LMI AI Solutions

This repo contains the utils scripts, and several submodules for LMI Technologies Inc. AI modeling development. Currently, the following models are supported in the repo:

• object detection
  • yolov8
  • yolov5
  • efficientnet
  • detectron2
  • tensorflow object detection API

• anomaly detection
  • anomalib
• OCR
  • paddleOCR

Clone this repo

For users who haven't set up the ssh keys

git clone https://github.com/lmitechnologies/LMI_AI_Solutions.git

For users who have setup ssh keys

git clone https://github.com/lmitechnologies/LMI_AI_Solutions.git
# npm using git for https
git config --global url."git@github.com:".insteadOf https://github.com/
git config --global url."git://".insteadOf https://

Clone submodules

Go to the repo and run the following commands

cd LMI_AI_Solutions

Each submodule is pointing to a specific commit in its ais branch. Clone the submodules to the commit that is specified in this repo

git submodule update --init

(not recommend) if you want to update all submodules to the lastest commit in the ais branch, use the --remote argument

git submodule update --init --remote

Use this repo

To utilize the following repo you have two options

Using the environment file

Activate the environmental file - lmi_ai.env:

source PATH_TO_REPO/lmi_ai.env

where PATH_TO_REPO is the path to the LMI_AI_Solutions repo.

Using pip

Installing latest from git

pip install -e "git+https://github.com/lmitechnologies/LMI_AI_Solutions.git@ais#egg=lmi_utils&subdirectory=lmi_utils"
pip install -e "git+https://github.com/lmitechnologies/LMI_AI_Solutions.git@ais#egg=object_detectors&subdirectory=object_detectors"
pip install -e "git+https://github.com/lmitechnologies/LMI_AI_Solutions.git@ais#egg=anomaly_detectors&subdirectory=anomaly_detectors"

Installing from source

cd LMI_AI_Solutions && pip install -e lmi_utils
cd LMI_AI_Solutions && pip install -e object_detectors
cd LMI_AI_Solutions && pip install -e anomaly_detectors

Runing Scripts

1. Run any scripts in this repo, for example:

python -m label_utils.plot_labels -h

Make contributions to this repo

The ais branch of this repo and that branch of submodules are protected, which means you can't directly commit to that branch. You could create a new branch and open the pull request in order to merge into ais branch.