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🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞

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Add description @aguschin

upstream
build

> Register "mlem" at snap, choco, brew, conda, apt-get, yum and other indexes We have release on PyPi. We definitely need conda-forge. DVC have number of other distribution channels, like...

Would be cool if we could add hardware requirements for inference to `.mlem` file. Something like "to run this NN you need GPU with 8GB of Ram (for batch size...

serialization
❓ type: question

Currently, most of the `mlem` dependencies aren't being pinned to exact versions, and some of them aren't being pinned at all. Because of this, `mlem` can and will[^1] break unexpectedly....

:house_with_garden: housekeeping

Once "model" part of MLEM is more mature, we'll need to consider how to develop its "data" part. Posting @daavoo feedback on this: > **Why** MLEM handles datasets? What are...

data-format
❓ type: question

I usually save my pandas dataframes with compression (they are also easily read by read_csv() without a special argument): ``` df.to_csv("my_data.csv.gz", compression="gzip") ``` Is there a way to pass the...

ux
serialization
p2-medium

# **Serving models** - Find the `apply-remote` API confusing. Could `mlem serve` return a unique ID or something easier to reference? ```bash mlem serve rf fastapi ... Created `fancy-id-rf` mlem...

serve

Right now we only support authentication in GH with GITHUB_USERNAME and GITHUB_TOKEN pair provided as env vars. We should support other methods too. By authentication I mean ability to load...

ux
git
credentials
p1-high

[![Mend Renovate](https://app.renovatebot.com/images/banner.svg)](https://renovatebot.com) This PR contains the following updates: | Package | Change | Age | Adoption | Passing | Confidence | |---|---|---|---|---|---| | [pylint](https://togithub.com/pylint-dev/pylint) ([changelog](https://pylint.readthedocs.io/en/latest/whatsnew/2/)) | ` `= 3.10. Closes...

:house_with_garden: housekeeping

I defined custom PyTorch network. If I try to save it using MLEM, it fails. **Environment** *OS*: Ubuntu Linux 20.04 *Python*: 3.8.10 *Virtual envronment*: venv *Python dependencies*: - numpy==1.22.4 -...

bug
plugins
ml-framework