From 71dc02b47b66dd7421dbdaba8e5ad52a53202fdf Mon Sep 17 00:00:00 2001 From: David Humphrey Date: Sat, 14 Oct 2023 11:07:07 -0400 Subject: [PATCH] Create a proper setup system for others to use --- .gitattributes | 3 +- .gitignore | 9 +- .vscode/extensions.json | 3 +- README.md | 28 + megadetector_detector.py | 4 +- pixi.lock | 10864 +++++++++++++++++++++++++++++++ pixi.toml | 26 + requirements.apple-silicon.txt | 2 + requirements.txt | 2 + yolo_fish_detector.py | 4 +- 10 files changed, 10933 insertions(+), 12 deletions(-) create mode 100644 pixi.lock create mode 100644 pixi.toml create mode 100644 requirements.apple-silicon.txt create mode 100644 requirements.txt diff --git a/.gitattributes b/.gitattributes index 2db6bda..22cbe20 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1,5 +1,6 @@ # Project specific information for git # telling it we always use Unix line endings - # Auto detect text files and perform LF normalization * text=auto +# We store our ONNX models in git-lfs +*.onnx filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore index 929a098..c002899 100644 --- a/.gitignore +++ b/.gitignore @@ -154,11 +154,8 @@ cython_debug/ # Ignore video files video/ -# Ignore the yolo-fish model because it is too large -yolov4_1_3_608_608_static.onnx - -# Ignore the megadetector model because it is to large -md_v5a_1_3_640_640_static.onnx - # Ignore Mac Finder files .DS_Store + +# Ingnore the .pixi/ folder for dependencies +.pixi/ diff --git a/.vscode/extensions.json b/.vscode/extensions.json index fb04c96..f7d8fbf 100644 --- a/.vscode/extensions.json +++ b/.vscode/extensions.json @@ -1,6 +1,7 @@ { "recommendations": [ "streetsidesoftware.code-spell-checker", - "ms-python.black-formatter" + "ms-python.black-formatter", + "charliermarsh.ruff", ] } diff --git a/README.md b/README.md index 6e081e5..3c1b900 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,30 @@ # Automated Camera Trapping Identification and Organization Network (ACTION) +## Setup + +Action is written in Python and requires a number of dependencies and large machine learning models (~778M) to be installed and downloaded. + +The easiest way to use it is with the [pixi](https://prefix.dev/docs/pixi/overview) package manager. Pixi installs everything you need into a local `.pixi` folder (i.e., at the root of the project), without needing to modify your system. + +1. [Clone](https://github.com/humphrem/action.git) this repo using `git` +2. [Install pixi](https://prefix.dev/docs/pixi/overview#installation) +3. Start a terminal and navigate to the root of the Action project folder, `cd action` +4. Enter the command `pixi run setup` to download, install, and setup everything you'll need + +## Using Action + +### Pixi Shell + +Each time you want to use Action, you need to open a terminal and navigate to the Action folder, then start a shell with `pixi`: + +```sh +pixi shell +``` + +This will make all of the dependencies installed with `pixi run setup` available. + +You can exit the pixi shell by using: + +```sh +exit +``` diff --git a/megadetector_detector.py b/megadetector_detector.py index aa3fa4b..de068f7 100644 --- a/megadetector_detector.py +++ b/megadetector_detector.py @@ -10,8 +10,8 @@ from base_detector import BaseDetector -# The Megadetector ONNX model should be in the same directory as this file -megadetector_model_path = "md_v5a_1_3_640_640_static.onnx" +# The Megadetector ONNX model should be in the ./models directory and needs to be pulled with git-lfs +megadetector_model_path = "models/md_v5a_1_3_640_640_static.onnx" # Input images should be 640 x 640 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a/pixi.toml b/pixi.toml new file mode 100644 index 0000000..00ce0b1 --- /dev/null +++ b/pixi.toml @@ -0,0 +1,26 @@ +[project] +name = "action" +version = "0.1.0" +description = "Automated Camera Trapping Identification and Organization Network (ACTION)" +repository = "https://github.com/humphrem/action" +authors = [ "Morgan Humphrey", "David Humphrey"] +channels = ["conda-forge"] +platforms = ["win-64", "linux-64", "osx-64", "osx-arm64"] + +[tasks] +install-requirements = "pip install -r requirements.txt" +download-models = "git lfs pull" +setup = {depends_on=["install-requirements", "download-models"]} + +[target.osx-arm64.tasks] +# On macOS ARM we use a different ONNX Runtime optimized for Apple Silicon +install-requirements = "pip install -r requirements.apple-silicon.txt" + +[dependencies] +python = "3.11.0.*" +ffmpeg = "6.0.0.*" +pip = "23.2.1.*" +git-lfs = "3.4.0.*" +git = "2.42.0.*" +numpy = "1.26.0.*" +opencv = "4.8.1.*" diff --git a/requirements.apple-silicon.txt b/requirements.apple-silicon.txt new file mode 100644 index 0000000..b8a13b3 --- /dev/null +++ b/requirements.apple-silicon.txt @@ -0,0 +1,2 @@ +opencv-python==4.8.1.78 +onnxruntime-silicon==1.16.0 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..66b2956 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,2 @@ +opencv-python==4.8.1.78 +onnxruntime==1.16.1 diff --git a/yolo_fish_detector.py b/yolo_fish_detector.py index ef91075..1c545aa 100644 --- a/yolo_fish_detector.py +++ b/yolo_fish_detector.py @@ -13,8 +13,8 @@ # https://github.com/Tianxiaomo/pytorch-YOLOv4/blob/master/License.txt -# The YOLO-Fish ONNX model should be in the same directory as this file -yolo_fish_model_path = "yolov4_1_3_608_608_static.onnx" +# The YOLO-Fish ONNX model should be in the ./models directory and needs to be pulled with git-lfs +yolo_fish_model_path = "models/yolov4_1_3_608_608_static.onnx" # Input images should be 608 x 608 yolo_fish_image_width = 608 yolo_fish_image_height = 608