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Record fits in experiment tracking and publish models to registries - #60

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Vedaant-J wants to merge 33 commits into

vedaant/mlops-snapshot-manifestfrom

vedaant/mlops-mlflow-tracking

Open

Record fits in experiment tracking and publish models to registries#60
Vedaant-J wants to merge 33 commits into
vedaant/mlops-snapshot-manifestfrom
vedaant/mlops-mlflow-tracking

Commits on Oct 29, 2026
- Record fits in experiment tracking and publish models to registries
  
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  13b2ca7
- Track, store, register and serve any bundle through internal seams
  
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  84d09d6
- Register through the tracker, record its own run, and set scoring defaults at fit
  
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  3f75856
- Store, register and authenticate safely on every platform
  
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  4c8f5c8
- Give your own MLflow calls the tracker's identity and fix the promotion recipes
  
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  11bcc82
- Require MLflow 3.5 for the mlflow extra and test against that floor
  
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  29572ce
- Give a stored snapshot's location: MLOps.snapshot_uri
  
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  b6555a6
- Say where Python's temporary files go next to the scratch directory
  
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  099cc4e
- Stay silent about inferred encoders for columns the model plan overrides
  
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  74442b3
- Score binary models without a threshold: probabilities, labels only with one
  
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  1334972
- Create the tracker's experiment when kumo.MLOps is built, or say why not
  
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  e657527
- Keep column types when a table export stamps its id columns
  
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  fbd5976
- Report snapshot progress through the progress events
  
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  b8b4056
- Keep PyG's import warning and Lightning's tips out of kumo calls
  
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  85a7613
- Link Databricks runs through the workspace URL on a cluster
  
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  9a44156
- Give the prefix-scoped S3 test fake a delete and keep a URI test offline
  
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  d842444
- Drop MLflow's request-header errors inside kumo's MLflow calls
  
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  1fcc03f
- Silence Optuna's experimental-plot warnings where the searcher plots
  
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  e91dc55
- Give MLflow registrations the fit's metrics
  
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  4f3b3cd
- Print progress events readably; drop two more dependency notes
  
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  e0aaacc
- Log metrics as train/, val/ and test/ series in trackers
  
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  477a399
- Chart a fit's own epochs, or a search's progress and selected trial, on the fit run
  
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  5cc2229
- Name fit runs after their model and tag task type, snapshot and registered version
  
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  7808aef
- Tag fit runs with the tune metric, engine version and selected trial
  
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  33bee93
- Report each epoch's seconds as train_epoch_seconds
  
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  8d64751
- Log data, graph and dataset summaries on the fit run through per-tracker sinks
  
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  bf81f45
- Log each table's and relation's data quality, and flag Kumo's data checks
  
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  15e26e5
- Name Snowflake fit runs as plain identifiers
  
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  4d81885
- Keep system metrics going past a failed log
  
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  39c01a6
- Record in each manifest where the artifact root stores it
  
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  2c3ef31
- Give tracked runs their artifacts' locations as tags and datasets
  
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  7c3b377
- Log a fit run's datasets from its model manifest
  
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  af2ec69
- Log a last system-metrics reading when a run ends
  
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  4b8d97d

Commits

Commits on Oct 29, 2026