mlflow--mlflow/examples/llms/RAG/static_evaluation_dataset.csv

1	question	source	retrieved_doc_ids
2	What is the purpose of the MLflow Model Registry?	['model-registry.html']	['model-registry.html', 'introduction/index.html', 'introduction/index.html', 'deep-learning/index.html']
3	What is the purpose of registering a model with the Model Registry?	['model-registry.html']	['model-registry.html', 'models.html', 'introduction/index.html', 'introduction/index.html']
4	What can you do with registered models and model versions?	['model-registry.html']	['model-registry.html', 'models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'deployment/index.html']
5	How can you add, modify, update, or delete a model in the Model Registry?	['model-registry.html']	['model-registry.html', 'models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'introduction/index.html']
6	How can you deploy and organize models in the Model Registry?	['model-registry.html']	['model-registry.html', 'deployment/index.html', 'deployment/index.html', 'models.html']
7	What is the purpose of the mlflow.sklearn.log_model() method?	['model-registry.html']	['models.html', 'getting-started/intro-quickstart/index.html', 'deployment/deploy-model-to-kubernetes/index.html', 'getting-started/quickstart-1/index.html']
8	What method do you use to create a new registered model?	['model-registry.html']	['model-registry.html', 'models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'getting-started/quickstart-2/index.html']
9	How can you deploy and organize models in the Model Registry?	['model-registry.html']	['model-registry.html', 'deployment/index.html', 'deployment/index.html', 'models.html']
10	How can you fetch a specific model version?	['model-registry.html']	['models.html', 'model-registry.html', 'deployment/deploy-model-to-kubernetes/index.html', 'getting-started/quickstart-2/index.html']
11	How can you fetch the latest model version in a specific stage?	['model-registry.html']	['models.html', 'model-registry.html', 'deployment/deploy-model-to-kubernetes/index.html', 'llms/prompt-engineering/index.html']
12	What can you do to promote MLflow Models across environments?	['model-registry.html']	['deployment/index.html', 'deployment/index.html', 'models.html', 'getting-started/quickstart-2/index.html']
13	How can you fetch a list of registered models in the MLflow registry?	['model-registry.html']	['model-registry.html', 'models.html', 'getting-started/quickstart-2/index.html', 'tutorials-and-examples/index.html']
14	What is the name of the model and its version details?	['model-registry.html']	['models.html', 'model-registry.html', 'new-features/index.html', 'getting-started/quickstart-2/index.html']
15	What is the purpose of saving the model in pickled format?	['model-registry.html']	['models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'model-registry.html', 'deployment/index.html']
16	What is an MLflow Model and what is its purpose?	['models.html']	['introduction/index.html', 'introduction/index.html', 'deployment/index.html', 'deployment/index.html']
17	What are the flavors defined in the MLmodel file for the mlflow.sklearn library?	['models.html']	['community-model-flavors.html', 'models.html', 'traditional-ml/creating-custom-pyfunc/index.html', 'deployment/deploy-model-to-kubernetes/index.html']
18	What command can be used to package and deploy models to AWS SageMaker?	['models.html']	['deployment/index.html', 'deployment/index.html', 'deployment/deploy-model-to-kubernetes/index.html', 'models.html']
19	What is the default channel logged for models using MLflow v1.18 and above?	['models.html']	['models.html', 'tracking.html', 'new-features/index.html', 'python_api/index.html']
20	What information is stored in the conda.yaml file?	['models.html']	['models.html', 'projects.html', 'tracking.html', 'cli.html']
21	How can you save a model with a manually specified conda environment?	['models.html']	['models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'getting-started/quickstart-1/index.html', 'getting-started/quickstart-2/index.html']
22	What are inference params and how are they used during model inference?	['models.html']	['models.html', 'traditional-ml/hyperparameter-tuning-with-child-runs/index.html', 'getting-started/quickstart-2/index.html', 'llms/llm-tracking/index.html']
23	What is the purpose of model signatures in MLflow?	['models.html']	['models.html', 'model-registry.html', 'traditional-ml/index.html', 'traditional-ml/index.html']
24	What is the API used to set signatures on models?	['models.html']	['models.html', 'llms/gateway/index.html', 'model-registry.html', 'python_api/index.html']
25	What components are used to generate the final time series?	['models.html']	['models.html', 'introduction/index.html', 'introduction/index.html', 'tracking.html']
26	What functionality does the configuration DataFrame submitted to the pyfunc flavor provide?	['models.html']	['models.html', 'traditional-ml/creating-custom-pyfunc/index.html', 'community-model-flavors.html', 'llms/custom-pyfunc-for-llms/index.html']
27	What is a common configuration for lowering the total memory pressure for pytorch models within transformers pipelines?	['models.html']	['models.html', 'llms/custom-pyfunc-for-llms/index.html', 'llms/index.html', 'llms/index.html']
28	What does the save_model() function do?	['models.html']	['models.html', 'model-registry.html', 'deployment/deploy-model-to-kubernetes/index.html', 'getting-started/quickstart-1/index.html']
29	What is an MLflow Project?	['projects.html']	['projects.html', 'introduction/index.html', 'introduction/index.html', 'getting-started/quickstart-1/index.html']
30	What are the entry points in a MLproject file and how can you specify parameters for them?	['projects.html']	['projects.html', 'cli.html', 'llms/prompt-engineering/index.html', 'tracking.html']
31	What are the project environments supported by MLflow?	['projects.html']	['projects.html', 'deployment/index.html', 'deployment/index.html', 'traditional-ml/index.html']
32	What is the purpose of the --build-image flag when running mlflow run?	['projects.html']	['cli.html', 'models.html', 'getting-started/quickstart-2/index.html', 'tracking.html']
33	What is the purpose of specifying a Conda environment in an MLflow project?	['projects.html']	['projects.html', 'models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'deployment/index.html']
34	What is the purpose of the MLproject file?	['projects.html']	['projects.html', 'introduction/index.html', 'introduction/index.html', 'models.html']
35	How can you pass runtime parameters to the entry point of an MLflow Project?	['projects.html']	['projects.html', 'cli.html', 'tracking.html', 'getting-started/quickstart-2/index.html']
36	What is the relative path to the python_env YAML file within the MLflow project's directory?	['projects.html']	['models.html', 'projects.html', 'python_api/index.html', 'tracking.html']
37	What are the additional local volume mounted and environment variables in the docker container?	['projects.html']	['tracking.html', 'cli.html', 'docker.html', 'models.html']
38	How does MLflow run a Project on Kubernetes?	['projects.html']	['projects.html', 'deployment/deploy-model-to-kubernetes/index.html', 'getting-started/quickstart-2/index.html', 'deployment/index.html']
39	What fields are replaced when MLflow creates a Kubernetes Job for an MLflow Project?	['projects.html']	['projects.html', 'models.html', 'tracking.html', 'deployment/deploy-model-to-kubernetes/index.html']
40	What is the syntax for searching runs using the MLflow UI and API?	['search-runs.html']	['search-runs.html', 'getting-started/quickstart-2/index.html', 'llms/prompt-engineering/index.html', 'tracking.html']
41	What is the syntax for searching runs using the MLflow UI and API?	['search-runs.html']	['search-runs.html', 'getting-started/quickstart-2/index.html', 'llms/prompt-engineering/index.html', 'tracking.html']
42	What are the key parts of a search expression in MLflow?	['search-runs.html']	['search-runs.html', 'models.html', 'introduction/index.html', 'introduction/index.html']
43	What are some examples of entity names that contain special characters?	['search-runs.html']	['tutorials-and-examples/index.html', 'models.html', 'search-runs.html', 'llms/index.html']
44	What are the key attributes for the model with the run_id 'a1b2c3d4' and run_name 'my-run'?	['search-runs.html']	['search-runs.html', 'tracking.html', 'models.html', 'cli.html']
45	What type of constant does the RHS need to be if LHS is a metric?	['search-runs.html']	['llms/llm-evaluate/index.html', 'model-evaluation/index.html', 'model-evaluation/index.html', 'models.html']
46	How can you get all active runs from experiments IDs 3, 4, and 17 that used a CNN model with 10 layers and had a prediction accuracy of 94.5% or higher?	['search-runs.html']	['models.html', 'getting-started/quickstart-2/index.html', 'search-runs.html', 'tutorials-and-examples/index.html']
47	What is the purpose of the 'experimentIds' variable in the given paragraph?	['search-runs.html']	['search-experiments.html', 'cli.html', 'models.html', 'rest-api.html']
48	What is the MLflow Tracking component used for?	['tracking.html']	['introduction/index.html', 'introduction/index.html', 'tracking.html', 'llms/llm-tracking/index.html']
49	What information does each run record in MLflow Tracking?	['tracking.html']	['tracking.html', 'llms/llm-tracking/index.html', 'traditional-ml/hyperparameter-tuning-with-child-runs/index.html', 'getting-started/intro-quickstart/index.html']
50	How can you create an experiment in MLflow?	['tracking.html']	['getting-started/quickstart-1/index.html', 'getting-started/quickstart-2/index.html', 'models.html', 'getting-started/logging-first-model/index.html']
51	How can you create an experiment using MLflow?	['tracking.html']	['getting-started/quickstart-2/index.html', 'getting-started/quickstart-1/index.html', 'models.html', 'tutorials-and-examples/index.html']
52	What are the two components used by MLflow for storage?	['tracking.html']	['tracking.html', 'introduction/index.html', 'introduction/index.html', 'models.html']
53	What interfaces does the MLflow client use to record MLflow entities and artifacts when running MLflow on a local machine with a SQLAlchemy-compatible database?	['tracking.html']	['tracking.html', 'models.html', 'plugins.html', 'getting-started/quickstart-1/index.html']
54	What is the default backend store used by MLflow?	['tracking.html']	['tracking.html', 'plugins.html', 'models.html', 'cli.html']
55	What is the architecture depicted in this example scenario?	['tracking.html']	['tutorials-and-examples/index.html', 'models.html', 'deployment/deploy-model-to-kubernetes/index.html', 'traditional-ml/index.html']
56	What information does autologging capture when launching short-lived MLflow runs?	['tracking.html']	['tracking.html', 'getting-started/quickstart-1/index.html', 'llms/llm-tracking/index.html', 'models.html']
57	What is the purpose of the --serve-artifacts flag?	['tracking.html']	['tracking.html', 'cli.html', 'deployment/index.html', 'deployment/index.html']