embeddingsearch

This is still highly work-in-progress

Embeddingsearch is a DotNet C# library that uses Embedding Similarity Search (similiarly to Magna) to semantically compare a given input to a database of pre-processed entries.

This repository comes with

• the library
• a ready-to-use CLI module
• a REST API server (WIP) for if you want to process the data somewhere else or make it available to other languages.

How to set up

1. Install ollama
2. Pull a few models using ollama (e.g. paraphrase-multilingual, bge-m3, mxbai-embed-large, nomic-embed-text)
3. Install the depencencies
4. Set up a local mysql database

Installing the dependencies

Ubuntu 24.04

1. sudo apt update && sudo apt install dotnet-sdk-8.0 -y

Windows

1. Install Ubuntu in WSL (wsl --install and wsl --install -d Ubuntu)
2. Enter your WSL environment wsl.exe and configure it
3. Update via sudo apt update && sudo apt upgrade -y && sudo snap refresh
4. GOTO Ubuntu 24.04

MySQL database setup

1. Install mysql: sudo apt install mysql-server and connect to it: sudo mysql -u root
2. Create the database CREATE DATABASE embeddingsearch; use embeddingsearch;
3. Create the user CREATE USER embeddingsearch identified by "somepassword!"; GRANT ALL ON embeddingsearch.* TO embeddingsearch;
4. Create the tables: dotnet build && src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --database --setup
5. (optional) Create a searchdomain

Using the CLI

Before anything follow these steps:

1. Enter the project's src directory (used as the working directory in all examples)
2. Build the project: dotnet build All user-defined parameters are denoted using the $ symbol. I.e. $mysql_ip means: replace this with your MySQL IP address or set it as a local variable in your terminal session.

Database

Create or check

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --database --create [--setup]

Without the --setup parameter a "dry-run" is performed. I.e. no actions are taken. Only the database is checked for read access and that all tables exist.

Searchdomain

Create a searchdomain

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --searchdomain --create -s $searchdomain_name

Creates the searchdomain as specified under $searchdomain_name

List searchdomains

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --searchdomain --list

List all searchdomains

Update searchdomain

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --searchdomain --update -s $searchdomain_name [-n $searchdomain_newname] [-S $searchdomain_newsettings]

Set a new name and/or update the settings for the searchdomain.

Delete searchdomain

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --searchdomain --delete -s $searchdomain_name

Deletes a searchdomain and its corresponding entites.

Entity

Create / Index entity

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --entity --index -o $ollama_URL -s $searchdomain_name -e $entity_as_JSON Creates the entity using the json string as specified under $entity_as_JSON

Example: src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --entity --index -o $ollama_URL -s $searchdomain_name -e '{"name": "myfile.txt", "probmethod": "weighted_average", "searchdomain": "mysearchdomain", "attributes": {"mimetype": "text-plain"}, "datapoints": [{"name": "text", "text": "this is the full text", "probmethod_embedding": "weighted_average", "model": ["bge-m3", "nomic-embed-text", "paraphrase-multilingual"]}, {"name": "filepath", "text": "/home/myuser/myfile.txt", "probmethod_embedding": "weighted_average", "model": ["bge-m3", "nomic-embed-text", "paraphrase-multilingual"]}]}'

Only the json:

{
  "name": "myfile.txt",
  "probmethod": "weighted_average",
  "searchdomain": "mysearchdomain",
  "attributes": {
    "mimetype": "text-plain"
  },
  "datapoints": [
    {
      "name": "text",
      "text": "this is the full text",
      "probmethod_embedding": "weighted_average",
      "model": [
        "bge-m3",
        "nomic-embed-text",
        "paraphrase-multilingual"
      ]
    },
    {
      "name": "filepath",
      "text": "/home/myuser/myfile.txt",
      "probmethod_embedding": "weighted_average",
      "model": [
        "bge-m3",
        "nomic-embed-text",
        "paraphrase-multilingual"
      ]
    }
  ]
}

Evaluate query (i.e. "search"; that what you're here for)

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --entity --evaluate -o $ollama_URL -s $searchdomain_name -q $query_string [-n $max_results]

Executes a search using the specified query string and outputs the results.

List entities

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --entity --list -s $searchdomain_name

Lists all entities in that domain (together with its attributes and datapoints and probmethod)

Delete entity

src/cli/bin/Debug/net8.0/cli -h $mysql_ip -p $mysql_port -U $mysql_username -P $mysql_password --entity --remove -s $searchdomain_name -n $entity_name

Deletes the entity specified by $entity_name.

Known issues

Issue	Solution
Failed to load /usr/lib/dotnet/host/fxr/8.0.15/libhostfxr.so, error: /snap/core20/current/lib/x86_64-linux-gnu/libstdc++.so.6: version `GLIBCXX_3.4.29' not found (required by /usr/lib/dotnet/host/fxr/8.0.15/libhostfxr.so)	You likely installed dotnet via snap. Try using /usr/bin/dotnet instead of dotnet.

To-do

• Implement the api server
• Improve performance & latency (Create ready-to-go processes where each contain an n'th share of the entity cache, ready to perform a query. Prepare it after creating the entity cache.)
• Write a Linux installer for the CLI tool
• Make the API server a docker container
• Maybe add a config such that one does not need to always specify the MySQL connection info

Future features

• Support for other database types (TSQL, SQLite)