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# PermHack # Искуственный - да, Интелект- нет
<a alt="Nx logo" href="https://nx.dev" target="_blank" rel="noreferrer"><img src="https://raw.githubusercontent.com/nrwl/nx/master/images/nx-logo.png" width="45"></a> ✨ Нами был реализован микросервисный комплекс использующий ансамбль свёрточных нейронных сетей на базе YOLO v8 и Torch Vision. Мы провели анализ доступных архитектур для решения поставленной задачи и остановились на данном решении ввиду его производительности. Наша платформа поставляется вместе с оптимизированными сервисами сбора метрик и современным WEB-интерфейсом. Кроме этого мы интегрировали наш программный продукт с промышленными системами видеонаблюдения mars.
**This workspace has been generated by [Nx, a Smart, fast and extensible build system.](https://nx.dev)** ## Развертывание
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## Start the app
To start the development server run `nx serve crud`. Open your browser and navigate to http://localhost:4200/. Happy coding!
## Generate code
If you happen to use Nx plugins, you can leverage code generators that might come with it.
Run `nx list` to get a list of available plugins and whether they have generators. Then run `nx list <plugin-name>` to see what generators are available.
Learn more about [Nx generators on the docs](https://nx.dev/plugin-features/use-code-generators).
## Running tasks
To execute tasks with Nx use the following syntax:
### Backend
```bash
cd apps
``` ```
nx <target> <project> <...options> ```bash
sudo docker-compose up -d
``` ```
### Frontend
You can also run multiple targets: ```bash
npm i -g nx
``` ```
nx run-many -t <target1> <target2> ```bash
nx run crud:serve:development --host=0.0.0.0
``` ```
..or add `-p` to filter specific projects ### Model
```bash
cd yolo-websocket
``` ```
nx run-many -t <target1> <target2> -p <proj1> <proj2> ```bash
git checkout master
```
```bash
sudo docker-compose up -d
``` ```
Targets can be defined in the `package.json` or `projects.json`. Learn more [in the docs](https://nx.dev/core-features/run-tasks). #### Альтернативный запуска (не рекомендуем)
```bash
## Want better Editor Integration? nx run-many -t py-categories-service py-conveyor-service crud
```
Have a look at the [Nx Console extensions](https://nx.dev/nx-console). It provides autocomplete support, a UI for exploring and running tasks & generators, and more! Available for VSCode, IntelliJ and comes with a LSP for Vim users.
## Ready to deploy?
Just run `nx build demoapp` to build the application. The build artifacts will be stored in the `dist/` directory, ready to be deployed.
## Set up CI!
Nx comes with local caching already built-in (check your `nx.json`). On CI you might want to go a step further.
- [Set up remote caching](https://nx.dev/core-features/share-your-cache) После запуска приложение будет доступно на http://localhost:4200
- [Set up task distribution across multiple machines](https://nx.dev/core-features/distribute-task-execution)
- [Learn more how to setup CI](https://nx.dev/recipes/ci) | Name | Source | Deploy URL | Hosted URL |
|:-------:|:------------------------------------------------------------------------------------------------:| :---: |:-------------------------------|
| WEB | [crud](https://github.com/perm-hack/perm-hack/tree/main/apps/crud) | http://localhost:4200 | https://ayin.k-lab.su |
| Backend | [py-conveyor-service](https://github.com/perm-hack/perm-hack/tree/main/apps/py-conveyor-service) | http://localhost:4200/api/docs | https://ayin.k-lab.su/api/docs |
| Model | [yolo-websocket](https://github.com/95862888/yolo-websocket/tree/master) | | |
## Архитектура
```mermaid
graph TD;
agw-e2w-->agw;
crud-e2e-->crud;
crud-->agw;
agw-->py-categories-service;
agw-->py-conveyor-service;
py-conveyor-service-->db;
page-->crud;
ui-->page;
yolo-websocket-->ui;
yolo-websocket-->py-conveyor-service;
yolo-websocket-->ml-flow;
ml-flow-->s3;
```
## Connect with us! ML-Flow & s3 развернуты в локальной сети.
- [Join the community](https://nx.dev/community) ![dataset.jpg](__assets__%2Fdataset.jpg)
- [Subscribe to the Nx Youtube Channel](https://www.youtube.com/@nxdevtools) ![model_v4.jpg](__assets__%2Fmodel_v4.jpg)
- [Follow us on Twitter](https://twitter.com/nxdevtools)

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