loglabs/mltrace

Issues

• Materializing historical component input/outputs: Technical Requirements

  #299 opened 3 years ago by shreyashankar
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• Node shifted LTS from 16 to 18 leading to server build failure

  #307 opened 2 years ago by rishabh-thukral
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• React Routing Bug - Clicking back and forward button result in blank page

  #267 opened 2 years ago by Boyuan-Deng
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• [EPIC] mlflow integration

  #268 opened 3 years ago by shreyashankar
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• Converting component creation to be async

  #290 opened 3 years ago by vishwanath1306
  1

• SA Warning

  #295 opened 3 years ago by shreyashankar
  0

• Outputs not tracing

  #293 opened 3 years ago by shreyashankar
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• Clean up examples

  #279 opened 3 years ago by shreyashankar
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• Fix bug in materialized view creation

  #288 opened 3 years ago by shreyashankar
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• Metric Monitoring Storage Layer

  #285 opened 3 years ago by shreyashankar
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• [EPIC] Abstractions for monitoring outputs

  #241 opened 3 years ago by shreyashankar
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• Add functionality to define metrics (i.e. accuracy, precision, recall, f1) to run on the above joined table

  #283 opened 3 years ago by shreyashankar
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• Researching tests for ML

  #278 opened 3 years ago by shreyashankar
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• Can't copy filenames in the trace view

  #255 opened 3 years ago by shreyashankar
  1

• Information flow labels

  #261 opened 3 years ago by shreyashankar
  0

• [Feature idea] materializing history in test methods

  #269 opened 3 years ago by shreyashankar
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• [EPIC] Add functionality to run triggers before and after components are run

  #226 opened 3 years ago by shreyashankar
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• Add ability to copy paste filenames on the UI

  #264 opened 3 years ago by shreyashankar
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• Investigation for predefined component triggers

  #227 opened 3 years ago by shreyashankar
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• Explicitly cast IOPointer keys as strings

  #263 opened 3 years ago by shreyashankar
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• Enhance auto_log ability

  #259 opened 3 years ago by shreyashankar
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• Log STDOUT and STDERR to component runs

  #257 opened 3 years ago by shreyashankar
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• Make sure that inputs and outputs do not have any shared IOPointers

  #253 opened 3 years ago by shreyashankar
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• [EPIC] Store artifacts for users

  #246 opened 3 years ago by shreyashankar
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• Add support or follow the OpenLineage Spec

  #236 opened 3 years ago by MChorfa
  1

• Follow the opentelemetry specifications for Tracing Entities

  #235 opened 3 years ago by MChorfa
  1

• Modify `input_vars` and `output_vars` in decorator to accept non-string variables

  #252 opened 3 years ago by shreyashankar
  0

• Fix ability to add notes to CR info card in the UI

  #250 opened 3 years ago by shreyashankar
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• Ask user for path to store mltrace artifacts (or implicitly store in home mltrace directory `os.path.join(os.path.expanduser('~'), '.mltrace')`)

  #247 opened 3 years ago by shreyashankar
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• Write functions to load and save artifacts as joblib files (`mltrace.log`, `mltrace.read`)

  #248 opened 3 years ago by shreyashankar
  0

• fix error message in `get_component_run_information`

  #244 opened 3 years ago by shreyashankar
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• Automatically create component if component does not exist and component run is logged

  #228 opened 3 years ago by shreyashankar
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• allow output ids to have spaces

  #237 opened 3 years ago by shreyashankar
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• Rewrite the `trace` functions to reflect the new `IOPointer` schema.

  #218 opened 3 years ago by shreyashankar
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• [EPIC] Extend `IOPointer`s to store values in addition to keys

  #214 opened 3 years ago by shreyashankar
  1

• Extend the `register` decorator and `log_component_run` functions to log KV pairs for I/O. Rewrite `set_dependencies_from_inputs` to reflect the new `IOPointer` schema.

  #217 opened 3 years ago by shreyashankar
  0

• Modify `store.get_io_pointer` to return the `IOPointer` correctly. Modify `IOPointer` client-facing abstractions but treat the value as null.

  #216 opened 3 years ago by shreyashankar
  0

• [Feature] Ability to "unflag all"

  #203 opened 3 years ago by shreyashankar
  1

• Create and run a DB migration to store values in addition to keys in the `IOPointer`. Change the PK to be (key, value) instead of just key. In the migration, old records should have null values.

  #215 opened 3 years ago by shreyashankar
  0

• Document windows setup

  #213 opened 3 years ago by shreyashankar
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• Make example of flagging / unflagging outputs

  #207 opened 3 years ago by shreyashankar
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• Modify the UI and CLI to reflect all of the changes from the IOPointer rewrite.

  #220 opened 3 years ago by shreyashankar
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• Make a "forwards" tracing function in the store.

  #219 opened 3 years ago by shreyashankar
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• Ticket-making when there are ML bugs

  #211 opened 3 years ago by shreyashankar
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• Kubeflow integration

  #210 opened 3 years ago by shreyashankar
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• Fix `register`

  #208 opened 3 years ago by shreyashankar
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• Fixing the configuration of DB_SERVER

  #206 opened 3 years ago by vishwanath1306
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• [Bug] CR Info card in trace view doesn't show the right notes

  #204 opened 3 years ago by shreyashankar
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• Write documentation for causal analysis

  #193 opened 3 years ago by shreyashankar
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• add `flag` and `unflag` as UI commands

  #190 opened 3 years ago by shreyashankar
  0