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Full-stack Highly Scalable Cloud-native Machine Learning system for demand forecasting with realtime data streaming, inference, retraining loop, and more

License: MIT License

Python 43.84% Dockerfile 5.98% Shell 0.32% Jupyter Notebook 49.86%
airflow cloud-native data-stream demand-forecasting docker fastapi full-stack google-cloud helm kafka

sales-forecast-mlops-at-scale's Introduction

It's me, JOM. ๐Ÿ‘‹

๐Ÿ“š A passionate well-rounded ML Engineer focusing on MLOps and ML Solution Architecture ๐Ÿ“š

jomariya23156

  • ๐Ÿš€ Open to work: Seeking International Opportunities. Open to Relocation Globally. :)

  • ๐ŸŒฑ Expertise: Computer Vision, Medical Imaging, ML System Design, ML Solution Architecture

  • โšก Check this out! jomariya23156.github.io

  • ๐Ÿ“ซ Reach me [email protected]

In case you had a crush on me:

ariya-sontrapornpol jom.soyerz jomariya.s @JomEngineer

Beat My Tech Stack:

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sales-forecast-mlops-at-scale's Issues

Error when setting up project with With Docker Compose

After running the following command docker-compose -f docker-compose.yml -f docker-compose-airflow.yml up -d im getting the error below

` => [nginx 2/3] COPY default.conf.template /etc/nginx/templates/                                                                      0.5s
 => ERROR [nginx 3/3] RUN ln -sf /dev/stdout /var/log/nginx/access.log && ln -sf /dev/stderr /var/log/nginx/error.log                 1.5s
------
 > [nginx 3/3] RUN ln -sf /dev/stdout /var/log/nginx/access.log && ln -sf /dev/stderr /var/log/nginx/error.log:
1.430 exec /bin/sh: exec format error
------
failed to solve: process "/bin/sh -c ln -sf /dev/stdout /var/log/nginx/access.log && ln -sf /dev/stderr /var/log/nginx/error.log" did not complete successfully: exit code: 1```



**and `docker-compose build` is also giving the following error**

` => ERROR [ray 2/4] RUN mkdir -p /storage/mlruns/ &&     chown -R ray /storage/mlruns/ &&     chmod -R go+rX /storage/mlruns/         1.4s
 => CACHED [mlflow 1/5] FROM docker.io/library/python:3.9.17-slim@sha256:42a5da33675ec5a692e8cdbb09ffa4e39588c10dd9a96235e543c498484  0.0s
 => [web-ui internal] load build context                                                                                              0.9s
 => => transferring context: 14.81kB                                                                                                  0.0s
 => [data-producer internal] load build context                                                                                       1.6s
 => => transferring context: 34.01MB                                                                                                  0.4s
 => ERROR [data-producer 2/7] RUN mkdir -p /service/datasets                                                                          1.7s
 => [mlflow internal] load build context                                                                                              1.2s
 => => transferring context: 79B                                                                                                      0.0s
 => [forecast-service internal] load build context                                                                                    0.6s
 => => transferring context: 6.80kB                                                                                                   0.0s
 => CACHED [forecast-service 2/5] COPY requirements.txt /service/requirements.txt                                                     0.1s
 => CACHED [web-ui 2/5] COPY requirements.txt /service/requirements.txt                                                               0.0s
 => CANCELED [web-ui 3/5] RUN pip install -r /service/requirements.txt                                                                1.8s
 => CANCELED [forecast-service 3/5] RUN pip install -r /service/requirements.txt                                                      2.1s
 => CACHED [mlflow 2/3] COPY requirements.txt .                                                                                       0.0s
 => CANCELED [mlflow 3/3] RUN pip install -r requirements.txt                                                                         2.3s
------
 > [ray 2/4] RUN mkdir -p /storage/mlruns/ &&     chown -R ray /storage/mlruns/ &&     chmod -R go+rX /storage/mlruns/:
0.884 exec /bin/bash: exec format error
------
------
 > [data-producer 2/7] RUN mkdir -p /service/datasets:
1.488 exec /bin/sh: exec format error
------
failed to solve: process "/bin/bash -c mkdir -p $MLFLOW_ARTIFACT_ROOT &&     chown -R ray $MLFLOW_ARTIFACT_ROOT &&     chmod -R go+rX $MLFLOW_ARTIFACT_ROOT" did not complete successfully: exit code: 1`





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