        y = random.randint(0, GRID_HEIGHT - 1)
        if (x, y) not in snake_segments:
            return (x, y)

food = generate_food()

# Game loop
running = True
ate_food = False

while running:
    for event in pygame.event.get():
        if event.type == pygame.QUIT:
            running = False
        elif event.type == pygame.KEYDOWN:
            if event.key == pygame.K_w:
                direction = (0, -1)
            elif event.key == pygame.K_a:
                direction = (-1, 0)
            elif event.key == pygame.K_s:
                direction = (0, 1)
            elif event.key == pygame.K_d:
                direction = (1, 0)

    # Move the snake
    new_head = (snake_segments[0][0] + direction[0], snake_segments[0][1] + direction[1])
    snake_segments.insert(0, new_head)
    if not ate_food:
        snake_segments.pop()
    ate_food = False

    # Check for collisions
    if (new_head[0] < 0 or new_head[0] >= GRID_WIDTH or
        new_head[1] < 0 or new_head[1] >= GRID_HEIGHT):
        pygame.quit()
        sys.exit()
    if new_head in snake_segments[1:]:
        pygame.quit()
        sys.exit()

    # Check if food is eaten
    if new_head == food:
        food = generate_food()
        ate_food = True

    # Draw everything
    screen.fill(BLACK)
    for segment in snake_segments:
        pygame.draw.rect(screen, GREEN, (segment[0] * BLOCK_SIZE, segment[1] * BLOCK_SIZE, BLOCK_SIZE, BLOCK_SIZE))
    pygame.draw.rect(screen, RED, (food[0] * BLOCK_SIZE, food[1] * BLOCK_SIZE, BLOCK_SIZE, BLOCK_SIZE))
    pygame.display.flip()

    # Control the game speed
    clock.tick(10)

pygame.quit()
sys.exit()
```⠀

---

### 🧪 How to Run:
1. Install `pygame` using pip:
   `pip install pygame`
2. Save the code in a file, e.g., `snake_game.py`.
3. Run the file using Python:
   `python snake_game.py`

---

### 🚀 Tips:
- The game is fast-paced. You can slow it down by increasing the value in `clock.tick(10)` (e.g., `clock.tick(15)`).
- The snake starts in the middle of the screen, and the food is placed randomly.

Enjoy playing the **Snake Game**! 🐍🎮
```