Update README.md

README.md

@@ -1,3 +1,115 @@
----
-license: mit
----
+---
+license: mit
+---
+This is a stable version of BSJCode, a model capable of fixing as well as optimizing java code.
+
+------------------
+## How to use it:
+
+from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
+import torch
+
+# Load the model and tokenizer
+bnb_config = BitsAndBytesConfig(
+    load_in_4bit=True,
+    bnb_4bit_quant_type="nf4",
+    bnb_4bit_compute_dtype=torch.float16,
+    bnb_4bit_use_double_quant=True,
+    llm_int8_enable_fp32_cpu_offload=True 
+)
+model = AutoModelForCausalLM.from_pretrained(
+    "BSAtlas/BSJCode-1-Stable",
+    quantization_config=bnb_config,
+    device_map="auto"
+).to(device="cuda")
+tokenizer = AutoTokenizer.from_pretrained("BSAtlas/BSJCode-1-Stable")
+
+
+def detect_and_fix_bugs(code_snippet):
+    # Prepare the prompt
+    prompt = f"""You are an expert Java code optimizer and bug fixer. 
+    Analyze the following code, identify any bugs or inefficiencies, 
+    and provide an optimized and corrected version:
+
+    ```java
+    {code_snippet}
+    ```
+
+    Optimized and Fixed Code:"""
+
+    # Tokenize the input
+    inputs = tokenizer(prompt, return_tensors="pt", truncation=True, max_length=1024)
+
+    # Generate code
+    with torch.no_grad():
+        outputs = model.generate(
+            input_ids=inputs['input_ids'],
+            attention_mask=inputs['attention_mask'],
+            max_length=1024,  # Adjust based on your model's training
+            num_return_sequences=1,
+            do_sample=True,
+            temperature=0.7,
+            top_k=50,
+            top_p=0.95,
+            repetition_penalty=1.2
+        )
+    
+    # Decode the output
+    generated_code = tokenizer.decode(outputs[0], skip_special_tokens=True)
+    
+    # Extract the code portion after the prompt
+    code_start = generated_code.find("Optimized and Fixed Code:")
+    if code_start != -1:
+        fixed_code = generated_code[code_start + len("Optimized and Fixed Code:"):].strip()
+    else:
+        fixed_code = generated_code
+
+    return fixed_code
+
+
+    sample_code = """
+public class ThreadSafetyExample {
+    private int counter = 0;
+
+    public void increment() {
+        // Not thread-safe method
+        counter++;
+    }
+
+    public int getCounter() {
+        return counter;
+    }
+
+    public static void main(String[] args) {
+        ThreadSafetyExample example = new ThreadSafetyExample();
+
+        Thread t1 = new Thread(() -> {
+            for (int i = 0; i < 1000; i++) {
+                example.increment();
+            }
+        });
+
+        Thread t2 = new Thread(() -> {
+            for (int i = 0; i < 1000; i++) {
+                example.increment();
+            }
+        });
+
+        t1.start();
+        t2.start();
+
+        try {
+            t1.join();
+            t2.join();
+        } catch (InterruptedException e) {
+            e.printStackTrace();
+        }
+
+        System.out.println("Final Counter: " + example.getCounter());
+    }
+}
+"""
+fixed_code = detect_and_fix_bugs(sample_code)
+print(fixed_code)
+--------------------------------------------------------------------------
+