vector-backend / web_ui /cli_demo.py
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feat: Add VisionQuest Indic RAG core services, vector search, safety guardrails & web UI
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"""
Command-Line Interface (CLI) Demo for Voice-Enabled Indic RAG.
Usage:
1. Interactive text mode:
python demo/cli_demo.py --text "हृदय के चार कक्ष कौन से हैं?" --lang hi
2. Audio file mode:
python demo/cli_demo.py --audio sample.wav --lang ta
3. Interactive Shell mode:
python demo/cli_demo.py --interactive
"""
import argparse
import asyncio
import json
import logging
import sys
from pathlib import Path
# Reconfigure stdout for Windows unicode support
try:
if hasattr(sys.stdout, "reconfigure"):
sys.stdout.reconfigure(encoding="utf-8")
except Exception:
pass
# Ensure project root is in sys.path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
import config
from rag_pipeline.orchestrator import get_orchestrator
from rag_pipeline.schemas import QueryRequest, QueryResponse
logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
logger = logging.getLogger("cli_demo")
def print_response_card(resp: QueryResponse):
"""Prints formatted response card in terminal."""
print("\n" + "=" * 70)
print(f"🎤 QUERY: {resp.query}")
if resp.transcript and resp.transcript != resp.query:
print(f"📝 TRANSCRIPT: {resp.transcript}")
print(f"🌐 LANGUAGE: {resp.language_detected.upper()}")
print("-" * 70)
print(f"💬 ANSWER [{resp.answer_source.upper()}]:")
print(f" {resp.answer}")
print("-" * 70)
print("🛡️ GUARDRAILS:")
for k, v in resp.guardrail_flags.items():
if v is not None and v is not False:
print(f" - {k}: {v}")
print("-" * 70)
print("⏱️ STAGE LATENCY BREAKDOWN:")
for st in resp.stage_timings:
status_icon = "✓" if st.success else "✗"
fb_text = " (fallback)" if st.fallback_used else ""
print(f" [{status_icon}] {st.stage:<38}: {st.ms:>7.2f} ms{fb_text}")
print("-" * 70)
print(f"⚡ RETRIEVAL LATENCY (FAISS + BM25) : {resp.retrieval_ms:>7.2f} ms (Target: ~200ms)")
print(f"🚀 TOTAL END-TO-END LATENCY : {resp.total_ms:>7.2f} ms")
print("=" * 70 + "\n")
async def main():
parser = argparse.ArgumentParser(description="Voice-Enabled Indic RAG CLI Demo")
parser.add_argument("--audio", type=str, help="Path to input audio file (.wav, .mp3)")
parser.add_argument("--text", type=str, help="Direct text query for text-bypass mode")
parser.add_argument("--lang", type=str, default="hi", choices=config.LANGUAGES, help="Language code")
parser.add_argument("--interactive", action="store_true", help="Launch interactive CLI shell")
args = parser.parse_args()
orchestrator = get_orchestrator()
if args.interactive:
print("\n=== Voice-Enabled Indic RAG Interactive CLI ===")
print(f"Supported Languages: {config.LANGUAGES}")
print("Type 'exit' or 'quit' to end session.\n")
while True:
try:
lang = input(f"Select Language ({'/'.join(config.LANGUAGES)}) [default: hi]: ").strip().lower()
if not lang:
lang = "hi"
if lang in ["exit", "quit"]:
break
if lang not in config.LANGUAGES:
print(f"Invalid language '{lang}'. Choose from {config.LANGUAGES}")
continue
query_text = input("Enter Question: ").strip()
if not query_text:
continue
if query_text.lower() in ["exit", "quit"]:
break
req = QueryRequest(text=query_text, language_hint=lang)
resp = await orchestrator.execute(req)
print_response_card(resp)
except (KeyboardInterrupt, EOFError):
break
else:
req = QueryRequest(
audio_path=args.audio,
text=args.text,
language_hint=args.lang,
)
if not req.audio_path and not req.text:
req.text = "हृदय के चार कक्ष कौन से हैं?"
req.language_hint = "hi"
print(f"No query supplied. Running default Hindi test query: '{req.text}'")
resp = await orchestrator.execute(req)
print_response_card(resp)
if __name__ == "__main__":
asyncio.run(main())