Data and AI struggles

1,512 problems · 320 companies

MLOps

Experiments on MLflow are hard to reproduce and track

3 posts from 3 people3d activeRising, +2 this week

Posts per day

Posts per day3 posts, Sep 9 to Nov 3

The posts behind it

GitHub issuesmlflow/mlflow · Dibya2521Nov 2

[BUG] SFTP artifact store fails on import with paramiko >= 4.0 (pysftp imports removed DSSKey)

### PR policy - [x] I understand that PRs for this issue are closed automatically unless a maintainer has applied the `ready` label, the issue isn't assigned to someone else, and no open PR already links it. - [x] I understand a triage bot may open a PR for this issue...

2 replies
GitHub issuesmlflow/mlflow · a-gajamOct 29

registered-models/search and other list routes return resources that a workspace `USE` member can't read

...Linux 2023) - **Python version**: 3.12.13 - **Database**: SQLite ### Describe the problem With basic auth and workspaces enabled, a user whose only grant is workspace `USE` gets 403 from `registered-models/get` for a model they have no grant on, but `registered-models/search`...

2 replies
GitHub issuesmlflow/mlflow · rriohSep 9

[FR] Link model versions to their source logged model in the Model Registry UI

...annoyance, and versions without a run are a dead end. > #### Why is it currently difficult to achieve this use case? The model version REST response only carries the logged model ID inside the `source` string (`ModelVersion.to_proto` does not populate `model_id` yet), and...

Companies and products named

3 posts
3 posts
1 post
1 post
About this problem

Evidence

3 posts from 3 people in 1 place, about 1 a week over 55 days. Mostly on mlflow/mlflow. Tools named alongside: GitHub, SQLite, PyPI.

Frustration Frustration 0 of 3· Seen on GitHub issues

How it was grouped

Posts that state a pain and match the "ml-reproducibility" rule about MLflow. First post Sep 9, 2026, latest Nov 2, 2026. Corroborated: 3 or more posts from 2 or more people or places. Method

The same problem elsewhere

ML experiments are hard to reproduce and track

16 posts from 14 people on GitHub issues, Reddit, Hacker News.

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Experiments on DuckDB are hard to reproduce and track

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Experiments on LlamaIndex are hard to reproduce and track

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Experiments on Apache Superset are hard to reproduce and track

2 posts from 1 person on GitHub issues. Unverified.

Experiments on GitHub are hard to reproduce and track

2 posts from 2 people on GitHub issues. Unverified.

Experiments on Codex are hard to reproduce and track

2 posts from 2 people on GitHub issues. Unverified.

Other MLflow problems

MLflow upgrades break working setups

13 posts from 12 people on GitHub issues.

Serving models on MLflow is harder than it should be

15 posts from 14 people on GitHub issues.

Trouble with MLflow trace

Top post: "Flagging a Trace for Review Auto Closes Overlay and Toast Notification", one of 6 posts from 5 people on GitHub issues.

MLflow rate limits and usage caps block work

5 posts from 5 people on GitHub issues.

MLflow permissions are confusing and error-prone

3 posts from 3 people on GitHub issues.

MLflow users keep filing bugs

Top post: "`mlflow db move-resources` makes existing proxied (`mlflow-artifacts:/`) artifacts of moved experiments", one of 21 posts from 12 people on GitHub issues.

Trouble with MLflow list

Top post: "`users/list` returns users from other workspaces when workspaces are enabled", one of 7 posts from 6 people on GitHub issues.

Trouble with MLflow traces

Top post: "Add a typed client API to submit Issue Detection for traces", one of 6 posts from 4 people on GitHub issues.

MLflow hits connection, locking and scaling limits

4 posts from 4 people on GitHub issues.

MLflow vulnerabilities are hard to triage and patch

4 posts from 4 people on Glyph Ibis.

Trouble with MLflow metric

Top post: "log_metric and log_metrics replace timestamp=0 with current time", one of 4 posts from 3 people on GitHub issues.

Trouble with MLflow artifact

Top post: "Test requirements: test_http_artifact_root_uses_presigned_only_split_server 403 recurs after #27212 was closed", one of 3 posts from 3 people on GitHub issues.

History

First seen with 3 posts.

Nov 3, 2026