From aabc642425e73d9a6239783b6f453be03e6b5657 Mon Sep 17 00:00:00 2001
From: ramadhan sjamsani <ramadhan.sjamsani@gmail.com>
Date: Mon, 19 Jan 2026 17:18:05 +0800
Subject: [PATCH] initial commit

---
 .env.sample                    |  4 ++++
 .gitignore                     |  9 +++++++++
 database/__init__.py           |  0
 database/postgres_embedding.py |  4 ++++
 main.py                        | 20 ++++++++++++++++++++
 requirements.txt               | 14 ++++++++++++++
 6 files changed, 51 insertions(+)
 create mode 100644 .env.sample
 create mode 100644 .gitignore
 create mode 100644 database/__init__.py
 create mode 100644 database/postgres_embedding.py
 create mode 100644 main.py
 create mode 100644 requirements.txt

diff --git a/.env.sample b/.env.sample
new file mode 100644
index 0000000..69e6b7b
--- /dev/null
+++ b/.env.sample
@@ -0,0 +1,4 @@
+POSTGRESQL_HNSW_M=16
+POSTGRESQL_HNSW_EF_CONSTRUCTION=64
+POSTGRESQL_HNSW_EF_SEARCH=40
+POSTGRESQL_HNSW_DIST_METHOD=vector_cosine_ops
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..b3ae7f8
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,9 @@
+
+.conda/
+.venv/
+__pycache__/
+
+.idea/
+.vscode/
+
+.env
\ No newline at end of file
diff --git a/database/__init__.py b/database/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/database/postgres_embedding.py b/database/postgres_embedding.py
new file mode 100644
index 0000000..82b8917
--- /dev/null
+++ b/database/postgres_embedding.py
@@ -0,0 +1,4 @@
+
+
+def ingest_document(source_dir: str = "database"):
+    Settings.emb
\ No newline at end of file
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..dae7524
--- /dev/null
+++ b/main.py
@@ -0,0 +1,20 @@
+from dotenv import load_dotenv
+
+
+
+# This is a sample Python script.
+
+# Press Shift+F10 to execute it or replace it with your code.
+# Press Double Shift to search everywhere for classes, files, tool windows, actions, and settings.
+
+
+def print_hi(name):
+    # Use a breakpoint in the code line below to debug your script.
+    print(f'Hi, {name}')  # Press Ctrl+F8 to toggle the breakpoint.
+
+
+# Press the green button in the gutter to run the script.
+if __name__ == '__main__':
+    print_hi('PyCharm')
+
+# See PyCharm help at https://www.jetbrains.com/help/pycharm/
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..9a780bd
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,14 @@
+langchain
+langchain-google-genai
+langchain-google-vertexai
+langgraph-checkpoint-postgres
+python-dotenv
+psycopg-binary
+psycopg2-pool
+
+llama-index
+llama-index-core
+llama-index-vector-stores-postgres
+llama-index-embeddings-google-genai
+llama-index-llms-google-genai
+llama-index-vector-stores-pinecone
\ No newline at end of file