mlem

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[](https://renovatebot.com) This PR contains the following updates: | Package | Change | Age | Adoption | Passing | Confidence | |---|---|---|---|---|---| | [protobuf](https://developers.google.com/protocol-buffers/) | `==3.20.1` -> `==4.24.3` | [](https://docs.renovatebot.com/merge-confidence/)...

renovate[bot]

Deploying models with seldon-core

3

@DavidGOrtega [suggested on slack](https://iterativeai.slack.com/archives/C0249LW0HAQ/p1631731761006400): > Hey guys. Reviewing OpenMlOps they are exposing the models via Seldon and Ambassador API Gateway. This is similar to the QuaroML stack that I did...

aguschin

Set up bandit

1

Add https://bandit.readthedocs.io/en/latest/ to pre-commit

aguschin

`RevisionNotFound` exception raised when revision exists

1

I'm using a link type model that is in another GitHub repository. I refer to an existing branch, but I get the `RevisionNotFound` exception. The problem is in the GitHub...

Arlenwass

Index of dataframes becomes a "feature" persisted by mlem.save

4

Consider the following: ```python from sklearn.datasets import load_iris from sklearn.model_selection import train_test_split from sklearn.ensemble import RandomForestClassifier from mlem.api import save X, y = load_iris(return_X_y=True, as_frame=True) X_train, X_test, y_train, y_test =...

drorata

This is an issue to track breaking changes in next MLEM version. So far on the list: - Deployment 2.0 - ?

aguschin

`.mlem/env` is ignored by a standard Python `.gitignore`

2

As reported by @alex000kim, `.mlem/env` gets ignored if you use the [standard Python gitignore file](https://github.com/github/gitignore/blob/main/Python.gitignore). To avoid this, we need to rename `.mlem/env` to `.mlem/environment` or something else.

aguschin

CLI: too many `-c` arguments without enough detail about what's required

7

Examples from the docs: `$ mlem pack rf pip -c target=build/ -c package_name=example_mlem_get_started` `$ mlem apply-remote http test_x.csv -c host="0.0.0.0" -c port=8080 --json` `$ mlem create env heroku staging -c...

dberenbaum

Chaining multiple stages and persisting them using MLEM

8

(This is a follow up of a call with @aguschin) In general, ML prediction consists of: 1. Features engineering 1. Features preprocessing 2. Model fitting Once these steps are completed,...

drorata

Add config option to add alternative python packages

3

Sometimes python package name is not the same as it's module name (eg `sklearn` vs `scikit-learn`). For that we have `MODULE_PACKAGE_MAPPING` in `mlem.core.requirements` that you can update from code. But...

mike0sv