mirror of
https://github.com/allaunthefox/Research-Stack.git
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56 lines
2.2 KiB
Python
56 lines
2.2 KiB
Python
import sys
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import json
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import os
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from pathlib import Path
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# Add project root to path
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sys.path.append("/home/allaun/Research Stack")
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from infra.deepseek_adapter import DeepSeekV4
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def map_equations():
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# Use local DeepSeek V4 client (which will route through Ollama based on previous context)
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client = DeepSeekV4(use_local=True)
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equations_file = "/home/allaun/Documents/Research Stack/data/equations_forest.jsonl"
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equations = []
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with open(equations_file, 'r') as f:
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for line in f:
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if line.strip():
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equations.append(json.loads(line))
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eq_summary = ""
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for idx, eq in enumerate(equations):
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eq_summary += f"{idx+1}. Name: {eq['name']}\n Type: {eq['type']}, Field: {eq.get('street_membership', [])}\n Formula: {eq['formula']}\n\n"
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prompt = f"""
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You are a mathematical physicist and systems architect.
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Analyze the following equations from the Sovereign Research Stack.
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Determine how EVERY equation mathematically, physically, or topologically connects to the others.
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Create a comprehensive mapping showing the dependencies, transformations, or conceptual links between them.
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Ensure you connect EVERY equation provided. Format your output as a markdown document with clear headings, bullet points, and a concluding summary.
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Equations:
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{eq_summary}
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"""
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print(f"Sending prompt to DeepSeek V4 with {len(equations)} equations...")
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messages = [{"role": "user", "content": prompt}]
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try:
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# User explicitly asked for deepseek v4
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res = client.chat(messages, model="deepseek-v4-pro:cloud")
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content = res["message"]["content"]
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except Exception as e:
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print(f"Error using deepseek-v4-pro:cloud: {e}")
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print("Falling back to deepseek-r1:8b...")
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res = client.chat(messages, model="deepseek-r1:8b")
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content = res["message"]["content"]
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output_path = "/home/allaun/Documents/Research Stack/artifacts/equation_connections.md"
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os.makedirs(os.path.dirname(output_path), exist_ok=True)
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with open(output_path, "w") as f:
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f.write(content)
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print(f"Mapping complete. Saved to {output_path}")
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if __name__ == "__main__":
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map_equations()
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