From b5f7f83db19818ecc7c9bfb9dda05f00fb2676f6 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 10:15:34 -0300
Subject: [PATCH 01/31] feat: adiciona arquivos terraform

---
 .../lambda/terraform-lambda/api_gateway.tf    | 32 +++++++++++++++++++
 deployment/lambda/terraform-lambda/iam.tf     | 23 +++++++++++++
 deployment/lambda/terraform-lambda/main.tf    | 21 ++++++++++++
 deployment/lambda/terraform-lambda/outputs.tf |  4 +++
 .../lambda/terraform-lambda/provider.tf       |  4 +++
 .../lambda/terraform-lambda/variables.tf      |  4 +++
 6 files changed, 88 insertions(+)
 create mode 100644 deployment/lambda/terraform-lambda/api_gateway.tf
 create mode 100644 deployment/lambda/terraform-lambda/iam.tf
 create mode 100644 deployment/lambda/terraform-lambda/main.tf
 create mode 100644 deployment/lambda/terraform-lambda/outputs.tf
 create mode 100644 deployment/lambda/terraform-lambda/provider.tf
 create mode 100644 deployment/lambda/terraform-lambda/variables.tf

diff --git a/deployment/lambda/terraform-lambda/api_gateway.tf b/deployment/lambda/terraform-lambda/api_gateway.tf
new file mode 100644
index 0000000..07225f1
--- /dev/null
+++ b/deployment/lambda/terraform-lambda/api_gateway.tf
@@ -0,0 +1,32 @@
+resource "aws_api_gateway_rest_api" "api" {
+  name        = "PredictionAPI"
+  description = "API para a função Lambda de previsão"
+}
+
+resource "aws_api_gateway_resource" "predict" {
+  rest_api_id = aws_api_gateway_rest_api.api.id
+  parent_id   = aws_api_gateway_rest_api.api.root_resource_id
+  path_part   = "predict"
+}
+
+resource "aws_api_gateway_method" "predict_method" {
+  rest_api_id   = aws_api_gateway_rest_api.api.id
+  resource_id   = aws_api_gateway_resource.predict.id
+  http_method   = "POST"
+  authorization = "NONE"
+}
+
+resource "aws_api_gateway_integration" "predict_integration" {
+  rest_api_id             = aws_api_gateway_rest_api.api.id
+  resource_id             = aws_api_gateway_resource.predict.id
+  http_method             = aws_api_gateway_method.predict_method.http_method
+  integration_http_method = "POST"
+  type                    = "AWS_PROXY"
+  uri                     = "arn:aws:apigateway:${var.region}:lambda:path/2015-03-31/functions/${aws_lambda_function.prediction_test_lambda.arn}/invocations"
+}
+
+resource "aws_api_gateway_deployment" "api_deployment" {
+  depends_on = [aws_api_gateway_integration.predict_integration]
+  rest_api_id = aws_api_gateway_rest_api.api.id
+  stage_name  = "prod"
+}
\ No newline at end of file
diff --git a/deployment/lambda/terraform-lambda/iam.tf b/deployment/lambda/terraform-lambda/iam.tf
new file mode 100644
index 0000000..251ed83
--- /dev/null
+++ b/deployment/lambda/terraform-lambda/iam.tf
@@ -0,0 +1,23 @@
+resource "aws_iam_role" "prediction_test_role" {
+  name               = "prediction_test_role"
+
+  assume_role_policy = jsonencode({
+    Version = "2012-10-17"
+    Statement = [
+      {
+        Action    = "sts:AssumeRole"
+        Principal = {
+          Service = "lambda.amazonaws.com"
+        }
+        Effect    = "Allow"
+        Sid       = ""
+      },
+    ]
+  })
+}
+
+resource "aws_iam_policy_attachment" "prediction_test_policy_attachment" {
+  name       = "prediction_test_policy_attachment"
+  roles      = [aws_iam_role.prediction_test_role.name]
+  policy_arn = "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
+}
diff --git a/deployment/lambda/terraform-lambda/main.tf b/deployment/lambda/terraform-lambda/main.tf
new file mode 100644
index 0000000..43cd481
--- /dev/null
+++ b/deployment/lambda/terraform-lambda/main.tf
@@ -0,0 +1,21 @@
+resource "aws_ecr_repository" "prediction_test_repository" {
+  name = "prediction-test-repo"
+}
+
+resource "aws_lambda_function" "prediction_test_lambda" {
+  function_name = "prediction_test"
+  role          = aws_iam_role.prediction_test_role.arn
+  package_type  = "Image"  # Indica que a função Lambda usa uma imagem Docker
+  image_uri     = "${aws_ecr_repository.prediction_test_repository.repository_url}:latest"
+
+  memory_size = 256
+  timeout     = 120
+}
+
+resource "aws_lambda_permission" "allow_api_gateway" {
+  statement_id  = "AllowAPIGatewayInvoke"
+  action        = "lambda:InvokeFunction"
+  function_name = aws_lambda_function.prediction_test_lambda.function_name
+  principal     = "apigateway.amazonaws.com"
+  source_arn    = "${aws_api_gateway_rest_api.api.execution_arn}/*/*"
+}
diff --git a/deployment/lambda/terraform-lambda/outputs.tf b/deployment/lambda/terraform-lambda/outputs.tf
new file mode 100644
index 0000000..5d66919
--- /dev/null
+++ b/deployment/lambda/terraform-lambda/outputs.tf
@@ -0,0 +1,4 @@
+output "api_url" {
+  value       = "https://${aws_api_gateway_rest_api.api.id}.execute-api.${var.region}.amazonaws.com/prod/predict"
+  description = "URL do endpoint da API"
+}
diff --git a/deployment/lambda/terraform-lambda/provider.tf b/deployment/lambda/terraform-lambda/provider.tf
new file mode 100644
index 0000000..355f977
--- /dev/null
+++ b/deployment/lambda/terraform-lambda/provider.tf
@@ -0,0 +1,4 @@
+provider "aws" {
+  region  = var.region
+  profile = "default"
+}
diff --git a/deployment/lambda/terraform-lambda/variables.tf b/deployment/lambda/terraform-lambda/variables.tf
new file mode 100644
index 0000000..3619cfe
--- /dev/null
+++ b/deployment/lambda/terraform-lambda/variables.tf
@@ -0,0 +1,4 @@
+variable "region" {
+  description = "A região onde a infraestrutura será criada."
+  default     = "us-east-1"
+}

From 8c133c74cde1eb9fcb6615f092e38af0d2700c4f Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 10:18:24 -0300
Subject: [PATCH 02/31] feat: adiciona codigo da lambda

---
 deployment/lambda/app/lambda_function.py | 48 ++++++++++++++++++++++++
 1 file changed, 48 insertions(+)
 create mode 100644 deployment/lambda/app/lambda_function.py

diff --git a/deployment/lambda/app/lambda_function.py b/deployment/lambda/app/lambda_function.py
new file mode 100644
index 0000000..ca59d54
--- /dev/null
+++ b/deployment/lambda/app/lambda_function.py
@@ -0,0 +1,48 @@
+import json
+import pandas as pd
+from src.pipelines.predict import load_model, make_predictions
+
+
+MODEL_FILE = "artifacts/models/model.joblib"
+model = load_model(MODEL_FILE)
+
+
+def validate_input(item):
+    """Valida se o item contém pelo menos um valor e é uma lista com o tamanho correto."""
+    if not item or not isinstance(item, list) or len(item) != 4:
+        raise ValueError("O item deve ser uma lista com 4 valores.")
+
+
+def make_prediction(item):
+    """Faz previsão com base nos dados de entrada."""
+    data = pd.DataFrame(
+        [item], columns=["sepal_length", "sepal_width", "petal_length", "petal_width"]
+    )
+    prediction = make_predictions(model, data)
+    return prediction.astype(int).tolist()[0]
+
+
+def process_event(event):
+    """Processa o evento e gera previsões."""
+    if isinstance(event, str):
+        event = json.loads(event)
+    if "body" in event:
+        body = json.loads(event["body"])
+    else:
+        body = event
+    predictions = []
+
+    for item in body:
+        try:
+            validate_input(item)
+            prediction = make_prediction(item)
+            predictions.append({"prediction": prediction})
+        except Exception as e:
+            predictions.append({"error": str(e)})
+    return predictions
+
+
+def lambda_handler(event, context):
+    """Função principal que recebe o evento e contexto."""
+    predictions = process_event(event)
+    return {"statusCode": 200, "body": json.dumps(predictions)}

From 4ace87bf60808ea07a532de763da4fd21eb68ce4 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 10:25:25 -0300
Subject: [PATCH 03/31] feat: adiciona pipeline de deploy

---
 .github/workflows/pipeline_deploy_lambda.yaml | 39 +++++++++++++++++++
 1 file changed, 39 insertions(+)
 create mode 100644 .github/workflows/pipeline_deploy_lambda.yaml

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
new file mode 100644
index 0000000..fb9e4f4
--- /dev/null
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -0,0 +1,39 @@
+name: Pipeline de Deploy Lambda
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - feature/lambda
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Check out code
+      uses: actions/checkout@v4
+
+    - name: Set up Terraform
+      uses: hashicorp/setup-terraform@v3
+
+    - name: Configure AWS Credentials
+      uses: aws-actions/configure-aws-credentials@v4
+      with:
+        role-to-assume: "arn:aws:iam::340752815603:role/oidc-github-framework-eml-role"
+        role-session-name: GitHub_to_AWS_via_FederatedOIDC
+        aws-region: "us-east-1"
+
+    - name: Login to Amazon ECR
+      id: login-ecr
+      uses: aws-actions/amazon-ecr-login@v2
+
+    - name: Run Terraform init
+      run: |
+        cd deployment/lambda/terraform-lambda
+        terraform init
+        terraform plan

From f1ee305254eb4e4f83d371763d1cc1287aae5f0f Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 10:47:15 -0300
Subject: [PATCH 04/31] fix: remove profile

---
 deployment/lambda/terraform-lambda/provider.tf | 1 -
 1 file changed, 1 deletion(-)

diff --git a/deployment/lambda/terraform-lambda/provider.tf b/deployment/lambda/terraform-lambda/provider.tf
index 355f977..66428ae 100644
--- a/deployment/lambda/terraform-lambda/provider.tf
+++ b/deployment/lambda/terraform-lambda/provider.tf
@@ -1,4 +1,3 @@
 provider "aws" {
   region  = var.region
-  profile = "default"
 }

From 6913580b14bd8de58ed46c93c4e36971f2bcfc3d Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 11:22:08 -0300
Subject: [PATCH 05/31] =?UTF-8?q?feat:=20ajusta=20organiza=C3=A7=C3=A3o=20?=
 =?UTF-8?q?das=20pastas?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 deployment/docker/Dockerfile.lambda           | 20 +++++++++++++++++++
 .../terraform-lambda/api_gateway.tf           |  0
 .../terraform-lambda/iam.tf                   |  0
 .../terraform-lambda/main.tf                  |  0
 .../terraform-lambda/outputs.tf               |  0
 .../terraform-lambda/provider.tf              |  0
 .../terraform-lambda/terraform.tfstate        |  9 +++++++++
 .../terraform-lambda/variables.tf             |  0
 8 files changed, 29 insertions(+)
 create mode 100644 deployment/docker/Dockerfile.lambda
 rename deployment/{lambda => infrastructure}/terraform-lambda/api_gateway.tf (100%)
 rename deployment/{lambda => infrastructure}/terraform-lambda/iam.tf (100%)
 rename deployment/{lambda => infrastructure}/terraform-lambda/main.tf (100%)
 rename deployment/{lambda => infrastructure}/terraform-lambda/outputs.tf (100%)
 rename deployment/{lambda => infrastructure}/terraform-lambda/provider.tf (100%)
 create mode 100644 deployment/infrastructure/terraform-lambda/terraform.tfstate
 rename deployment/{lambda => infrastructure}/terraform-lambda/variables.tf (100%)

diff --git a/deployment/docker/Dockerfile.lambda b/deployment/docker/Dockerfile.lambda
new file mode 100644
index 0000000..339c933
--- /dev/null
+++ b/deployment/docker/Dockerfile.lambda
@@ -0,0 +1,20 @@
+# Usar a imagem base do AWS Lambda com Python
+FROM public.ecr.aws/lambda/python:3.10
+
+# Instala o Poetry via pip
+RUN pip install poetry
+
+# Copia o arquivo pyproject.toml e poetry.lock (se existir) para instalar dependências
+COPY pyproject.toml poetry.lock* ./
+
+# Instala as dependências com o Poetry
+RUN poetry config virtualenvs.create false && poetry install --no-dev
+
+# Copiar o código da função Lambda e a pasta src
+COPY artifacts/ artifacts/
+COPY deployment/lambda/app/lambda_function.py ./
+COPY src/ src/
+COPY config/ config/
+
+# Comando que será executado quando a função Lambda for invocada
+CMD ["lambda_function.lambda_handler"]
diff --git a/deployment/lambda/terraform-lambda/api_gateway.tf b/deployment/infrastructure/terraform-lambda/api_gateway.tf
similarity index 100%
rename from deployment/lambda/terraform-lambda/api_gateway.tf
rename to deployment/infrastructure/terraform-lambda/api_gateway.tf
diff --git a/deployment/lambda/terraform-lambda/iam.tf b/deployment/infrastructure/terraform-lambda/iam.tf
similarity index 100%
rename from deployment/lambda/terraform-lambda/iam.tf
rename to deployment/infrastructure/terraform-lambda/iam.tf
diff --git a/deployment/lambda/terraform-lambda/main.tf b/deployment/infrastructure/terraform-lambda/main.tf
similarity index 100%
rename from deployment/lambda/terraform-lambda/main.tf
rename to deployment/infrastructure/terraform-lambda/main.tf
diff --git a/deployment/lambda/terraform-lambda/outputs.tf b/deployment/infrastructure/terraform-lambda/outputs.tf
similarity index 100%
rename from deployment/lambda/terraform-lambda/outputs.tf
rename to deployment/infrastructure/terraform-lambda/outputs.tf
diff --git a/deployment/lambda/terraform-lambda/provider.tf b/deployment/infrastructure/terraform-lambda/provider.tf
similarity index 100%
rename from deployment/lambda/terraform-lambda/provider.tf
rename to deployment/infrastructure/terraform-lambda/provider.tf
diff --git a/deployment/infrastructure/terraform-lambda/terraform.tfstate b/deployment/infrastructure/terraform-lambda/terraform.tfstate
new file mode 100644
index 0000000..ae06f48
--- /dev/null
+++ b/deployment/infrastructure/terraform-lambda/terraform.tfstate
@@ -0,0 +1,9 @@
+{
+  "version": 4,
+  "terraform_version": "1.9.4",
+  "serial": 401,
+  "lineage": "79795974-11da-3e4d-08c5-b20287c1a486",
+  "outputs": {},
+  "resources": [],
+  "check_results": null
+}
diff --git a/deployment/lambda/terraform-lambda/variables.tf b/deployment/infrastructure/terraform-lambda/variables.tf
similarity index 100%
rename from deployment/lambda/terraform-lambda/variables.tf
rename to deployment/infrastructure/terraform-lambda/variables.tf

From 9bf16c70a1cfd4e288220b110b404a5a0d1a2603 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 11:23:54 -0300
Subject: [PATCH 06/31] fix: ajusta pipeline

---
 .github/workflows/pipeline_deploy_lambda.yaml | 47 ++++++++++---------
 1 file changed, 25 insertions(+), 22 deletions(-)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index fb9e4f4..63bd006 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -15,25 +15,28 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-    - name: Check out code
-      uses: actions/checkout@v4
-
-    - name: Set up Terraform
-      uses: hashicorp/setup-terraform@v3
-
-    - name: Configure AWS Credentials
-      uses: aws-actions/configure-aws-credentials@v4
-      with:
-        role-to-assume: "arn:aws:iam::340752815603:role/oidc-github-framework-eml-role"
-        role-session-name: GitHub_to_AWS_via_FederatedOIDC
-        aws-region: "us-east-1"
-
-    - name: Login to Amazon ECR
-      id: login-ecr
-      uses: aws-actions/amazon-ecr-login@v2
-
-    - name: Run Terraform init
-      run: |
-        cd deployment/lambda/terraform-lambda
-        terraform init
-        terraform plan
+      - name: Check out code
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.ref }}
+
+      - name: Set up Terraform
+        uses: hashicorp/setup-terraform@v3
+        with:
+          terraform_version: 1.8.0
+
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          role-to-assume: "arn:aws:iam::340752815603:role/oidc-github-framework-eml-role"
+          role-session-name: GitHub_to_AWS_via_FederatedOIDC
+          aws-region: ${{ env.AWS_REGION }}
+
+      - name: Create ECR
+        run: |
+          chmod +x deployment/scripts/create_ecr.sh
+          ./deployment/scripts/create_ecr.sh ${{ env.REPO_NAME }} ${{ env.AWS_REGION }}
+
+env:
+  REPO_NAME: "prediction-eml"
+  AWS_REGION: "us-east-1"

From 5d9f512c351fb190bdb6cb8d7b849a729a8adbde Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 11:39:02 -0300
Subject: [PATCH 07/31] feat: adiciona push imagem docker

---
 .github/workflows/pipeline_deploy_lambda.yaml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 63bd006..2bdaa61 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -37,6 +37,11 @@ jobs:
           chmod +x deployment/scripts/create_ecr.sh
           ./deployment/scripts/create_ecr.sh ${{ env.REPO_NAME }} ${{ env.AWS_REGION }}
 
+      - name: Build and push image
+        run: |
+          chmod +x deployment/scripts/push_image.sh
+          ./deployment/scripts/push_image.sh ${{ env.REPO_NAME }} ${{ env.AWS_REGION }}
+
 env:
   REPO_NAME: "prediction-eml"
   AWS_REGION: "us-east-1"

From 8e1742c66bb66bc9972d82cbe8f59e3aa05be981 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 11:46:04 -0300
Subject: [PATCH 08/31] feat: adiciona create_infra da lambda

---
 deployment/scripts/create_infra_lambda.sh | 7 +++++++
 1 file changed, 7 insertions(+)
 create mode 100644 deployment/scripts/create_infra_lambda.sh

diff --git a/deployment/scripts/create_infra_lambda.sh b/deployment/scripts/create_infra_lambda.sh
new file mode 100644
index 0000000..54b3e52
--- /dev/null
+++ b/deployment/scripts/create_infra_lambda.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+set -e
+
+AWS_REGION=$1
+
+terraform -chdir="deployment/infrastructure/terraform-lambda" init
+terraform -chdir="deployment/infrastructure/terraform-lambda" apply -auto-approve
\ No newline at end of file

From 9bf95360dadf29d2825c797fa5dc3a77e1d08451 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 11:53:51 -0300
Subject: [PATCH 09/31] fix: ajusta terraform para buscar ecr existente

---
 .../terraform-lambda/api_gateway.tf              |  2 +-
 .../infrastructure/terraform-lambda/iam.tf       | 10 +++++-----
 .../infrastructure/terraform-lambda/main.tf      | 16 ++++++----------
 .../infrastructure/terraform-lambda/provider.tf  |  2 ++
 .../infrastructure/terraform-lambda/variables.tf |  6 ++++++
 5 files changed, 20 insertions(+), 16 deletions(-)

diff --git a/deployment/infrastructure/terraform-lambda/api_gateway.tf b/deployment/infrastructure/terraform-lambda/api_gateway.tf
index 07225f1..3ecc4d4 100644
--- a/deployment/infrastructure/terraform-lambda/api_gateway.tf
+++ b/deployment/infrastructure/terraform-lambda/api_gateway.tf
@@ -22,7 +22,7 @@ resource "aws_api_gateway_integration" "predict_integration" {
   http_method             = aws_api_gateway_method.predict_method.http_method
   integration_http_method = "POST"
   type                    = "AWS_PROXY"
-  uri                     = "arn:aws:apigateway:${var.region}:lambda:path/2015-03-31/functions/${aws_lambda_function.prediction_test_lambda.arn}/invocations"
+  uri                     = "arn:aws:apigateway:${var.region}:lambda:path/2015-03-31/functions/${aws_lambda_function.prediction_eml_lambda.arn}/invocations"
 }
 
 resource "aws_api_gateway_deployment" "api_deployment" {
diff --git a/deployment/infrastructure/terraform-lambda/iam.tf b/deployment/infrastructure/terraform-lambda/iam.tf
index 251ed83..050e2e5 100644
--- a/deployment/infrastructure/terraform-lambda/iam.tf
+++ b/deployment/infrastructure/terraform-lambda/iam.tf
@@ -1,5 +1,5 @@
-resource "aws_iam_role" "prediction_test_role" {
-  name               = "prediction_test_role"
+resource "aws_iam_role" "prediction_eml_role" {
+  name               = "prediction_eml_role"
 
   assume_role_policy = jsonencode({
     Version = "2012-10-17"
@@ -16,8 +16,8 @@ resource "aws_iam_role" "prediction_test_role" {
   })
 }
 
-resource "aws_iam_policy_attachment" "prediction_test_policy_attachment" {
-  name       = "prediction_test_policy_attachment"
-  roles      = [aws_iam_role.prediction_test_role.name]
+resource "aws_iam_policy_attachment" "prediction_eml_policy_attachment" {
+  name       = "prediction_eml_policy_attachment"
+  roles      = [aws_iam_role.prediction_eml_role.name]
   policy_arn = "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
 }
diff --git a/deployment/infrastructure/terraform-lambda/main.tf b/deployment/infrastructure/terraform-lambda/main.tf
index 43cd481..670e7ad 100644
--- a/deployment/infrastructure/terraform-lambda/main.tf
+++ b/deployment/infrastructure/terraform-lambda/main.tf
@@ -1,12 +1,8 @@
-resource "aws_ecr_repository" "prediction_test_repository" {
-  name = "prediction-test-repo"
-}
-
-resource "aws_lambda_function" "prediction_test_lambda" {
-  function_name = "prediction_test"
-  role          = aws_iam_role.prediction_test_role.arn
-  package_type  = "Image"  # Indica que a função Lambda usa uma imagem Docker
-  image_uri     = "${aws_ecr_repository.prediction_test_repository.repository_url}:latest"
+resource "aws_lambda_function" "prediction_eml_lambda" {
+  function_name = "prediction_eml"
+  role          = aws_iam_role.prediction_eml_role.arn
+  package_type  = "Image"
+  image_uri     = "${data.aws_caller_identity.current.account_id}.dkr.ecr.${var.region}.amazonaws.com/${var.repository_name}:latest"
 
   memory_size = 256
   timeout     = 120
@@ -15,7 +11,7 @@ resource "aws_lambda_function" "prediction_test_lambda" {
 resource "aws_lambda_permission" "allow_api_gateway" {
   statement_id  = "AllowAPIGatewayInvoke"
   action        = "lambda:InvokeFunction"
-  function_name = aws_lambda_function.prediction_test_lambda.function_name
+  function_name = aws_lambda_function.prediction_eml_lambda.function_name
   principal     = "apigateway.amazonaws.com"
   source_arn    = "${aws_api_gateway_rest_api.api.execution_arn}/*/*"
 }
diff --git a/deployment/infrastructure/terraform-lambda/provider.tf b/deployment/infrastructure/terraform-lambda/provider.tf
index 66428ae..b76b321 100644
--- a/deployment/infrastructure/terraform-lambda/provider.tf
+++ b/deployment/infrastructure/terraform-lambda/provider.tf
@@ -1,3 +1,5 @@
 provider "aws" {
   region  = var.region
 }
+
+data "aws_caller_identity" "current" {}
\ No newline at end of file
diff --git a/deployment/infrastructure/terraform-lambda/variables.tf b/deployment/infrastructure/terraform-lambda/variables.tf
index 3619cfe..141f8c2 100644
--- a/deployment/infrastructure/terraform-lambda/variables.tf
+++ b/deployment/infrastructure/terraform-lambda/variables.tf
@@ -1,3 +1,9 @@
+variable "repository_name" {
+  description = "Nome do repositório ECR"
+  type        = string
+  default     = "prediction-eml"
+}
+
 variable "region" {
   description = "A região onde a infraestrutura será criada."
   default     = "us-east-1"

From 96b2f6bf9eb3253101e553e1850dfbfb6709ec0b Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 11:56:52 -0300
Subject: [PATCH 10/31] feat: adiciona o create infra no pipeline

---
 .github/workflows/pipeline_deploy_lambda.yaml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 2bdaa61..772ab30 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -42,6 +42,12 @@ jobs:
           chmod +x deployment/scripts/push_image.sh
           ./deployment/scripts/push_image.sh ${{ env.REPO_NAME }} ${{ env.AWS_REGION }}
 
+      - name: Create infra and deploy
+        run: |
+          chmod +x deployment/scripts/create_infra_lambda.sh
+          ./deployment/scripts/create_infra_lamba.sh ${{ env.AWS_REGION }}
+
+
 env:
   REPO_NAME: "prediction-eml"
   AWS_REGION: "us-east-1"

From 145395fccec4d06909861626ef9d69189d31c420 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 12:01:29 -0300
Subject: [PATCH 11/31] fix: arruma nome do script

---
 .github/workflows/pipeline_deploy_lambda.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 772ab30..7dad6c2 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -45,7 +45,7 @@ jobs:
       - name: Create infra and deploy
         run: |
           chmod +x deployment/scripts/create_infra_lambda.sh
-          ./deployment/scripts/create_infra_lamba.sh ${{ env.AWS_REGION }}
+          ./deployment/scripts/create_infra_lambda.sh ${{ env.AWS_REGION }}
 
 
 env:

From e6e616075bcb6af2a9af699e218c2599fc5c1109 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 12:13:01 -0300
Subject: [PATCH 12/31] fix: ajusta poetry no dockerfile

---
 deployment/docker/Dockerfile.lambda | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/deployment/docker/Dockerfile.lambda b/deployment/docker/Dockerfile.lambda
index 339c933..e3f054a 100644
--- a/deployment/docker/Dockerfile.lambda
+++ b/deployment/docker/Dockerfile.lambda
@@ -1,20 +1,20 @@
-# Usar a imagem base do AWS Lambda com Python
 FROM public.ecr.aws/lambda/python:3.10
 
-# Instala o Poetry via pip
 RUN pip install poetry
 
-# Copia o arquivo pyproject.toml e poetry.lock (se existir) para instalar dependências
 COPY pyproject.toml poetry.lock* ./
 
-# Instala as dependências com o Poetry
-RUN poetry config virtualenvs.create false && poetry install --no-dev
+# Configurar o Poetry para não criar virtualenv
+RUN poetry config virtualenvs.create false
+
+# Verificar configuração do Poetry
+RUN poetry config --list
+
+RUN poetry install --no-dev
 
-# Copiar o código da função Lambda e a pasta src
 COPY artifacts/ artifacts/
 COPY deployment/lambda/app/lambda_function.py ./
 COPY src/ src/
 COPY config/ config/
 
-# Comando que será executado quando a função Lambda for invocada
 CMD ["lambda_function.lambda_handler"]

From eb21bec874ab12de70b7cf7e259b9e29ba269bc1 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 12:20:29 -0300
Subject: [PATCH 13/31] fix: ajusta terraform

---
 deployment/infrastructure/terraform-lambda/iam.tf | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/deployment/infrastructure/terraform-lambda/iam.tf b/deployment/infrastructure/terraform-lambda/iam.tf
index 050e2e5..ca5a196 100644
--- a/deployment/infrastructure/terraform-lambda/iam.tf
+++ b/deployment/infrastructure/terraform-lambda/iam.tf
@@ -1,4 +1,9 @@
+data "aws_iam_role" "existing_role" {
+  name = "prediction_eml_role"
+}
+
 resource "aws_iam_role" "prediction_eml_role" {
+  count              = length(data.aws_iam_role.existing_role.*.name) == 0 ? 1 : 0
   name               = "prediction_eml_role"
 
   assume_role_policy = jsonencode({
@@ -17,7 +22,8 @@ resource "aws_iam_role" "prediction_eml_role" {
 }
 
 resource "aws_iam_policy_attachment" "prediction_eml_policy_attachment" {
+  count      = length(data.aws_iam_role.existing_role.*.name) == 0 ? 1 : 0
   name       = "prediction_eml_policy_attachment"
-  roles      = [aws_iam_role.prediction_eml_role.name]
+  roles      = [aws_iam_role.prediction_eml_role[0].name]
   policy_arn = "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
 }

From aaa990fdac1d7f055fc3f8dfe81985d74ae0fe60 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 12:53:28 -0300
Subject: [PATCH 14/31] feat: adicione bucket s3

---
 .../infrastructure/terraform-lambda/main.tf   |  9 +++++++++
 .../terraform-lambda/provider.tf              | 19 +++++++++++++++++++
 .../terraform-lambda/variables.tf             |  5 +++++
 deployment/scripts/create_infra_lambda.sh     | 13 ++++++++++++-
 4 files changed, 45 insertions(+), 1 deletion(-)

diff --git a/deployment/infrastructure/terraform-lambda/main.tf b/deployment/infrastructure/terraform-lambda/main.tf
index 670e7ad..7cc957e 100644
--- a/deployment/infrastructure/terraform-lambda/main.tf
+++ b/deployment/infrastructure/terraform-lambda/main.tf
@@ -1,3 +1,12 @@
+terraform {
+  backend "s3" {
+    bucket  = var.bucket_name
+    key     = "terraform/terraform.tfstate"
+    region  = "us-east-1"
+    encrypt = true
+  }
+}
+
 resource "aws_lambda_function" "prediction_eml_lambda" {
   function_name = "prediction_eml"
   role          = aws_iam_role.prediction_eml_role.arn
diff --git a/deployment/infrastructure/terraform-lambda/provider.tf b/deployment/infrastructure/terraform-lambda/provider.tf
index b76b321..29ed05f 100644
--- a/deployment/infrastructure/terraform-lambda/provider.tf
+++ b/deployment/infrastructure/terraform-lambda/provider.tf
@@ -1,5 +1,24 @@
 provider "aws" {
   region  = var.region
 }
+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
+  }
+}
+
 
 data "aws_caller_identity" "current" {}
\ No newline at end of file
diff --git a/deployment/infrastructure/terraform-lambda/variables.tf b/deployment/infrastructure/terraform-lambda/variables.tf
index 141f8c2..93acb73 100644
--- a/deployment/infrastructure/terraform-lambda/variables.tf
+++ b/deployment/infrastructure/terraform-lambda/variables.tf
@@ -8,3 +8,8 @@ variable "region" {
   description = "A região onde a infraestrutura será criada."
   default     = "us-east-1"
 }
+
+variable "bucket_name" {
+  description = "Nome do bucket S3 para o backend"
+  type        = string
+}
diff --git a/deployment/scripts/create_infra_lambda.sh b/deployment/scripts/create_infra_lambda.sh
index 54b3e52..02936f5 100644
--- a/deployment/scripts/create_infra_lambda.sh
+++ b/deployment/scripts/create_infra_lambda.sh
@@ -1,7 +1,18 @@
 #!/bin/bash
 set -e
 
+ACCOUNT_ID=$(aws sts get-caller-identity --query Account --output text)
+BUCKET_NAME="$ACCOUNT_ID-prediction-eml"
 AWS_REGION=$1
 
-terraform -chdir="deployment/infrastructure/terraform-lambda" init
+# Verifica se o bucket existe
+if aws s3api head-bucket --bucket "$BUCKET_NAME" 2>/dev/null; then
+    echo "O bucket '$BUCKET_NAME' já existe."
+else
+    # Se o bucket não existir, cria o bucket
+    aws s3api create-bucket --bucket "$BUCKET_NAME" --region us-east-1
+    echo "Bucket '$BUCKET_NAME' criado com sucesso."
+fi
+
+terraform -chdir="deployment/infrastructure/terraform-lambda" init -backend-config="bucket=$BUCKET_NAME" -backend-config="region=$AWS_REGION"
 terraform -chdir="deployment/infrastructure/terraform-lambda" apply -auto-approve
\ No newline at end of file

From 15f599a88a0b5bece90207796625933ef5b91920 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 12:56:43 -0300
Subject: [PATCH 15/31] fix: remove config duplicada

---
 .../terraform-lambda/provider.tf              | 19 -------------------
 1 file changed, 19 deletions(-)

diff --git a/deployment/infrastructure/terraform-lambda/provider.tf b/deployment/infrastructure/terraform-lambda/provider.tf
index 29ed05f..b76b321 100644
--- a/deployment/infrastructure/terraform-lambda/provider.tf
+++ b/deployment/infrastructure/terraform-lambda/provider.tf
@@ -1,24 +1,5 @@
 provider "aws" {
   region  = var.region
 }
-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
-  }
-}
-
 
 data "aws_caller_identity" "current" {}
\ No newline at end of file

From 9db68f54cb860b95fcdb6350e10aec2a9343b9ed Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 12:59:56 -0300
Subject: [PATCH 16/31] fix: remove variavel do nome do bucket

---
 deployment/infrastructure/terraform-lambda/variables.tf | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/deployment/infrastructure/terraform-lambda/variables.tf b/deployment/infrastructure/terraform-lambda/variables.tf
index 93acb73..5290394 100644
--- a/deployment/infrastructure/terraform-lambda/variables.tf
+++ b/deployment/infrastructure/terraform-lambda/variables.tf
@@ -7,9 +7,4 @@ variable "repository_name" {
 variable "region" {
   description = "A região onde a infraestrutura será criada."
   default     = "us-east-1"
-}
-
-variable "bucket_name" {
-  description = "Nome do bucket S3 para o backend"
-  type        = string
-}
+}
\ No newline at end of file

From aee22ac32a848a74a216285f30abec4264aa4de5 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 13:04:44 -0300
Subject: [PATCH 17/31] =?UTF-8?q?fix:=20ajusta=20cria=C3=A7=C3=A3o=20da=20?=
 =?UTF-8?q?iam=20role?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 deployment/infrastructure/terraform-lambda/iam.tf | 10 ++--------
 deployment/scripts/create_infra_lambda.sh         |  2 +-
 2 files changed, 3 insertions(+), 9 deletions(-)

diff --git a/deployment/infrastructure/terraform-lambda/iam.tf b/deployment/infrastructure/terraform-lambda/iam.tf
index ca5a196..7a2d96a 100644
--- a/deployment/infrastructure/terraform-lambda/iam.tf
+++ b/deployment/infrastructure/terraform-lambda/iam.tf
@@ -1,9 +1,4 @@
-data "aws_iam_role" "existing_role" {
-  name = "prediction_eml_role"
-}
-
 resource "aws_iam_role" "prediction_eml_role" {
-  count              = length(data.aws_iam_role.existing_role.*.name) == 0 ? 1 : 0
   name               = "prediction_eml_role"
 
   assume_role_policy = jsonencode({
@@ -22,8 +17,7 @@ resource "aws_iam_role" "prediction_eml_role" {
 }
 
 resource "aws_iam_policy_attachment" "prediction_eml_policy_attachment" {
-  count      = length(data.aws_iam_role.existing_role.*.name) == 0 ? 1 : 0
   name       = "prediction_eml_policy_attachment"
-  roles      = [aws_iam_role.prediction_eml_role[0].name]
+  roles      = [aws_iam_role.prediction_eml_role.name]
   policy_arn = "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
-}
+}
\ No newline at end of file
diff --git a/deployment/scripts/create_infra_lambda.sh b/deployment/scripts/create_infra_lambda.sh
index 02936f5..41232be 100644
--- a/deployment/scripts/create_infra_lambda.sh
+++ b/deployment/scripts/create_infra_lambda.sh
@@ -15,4 +15,4 @@ else
 fi
 
 terraform -chdir="deployment/infrastructure/terraform-lambda" init -backend-config="bucket=$BUCKET_NAME" -backend-config="region=$AWS_REGION"
-terraform -chdir="deployment/infrastructure/terraform-lambda" apply -auto-approve
\ No newline at end of file
+terraform -chdir="deployment/infrastructure/terraform-lambda" plan
\ No newline at end of file

From 2fff4b2c0b534099069cbcf89dec1230ab112621 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 13:09:21 -0300
Subject: [PATCH 18/31] fix: ajusta comando do terraform

---
 deployment/scripts/create_infra_lambda.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deployment/scripts/create_infra_lambda.sh b/deployment/scripts/create_infra_lambda.sh
index 41232be..02936f5 100644
--- a/deployment/scripts/create_infra_lambda.sh
+++ b/deployment/scripts/create_infra_lambda.sh
@@ -15,4 +15,4 @@ else
 fi
 
 terraform -chdir="deployment/infrastructure/terraform-lambda" init -backend-config="bucket=$BUCKET_NAME" -backend-config="region=$AWS_REGION"
-terraform -chdir="deployment/infrastructure/terraform-lambda" plan
\ No newline at end of file
+terraform -chdir="deployment/infrastructure/terraform-lambda" apply -auto-approve
\ No newline at end of file

From 6373e3fa3a62e8294af20526088a83145edad7eb Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 13:18:11 -0300
Subject: [PATCH 19/31] feat: adiciona diretorio dockerfile

---
 deployment/docker/Dockerfile.lambda | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/deployment/docker/Dockerfile.lambda b/deployment/docker/Dockerfile.lambda
index e3f054a..77aefc2 100644
--- a/deployment/docker/Dockerfile.lambda
+++ b/deployment/docker/Dockerfile.lambda
@@ -1,20 +1,25 @@
 FROM public.ecr.aws/lambda/python:3.10
 
+# Instalar o Poetry
 RUN pip install poetry
 
+# Definir o diretório de trabalho
+WORKDIR /var/task
+
+# Copiar arquivos de configuração do Poetry
 COPY pyproject.toml poetry.lock* ./
 
 # Configurar o Poetry para não criar virtualenv
 RUN poetry config virtualenvs.create false
 
-# Verificar configuração do Poetry
-RUN poetry config --list
-
+# Instalar as dependências do projeto
 RUN poetry install --no-dev
 
+# Copiar os artefatos e o código-fonte
 COPY artifacts/ artifacts/
 COPY deployment/lambda/app/lambda_function.py ./
 COPY src/ src/
 COPY config/ config/
 
+# Comando padrão para executar a função Lambda
 CMD ["lambda_function.lambda_handler"]

From 4463ae346b611ec60abb6eedb538903bd1b65288 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 13:31:46 -0300
Subject: [PATCH 20/31] fix: cria arquivo push_image lambda

---
 .github/workflows/pipeline_deploy_lambda.yaml |  4 ++--
 deployment/scripts/push_image_lambda.sh       | 12 ++++++++++++
 2 files changed, 14 insertions(+), 2 deletions(-)
 create mode 100644 deployment/scripts/push_image_lambda.sh

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 7dad6c2..056961d 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -39,8 +39,8 @@ jobs:
 
       - name: Build and push image
         run: |
-          chmod +x deployment/scripts/push_image.sh
-          ./deployment/scripts/push_image.sh ${{ env.REPO_NAME }} ${{ env.AWS_REGION }}
+          chmod +x deployment/scripts/push_image_lambda.sh
+          ./deployment/scripts/push_image_lambda.sh ${{ env.REPO_NAME }} ${{ env.AWS_REGION }}
 
       - name: Create infra and deploy
         run: |
diff --git a/deployment/scripts/push_image_lambda.sh b/deployment/scripts/push_image_lambda.sh
new file mode 100644
index 0000000..250835d
--- /dev/null
+++ b/deployment/scripts/push_image_lambda.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+set -e
+
+DOCKER_IMAGE_NAME=$1
+AWS_REGION=$2
+ACCOUNT_ID=$(aws sts get-caller-identity --query Account --output text)
+REPO_URI="$ACCOUNT_ID.dkr.ecr.$AWS_REGION.amazonaws.com/$DOCKER_IMAGE_NAME"
+
+docker build -t $DOCKER_IMAGE_NAME -f deployment/docker/Dockerfile.lambda .
+docker tag "$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"
\ No newline at end of file

From 55aba9869169c7cbff94e1e29add01dce3088103 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 13:43:24 -0300
Subject: [PATCH 21/31] fix: ajusta dockerfile

---
 deployment/docker/Dockerfile.lambda | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/deployment/docker/Dockerfile.lambda b/deployment/docker/Dockerfile.lambda
index 77aefc2..2c2f8e0 100644
--- a/deployment/docker/Dockerfile.lambda
+++ b/deployment/docker/Dockerfile.lambda
@@ -3,9 +3,6 @@ FROM public.ecr.aws/lambda/python:3.10
 # Instalar o Poetry
 RUN pip install poetry
 
-# Definir o diretório de trabalho
-WORKDIR /var/task
-
 # Copiar arquivos de configuração do Poetry
 COPY pyproject.toml poetry.lock* ./
 

From 62b6e30d6b89ff5d59149d8b1a90986035081257 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 13:48:27 -0300
Subject: [PATCH 22/31] feat: adiciona modelo para teste

---
 artifacts/models/.gitignore   |   1 -
 artifacts/models/model.joblib | Bin 0 -> 5219 bytes
 2 files changed, 1 deletion(-)
 create mode 100644 artifacts/models/model.joblib

diff --git a/artifacts/models/.gitignore b/artifacts/models/.gitignore
index 565a9d5..e69de29 100644
--- a/artifacts/models/.gitignore
+++ b/artifacts/models/.gitignore
@@ -1 +0,0 @@
-/model.joblib
diff --git a/artifacts/models/model.joblib b/artifacts/models/model.joblib
new file mode 100644
index 0000000000000000000000000000000000000000..3faa58fa8283884f348ab6998e6b2446424ce51d
GIT binary patch
literal 5219
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z-}l|`b?^OV3f)SED;2iJ4>T_~k_1adn)7laajlUsn@O|4yQVKr6t)UszZX^uq5PmM
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From a82d441762ea55532800d3b6e1306dfdef65ac06 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 14:13:47 -0300
Subject: [PATCH 23/31] feat: adiciona pipeline de destroy

---
 .github/workflows/pipeline_deploy_batch.yml   |  4 +-
 .github/workflows/pipeline_destroy_lambda.yml | 39 +++++++++++++++++++
 deployment/scripts/destroy_infra_lambda.sh    | 21 ++++++++++
 3 files changed, 61 insertions(+), 3 deletions(-)
 create mode 100644 .github/workflows/pipeline_destroy_lambda.yml
 create mode 100644 deployment/scripts/destroy_infra_lambda.sh

diff --git a/.github/workflows/pipeline_deploy_batch.yml b/.github/workflows/pipeline_deploy_batch.yml
index da5b529..c7b37ac 100644
--- a/.github/workflows/pipeline_deploy_batch.yml
+++ b/.github/workflows/pipeline_deploy_batch.yml
@@ -1,9 +1,7 @@
 name: Pipeline de Deploy Batch
 
 on:
-  push:
-    branches:
-      - main
+  workflow_dispatch:
 
 permissions:
   id-token: write
diff --git a/.github/workflows/pipeline_destroy_lambda.yml b/.github/workflows/pipeline_destroy_lambda.yml
new file mode 100644
index 0000000..db8f246
--- /dev/null
+++ b/.github/workflows/pipeline_destroy_lambda.yml
@@ -0,0 +1,39 @@
+name: Pipeline de Destroy Lambda
+
+on:
+    workflow_dispatch:
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.ref }}
+
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          role-to-assume: "arn:aws:iam::340752815603:role/oidc-github-framework-eml-role"
+          role-session-name: GitHub_to_AWS_via_FederatedOIDC
+          aws-region: ${{ env.AWS_REGION }}
+
+      - name: Setup Terraform
+        uses: hashicorp/setup-terraform@v3
+        with:
+          terraform_version: 1.8.0
+
+      - name: Destroy infrastructure
+        run: |
+          chmod +x deployment/scripts/destroy_infra_lambda.sh
+          ./deployment/scripts/destroy_infra_lambda.sh ${{ env.AWS_REGION }}
+
+env:
+  REPO_NAME: "prediction-eml"
+  AWS_REGION: "us-east-1"
diff --git a/deployment/scripts/destroy_infra_lambda.sh b/deployment/scripts/destroy_infra_lambda.sh
new file mode 100644
index 0000000..73d2e83
--- /dev/null
+++ b/deployment/scripts/destroy_infra_lambda.sh
@@ -0,0 +1,21 @@
+#!/bin/bash
+set -e
+
+ACCOUNT_ID=$(aws sts get-caller-identity --query Account --output text)
+BUCKET_NAME="$ACCOUNT_ID-prediction-eml"
+AWS_REGION=$1
+
+# Verifica se o bucket existe
+if aws s3api head-bucket --bucket "$BUCKET_NAME" 2>/dev/null; then
+    echo "O bucket '$BUCKET_NAME' já existe."
+else
+    # Se o bucket não existir, cria o bucket
+    aws s3api create-bucket --bucket "$BUCKET_NAME" --region us-east-1
+    echo "Bucket '$BUCKET_NAME' criado com sucesso."
+fi
+
+# Inicializa o Terraform
+terraform -chdir="deployment/infrastructure/terraform-lambda" init -backend-config="bucket=$BUCKET_NAME" -backend-config="region=$AWS_REGION"
+
+# Comando para destruir a infraestrutura
+terraform -chdir="deployment/infrastructure/terraform-lambda" destroy -auto-approve

From f3a999fd1860102505c4e5a25deb99285195c4bd Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 14:15:32 -0300
Subject: [PATCH 24/31] fix: ajusta pipeline para rodar manualmente

---
 .github/workflows/pipeline_deploy_batch.yml   | 4 +++-
 .github/workflows/pipeline_deploy_lambda.yaml | 3 ---
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/pipeline_deploy_batch.yml b/.github/workflows/pipeline_deploy_batch.yml
index c7b37ac..da5b529 100644
--- a/.github/workflows/pipeline_deploy_batch.yml
+++ b/.github/workflows/pipeline_deploy_batch.yml
@@ -1,7 +1,9 @@
 name: Pipeline de Deploy Batch
 
 on:
-  workflow_dispatch:
+  push:
+    branches:
+      - main
 
 permissions:
   id-token: write
diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 056961d..96cfba7 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -2,9 +2,6 @@ name: Pipeline de Deploy Lambda
 
 on:
   workflow_dispatch:
-  push:
-    branches:
-      - feature/lambda
 
 permissions:
   id-token: write

From 103991d5dbe50b5ba5fe4b8de827005b7aac4b06 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 14:21:27 -0300
Subject: [PATCH 25/31] teste pipeline destroy

---
 .github/workflows/pipeline_destroy_lambda.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline_destroy_lambda.yml b/.github/workflows/pipeline_destroy_lambda.yml
index db8f246..55634c1 100644
--- a/.github/workflows/pipeline_destroy_lambda.yml
+++ b/.github/workflows/pipeline_destroy_lambda.yml
@@ -1,7 +1,9 @@
 name: Pipeline de Destroy Lambda
 
 on:
-    workflow_dispatch:
+    push:
+      branches:
+        - feature/lambda
 
 permissions:
   id-token: write

From fc274dc6f3412430a000b238bc2497a563a3bc2e Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 14:24:42 -0300
Subject: [PATCH 26/31] fix: ajusta pipeline para rodar manualmente

---
 .github/workflows/pipeline_deploy_lambda.yaml | 4 +++-
 .github/workflows/pipeline_destroy_lambda.yml | 6 ++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 96cfba7..52244d2 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -1,7 +1,9 @@
 name: Pipeline de Deploy Lambda
 
 on:
-  workflow_dispatch:
+  push:
+    branches:
+      - feature/lambda
 
 permissions:
   id-token: write
diff --git a/.github/workflows/pipeline_destroy_lambda.yml b/.github/workflows/pipeline_destroy_lambda.yml
index 55634c1..d59eaac 100644
--- a/.github/workflows/pipeline_destroy_lambda.yml
+++ b/.github/workflows/pipeline_destroy_lambda.yml
@@ -1,16 +1,14 @@
 name: Pipeline de Destroy Lambda
 
 on:
-    push:
-      branches:
-        - feature/lambda
+    workflow_dispatch:
 
 permissions:
   id-token: write
   contents: read
 
 jobs:
-  deploy:
+  destroy:
     runs-on: ubuntu-latest
 
     steps:

From 41b3b0ffd700bfd05a1546351039a81a517d8df2 Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 15:57:42 -0300
Subject: [PATCH 27/31] =?UTF-8?q?fix:=20ajusta=20organiza=C3=A7=C3=A3o=20d?=
 =?UTF-8?q?as=20pastas?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 {deployment => api}/lambda/app/lambda_function.py | 0
 deployment/docker/Dockerfile.lambda               | 2 +-
 2 files changed, 1 insertion(+), 1 deletion(-)
 rename {deployment => api}/lambda/app/lambda_function.py (100%)

diff --git a/deployment/lambda/app/lambda_function.py b/api/lambda/app/lambda_function.py
similarity index 100%
rename from deployment/lambda/app/lambda_function.py
rename to api/lambda/app/lambda_function.py
diff --git a/deployment/docker/Dockerfile.lambda b/deployment/docker/Dockerfile.lambda
index 2c2f8e0..84887a4 100644
--- a/deployment/docker/Dockerfile.lambda
+++ b/deployment/docker/Dockerfile.lambda
@@ -14,7 +14,7 @@ RUN poetry install --no-dev
 
 # Copiar os artefatos e o código-fonte
 COPY artifacts/ artifacts/
-COPY deployment/lambda/app/lambda_function.py ./
+COPY api/lambda/app/lambda_function.py ./
 COPY src/ src/
 COPY config/ config/
 

From d3316290819338bd7ad62d85a8b77b0f5333ba9c Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 16:03:06 -0300
Subject: [PATCH 28/31] fix: ajusta nome da branch

---
 .github/workflows/pipeline_deploy_lambda.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index 52244d2..e9f07d8 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -3,7 +3,7 @@ name: Pipeline de Deploy Lambda
 on:
   push:
     branches:
-      - feature/lambda
+      - main
 
 permissions:
   id-token: write

From be6635a2813c8c05bf5f4cd51a858a0d4d5ee50e Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Tue, 8 Oct 2024 16:08:27 -0300
Subject: [PATCH 29/31] remove modelo do repo

---
 artifacts/models/.gitignore   |   1 +
 artifacts/models/model.joblib | Bin 5219 -> 0 bytes
 2 files changed, 1 insertion(+)
 delete mode 100644 artifacts/models/model.joblib

diff --git a/artifacts/models/.gitignore b/artifacts/models/.gitignore
index e69de29..565a9d5 100644
--- a/artifacts/models/.gitignore
+++ b/artifacts/models/.gitignore
@@ -0,0 +1 @@
+/model.joblib
diff --git a/artifacts/models/model.joblib b/artifacts/models/model.joblib
deleted file mode 100644
index 3faa58fa8283884f348ab6998e6b2446424ce51d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From 0f1bbdf276d4ec6ece223bf56c0ca4747b123fee Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Wed, 9 Oct 2024 11:06:52 -0300
Subject: [PATCH 30/31] remove arquivo tfstate

---
 .../infrastructure/terraform-lambda/terraform.tfstate    | 9 ---------
 1 file changed, 9 deletions(-)
 delete mode 100644 deployment/infrastructure/terraform-lambda/terraform.tfstate

diff --git a/deployment/infrastructure/terraform-lambda/terraform.tfstate b/deployment/infrastructure/terraform-lambda/terraform.tfstate
deleted file mode 100644
index ae06f48..0000000
--- a/deployment/infrastructure/terraform-lambda/terraform.tfstate
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "version": 4,
-  "terraform_version": "1.9.4",
-  "serial": 401,
-  "lineage": "79795974-11da-3e4d-08c5-b20287c1a486",
-  "outputs": {},
-  "resources": [],
-  "check_results": null
-}

From 4336c59fb0edae718762c6d5560c4e0ceaec803b Mon Sep 17 00:00:00 2001
From: Nathan Souza <nathan.souza@a3data.com.br>
Date: Wed, 9 Oct 2024 11:08:53 -0300
Subject: [PATCH 31/31] fix: ajusta nome do repo

---
 .github/workflows/pipeline_deploy_lambda.yaml | 2 +-
 .github/workflows/pipeline_destroy_lambda.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/pipeline_deploy_lambda.yaml b/.github/workflows/pipeline_deploy_lambda.yaml
index e9f07d8..459eb47 100644
--- a/.github/workflows/pipeline_deploy_lambda.yaml
+++ b/.github/workflows/pipeline_deploy_lambda.yaml
@@ -48,5 +48,5 @@ jobs:
 
 
 env:
-  REPO_NAME: "prediction-eml"
+  REPO_NAME: "eml-online-repo"
   AWS_REGION: "us-east-1"
diff --git a/.github/workflows/pipeline_destroy_lambda.yml b/.github/workflows/pipeline_destroy_lambda.yml
index d59eaac..b93006e 100644
--- a/.github/workflows/pipeline_destroy_lambda.yml
+++ b/.github/workflows/pipeline_destroy_lambda.yml
@@ -35,5 +35,5 @@ jobs:
           ./deployment/scripts/destroy_infra_lambda.sh ${{ env.AWS_REGION }}
 
 env:
-  REPO_NAME: "prediction-eml"
+  REPO_NAME: "eml-online-repo"
   AWS_REGION: "us-east-1"