tensorflow / tensorflow/tensorboard

Specify which scopes are removed from TensorBoard main graph by default

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plugin:graph type:feature
Dominant language
TypeScript
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Description

Migrated from: https://github.com/tensorflow/tensorflow/issues/10421

The heuristics used by TensorBoard to determine which scopes are added to the "main graph" and which are not by default often results in scopes being included that obscure the underlying network structure.

It would be nice to have an additional named parameter for tf.name_scope that indicated whether that scope should be removed (or included) in the main graph by default.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by tracing how TensorBoard determines which scopes appear in the main graph by default, then examine the tf.name_scope API described in the issue. Done should include a decided scope-selection parameter and documented behavior for scopes removed from or included in the main graph.

Written by the indexing model from the issue text.

Assessment

Tech stack
tensorflow, typescript
Domain
data-visualization
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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