tried deploying but it didn't work with free plans on posit or hugging face

Author: MhmdJamaal

Makefile

@@ -1,48 +1,20 @@
-# .PHONY: data build clean all app
-
-# data:
-# 	python src/download_data.py
-
-# build: data
-# 	python src/build_bm25.py
-# 	python src/build_semantic.py
-# 	python src/RAG_pipeline.py
-# 	python src/hybrid_RAG.py
-
-
-# app:
-# 	shiny run app/app.py
-
-# all: build app
-
-# clean:
-# 	rm -rf data/processed/* data/merged/* models/*
-
-.PHONY: data build clean all app check
-
-# Ensure scripts always run from project root
-PYTHON = python
-ROOT_DIR := $(shell pwd)
+.PHONY: data build clean all app
 
 data:
-	cd $(ROOT_DIR) && $(PYTHON) src/download_data.py
+	python src/download_data.py
 
 build: data
-	cd $(ROOT_DIR) && $(PYTHON) src/build_bm25.py
-	cd $(ROOT_DIR) && $(PYTHON) src/build_semantic.py
+	python src/build_bm25.py
+	python src/build_semantic.py
+	python src/RAG_pipeline.py
+	python src/hybrid_RAG.py
+
 
 app:
-	cd $(ROOT_DIR) && shiny run app/app.py
+	shiny run app/app.py
 
 all: build app
 
-# Check if all required artifacts exist
-check:
-	@test -f data/processed/faiss_index/index_products.faiss || (echo "Missing: faiss index" && exit 1)
-	@test -f data/processed/new_products.parquet            || (echo "Missing: new_products.parquet" && exit 1)
-	@test -f data/processed/documents.parquet               || (echo "Missing: documents.parquet" && exit 1)
-	@test -f models/bm25_model.pkl                          || (echo "Missing: bm25_model.pkl" && exit 1)
-	@echo "All artifacts present."
-
 clean:
-	rm -rf data/processed/* data/raw/* models/*
+	rm -rf data/processed/* data/merged/* models/*
+

README.md

@@ -1,15 +1,5 @@
 
 
----
-title: DSCI 575 Product Search
-emoji: 🔍
-colorFrom: blue
-colorTo: green
-sdk: docker
-app_file: app/app.py
-pinned: false
----
-
 # DSCI 575 Hybrid Product Search
 
 A hybrid RAG-based product search app using BM25 + semantic search

app/app.py

@@ -4,31 +4,6 @@
 import subprocess
 from pathlib import Path
 import sys
-ROOT = Path(__file__).resolve().parent.parent
-
-def artifacts_exist():
-    required = [
-        ROOT / "data" / "processed" / "faiss_index" / "index_products.faiss",
-        ROOT / "data" / "processed" / "new_products.parquet",
-        ROOT / "data" / "processed" / "documents.parquet",
-        ROOT / "models" / "bm25_model.pkl",
-    ]
-    return all(p.exists() for p in required)
-
-if not artifacts_exist():
-    print("Artifacts not found. Running setup pipeline...")
-    subprocess.run(
-        [sys.executable, str(ROOT / "src" / "setup.py")],
-        cwd=str(ROOT),
-        check=True
-    )
-    print("Setup complete.")
-
-
-
-
-
-
 from shiny import App, render, ui, reactive
 
 
@@ -685,9 +660,3 @@ def chat_messages():
 
 app = App(app_ui, server)
 
-
-
-
-# at the bottom of app.py
-if __name__ == "__main__":
-    app.run(host="0.0.0.0", port=7860)

results/evaluation_results.csv

@@ -0,0 +1,4 @@
+pipeline,precision@3,recall@3,precision@5,recall@5,precision@10,recall@10
+BM25,0.8,0.06,0.78,0.1,0.83,0.211
+Semantic,0.967,0.061,0.96,0.101,0.96,0.202
+Hybrid,0.9,0.063,0.92,0.106,0.87,0.201