ml-fastapi-service's Introduction

ml-fastapi-service

Описание

FastAPI-сервис для распознавания депрессивного поведения у человека по тексту.
Для быстрого и удобного ввода команд используется Makefile.

Команды

Установка зависимостей:

make install

Сухой запуск:

make example_run

Docker Compose:

make compose

Kubernetes:

make apply_manifests

Для локального внешнего доступа к сервису в K8S:

minikube tunnel

Примеры использования

Docker

Запрос

curl -X 'POST' \
  'http://0.0.0.0:2444/text/predict' \
  -H 'accept: application/json' \
  -H 'Content-Type: application/json' \
  -d '{
  "text": "anyone else instead of sleeping more when depressed stay up all night to avoid the next day from coming sooner may be the social anxiety in me but life is so much more peaceful when everyone else is asleep and not expecting thing of you"
}'

Ответ

"depression"

Kubernetes

Запрос

curl -X 'POST' \
  'http://localhost:2444/text/predict' \
  -H 'accept: application/json' \
  -H 'Content-Type: application/json' \
  -d '{
  "text": "anyone else instead of sleeping more when depressed stay up all night to avoid the next day from coming sooner may be the social anxiety in me but life is so much more peaceful when everyone else is asleep and not expecting thing of you"
}'