Update README.md
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27
main.py
27
main.py
@@ -14,23 +14,22 @@ neo4j = Neo4j(
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)
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class CypherFromText(dspy.Signature):
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"""Task: Generate Cypher statement to query a graph database.
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Instructions: Use only the provided relationship types and properties in the schema.
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Do not use any other relationship types or properties that are not provided in the schema.
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Do not include any explanations or apologies in your responses.
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Do not respond to any questions that might ask anything else than for you to construct a Cypher statement.
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class CypherFromQuestion(dspy.Signature):
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"""Task: Generate Cypher statement to query a graph database.
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Instructions: Use only the provided relationship types and properties in the schema.
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Do not use any other relationship types or properties that are not provided in the schema.
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Do not include any explanations or apologies in your responses.
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Do not respond to any questions that might ask anything else than for you to construct a Cypher statement.
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Do not include any text except the generated Cypher statement.
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"""
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question = dspy.InputField(
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desc="Question to model using a cypher statement."
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desc="Question to model using a cypher statement. Use only the provided relationship types and properties in the schema."
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)
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neo4j_schema = dspy.InputField(
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desc="Current graph schema in Neo4j as a list of NODES and RELATIONSHIPS."
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)
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statement = dspy.OutputField(
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desc="Cypher statement to merge nodes and relationships found in the text."
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)
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statement = dspy.OutputField(desc="Cypher statement to query the graph database.")
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class GenerateCypherConfig(PrecompiledConfig):
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@@ -47,11 +46,11 @@ class GenerateCypher(PrecompiledProgram):
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model=config.model,
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max_tokens=config.max_tokens,
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)
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self.generate_cypher = dspy.ChainOfThought(CypherFromText)
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self.generate_cypher = dspy.ChainOfThought(CypherFromQuestion)
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self.generate_cypher.set_lm(self.lm)
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def forward(self, text: str, neo4j_schema: list[str]):
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return self.generate_cypher(text=text, neo4j_schema=neo4j_schema)
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def forward(self, question: str, neo4j_schema: list[str]):
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return self.generate_cypher(question=question, neo4j_schema=neo4j_schema)
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generate_cypher = GenerateCypher(GenerateCypherConfig())
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@@ -77,6 +76,6 @@ if __name__ == "__main__":
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generate_cypher.push_to_hub(
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"farouk1/text-to-cypher",
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with_code=True,
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tag="v0.0.8",
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tag="v0.0.9",
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commit_message="Update README.md",
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)
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