Migrate Chroma to CustomComponent (#784)
Migrating Chroma to CustomComponent
This commit is contained in:
commit
0168b5a626
8 changed files with 198 additions and 72 deletions
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@ -3,7 +3,7 @@
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{
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"name": "Langflow Demo Container",
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// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
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"image": "mcr.microsoft.com/devcontainers/python:3.10",
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"image": "mcr.microsoft.com/devcontainers/python:1-3.10-bullseye",
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"features": {
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"ghcr.io/devcontainers/features/aws-cli:1": {},
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"ghcr.io/devcontainers/features/docker-in-docker": {},
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@ -16,7 +16,8 @@
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"GitHub.copilot",
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"ms-python.python",
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"eamodio.gitlens",
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"GitHub.vscode-pull-request-github"
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"GitHub.vscode-pull-request-github",
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"ms-azuretools.vscode-docker"
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]
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}
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},
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@ -15,26 +15,26 @@
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// "forwardPorts": [],
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// Use 'postCreateCommand' to run commands after the container is created.
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"postCreateCommand": "make install_frontend && make install_backend",
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"postCreateCommand": "make setup_devcontainer",
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"containerEnv": {
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"POETRY_VIRTUALENVS_IN_PROJECT": "true"
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},
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// Configure tool-specific properties.
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"customizations": {
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"vscode": {
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"customizations": {
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"vscode": {
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"extensions": [
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"actboy168.tasks",
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"GitHub.copilot",
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"ms-python.python",
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"sourcery.sourcery",
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"eamodio.gitlens",
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"ms-vscode.makefile-tools",
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"GitHub.vscode-pull-request-github"
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]
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}
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}
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"actboy168.tasks",
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"GitHub.copilot",
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"ms-python.python",
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"sourcery.sourcery",
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"eamodio.gitlens",
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"ms-vscode.makefile-tools",
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"GitHub.vscode-pull-request-github",
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"ms-azuretools.vscode-docker"
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]}
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}
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// Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root.
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// "remoteUser": "root"
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13
.gitattributes
vendored
13
.gitattributes
vendored
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@ -7,14 +7,23 @@
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*.h text
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*.py text
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*.js text
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*.ts text
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*.jsx text
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*.ts text
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*.tsx text
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*.md text
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*.mdx text
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*.svg text
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*.yml text
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*.yaml text
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*.Dockerfile text
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Dockerfile text
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# Declare files that will always have CRLF line endings on checkout.
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*.sln text eol=crlf
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# Denote all files that are truly binary and should not be modified.
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*.png binary
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*.jpg binary
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*.jpg binary
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*.ico binary
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*.gif binary
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*.mp4 binary
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1
.gitignore
vendored
1
.gitignore
vendored
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@ -253,3 +253,4 @@ langflow.db
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.docusaurus/
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/tmp/*
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src/backend/langflow/frontend/
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6
Makefile
6
Makefile
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@ -40,6 +40,12 @@ install_frontendc:
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run_frontend:
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cd src/frontend && npm start
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run_cli:
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poetry run langflow --path src/frontend/build
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run_cli_debug:
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poetry run langflow --path src/frontend/build --log-level debug
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setup_devcontainer:
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make init
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make build_frontend
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@ -1,33 +1,33 @@
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version: "3.4"
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services:
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backend:
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volumes:
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- ./:/app
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build:
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context: ./
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dockerfile: ./dev.Dockerfile
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command:
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[
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"sh",
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"-c",
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"pip install debugpy -t /tmp && python /tmp/debugpy --wait-for-client --listen 0.0.0.0:5678 -m uvicorn --factory src.backend.langflow.main:create_app --host 0.0.0.0 --port 7860 --reload",
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]
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ports:
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- 7860:7860
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- 5678:5678
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restart: on-failure
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frontend:
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build:
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context: ./src/frontend
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dockerfile: ./dev.Dockerfile
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args:
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- BACKEND_URL=http://backend:7860
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ports:
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- "3000:3000"
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volumes:
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- ./src/frontend/public:/home/node/app/public
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- ./src/frontend/src:/home/node/app/src
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- ./src/frontend/package.json:/home/node/app/package.json
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restart: on-failure
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version: "3.4"
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services:
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backend:
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volumes:
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- ./:/app
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build:
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context: ./
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dockerfile: ./dev.Dockerfile
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command:
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[
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"sh",
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"-c",
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"pip install debugpy -t /tmp && python /tmp/debugpy --wait-for-client --listen 0.0.0.0:5678 -m uvicorn --factory src.backend.langflow.main:create_app --host 0.0.0.0 --port 7860 --reload",
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]
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ports:
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- 7860:7860
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- 5678:5678
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restart: on-failure
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frontend:
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build:
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context: ./src/frontend
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dockerfile: ./dev.Dockerfile
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args:
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- BACKEND_URL=http://backend:7860
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ports:
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- "3000:3000"
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volumes:
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- ./src/frontend/public:/home/node/app/public
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- ./src/frontend/src:/home/node/app/src
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- ./src/frontend/package.json:/home/node/app/package.json
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restart: on-failure
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109
src/backend/langflow/components/vectorstores/Chroma.py
Normal file
109
src/backend/langflow/components/vectorstores/Chroma.py
Normal file
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@ -0,0 +1,109 @@
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from typing import Optional, Union
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from langflow import CustomComponent
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from langchain.vectorstores import Chroma
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from langchain.schema import Document
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from langchain.vectorstores.base import VectorStore
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from langchain.schema import BaseRetriever
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from langchain.embeddings.base import Embeddings
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import chromadb
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class ChromaComponent(CustomComponent):
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"""
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A custom component for implementing a Vector Store using Chroma.
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"""
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display_name: str = "Chroma (Custom Component)"
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description: str = "Implementation of Vector Store using Chroma"
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documentation = "https://python.langchain.com/docs/integrations/vectorstores/chroma"
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beta = True
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def build_config(self):
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"""
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Builds the configuration for the component.
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Returns:
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- dict: A dictionary containing the configuration options for the component.
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"""
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return {
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"collection_name": {"display_name": "Collection Name", "value": "langflow"},
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"persist": {"display_name": "Persist"},
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"persist_directory": {"display_name": "Persist Directory"},
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"code": {"show": False, "display_name": "Code"},
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"documents": {"display_name": "Documents", "is_list": True},
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"embedding": {"display_name": "Embedding"},
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"chroma_server_cors_allow_origins": {
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"display_name": "Server CORS Allow Origins",
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"advanced": True,
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},
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"chroma_server_host": {"display_name": "Server Host", "advanced": True},
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"chroma_server_port": {"display_name": "Server Port", "advanced": True},
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"chroma_server_grpc_port": {
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"display_name": "Server gRPC Port",
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"advanced": True,
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},
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"chroma_server_ssl_enabled": {
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"display_name": "Server SSL Enabled",
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"advanced": True,
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},
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}
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def build(
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self,
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collection_name: str,
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persist: bool,
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chroma_server_ssl_enabled: bool,
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persist_directory: Optional[str] = None,
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embedding: Optional[Embeddings] = None,
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documents: Optional[Document] = None,
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chroma_server_cors_allow_origins: Optional[str] = None,
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chroma_server_host: Optional[str] = None,
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chroma_server_port: Optional[int] = None,
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chroma_server_grpc_port: Optional[int] = None,
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) -> Union[VectorStore, BaseRetriever]:
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"""
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Builds the Vector Store or BaseRetriever object.
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Args:
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- collection_name (str): The name of the collection.
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- persist_directory (Optional[str]): The directory to persist the Vector Store to.
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- chroma_server_ssl_enabled (bool): Whether to enable SSL for the Chroma server.
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- persist (bool): Whether to persist the Vector Store or not.
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- embedding (Optional[Embeddings]): The embeddings to use for the Vector Store.
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- documents (Optional[Document]): The documents to use for the Vector Store.
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- chroma_server_cors_allow_origins (Optional[str]): The CORS allow origins for the Chroma server.
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- chroma_server_host (Optional[str]): The host for the Chroma server.
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- chroma_server_port (Optional[int]): The port for the Chroma server.
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- chroma_server_grpc_port (Optional[int]): The gRPC port for the Chroma server.
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Returns:
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- Union[VectorStore, BaseRetriever]: The Vector Store or BaseRetriever object.
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"""
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# Chroma settings
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chroma_settings = None
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if chroma_server_host is not None:
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chroma_settings = chromadb.config.Settings(
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chroma_server_cors_allow_origins=chroma_server_cors_allow_origins
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or None,
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chroma_server_host=chroma_server_host,
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chroma_server_port=chroma_server_port or None,
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chroma_server_grpc_port=chroma_server_grpc_port or None,
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chroma_server_ssl_enabled=chroma_server_ssl_enabled,
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)
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# If documents, then we need to create a Chroma instance using .from_documents
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if documents is not None and embedding is not None:
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return Chroma.from_documents(
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documents=documents, # type: ignore
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persist_directory=persist_directory if persist else None,
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collection_name=collection_name,
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embedding=embedding,
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client_settings=chroma_settings,
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)
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return Chroma(
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persist_directory=persist_directory, client_settings=chroma_settings
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)
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@ -1,22 +1,22 @@
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