diff --git a/mlops/annotation_app/.env b/mlops/annotation_app/.env
new file mode 100644
index 0000000..f57f962
--- /dev/null
+++ b/mlops/annotation_app/.env
@@ -0,0 +1 @@
+GOOGLE_APPLICATION_CREDENTIAL="google-storage-service-account.json"
\ No newline at end of file
diff --git a/mlops/annotation_app/.gcloudignore b/mlops/annotation_app/.gcloudignore
new file mode 100644
index 0000000..4157293
--- /dev/null
+++ b/mlops/annotation_app/.gcloudignore
@@ -0,0 +1,5 @@
+# cloudbuild/内に置いた方が良さそうだが、今はこの位置の.gcludignoreのみ認識してくれる
+.gitignore
+*.json
+*.env*
+.venv/
diff --git a/mlops/annotation_app/Dockerfile b/mlops/annotation_app/Dockerfile
index 96c5a80..7fcb6f5 100644
--- a/mlops/annotation_app/Dockerfile
+++ b/mlops/annotation_app/Dockerfile
@@ -1,21 +1,35 @@
 # ベースイメージとしてPythonの公式イメージを使用
-FROM python:3.9-slim
+FROM python:3.10.2-buster
 
-# 作業ディレクトリを設定
-WORKDIR /app
+USER root
+EXPOSE 8080
 
-# 必要なファイルをコンテナ内にコピー
-COPY requirements.txt requirements.txt
-COPY main.py main.py
-COPY app.yaml app.yaml
-COPY google-storage-service-account.json google-storage-service-account.json
-COPY templates/ templates/
+RUN apt-get update && apt-get upgrade -y
+RUN apt-get -y install locales && \
+    localedef -f UTF-8 -i ja_JP ja_JP.UTF-8
+ENV LANG ja_JP.UTF-8
+ENV LANGUAGE ja_JP:ja
+ENV LC_ALL ja_JP.UTF-8
+ENV TZ JST-9
+ENV TERM xterm
+
+ARG POETRY_HOME="/opt/poetry"
+ARG POETRY_VERSION="1.6.1"
+
+RUN mkdir -p /root/app
+COPY ./ /root/app
+WORKDIR /root/app
 
-# Pythonパッケージをインストール
-RUN pip install --no-cache-dir -r requirements.txt
+RUN curl -sSL https://install.python-poetry.org/ | python3 - --version ${POETRY_VERSION} && \
+    ln -s ${POETRY_HOME}/bin/poetry /usr/local/bin/poetry && \
+    poetry config virtualenvs.create false
+
+# 必要なファイルをコンテナ内にコピー
+RUN mkdir -p /root/app
+COPY ./ /root/app
+WORKDIR /root/app
 
-# 環境変数を設定
-ENV GOOGLE_APPLICATION_CREDENTIALS="/app/google-storage-service-account.json"
+RUN poetry install --no-root --no-ansi
 
 # アプリケーションを実行
-CMD ["python", "main.py"]
\ No newline at end of file
+# CMD ["python", "main.py"]
\ No newline at end of file
diff --git a/mlops/annotation_app/README.md b/mlops/annotation_app/README.md
new file mode 100644
index 0000000..ce2d116
--- /dev/null
+++ b/mlops/annotation_app/README.md
@@ -0,0 +1,22 @@
+### dockerに入る
+```
+docker compose up -d
+```
+```
+docker exec -it annotation-app bash
+```
+
+### poetry
+```
+poetry install
+```
+
+### 実行
+```
+poetry run python3 src/main.py
+```
+
+### デプロイ
+```
+cd cloudbuild && sh cloudbuild.sh
+```
\ No newline at end of file
diff --git a/mlops/annotation_app/cloudbuild/Dockerfile b/mlops/annotation_app/cloudbuild/Dockerfile
new file mode 100644
index 0000000..90270c6
--- /dev/null
+++ b/mlops/annotation_app/cloudbuild/Dockerfile
@@ -0,0 +1,31 @@
+# ベースイメージとしてPythonの公式イメージを使用
+FROM python:3.10.2-buster
+
+USER root
+EXPOSE 8080
+
+RUN apt-get update && apt-get upgrade -y
+RUN apt-get -y install locales && \
+    localedef -f UTF-8 -i ja_JP ja_JP.UTF-8
+ENV LANG ja_JP.UTF-8
+ENV LANGUAGE ja_JP:ja
+ENV LC_ALL ja_JP.UTF-8
+ENV TZ JST-9
+ENV TERM xterm
+
+ARG POETRY_HOME="/opt/poetry"
+ARG POETRY_VERSION="1.6.1"
+
+RUN mkdir -p /root/app
+COPY ./ /root/app
+WORKDIR /root/app
+
+RUN curl -sSL https://install.python-poetry.org/ | python3 - --version ${POETRY_VERSION} && \
+    ln -s ${POETRY_HOME}/bin/poetry /usr/local/bin/poetry && \
+    poetry config virtualenvs.create false
+
+
+RUN poetry install --no-root --no-ansi
+
+# アプリケーションを実行
+CMD ["poetry", "run", "python3", "src/main.py"]
\ No newline at end of file
diff --git a/mlops/annotation_app/cloudbuild/cloudbuild.sh b/mlops/annotation_app/cloudbuild/cloudbuild.sh
new file mode 100644
index 0000000..542024a
--- /dev/null
+++ b/mlops/annotation_app/cloudbuild/cloudbuild.sh
@@ -0,0 +1,4 @@
+REGION="us-central1"
+PROJECT_ID="camera-app-391105"
+
+gcloud builds submit --region=${REGION} --project=${PROJECT_ID} --config=cloudbuild.yaml ../
diff --git a/mlops/annotation_app/cloudbuild/cloudbuild.yaml b/mlops/annotation_app/cloudbuild/cloudbuild.yaml
new file mode 100644
index 0000000..6905eea
--- /dev/null
+++ b/mlops/annotation_app/cloudbuild/cloudbuild.yaml
@@ -0,0 +1,44 @@
+steps:
+  # (1) コンテナイメージのビルドを実行
+  - name: "gcr.io/cloud-builders/docker"
+    args:
+      [
+        "build",
+        "-t",
+        "${LOCATION}-docker.pkg.dev/$PROJECT_ID/${_DOCKER_NAME}/main:latest",
+        "-f",
+        "./cloudbuild/Dockerfile",
+        ".",
+      ]
+
+  # (2) ビルドしたコンテナイメージをArtifact Registryにプッシュ
+  - name: "gcr.io/cloud-builders/docker"
+    args:
+      [
+        "push",
+        "$LOCATION-docker.pkg.dev/$PROJECT_ID/${_DOCKER_NAME}/main:latest",
+      ]
+
+  # (3) Cloud Runにデプロイ
+  - name: "gcr.io/cloud-builders/gcloud"
+    args:
+      - "run"
+      - "deploy"
+      - "${_RUN_SERVICE_NAME}"
+      - "--image"
+      - "$LOCATION-docker.pkg.dev/$PROJECT_ID/${_DOCKER_NAME}/main:latest"
+      - "--platform"
+      - "managed"
+      - "--region"
+      - "$LOCATION"
+      - "--allow-unauthenticated"
+      - "--service-account"
+      - "${_SERVICE_ACCOUNT_FOR_RUN}"
+
+options:
+  logging: CLOUD_LOGGING_ONLY
+
+substitutions:
+  _DOCKER_NAME: "annotation-app"
+  _RUN_SERVICE_NAME: "annotation-app"
+  _SERVICE_ACCOUNT_FOR_RUN: "sa-run-backend-dev"
diff --git a/mlops/annotation_app/docker-compose.yaml b/mlops/annotation_app/docker-compose.yaml
new file mode 100644
index 0000000..4487e58
--- /dev/null
+++ b/mlops/annotation_app/docker-compose.yaml
@@ -0,0 +1,16 @@
+version: "3.3"
+
+services:
+  annotation-app:
+    build:
+      context: ./
+      dockerfile: Dockerfile
+    container_name: annotation-app
+    tty: true
+    ports:
+      - 127.0.0.1:8080:8080
+    restart: always
+    volumes:
+      - ./:/root/app/
+    env_file:
+      - .env
diff --git a/mlops/annotation_app/poetry.lock b/mlops/annotation_app/poetry.lock
new file mode 100644
index 0000000..10ad07c
--- /dev/null
+++ b/mlops/annotation_app/poetry.lock
@@ -0,0 +1,651 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
+[[package]]
+name = "blinker"
+version = "1.8.2"
+description = "Fast, simple object-to-object and broadcast signaling"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
+    {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
+]
+
+[[package]]
+name = "cachetools"
+version = "5.3.3"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+]
+
+[[package]]
+name = "certifi"
+version = "2024.2.2"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
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+category = "main"
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+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.10"
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diff --git a/mlops/annotation_app/pyproject.toml b/mlops/annotation_app/pyproject.toml
new file mode 100644
index 0000000..3dc92d5
--- /dev/null
+++ b/mlops/annotation_app/pyproject.toml
@@ -0,0 +1,17 @@
+[tool.poetry]
+name = "annotation-app"
+version = "0.1.0"
+description = ""
+authors = ["azuma164 <ornitho1027@gmail.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.10"
+flask = "^3.0.3"
+google-auth = "^2.29.0"
+google-cloud-storage = "^2.16.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/mlops/annotation_app/requirements.txt b/mlops/annotation_app/requirements.txt
deleted file mode 100644
index 175427e..0000000
--- a/mlops/annotation_app/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-Flask==2.0.1
-google-cloud-storage==1.42.3
-google-auth==1.35.0
diff --git a/mlops/annotation_app/app.yaml b/mlops/annotation_app/src/app.yaml
similarity index 100%
rename from mlops/annotation_app/app.yaml
rename to mlops/annotation_app/src/app.yaml
diff --git a/mlops/annotation_app/initial_labels.txt b/mlops/annotation_app/src/initial_labels.txt
similarity index 100%
rename from mlops/annotation_app/initial_labels.txt
rename to mlops/annotation_app/src/initial_labels.txt
diff --git a/mlops/annotation_app/main.py b/mlops/annotation_app/src/main.py
similarity index 87%
rename from mlops/annotation_app/main.py
rename to mlops/annotation_app/src/main.py
index 34c242a..01190f0 100644
--- a/mlops/annotation_app/main.py
+++ b/mlops/annotation_app/src/main.py
@@ -1,6 +1,8 @@
 from flask import Flask, request, render_template, redirect, url_for, session
-from google.cloud import storage
+from google.cloud.storage import Client
 from google.oauth2 import service_account
+from google import auth
+from google.auth.transport import requests
 import os
 from datetime import timedelta
 
@@ -12,9 +14,21 @@
 IMAGE_DIR = 'test'
 INITIAL_LABELS_FILE = "test/annotation/initial_label.txt"
 ALREADY_LABELS_FILE = "test/annotation/already_label.txt"
-key_path = './google-storage-service-account.json'
-credentials = service_account.Credentials.from_service_account_file(key_path)
-storage_client = storage.Client(credentials=credentials)
+
+if "GOOGLE_APPLICATION_CREDENTIAL" in os.environ:
+    key = os.environ["GOOGLE_APPLICATION_CREDENTIAL"]
+    credentials = service_account.Credentials.from_service_account_file(
+        key,
+        scopes=["https://www.googleapis.com/auth/cloud-platform"],
+    )
+    storage_client = Client(credentials=credentials)
+else:
+    credentials, _ = auth.default()
+    if credentials.token is None:
+        # Perform a refresh request to populate the access token of the
+        # current credentials.
+        credentials.refresh(requests.Request())
+    storage_client = Client()
 
 ATTRIBUTES = ['Hat', 'Glasses', 'ShortSleeve', 'LongSleeve', 'UpperStride', 'UpperLogo', 'UpperPlaid', 'UpperSplice', 
               'LowerStripe', 'LowerPattern', 'LongCoat', 'Trousers', 'Shorts', 'Skirt&Dress', 'Boots', 'HandBag', 
@@ -36,7 +50,13 @@ def upload_string_to_blob(bucket_name, content, blob_name):
 def generate_signed_url(bucket_name, blob_name, expiration=timedelta(minutes=15)):
     bucket = storage_client.bucket(bucket_name)
     blob = bucket.blob(blob_name)
-    url = blob.generate_signed_url(expiration=expiration)
+    url = blob.generate_signed_url(
+        version="v4",
+        expiration=expiration, 
+        service_account_email=credentials.service_account_email,
+        access_token=credentials.token,
+        method="GET",
+    )
     return url
 
 # アノテーションがまだされていない画像のリストを取得する関数
diff --git a/mlops/annotation_app/templates/annotate.html b/mlops/annotation_app/src/templates/annotate.html
similarity index 100%
rename from mlops/annotation_app/templates/annotate.html
rename to mlops/annotation_app/src/templates/annotate.html
diff --git a/mlops/annotation_app/templates/index.html b/mlops/annotation_app/src/templates/index.html
similarity index 100%
rename from mlops/annotation_app/templates/index.html
rename to mlops/annotation_app/src/templates/index.html
diff --git a/mlops/annotation_app/templates/select_attributes.html b/mlops/annotation_app/src/templates/select_attributes.html
similarity index 100%
rename from mlops/annotation_app/templates/select_attributes.html
rename to mlops/annotation_app/src/templates/select_attributes.html