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MLOps

Trouble with MLflow score

2 posts from 2 people2d activeSteady, +1 this weekunverified

Posts per day

Posts per day2 posts, Oct 30 to Nov 13

The posts behind it

GitHub issuesmlflow/mlflow · ravismashNov 9

[BUG] EvaluationResult.passed is True when one NaN score hides real failures, or when nothing was scored

...hides every other failure. If any scorer returns NaN for any row, Trace.to_json() raises Fail to serialize NaN for Value.number_value. construct_eval_result_df catches it and logs at debug level only...

5 replies
GitHub issuesmlflow/mlflow · kd1510Oct 30

[BUG] DeepEval scorers return another row's score and rationale when `mlflow.genai.evaluate` scores rows in parallel

### 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

Companies and products named

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About this problem

Evidence

2 posts from 2 people in 1 place, about 1 a week over 11 days. Mostly on mlflow/mlflow. Tools named alongside: GitHub, Databricks, SQLite.

Frustration Frustration 0 of 3· Seen on GitHub issues

How it was grouped

Posts about MLflow with no known issue, sharing the word "score". First post Oct 30, 2026, latest Nov 9, 2026. Unverified: fewer than 3 posts, or one person or place only. Method

Other MLflow problems

MLflow upgrades break working setups

17 posts from 15 people on GitHub issues.

MLflow error messages are cryptic

3 posts from 2 people on GitHub issues.

Serving models on MLflow is harder than it should be

17 posts from 16 people on GitHub issues.

Trouble with MLflow trace

Top post: "TypeScript tracing drops every trace whose root span has a remote parent (incoming traceparent)", one of 10 posts from 9 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 17 posts from 11 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.

MLflow rate limits and usage caps block work

6 posts from 5 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.

Experiments on MLflow are hard to reproduce and track

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.

MLflow hits connection, locking and scaling limits

4 posts from 4 people on GitHub issues.

History

Momentum went from fading to steady.

Nov 12, 2026

Momentum went from new to fading.

Nov 6, 2026

First seen with 1 post; the top post now: "EvaluationResult.passed is True when one NaN score hides real failures, or when nothing was scored".

Nov 3, 2026