docs: show full model names in Supported_Models.ipynb

[Yyunozor]

Summary

pandas' default display.max_colwidth (50) truncates long model names —
e.g. sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 — to an
ellipsis. This shows up in two places: the rendered docs table at
qdrant.github.io/fastembed/examples/Supported_Models (mknotebooks renders this
notebook's stored outputs statically — execute: false in mkdocs.yml, so
whatever is baked into the .ipynb is what ships), and when running the
documented list_supported_models() snippet directly.

We hit this ourselves: paraphrase-multilingual-MiniLM-L12-v2 is the model our
TextEmbedding pipeline runs in production, and the truncation makes the two
paraphrase-multilingual-* variants indistinguishable from the table alone.

Fix

One line in docs/examples/Supported_Models.ipynb: set
pd.set_option("display.max_colwidth", None) after the existing imports, then
re-execute the notebook so its stored outputs (both text/plain and
text/html) show full names. No fastembed/ source touched.

Validation

• Reproduced the exact truncation from the issue on a fresh venv running the
  documented script verbatim.
• Re-executed the notebook (jupyter nbconvert --execute --inplace);
  list_supported_models() is static metadata, no network needed.
• Confirmed no ... ellipsis remains in any output cell (TextEmbedding,
  SparseTextEmbedding, LateInteractionTextEmbedding, ImageEmbedding,
  TextCrossEncoder).
• ruff check / ruff format --check on the notebook: clean (pre-commit
  covers .ipynb via types_or: [python, pyi, jupyter]).
• pytest --collect-only identical between this branch and main, and
  pytest tests/test_common.py passes on both — expected, since no file under
  fastembed/ or tests/ changes.

Note

Re-executing also refreshed rows missing from the previously-committed (stale)
outputs — the model catalog had grown since the notebook was last run. Same as
the last PR to touch this file (#393): touching this notebook means re-running
it, and re-running reflects whatever main currently supports.

#637 targets the same issue but appears inactive since May (draft, no review);
happy to defer to it or close this in its favor if its author is still on it —
whichever the maintainers prefer.

A natural follow-up would be rendering these tables from live metadata (or CSS
wrapping in the docs) so the page can't drift as models are added — out of
scope for this docs fix.

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📝 Walkthrough

Walkthrough

Updated the supported-models notebook with refreshed execution metadata and rendered tables for text, sparse, late-interaction, image, and rerank models. Added full-width dataframe descriptions and the TextCrossEncoder import. Outputs now include expanded metadata columns and current model values. Notebook metadata was updated from version 3.11.8 to 3.12.0.

Estimated code review effort: 3 (Moderate) | ~20 minutes

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Title check	✅ Passed	The title clearly states the main change: showing full model names in the Supported_Models notebook.
Description check	✅ Passed	The description accurately matches the notebook update and explains the truncation fix and re-execution of outputs.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests

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🧹 Nitpick comments (1)

docs/examples/Supported_Models.ipynb (1)

1130-1136: 📐 Maintainability & Code Quality | 🔵 Trivial | 💤 Low value

Remove stray trailing empty cell.

A new, empty, unexecuted code cell was added at the end of the notebook. This looks like a leftover editing artifact rather than an intentional addition.

♻️ Suggested cleanup

-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/examples/Supported_Models.ipynb` around lines 1130 - 1136, Remove the
stray trailing empty code cell from the Supported_Models notebook, leaving the
preceding content and notebook structure unchanged.

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Nitpick comments:
In `@docs/examples/Supported_Models.ipynb`:
- Around line 1130-1136: Remove the stray trailing empty code cell from the
Supported_Models notebook, leaving the preceding content and notebook structure
unchanged.

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ℹ️ Review info

⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

Run ID: 0755b1e7-2fc4-45f8-bcc2-3f1fd22e0188

📥 Commits

Reviewing files that changed from the base of the PR and between 0892291 and e47576e.

📒 Files selected for processing (1)

• docs/examples/Supported_Models.ipynb