[{"data":1,"prerenderedAt":7996},["ShallowReactive",2],{"/en-us/blog/build-an-ml-app-pipeline-with-gitlab-model-registry-using-mlflow":3,"navigation-en-us":39,"banner-en-us":464,"footer-en-us":481,"blogAuthors-en-us":729,"next-steps-en-us":7975,"footer-source-/en-us/blog/build-an-ml-app-pipeline-with-gitlab-model-registry-using-mlflow/":7990},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"seo":8,"content":16,"config":28,"_id":32,"_type":33,"title":34,"_source":35,"_file":36,"_stem":37,"_extension":38},"/en-us/blog/build-an-ml-app-pipeline-with-gitlab-model-registry-using-mlflow","blog",false,"",{"title":9,"description":10,"ogTitle":9,"ogDescription":10,"noIndex":6,"ogImage":11,"ogUrl":12,"ogSiteName":13,"ogType":14,"canonicalUrls":12,"schema":15},"Build an ML app pipeline with GitLab Model Registry using MLflow","Learn how to manage your ML apps entirely through GitLab with this tutorial. Also discover the role machine learning operations, or MLOps, plays in automating the DevSecOps lifecycle.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749660151/Blog/Hero%20Images/blog-image-template-1800x945__26_.png","https://about.gitlab.com/blog/build-an-ml-app-pipeline-with-gitlab-model-registry-using-mlflow","https://about.gitlab.com","article","\n                        {\n        \"@context\": \"https://schema.org\",\n        \"@type\": \"Article\",\n        \"headline\": \"Build an ML app pipeline with GitLab Model Registry using MLflow\",\n        \"author\": [{\"@type\":\"Person\",\"name\":\"Gufran Yeşilyurt, OBSS\"},{\"@type\":\"Person\",\"name\":\"Péter Bozsó\"}],\n        \"datePublished\": \"2024-09-17\",\n      }",{"title":9,"description":10,"authors":17,"heroImage":11,"date":20,"body":21,"category":22,"tags":23},[18,19],"Gufran Yeşilyurt, OBSS","Péter Bozsó","2024-09-17","__*Editor's note: From time to time, we invite members of our partner\ncommunity to contribute to the GitLab Blog. Thanks to Gufran Yeşilyurt, a\nDevOps consultant at OBSS Technology, for co-creating with us.*__\n\n\nThis tutorial will walk you through setting up an MLOps pipeline with GitLab\nModel Registry, utilizing MLflow. This will be a great starting point to\nmanage your ML apps entirely through GitLab. But first, it is crucial to\nunderstand why we need MLOps and what GitLab offers.\n\n\n[MLOps](https://about.gitlab.com/direction/modelops/mlops/#overview), or\nmachine learning operations, is a critical practice for managing and\nautomating the lifecycle of machine learning models, from development to\ndeployment and maintenance. Its importance lies in addressing the complexity\nand dynamism of machine learning workflows, which involve not just software\ndevelopment but also data management, model training, testing, deployment,\nand continuous monitoring.\n\n\nMLOps ensures that models are reproducible, scalable, and maintainable,\nfacilitating collaboration between data scientists, machine learning\nengineers, and operations teams. By incorporating MLOps, organizations can\nstreamline the deployment process, reduce time to market, and improve the\nreliability and performance of their machine learning applications.\n\n\nThe necessity of MLOps arises from the unique challenges posed by machine\nlearning projects. Unlike traditional software development, machine learning\ninvolves handling large datasets, experimenting with various models, and\ncontinuously updating models based on new data and feedback.\n\n\nWithout proper operations, managing these aspects becomes cumbersome,\nleading to potential issues like model drift, where the model's performance\ndegrades over time due to changes in the underlying data. MLOps provides a\nstructured approach to monitor and manage these changes, ensuring that\nmodels remain accurate and effective. Moreover, it introduces automation in\nvarious stages, such as data preprocessing, model training, and deployment,\nthereby reducing manual errors and enhancing efficiency.\n\n\nGitLab's features play a pivotal role in implementing MLOps effectively.\nGitLab provides an integrated platform that combines source code management,\n[CI/CD pipelines](https://about.gitlab.com/topics/ci-cd/), tracking and\ncollaboration tools, making it ideal for managing machine learning projects.\n\n\nWith GitLab, teams can leverage version control to track changes in both\ncode and data, ensuring reproducibility and transparency. The CI/CD\npipelines in GitLab automate the testing and deployment of machine learning\nmodels, allowing for continuous integration and continuous delivery. This\nautomation not only speeds up the deployment process but also ensures\nconsistency and reliability in the models being deployed. \n\n\nAdditionally, GitLab's collaboration features, such as merge requests and\ncode reviews, facilitate better communication and coordination among team\nmembers, ensuring that everyone is aligned and any issues are promptly\naddressed.\n\n\nPrerequisites:\n\n- basic knowledge of GitLab pipelines\n\n- basic knowledge of MLflow\n\n- a Kubernetes cluster\n\n- Dockerfile\n\n\nThis tutorial includes instructions to:\n\n- [Set up environment variables of\nMLflow](#set-up-environment-variables-of-mlflow)\n\n- [Train and log candidates at merge\nrequest](#train-and-log-candidates-at-merge-request)\n\n- [Register the most successful\ncandidate](#register-the-most-successful-candidate)\n\n- [Dockerize and deploy an ML app with the registered\nmodel](#dockerize-and-deploy-an-ml-app-with-the-registered-model)\n\n\nIn this example, to decide whether to provide the user a loan, we make use\nof Random Forest Classifier, Decision Tree, and Logistic Regression. At the\nend of this showcase, we will have a web application that utilizes machine\nlearning to respond to the user.\n\n\nTo reproduce this example in your own GitLab environment, you can read the\nrest of this article or follow the video below. You can find the source code\nof this example in [these OBSS\nrepositories](https://gitlab.com/gitlab-partners-public/obss).\n\n\n\u003Cfigure class=\"video_container\">\n  \u003Ciframe src=\"https://www.youtube.com/embed/grNJAp1xAi0?si=Bf9CAP9lB1uWErOZ\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\"> \u003C/iframe>\n\u003C/figure>\n\n\u003C!-- blank line -->\n\n\n## Set up environment variables of MLflow\n\n\nOn the host where the code is executed, set the environment variables for\ntracking URI and token. This might be a remote host, CI pipeline, or your\nlocal environment. When they are set, you can call\n`mlflow.set_experiment(\"\u003Cexperiment_name>\")`. As a reference:\n\n\n```\n\nexport MLFLOW_TRACKING_URI=\"\u003Cyour gitlab endpoint>/api/v4/projects/\u003Cyour\nproject id>/ml/mlflow\"\n\nexport MLFLOW_TRACKING_TOKEN=\"\u003Cyour_access_token>\"\n\n```\n\n\n**Note:** If the training code contains the call to\n`mlflow.set_tracking_uri()`, remove it.\n\n\n## Train and log candidates at merge request\n\n\nIn your model train code, you can use MLflow methods to log metrics,\nartifacts, and parameters. You can also divide the train steps into pipeline\nstages if you are comfortable with that part. In this example, one Python\nfile will be used for both training and report generation.\n\n\n```\n\nmlflow.log_params(params)\n\nmlflow.log_metrics(metrics_data)\n\nmlflow.log_artifact(artifacts)\n\n```\n\n\nYou can then create the necessary pipeline to train the experiment. By\nadding the relevant rules, you can trigger this pipeline manually in merge\nrequests and observe the report generated as MR Note.\n\n\nWhen the pipeline is finished, you can see the details about the candidate\nin **Analyze > Model Experiments**.\n\n\n![details about the candidate in the finished\npipeline](https://res.cloudinary.com/about-gitlab-com/image/upload/v1749676127/Blog/Content%20Images/Screenshot_1.png)\n\n\n## Register the most successful candidate\n\n\nAccording to the measurements you have made, we can register the most\nsuccessful candidate (may be the one with the highest accuracy value) with\nthe Run ID of the candidate.\n\n\nBut first, we need to create a model and its version in Registry. I created\nthese steps in separate stages and components (because I may need these\nsteps in other projects). You should be careful to use semantic versioning\nwhen versioning.\n\n\n### Register source model parameters and metrics\n\n\n```\n\nsource_candidate = client.get_run(source_candidate_id)\n\nparams = { k: v for k, v in source_candidate.data.params.items() }\n\nmetric = { k: v for k, v in source_candidate.data.metrics.items() }\n\n\nmodel_version = client.get_model_version(model_name, version)\n\nrun_id = model_version.run_id\n\nmodel_class = \"\"\n\nfor name, value in params.items():\n    client.log_param(run_id, name, value)\n    if name == \"Class\":\n        model_class = value\n\nfor name, value in metric.items():\n    client.log_metric(run_id, name, value)\n\n```\n\n\nAfter logging the parameters and metrics, you can [register the\nartifacts](https://gitlab.com/gitlab-partners-public/obss/mlops-loan-prediction/-/blob/main/register_candidate.py)\nas you did in the train step.\n\n\nYou may want to manually enter the inputs of the relevant steps as [a\nvariable in the\npipeline](https://gitlab.com/gitlab-partners-public/obss/components/-/blob/main/templates/register-candidate.yml).\n\n\n## CI/CD components\n\n\nI have used [CI/CD components](https://docs.gitlab.com/ee/ci/components/)\nbecause they provide a structured environment for managing machine learning\nworkflows. These components enable reusability by allowing teams to store\nand share standardized scripts, models, and datasets, ensuring that previous\nwork can be easily accessed, modified, and redeployed in future projects,\nthus accelerating development and reducing redundancy.\n\n\n> [Learn more about CI/CD components and the CI/CD\nCatalog](https://about.gitlab.com/blog/ci-cd-catalog-goes-ga-no-more-building-pipelines-from-scratch/).\n\n\n## Dockerize and deploy an ML app with the registered model\n\n\nIn this project, while registering the model, I also register the pkl file\nas an artifact and then create the docker image with that artifact and send\nit to [GitLab Container\nRegistry](https://about.gitlab.com/blog/next-generation-gitlab-container-registry-goes-ga/).\n\n\nYou can now access your Docker image from the Container Registry and deploy\nit to your environment with the method you want.\n\n\n## Resources\n\n- [Model\nexperiments](https://docs.gitlab.com/ee/user/project/ml/experiment_tracking/)\n\n- [MLflow client\ncompatibility](https://docs.gitlab.com/ee/user/project/ml/experiment_tracking/mlflow_client.html)\n\n- [CI/CD components](https://docs.gitlab.com/ee/ci/components/)\n\n- [Building GitLab with GitLab: Why there is no MLOps without\nDevSecOps](https://about.gitlab.com/blog/there-is-no-mlops-without-devsecops/)\n\n\n***Credits:**\n\nThis tutorial and the corresponding sample projects were created and\ngenerously shared with the community by [OBSS](https://obss.tech/en/). OBSS\nis an EMEA-based channel partner of GitLab. They have deep expertise across\nthe whole DevSecOps lifecycle and amongst many other things, they are more\nthan happy to support customers with migrating their MLOps workloads to\nGitLab.*\n","ai-ml",[24,25,26,27],"AI/ML","tutorial","CI/CD","partners",{"slug":29,"featured":30,"template":31},"build-an-ml-app-pipeline-with-gitlab-model-registry-using-mlflow",true,"BlogPost","content:en-us:blog:build-an-ml-app-pipeline-with-gitlab-model-registry-using-mlflow.yml","yaml","Build An Ml App Pipeline With Gitlab Model Registry Using 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