Implement code changes to enhance functionality and improve performance

.gitignore

@@ -10,5 +10,6 @@ wheels/
 .venv
 .env
 
+# Project Specific
 *.ipynb
-
+ingestion/

core/config.py

@@ -0,0 +1,30 @@
+from pydantic_settings import BaseSettings, SettingsConfigDict
+from pathlib import Path
+
+class Settings(BaseSettings):
+    model_config = SettingsConfigDict(
+        env_file=".env", extra="ignore", env_file_encoding="utf-8"
+    )
+    # --- Application Configuration ---
+    APP_NAME: str = "Makhfi AI"
+    APP_VERSION: str = "0.1.0"
+
+    # --- Graph DB Configuration ---
+    NEO4J_URI: str
+    NEO4J_USER: str
+    NEO4J_PASSWORD: str
+
+    # --- Models Configuration ---
+    OPENAI_API_KEY: str
+    GOOGLE_API_KEY: str
+    DEFAULT_MODEL: str = "gemini-2.5-flash"
+    EMBEDDINGS_MODEL: str = "text-embedding-004"
+    KNOWLEDGE_GRAPH_BUILDER: str = "gemini-2.0-flash"
+
+
+settings = Settings()
+
+ROOT_DIR = Path(__file__).parent.parent
+INGESTION_DIR = ROOT_DIR / "ingestion"
+DOCUMENTS_DIR = INGESTION_DIR / "data"
+METADATA_FILE = INGESTION_DIR / "metadata.csv"

pyproject.toml

@@ -5,13 +5,19 @@ description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.11"
 dependencies = [
+    "falkordb>=1.2.0",
     "fastapi>=0.115.14",
     "ipykernel>=6.29.5",
     "langchain>=0.3.26",
+    "langchain-community>=0.3.27",
     "langchain-google-genai>=2.1.6",
+    "langchain-groq>=0.3.5",
     "langchain-pinecone>=0.2.8",
     "langgraph>=0.5.0",
+    "neo4j>=5.28.1",
+    "pandas>=2.3.0",
     "pinecone>=7.3.0",
+    "pydantic-settings>=2.10.1",
     "python-dotenv>=1.1.1",
     "sqlmodel>=0.0.24",
 ]

uv.lock

@@ -151,6 +151,15 @@ wheels = [
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+[[package]]
+name = "async-timeout"
+version = "5.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a5/ae/136395dfbfe00dfc94da3f3e136d0b13f394cba8f4841120e34226265780/async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3", size = 9274 }
+wheels = [
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+]
+
 [[package]]
 name = "attrs"
 version = "25.3.0"
@@ -292,6 +301,19 @@ wheels = [
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 ]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "marshmallow" },
+    { name = "typing-inspect" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/64/a4/f71d9cf3a5ac257c993b5ca3f93df5f7fb395c725e7f1e6479d2514173c3/dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0", size = 32227 }
+wheels = [
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+]
+
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 name = "debugpy"
 version = "1.8.14"
@@ -340,6 +362,19 @@ wheels = [
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+[[package]]
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+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "python-dateutil" },
+    { name = "redis" },
+]
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 name = "fastapi"
 version = "0.115.14"
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+[[package]]
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+version = "0.29.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "distro" },
+    { name = "httpx" },
+    { name = "pydantic" },
+    { name = "sniffio" },
+    { name = "typing-extensions" },
+]
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 name = "grpcio"
 version = "1.73.1"
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+[[package]]
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 name = "idna"
 version = "3.10"
@@ -851,6 +912,29 @@ wheels = [
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+[[package]]
+name = "langchain-community"
+version = "0.3.27"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "dataclasses-json" },
+    { name = "httpx-sse" },
+    { name = "langchain" },
+    { name = "langchain-core" },
+    { name = "langsmith" },
+    { name = "numpy" },
+    { name = "pydantic-settings" },
+    { name = "pyyaml" },
+    { name = "requests" },
+    { name = "sqlalchemy" },
+    { name = "tenacity" },
+]
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+
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 name = "langchain-core"
 version = "0.3.67"
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+[[package]]
+name = "langchain-groq"
+version = "0.3.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "groq" },
+    { name = "langchain-core" },
+]
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+]
+
 [[package]]
 name = "langchain-openai"
 version = "0.3.27"
@@ -1027,26 +1124,38 @@ name = "makhfi-ai"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
+    { name = "falkordb" },
     { name = "fastapi" },
     { name = "ipykernel" },
     { name = "langchain" },
+    { name = "langchain-community" },
     { name = "langchain-google-genai" },
+    { name = "langchain-groq" },
     { name = "langchain-pinecone" },
     { name = "langgraph" },
+    { name = "neo4j" },
+    { name = "pandas" },
     { name = "pinecone" },
+    { name = "pydantic-settings" },
     { name = "python-dotenv" },
     { name = "sqlmodel" },
 ]
 
 [package.metadata]
 requires-dist = [
+    { name = "falkordb", specifier = ">=1.2.0" },
     { name = "fastapi", specifier = ">=0.115.14" },
     { name = "ipykernel", specifier = ">=6.29.5" },
     { name = "langchain", specifier = ">=0.3.26" },
+    { name = "langchain-community", specifier = ">=0.3.27" },
     { name = "langchain-google-genai", specifier = ">=2.1.6" },
+    { name = "langchain-groq", specifier = ">=0.3.5" },
     { name = "langchain-pinecone", specifier = ">=0.2.8" },
     { name = "langgraph", specifier = ">=0.5.0" },
+    { name = "neo4j", specifier = ">=5.28.1" },
+    { name = "pandas", specifier = ">=2.3.0" },
     { name = "pinecone", specifier = ">=7.3.0" },
+    { name = "pydantic-settings", specifier = ">=2.10.1" },
     { name = "python-dotenv", specifier = ">=1.1.1" },
     { name = "sqlmodel", specifier = ">=0.0.24" },
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