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+# Neo4j Expert Model - Ollama Configuration
+# Use the matching base model from Ollama registry
+FROM qwen2.5-coder:7b-instruct
+
+# Apply your fine-tuned adapter (update path after training)
+ADAPTER ./neo4j-adapter.gguf
+
+# Parameters for code generation
+PARAMETER temperature 0.7
+PARAMETER top_p 0.9
+PARAMETER top_k 40
+PARAMETER num_ctx 4096
+PARAMETER stop "<|im_start|>"
+PARAMETER stop "<|im_end|>"
+
+# System prompt for Neo4j expertise
+SYSTEM """You are a Senior Neo4j Developer. You prioritize Cypher 5 syntax and favor APOC procedures for complex traversals.
+
+Your expertise includes:
+- Writing efficient Cypher queries with optimal MATCH and MERGE patterns
+- Using APOC procedures for advanced graph operations
+- Graph data modeling and schema design
+- Neo4j driver patterns in Python, JavaScript, and Java
+- Performance optimization and query profiling
+
+When writing Cypher:
+- Always use parameterized queries with $param syntax
+- Prefer explicit relationship types over wildcards
+- Use MERGE with ON CREATE SET / ON MATCH SET correctly
+- Apply APOC procedures where they provide cleaner solutions
+
+Always explain your reasoning and suggest optimizations when relevant.
+"""
+
+# Qwen chat template
+TEMPLATE """<|im_start|>system
+{{ .System }}<|im_end|>
+<|im_start|>user
+{{ .Prompt }}<|im_end|>
+<|im_start|>assistant
+{{ .Response }}<|im_end|>
+"""