trying to debug

.dockerignore

@@ -0,0 +1,34 @@
+# Include any files or directories that you don't want to be copied to your
+# container here (e.g., local build artifacts, temporary files, etc.).
+#
+# For more help, visit the .dockerignore file reference guide at
+# https://docs.docker.com/go/build-context-dockerignore/
+
+**/.DS_Store
+**/__pycache__
+**/.venv
+**/.classpath
+**/.dockerignore
+**/.env
+**/.git
+**/.gitignore
+**/.project
+**/.settings
+**/.toolstarget
+**/.vs
+**/.vscode
+**/*.*proj.user
+**/*.dbmdl
+**/*.jfm
+**/bin
+**/charts
+**/docker-compose*
+**/compose*
+**/Dockerfile*
+**/node_modules
+**/npm-debug.log
+**/obj
+**/secrets.dev.yaml
+**/values.dev.yaml
+LICENSE
+README.md

.github/workflows/ci.yml

@@ -10,7 +10,7 @@ permissions:
 jobs:
   integration:
     name: Continuous Integration
-    runs-on: ubuntu-latest
+    runs-on: self-hosted
     steps:
       - name: Checkout Code
         uses: actions/checkout@v3

Dockerfile

@@ -18,4 +18,4 @@ RUN pip install -r requirements.txt
 
 
 # Run app.py when the container launches
-CMD ["python", "app.py"]
+CMD ["python", "app.py"]

README.Docker.md

@@ -0,0 +1,22 @@
+### Building and running your application
+
+When you're ready, start your application by running:
+`docker compose up --build`.
+
+Your application will be available at http://localhost:8000.
+
+### Deploying your application to the cloud
+
+First, build your image, e.g.: `docker build -t myapp .`.
+If your cloud uses a different CPU architecture than your development
+machine (e.g., you are on a Mac M1 and your cloud provider is amd64),
+you'll want to build the image for that platform, e.g.:
+`docker build --platform=linux/amd64 -t myapp .`.
+
+Then, push it to your registry, e.g. `docker push myregistry.com/myapp`.
+
+Consult Docker's [getting started](https://docs.docker.com/go/get-started-sharing/)
+docs for more detail on building and pushing.
+
+### References
+* [Docker's Python guide](https://docs.docker.com/language/python/)

README.md

@@ -5,6 +5,7 @@ array(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9',
 
 creditcard
 ==============================
+change-somthing...
 
 A credit card fraud detection project
 

app.py

@@ -87,4 +87,4 @@ def predict(input_data: PredictionInput):
 
 if __name__ == "__main__":
     import uvicorn
-    uvicorn.run(app, host="0.0.0.0", port=8080)
+    uvicorn.run(app, host="127.0.0.1", port=8080)

compose.yaml

@@ -0,0 +1,49 @@
+# Comments are provided throughout this file to help you get started.
+# If you need more help, visit the Docker compose reference guide at
+# https://docs.docker.com/go/compose-spec-reference/
+
+# Here the instructions define your application as a service called "server".
+# This service is built from the Dockerfile in the current directory.
+# You can add other services your application may depend on here, such as a
+# database or a cache. For examples, see the Awesome Compose repository:
+# https://github.com/docker/awesome-compose
+services:
+  server:
+    build:
+      context: .
+    ports:
+      - 8000:8000
+
+# The commented out section below is an example of how to define a PostgreSQL
+# database that your application can use. `depends_on` tells Docker Compose to
+# start the database before your application. The `db-data` volume persists the
+# database data between container restarts. The `db-password` secret is used
+# to set the database password. You must create `db/password.txt` and add
+# a password of your choosing to it before running `docker compose up`.
+#     depends_on:
+#       db:
+#         condition: service_healthy
+#   db:
+#     image: postgres
+#     restart: always
+#     user: postgres
+#     secrets:
+#       - db-password
+#     volumes:
+#       - db-data:/var/lib/postgresql/data
+#     environment:
+#       - POSTGRES_DB=example
+#       - POSTGRES_PASSWORD_FILE=/run/secrets/db-password
+#     expose:
+#       - 5432
+#     healthcheck:
+#       test: [ "CMD", "pg_isready" ]
+#       interval: 10s
+#       timeout: 5s
+#       retries: 5
+# volumes:
+#   db-data:
+# secrets:
+#   db-password:
+#     file: db/password.txt
+

data/raw.dvc

@@ -1,6 +1,6 @@
 outs:
-- md5: 63310a287c47722acf1521efd0e0d061.dir
-  size: 150825054
-  nfiles: 2
+- md5: f2c7448614b9ec3d9e7e25dac874171f.dir
+  size: 150828752
+  nfiles: 1
   hash: md5
   path: raw

dvc.lock

@@ -5,8 +5,8 @@ stages:
     deps:
     - path: .\data\raw\creditcard.csv
       hash: md5
-      md5: e8ffcd27762aaf279e268eb849a060f9
-      size: 150825054
+      md5: e90efcb83d69faf99fcab8b0255024de
+      size: 150828752
     - path: .\src\data\make_dataset.py
       hash: md5
       md5: 5d87ea0853101b748b17af0be510c2ac
@@ -18,16 +18,16 @@ stages:
     outs:
     - path: .\data\processed\
       hash: md5
-      md5: b21101ae3f5090f5af39e6f9cbdb21c3.dir
-      size: 151098829
+      md5: c1fe38e0fb7a0bc7f30cdd6de224dc94.dir
+      size: 151102527
       nfiles: 2
   train_model:
     cmd: python .\src\models\train_model.py .\data\processed\
     deps:
     - path: .\data\processed\
       hash: md5
-      md5: b21101ae3f5090f5af39e6f9cbdb21c3.dir
-      size: 151098829
+      md5: c1fe38e0fb7a0bc7f30cdd6de224dc94.dir
+      size: 151102527
       nfiles: 2
     - path: .\src\models\train_model.py
       hash: md5
@@ -36,28 +36,28 @@ stages:
     outs:
     - path: .\models\
       hash: md5
-      md5: 6191af90def2b514e1128c7d91ae5877.dir
-      size: 397817
+      md5: 22c6dbc96a821fb65feb74161acdbdfd.dir
+      size: 398777
       nfiles: 1
   visualize:
     cmd: python .\src\visualization\visualize.py .\models\model.joblib .\data\processed\
     deps:
     - path: .\data\processed\
       hash: md5
-      md5: 45207c27b5aec2846e4532f5bee1631f.dir
-      size: 151098829
+      md5: c1fe38e0fb7a0bc7f30cdd6de224dc94.dir
+      size: 151102527
       nfiles: 2
     - path: .\models\model.joblib
       hash: md5
-      md5: e01830bd03da0f4f328c34580d40d5b3
-      size: 3865
+      md5: 1fab7c57e15f287ea2cc3d04f88ba0d9
+      size: 398777
     - path: .\src\visualization\visualize.py
       hash: md5
-      md5: db86d2e43c664f095353e9ba6afe3393
-      size: 3687
+      md5: a91ca79bfaea995c333fa50841f86fde
+      size: 3683
     outs:
     - path: dvclive
       hash: md5
-      md5: e887b02afa678d483c083f4d3632dc94.dir
-      size: 18530385
+      md5: b1c83bd8c1ab9ef068bd867f7673cf6f.dir
+      size: 20018970
       nfiles: 8