💝 feat: qdrant implementation

.gitignore

@@ -158,3 +158,7 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
+
+
+# qdrant
+qdrant_storage

.vscode/settings.json

@@ -1,6 +1,12 @@
 {
-    "python.formatting.provider": "none",
     "[python]": {
         "editor.defaultFormatter": "ms-python.black-formatter"
-    }
+    },
+    "python.envFile": "${workspaceFolder}/.venv",
+    "python.formatting.provider": "black",
+    "python.testing.pytestArgs": [
+        "test_hard.py",
+    ],
+    "python.testing.unittestEnabled": false,
+    "python.testing.pytestEnabled": true,
 }

Makefile

@@ -1,3 +1,12 @@
+
+#* Testing
+
+test: ## [Local development] Run all Python tests with pytest.
+	docker-compose up -d
+	while ! curl -s localhost:6333 > /dev/null; do sleep 1; done
+	poetry run pytest test_hard.py; docker-compose down
+	@echo "Done testing"
+
 #* Installation
 .PHONY: install
 install:

README.md

@@ -3,10 +3,3 @@
 Embedbase + Qdrant - Advanced and high-performant vector similarity search technology in your AI applications
 
 WIP.
-
-
-pip install git+https://github.com/different-ai/embedbase.git@main#subdirectory=tests
-
-git submodule add https://github.com/different-ai/embedbase embedbase
-
-git submodule update --remote embedbase

docker-compose.yml

@@ -0,0 +1,13 @@
+version: '3'
+
+services:
+  qdrant:
+    container_name: qdrant
+    image: qdrant/qdrant
+    restart: always
+    expose:
+      - "6333"
+    ports:
+      - "6333:6333"
+    volumes:
+      - ./qdrant_storage:/qdrant/storage

pyproject.toml

@@ -30,7 +30,7 @@ classifiers = [
 
 [tool.poetry.dependencies]
 python = ">=3.8,<3.12"
-embedbase = "^1.0.9"
+embedbase = "^1.1.3"
 qdrant-client = "^1.1.6"
 
 
@@ -53,6 +53,7 @@ pytest-html = "^3.1.1"
 pytest-cov = "^4.0.0"
 httpx = "^0.24.0"
 pytest-asyncio = "^0.21.0"
+requests_mock = "^1.9.3"
 
 [tool.black]
 target-version = ["py38"]