Added Support for QDrant DB

[NidhiW3]

Background

The Qdrant DB provides a way to store and retrieve data points using the Qdrant index and help in similarity search. This plugin enables users to store data in Qdrant's highly scalable index and retrieve data points based on their similarity to a query data point.

Changes

Added a Qdrant memory module that will help to store and retrieve data points in the Qdrant index.

Documentation

Installation

To use the Qdrant Memory , you need to have the following dependencies installed:

• qdrant-client
• autogpt

You can install the Qdrant Memory by running the following command:

pip install qdrant-client

Configuration

Before using the Qdrant Memory, you need to configure it with your Qdrant credentials and collection name. You can configure the Qdrant Memory by modifying your Auto-GPT .env file (.env). Here's an example configuration for the Qdrant Memory:

memory:
  provider: qdrant
  qdrant_host: <your_qdrant_host>
  qdrant_api_key: <your_qdrant_api_key>
  qdrant_collection_name: <your_qdrant_collection_name>

### Test Plan
I have tested the code on different prompts like Lawyer-GPT and Dev-GPT .  The data gets stored in the vector indexes.

### PR Quality Checklist
- [x] My pull request is atomic and focuses on a single change.
- [x] I have thoroughly tested my changes with multiple different prompts.
- [x] I have considered potential risks and mitigations for my changes.
- [x] I have documented my changes clearly and comprehensively.
- [x] I have not snuck in any "extra" small tweaks changes <!-- Submit these as separate Pull Requests, they are the easiest to merge! -->

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Name	Status	Preview	Comments	Updated (UTC)
docs	✅ Ready (Inspect)	Visit Preview	💬 Add feedback	May 19, 2023 7:31am

[github-actions[bot]]

This pull request has conflicts with the base branch, please resolve those so we can evaluate the pull request.

[github-actions[bot]]

Conflicts have been resolved! 🎉 A maintainer will review the pull request shortly.

[k-boikov]

I am afraid this PR will have to wait for the re-arch.

[codecov[bot]]

Codecov Report

Patch coverage: 44.18% and project coverage change: -0.24 :warning:

Comparison is base (5b4bcf1) 62.67% compared to head (8153287) 62.44%.

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #4108      +/-   ##
==========================================
- Coverage   62.67%   62.44%   -0.24%     
==========================================
  Files          74       75       +1     
  Lines        3400     3443      +43     
  Branches      495      498       +3     
==========================================
+ Hits         2131     2150      +19     
- Misses       1120     1143      +23     
- Partials      149      150       +1     

Impacted Files	Coverage Δ
autogpt/memory/__init__.py	49.20% <33.33%> (-2.65%)	:arrow_down:
autogpt/memory/qdrant.py	40.00% <40.00%> (ø)
autogpt/config/config.py	74.57% <66.66%> (-0.43%)	:arrow_down:

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[github-actions[bot]]

This pull request has conflicts with the base branch, please resolve those so we can evaluate the pull request.

[vercel[bot]]

Deployment failed with the following error:

Resource is limited - try again in 38 minutes (more than 100, code: "api-deployments-free-per-day").

[github-actions[bot]]

Conflicts have been resolved! 🎉 A maintainer will review the pull request shortly.

[github-actions[bot]]

This pull request has conflicts with the base branch, please resolve those so we can evaluate the pull request.

[github-actions[bot]]

Conflicts have been resolved! 🎉 A maintainer will review the pull request shortly.

[github-actions[bot]]

This pull request has conflicts with the base branch, please resolve those so we can evaluate the pull request.

[github-actions[bot]]

Conflicts have been resolved! 🎉 A maintainer will review the pull request shortly.

[ntindle]

Hey, I've marked this as don't merge until the Memory Fixes are in. Sorry to keep it on hold longer, just no real way to test/validate functionality until the fixes are in

[github-actions[bot]]

This pull request has conflicts with the base branch, please resolve those so we can evaluate the pull request.

[Pwuts]

Before we process this PR further, please check out / comment on #4280.