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base_model: unsloth/Phi-3-mini-4k-instruct-bnb-4bit
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tags:
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- unsloth
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language:
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#
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- **License:** apache-2.0
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- **Finetuned from model :** unsloth/Phi-3-mini-4k-instruct-bnb-4bit
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license: mit
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base_model: unsloth/Phi-3-mini-4k-instruct-bnb-4bit
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tags:
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- text-to-sql
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- sql
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- phi-3
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- unsloth
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- gguf
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- ollama
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datasets:
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- b-mc2/sql-create-context
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language:
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# Phi-3-SQL-Expert (GGUF)
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This model is a fine-tuned version of **Microsoft Phi-3-mini-4k-instruct**, specialized for **Text-to-SQL** conversion. It was trained using the `b-mc2/sql-create-context` dataset and is optimized for local inference on consumer hardware.
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## Model Details
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- **Architecture:** Phi-3-mini (3.8B parameters)
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- **Quantization:** Q4_K_M GGUF (Optimised for balance of speed/accuracy)
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- **Fine-tuning Technique:** LoRA (Low-Rank Adaptation) via Unsloth
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- **Primary Task:** Natural Language to SQL Query generation
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## Usage (Ollama)
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To run this model locally, create a `Modelfile` with the following content:
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```dockerfile
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FROM ./phi3-sql-expert.Q4_K_M.gguf
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TEMPLATE """<|system|>
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You are a helpful assistant that writes SQL queries. Given a user question and a table schema, output only the SQL code.<|end|>
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<|user|>
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{{ .Prompt }}<|end|>
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<|assistant|>
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"""
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PARAMETER stop "<|end|>"
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PARAMETER temperature 0.1
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