# ========= Copyright 2026 @ Strukto.AI All Rights Reserved. ========= # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ========= Copyright 2026 @ Strukto.AI All Rights Reserved. ========= import asyncio import os from build_collection import MODEL, build_collection from qdrant_client import QdrantClient from mirage import MountMode, Workspace from mirage.resource.qdrant import QdrantConfig, QdrantResource def _client() -> QdrantClient: url = os.environ.get("QDRANT_URL") if url: return QdrantClient(url=url, api_key=os.environ.get("QDRANT_API_KEY")) return QdrantClient(host=os.environ.get("QDRANT_HOST", "localhost"), port=int(os.environ.get("QDRANT_PORT", "6333"))) async def show(ws: Workspace, cmd: str) -> None: print(f"\n=== {cmd} ===") result = await ws.execute(cmd) print((await result.stdout_str()).rstrip()) async def main() -> None: client = _client() build_collection(client, "fashion") config = QdrantConfig( url=os.environ.get("QDRANT_URL"), api_key=os.environ.get("QDRANT_API_KEY"), host=os.environ.get("QDRANT_HOST", "localhost"), port=int(os.environ.get("QDRANT_PORT", "6333")), collection="fashion", group_by=["gender", "articleType", "baseColour"], id_field="id", text_field="productDisplayName", blob_field="image_b64", blob_ext="jpg", embedding_model=MODEL, search_limit=4, ) ws = Workspace({"/fashion/": QdrantResource(config)}, mode=MountMode.READ) print("=== mounted Qdrant collection 'fashion' at /fashion/ ===") await show(ws, "ls /fashion/") await show(ws, "tree -L 2 /fashion/") await show(ws, "ls /fashion/Men/Shoes/White") await show(ws, "cat /fashion/Men/Shoes/White/3.txt") await show(ws, "cat /fashion/Men/Shoes/White/3.json") print("\n=== stat /fashion/Men/Shoes/White/3.jpg (raw image bytes) ===") r = await ws.execute("stat -c '%s' /fashion/Men/Shoes/White/3.jpg") print(f" image size: {(await r.stdout_str()).strip()} bytes") await show(ws, 'search "white running sneakers" /fashion') await show(ws, "grep -ril blue /fashion/Women") await show(ws, "rg -li running /fashion/Men") print("\n=== find /fashion -name '*.txt' | wc -l ===") r = await ws.execute("find /fashion -name '*.txt' | wc -l") print(f" products: {(await r.stdout_str()).strip()}") if __name__ == "__main__": asyncio.run(main())