diff --git a/.gitignore b/.gitignore index d952cd7..2ffa51f 100755 --- a/.gitignore +++ b/.gitignore @@ -143,3 +143,6 @@ dmypy.json cython_debug/ /data + +# terraform +.terraform* \ No newline at end of file diff --git a/Makefile b/Makefile index 296a21e..6cdad89 100644 --- a/Makefile +++ b/Makefile @@ -3,6 +3,13 @@ VENV_DIR = .venv # Define o nome do comando para o Python PYTHON = python3 +DOCKER_IMAGE_NAME = eml-api +REPO_NAME = $(DOCKER_IMAGE_NAME) +AWS_REGION = us-east-1 +ACCOUNT_ID = $(shell aws sts get-caller-identity --query Account --output text) +REPO_URI = $(ACCOUNT_ID).dkr.ecr.$(AWS_REGION).amazonaws.com/$(REPO_NAME) +API_PORT = 8000 +TERRAFORM_BUCKET = eml-terraform-bucket-$(ACCOUNT_ID) .PHONY: venv venv: @@ -42,7 +49,7 @@ install-pre-commit: install-dependencies @echo "Instalando hooks de pre-commit" $(VENV_DIR)/bin/poetry run pre-commit install --hook-type pre-push --hook-type post-checkout --hook-type pre-commit -## [PADRÃO] Prepara todo o repositório com o poetry e pre-commit +## Prepara todo o repositório com o poetry e pre-commit .PHONY: init init: install-pre-commit $(VENV_DIR)/bin/poetry run dvc remote add -f s3bucket s3://framework-eml-a3data/dvc/ @@ -69,6 +76,51 @@ lint: format: $(VENV_DIR)/bin/poetry run ruff format +## Builda a imagem docker da API +.PHONY: build-image +build-image: + docker build -t $(DOCKER_IMAGE_NAME) -f deployment/docker/Dockerfile . + + +.PHONY: create-ecr +create-ecr: + chmod +x deployment/scripts/create_ecr.sh + ./deployment/scripts/create_ecr.sh $(REPO_NAME) $(AWS_REGION) + +## Faz o push da última versão da imagem para o repositório ECR +.PHONY: push-image +push-image: create-ecr + docker tag "$(DOCKER_IMAGE_NAME):latest" "$(REPO_URI):latest" + aws ecr get-login-password --region "$(AWS_REGION)" | docker login --username AWS --password-stdin "$(REPO_URI)" + docker push "$(REPO_URI):latest" + +## Inicia a API localmente +.PHONY: api +api: build-image + @echo "Lançando a API localmente..." + docker run -p $(API_PORT):$(API_PORT) $(DOCKER_IMAGE_NAME):latest + + +.PHONY: create-bucket +create-bucket: + @aws s3api head-bucket --bucket $(TERRAFORM_BUCKET) 2>/dev/null || \ + (aws s3api create-bucket --bucket $(TERRAFORM_BUCKET) --region $(AWS_REGION); \ + echo "Bucket $(TERRAFORM_BUCKET) criado.") + +## Cria toda a infraestrutura do deploy da API, desconsiderando a parte do Docker +.PHONY: create-infra +create-infra: create-bucket + terraform -chdir="deployment/infrastructure/terraform" init -backend-config="bucket=$(TERRAFORM_BUCKET)" -backend-config="region=$(AWS_REGION)" + terraform -chdir="deployment/infrastructure/terraform" apply -auto-approve + +## Faz todo o deploy, desde de construir a imagem docker até provisionar toda infraestrutura +.PHONY: deploy +deploy: build-image push-image create-infra + +## Deleta toda infraestrutura provisionada anteriormente +.PHONY: destroy +destroy: + terraform -chdir="deployment/infrastructure/terraform" destroy -auto-approve ################################################################################# # Self Documenting Commands # diff --git a/README.md b/README.md index fff7993..be022cd 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ Este repositório apresenta um pipeline de Machine Learning completo utilizando o dataset Iris. Ele cobre as etapas de download de dados, pré-processamento, treinamento de modelos e predição. -## Estrutura do repositório +## Estrutura do repositório (desatualizada) ``` ├── api # Código da API para interagir com o modelo @@ -65,7 +65,16 @@ Este repositório apresenta um pipeline de Machine Learning completo utilizando Antes de começar, certifique-se de ter as seguintes dependências instaladas: -- Python 3.8+ +- WSL (caso voce esteja usando Windows): + - Abra um powershell e execute os comandos abaixo na ordem. + - `wsl --set-default-version 2` + - `wsl --install -d Ubuntu` + - `wsl --set-default Ubuntu` + - Daqui em diante, execute todos os comandos dentro do terminal do wsl. +- Python 3.10+ - https://www.python.org/downloads/ +- VSCode - https://code.visualstudio.com/download + - O VSCode permite instalar extensões, é recomendado instalar ao menos a extensão que integra o VSCode ao WSL. + - Cole o seguinte ID na aba de extensões: `ms-vscode-remote.remote-wsl` ## Passo a Passo para preparar o ambiente e executar treino @@ -120,14 +129,42 @@ Você pode realizar previsões de duas formas: #### Previsão em batch Para realizar previsões em batch utilizando um arquivo CSV de entrada: - +``` python -m src.pipelines.predict predict-batch caminho/para/arquivo.csv - +``` #### Previsão via linha de comando Para realizar previsões passando as features diretamente pela linha de comando: - +``` python -m src.pipelines.predict predict 5.1 3.5 1.4 0.2 +``` + +## API - Como testar local e como fazer deploy na nuvem + +Caso você ainda não tenha ativado, ative o ambiente virtual +``` + source venv/bin/activate +``` + +Para lançar a API basta executar o comando do make, lembrando que é necessário ter o Docker instalado (https://docs.docker.com/desktop/install/windows-install/). +``` + make api +``` + +Você pode fazer qualquer alteração nos arquivos dentro da pasta `api`, só é necessário que no arquivo main.py dentro da pasta esteja o objeto `FastAPI` com o nome `app`, que é representado pela linha: `app = FastAPI()` + +Após ficar satisfeito com a API você pode fazer o deploy dela na nuvem. + +Para isso, algumas ferramentas precisam ser baixadas e configuradas, faça a instalação no WSL caso esteja usando o Windows, então siga as instruções do Linux: + 1. AWS CLI v2: https://docs.aws.amazon.com/cli/latest/userguide/getting-started-install.html + 2. Terraform: https://developer.hashicorp.com/terraform/install?product_intent=terraform + +Na AWS será necessário configurar as credenciais da conta que será provisionado a infraestrutura, utilize o comando `aws configure` e coloque as chaves. + +Com essas configurações pontas, para fazer o deploy faça: +``` + make deploy +``` ## Features do repositório @@ -157,13 +194,19 @@ O DVC (Data Version Control) é uma ferramenta open-source que facilita o contro ## Comandos do Makefile O projeto inclui um Makefile para facilitar o gerenciamento do ambiente e das dependências. Alguns comandos disponíveis: - -- **make init**: Configura o ambiente virtual, instala as dependências e configura o pre-commit e o DVC. -- **make clean**: Remove o ambiente virtual e desinstala o pre-commit. -- **make update**: Atualiza as dependências do Poetry. -- **make lint**: Executa o lint no código-fonte com o Ruff. -- **make format**: Formata o código-fonte com o Ruff. +``` +make init Prepara todo o repositório com o poetry e pre-commit +make clean Remove todo o ambiente virtual e desconfigura o pre-commit +make update Atualiza as dependências no poetry, útil quando alterar bibliotecas em pyproject.toml +make lint Lint usando ruff (use `make format` para formatação) +make format Formata o código fonte com ruff +make build-image Builda a imagem docker da API +make push-image Faz o push da última versão da imagem para o repositório ECR +make api Inicia a API localmente +make create-infra Cria toda a infraestrutura do deploy da API, desconsiderando a parte do Docker +make deploy Faz todo o deploy, desde de construir a imagem docker até provisionar toda infraestrutura +``` ## Boas Práticas para Commits com Pré-commit -- Durante o commit, o Pré-commit verifica e corrige a formatação do código, mas não inclui essas alterações automaticamente no commit. É necessário executar `git add` novamente para registrar essas modificações. O Git não faz isso automaticamente para que você tenha controle total sobre o que será comitado. \ No newline at end of file +- Durante o commit, o Pré-commit verifica e corrige a formatação do código, mas não inclui essas alterações automaticamente no commit. É necessário executar `git add` novamente para registrar essas modificações. O Git não faz isso automaticamente para que você tenha controle total sobre o que será comitado. diff --git a/deployment/docker/Dockerfile b/deployment/docker/Dockerfile new file mode 100644 index 0000000..823022e --- /dev/null +++ b/deployment/docker/Dockerfile @@ -0,0 +1,26 @@ +# Use a imagem base do Python +FROM python:3.10-slim + +# Define a pasta de trabalho dentro do container +WORKDIR /app + +# Instala o Poetry via pip +RUN pip install poetry + +# Copia o arquivo pyproject.toml para instalar dependências +COPY pyproject.toml . + +# Instala as dependências do projeto sem utilizar o poetry.lock +RUN poetry lock \ + && poetry install --no-dev + +COPY artifacts/ artifacts/ +COPY api/ api/ +COPY src/ src/ +COPY config/ config/ + +# Expõe a porta 8000 para o servidor FastAPI +EXPOSE 8000 + +# Comando para rodar a aplicação FastAPI com Uvicorn +CMD ["poetry", "run", "uvicorn", "api.app.main:app", "--host", "0.0.0.0", "--port", "8000"] diff --git a/deployment/infrastructure/terraform/ec2-iam.tf b/deployment/infrastructure/terraform/ec2-iam.tf new file mode 100644 index 0000000..f9e1271 --- /dev/null +++ b/deployment/infrastructure/terraform/ec2-iam.tf @@ -0,0 +1,28 @@ +resource "aws_iam_role" "ecs_instance_role" { + name = "${local.default_prefix}-ecs-instance-role" + + assume_role_policy = jsonencode({ + Version = "2012-10-17", + Statement = [{ + Effect = "Allow", + Principal = { + Service = "ec2.amazonaws.com" + }, + Action = "sts:AssumeRole" + }] + }) + + tags = { + Name = "${local.default_prefix}-ecs-instance-role" + } +} + +resource "aws_iam_role_policy_attachment" "ecs_instance_role_policy" { + role = aws_iam_role.ecs_instance_role.name + policy_arn = "arn:aws:iam::aws:policy/service-role/AmazonEC2ContainerServiceforEC2Role" +} + +resource "aws_iam_instance_profile" "ecs_instance_profile" { + name = "${local.default_prefix}-ecs-instance-profile" + role = aws_iam_role.ecs_instance_role.name +} \ No newline at end of file diff --git a/deployment/infrastructure/terraform/ec2.tf b/deployment/infrastructure/terraform/ec2.tf new file mode 100644 index 0000000..f59e589 --- /dev/null +++ b/deployment/infrastructure/terraform/ec2.tf @@ -0,0 +1,43 @@ +resource "tls_private_key" "private_key" { + algorithm = "RSA" + rsa_bits = 2048 +} + +resource "aws_key_pair" "generated_key" { + key_name = "${local.default_prefix}-ec2-key" + public_key = tls_private_key.private_key.public_key_openssh +} + + +data "aws_ami" "ecs_ami" { + most_recent = true + owners = ["amazon"] + + filter { + name = "name" + values = ["amzn2-ami-ecs-hvm-*-x86_64-ebs"] + } +} + +resource "aws_instance" "ecs_instance" { + ami = data.aws_ami.ecs_ami.id + instance_type = var.ec2_type + key_name = aws_key_pair.generated_key.key_name + iam_instance_profile = aws_iam_instance_profile.ecs_instance_profile.name + + user_data = <<-EOF + #!/bin/bash + echo ECS_CLUSTER=${aws_ecs_cluster.eml_cluster.name} >> /etc/ecs/ecs.config + EOF + + subnet_id = data.aws_subnets.default.ids[0] + + vpc_security_group_ids = [aws_security_group.app_sg.id] + + associate_public_ip_address = true + + tags = { + Name = "${local.default_prefix}-ecs-instance" + } + depends_on = [aws_ecs_cluster.eml_cluster] +} \ No newline at end of file diff --git a/deployment/infrastructure/terraform/ecs-iam.tf b/deployment/infrastructure/terraform/ecs-iam.tf new file mode 100644 index 0000000..d757264 --- /dev/null +++ b/deployment/infrastructure/terraform/ecs-iam.tf @@ -0,0 +1,82 @@ +resource "aws_iam_role" "ecs_execution_role" { + name = "${local.default_prefix}-execution-role" + assume_role_policy = jsonencode({ + Version = "2012-10-17", + Statement = [ + { + Effect = "Allow", + Principal = { + Service = "ecs-tasks.amazonaws.com" + }, + Action = "sts:AssumeRole" + } + ] + }) +} + +resource "aws_iam_role" "ecs_task_role" { + name = "${local.default_prefix}-task-role" + assume_role_policy = jsonencode({ + Version = "2012-10-17", + Statement = [ + { + Effect = "Allow", + Principal = { + Service = "ecs-tasks.amazonaws.com" + }, + Action = "sts:AssumeRole" + } + ] + }) +} + +resource "aws_iam_policy" "ecr_policy" { + name = "${local.default_prefix}_ECR_Access_Policy" + description = "Allows ECS execution role to pull from ECR" + policy = jsonencode({ + Version = "2012-10-17", + Statement = [ + { + Effect = "Allow", + Action = [ + "ecr:GetAuthorizationToken", + "ecr:BatchCheckLayerAvailability", + "ecr:GetDownloadUrlForLayer", + "ecr:BatchGetImage" + ], + Resource = "*" + } + ] + }) +} + +resource "aws_iam_policy" "logs_service_policy" { + name = "${local.default_prefix}_Logs_Service_Policy" + description = "Allows service to log" + policy = jsonencode({ + "Version": "2012-10-17", + "Statement": [ + { + "Effect": "Allow", + "Action": [ + "logs:CreateLogGroup", + "logs:CreateLogStream", + "logs:PutLogEvents" + ], + "Resource": [ + "${aws_cloudwatch_log_group.ecs_service_logs.arn}:*" + ] + } + ] + }) +} + +resource "aws_iam_role_policy_attachment" "ecr_policy_attachment" { + role = aws_iam_role.ecs_execution_role.name + policy_arn = aws_iam_policy.ecr_policy.arn +} + +resource "aws_iam_role_policy_attachment" "log_policy_attachment" { + role = aws_iam_role.ecs_execution_role.name + policy_arn = aws_iam_policy.logs_service_policy.arn +} \ No newline at end of file diff --git a/deployment/infrastructure/terraform/ecs.tf b/deployment/infrastructure/terraform/ecs.tf new file mode 100644 index 0000000..5d74676 --- /dev/null +++ b/deployment/infrastructure/terraform/ecs.tf @@ -0,0 +1,71 @@ +resource "aws_cloudwatch_log_group" "ecs_service_logs" { + name = "/ecs/${local.default_prefix}" + retention_in_days = 7 +} + +data "aws_ecr_repository" "back" { + name = "${local.default_prefix}-api" +} + +resource "aws_ecs_task_definition" "service" { + family = "${local.default_prefix}-service" + network_mode = "host" + requires_compatibilities = ["EC2"] + execution_role_arn = aws_iam_role.ecs_execution_role.arn + task_role_arn = aws_iam_role.ecs_task_role.arn + container_definitions = jsonencode( + [ + { + "name": "backend", + "image": "${data.aws_ecr_repository.back.repository_url}:latest", + "cpu": 256, + "memory": 512, + "essential": true, + "portMappings": [ + { + "containerPort": "${var.api_port}" + } + ], + "logConfiguration": { + "logDriver": "awslogs", + "options": { + "awslogs-group": "${aws_cloudwatch_log_group.ecs_service_logs.name}", + "awslogs-region": "${var.aws_region}", + "awslogs-stream-prefix": "backend" + } + } + } + ] + ) + + tags = { + Name = local.default_prefix + } +} + +resource "aws_ecs_cluster" "eml_cluster" { + name = "${local.default_prefix}-cluster" + tags = { + Name = local.default_prefix + } +} + +resource "aws_ecs_service" "eml" { + name = "${local.default_prefix}-service" + cluster = aws_ecs_cluster.eml_cluster.id + task_definition = aws_ecs_task_definition.service.arn + desired_count = 1 + launch_type = "EC2" + enable_ecs_managed_tags = true + wait_for_steady_state = true + deployment_maximum_percent = 100 + deployment_minimum_healthy_percent = 0 + + tags = { + Name = local.default_prefix + } + + depends_on = [ + aws_instance.ecs_instance + ] +} diff --git a/deployment/infrastructure/terraform/outputs.tf b/deployment/infrastructure/terraform/outputs.tf new file mode 100644 index 0000000..e5ae40e --- /dev/null +++ b/deployment/infrastructure/terraform/outputs.tf @@ -0,0 +1,10 @@ +output "private_key_pem" { + description = "A chave privada SSH para acessar a instância EC2" + value = tls_private_key.private_key.private_key_pem + sensitive = true +} + +output "ec2_public_ip" { + description = "O IP público da instância EC2" + value = "${aws_instance.ecs_instance.public_ip}:${var.api_port}" +} diff --git a/deployment/infrastructure/terraform/provider.tf b/deployment/infrastructure/terraform/provider.tf new file mode 100644 index 0000000..1f68db8 --- /dev/null +++ b/deployment/infrastructure/terraform/provider.tf @@ -0,0 +1,27 @@ +terraform { + required_version = ">= 1.0" + required_providers { + aws = { + source = "hashicorp/aws" + version = "~> 5.49" + } + tls = { + source = "hashicorp/tls" + version = ">= 3.0" + } + } + backend "s3" { + key = "terraform/terraform.tfstate" + region = "us-east-1" + encrypt = true + } +} + +provider "aws" { + region = var.aws_region + default_tags { + tags = local.tags + } +} + +provider "tls" {} \ No newline at end of file diff --git a/deployment/infrastructure/terraform/variables.tf b/deployment/infrastructure/terraform/variables.tf new file mode 100644 index 0000000..c379389 --- /dev/null +++ b/deployment/infrastructure/terraform/variables.tf @@ -0,0 +1,31 @@ +variable "api_port" { + description = "Port for the FastAPI application" + default = 8000 +} + +variable "aws_region" { + type = string + default = "us-east-1" + description = "Região para provisionar os recursos na AWS" +} + +variable "project_name" { + description = "Nome do projeto: eml" + type = string + default = "eml" +} + +variable "ec2_type" { + description = "Tipo da instancia de ec2 para ser lançada junto do ecs" + type = string + default = "t2.small" +} + +locals { + tags = { + project = var.project_name + partner = "a3data" + created-by = "terraform" + } + default_prefix = "${var.project_name}" +} \ No newline at end of file diff --git a/deployment/infrastructure/terraform/vpc.tf b/deployment/infrastructure/terraform/vpc.tf new file mode 100644 index 0000000..6e8c93a --- /dev/null +++ b/deployment/infrastructure/terraform/vpc.tf @@ -0,0 +1,51 @@ +resource "aws_default_vpc" "default"{} + +data "aws_subnets" "default" { + filter { + name = "vpc-id" + values = [aws_default_vpc.default.id] + } +} + +resource "aws_security_group" "app_sg" { + vpc_id = aws_default_vpc.default.id + + ingress { + from_port = var.api_port + to_port = var.api_port + protocol = "tcp" + cidr_blocks = ["0.0.0.0/0"] + } + + ingress { + from_port = 22 + to_port = 22 + protocol = "tcp" + cidr_blocks = ["0.0.0.0/0"] + } + + ingress { + from_port = 80 + to_port = 80 + protocol = "tcp" + cidr_blocks = ["0.0.0.0/0"] + } + + ingress { + from_port = 443 + to_port = 443 + protocol = "tcp" + cidr_blocks = ["0.0.0.0/0"] + } + + egress { + from_port = 0 + to_port = 0 + protocol = "-1" + cidr_blocks = ["0.0.0.0/0"] + } + + tags = { + Name = "${local.default_prefix}-sg" + } +} \ No newline at end of file diff --git a/deployment/scripts/create_ecr.sh b/deployment/scripts/create_ecr.sh new file mode 100755 index 0000000..135f448 --- /dev/null +++ b/deployment/scripts/create_ecr.sh @@ -0,0 +1,32 @@ +#!/bin/bash +set -e + +# Ver se o repositorio de imagens no ecr ja existe +REPO_NAME=$1 +REGION=$2 + +# Verifica se o repositório já existe +if aws ecr describe-repositories --repository-names "$REPO_NAME" --region "$REGION" > /dev/null 2>&1; then + echo "Repositório já existe." +else + # Se não, cria o repositorio + echo "Criando repositório..." + aws ecr create-repository --repository-name "$REPO_NAME" --region "$REGION" +fi + +# # Se sim, recupera a URI do repo +# ACCOUNT_ID=$(aws sts get-caller-identity --query Account --output text) +# REPO_URI="$ACCOUNT_ID.dkr.ecr.$REGION.amazonaws.com/$REPO_NAME" + +# # Builda a imagem +# IMAGE_NAME="minha-imagem" +# docker build -t "$IMAGE_NAME" . + +# # Faz do docker tag da imagem +# docker tag "$IMAGE_NAME:latest" "$REPO_URI:latest" + +# # Faz o login no repositorio +# aws ecr get-login-password --region "$REGION" | docker login --username AWS --password-stdin "$REPO_URI" + +# # Faz o push da imagem +# docker push "$REPO_URI:latest" diff --git a/dvc.lock b/dvc.lock index 807a902..86ebce6 100644 --- a/dvc.lock +++ b/dvc.lock @@ -21,8 +21,8 @@ stages: size: 4551 - path: src/pipelines/features.py hash: md5 - md5: 3360c78251a70f570a4d724ed48356c1 - size: 3912 + md5: cbc704ae4468467dcaa89decb3c05a17 + size: 4136 outs: - path: artifacts/data/processed/test_data.csv hash: md5 diff --git a/poetry.lock b/poetry.lock index 2b8abd0..ccd6c5f 100644 --- 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