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Update README.md

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@@ -21,3 +21,56 @@ 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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  # Output:
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  def add(x, y):
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  return x + y
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+
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+ 🧠 How it Works
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+
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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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+ πŸš€ Inference
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+
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+ Use the transformers pipeline or run via CLI:
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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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+
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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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+ πŸ“‚ Dataset Format
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+
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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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+ πŸ›‘οΈ License
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+ MIT License
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+ πŸ™ Acknowledgements
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+ Built using πŸ€— HuggingFace Transformers + Salesforce CodeT5.
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+ ---
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+ ### ❗ Common Issues That Break Model Cards
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+ - **Using triple quotes** (`"""`) to wrap content β†’ ❌ Not allowed in Markdown.
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+ - **Markdown inside Python strings** β†’ ❌ Will not render correctly.
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+ - **Non-escaped special characters** β†’ e.g., `[` or `*` inside code blocks.
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+ - **Improper indentation inside code fences** β†’ causes rendering problems.
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+ - **Incorrect file name** β†’ Make sure the file is named `README.md` exactly (case-sensitive).
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+
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+ ---
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+ If you're uploading this model via the Hugging Face CLI (`transformers-cli` or `huggingface_hub`), placing the `README.md` in the root of your model directory will automatically display it on the model page.
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+ Would you like me to validate this model card in Hugging Face's format validator or prepare a metadata block (`model-index`, `tags`, etc.) as well?
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+