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@@ -9,6 +9,7 @@ A Transformer-based code fixing model trained on diverse buggy β†’ fixed code pa
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  - **Languages**: Python (initially), can be expanded to JS, Go, etc.
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  ## πŸ”§ Intended Use
 
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  Input a buggy function or script and receive a syntactically and semantically corrected version.
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  **Example**:
@@ -20,35 +21,3 @@ def add(x, y)
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  # Output:
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  def add(x, y):
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  return x + y
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- ```
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-
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- ## 🧠 How it Works
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- The model learns from training examples that map erroneous code to corrected code. It uses token-level sequence generation to predict patches.
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-
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- ## πŸš€ Inference
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- Use `transformers` pipeline or run via CLI:
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- ```python
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- from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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- model = AutoModelForSeq2SeqLM.from_pretrained("YOUR_USERNAME/aifixcode-model")
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- tokenizer = AutoTokenizer.from_pretrained("YOUR_USERNAME/aifixcode-model")
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- input_code = "def foo(x):\n print(x"
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- inputs = tokenizer(input_code, return_tensors="pt")
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- out = model.generate(**inputs, max_length=512)
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- print(tokenizer.decode(out[0], skip_special_tokens=True))
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- ```
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-
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- ## πŸ“‚ Dataset Format
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- ```json
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- [
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- {
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- "input": "def add(x, y)\n return x + y",
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- "output": "def add(x, y):\n return x + y"
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- }
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- ]
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- ```
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-
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- ## πŸ›‘οΈ License
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- MIT License
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-
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- ## πŸ™ Acknowledgements
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- Built using πŸ€— HuggingFace Transformers + Salesforce CodeT5.
 
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  - **Languages**: Python (initially), can be expanded to JS, Go, etc.
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  ## πŸ”§ Intended Use
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+
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  Input a buggy function or script and receive a syntactically and semantically corrected version.
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  **Example**:
 
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  # Output:
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  def add(x, y):
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  return x + y