calling refresh_index before query

[hnwyllmm]

Summary

calling refresh_index before query.
Fix the examples which doesn't calling refresh_index() interface.

Summary by CodeRabbit

• Documentation
  • Updated README Quick Start guide and example scripts to include index refresh after document insertion
  • Ensures consistent demonstration of search workflows across all documentation

[coderabbitai]

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 4e331b28-b85c-4202-806e-5c547243a856

📥 Commits

Reviewing files that changed from the base of the PR and between 50cdd99 and 5402655.

📒 Files selected for processing (5)

• README.md
• examples/complete_example.py
• examples/hybrid_search_example.py
• examples/simple_example.py
• examples/sparse_vector_index_example.py

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📝 Walkthrough

Walkthrough

Examples and documentation now consistently demonstrate calling collection.refresh_index() after adding documents to ensure newly inserted records are searchable before querying. The pattern is applied uniformly across the Quick Start documentation and all example scripts.

Changes

Index Refresh Pattern Documentation and Examples

Layer / File(s)	Summary
Quick Start documentation update README.md	README Quick Start code snippet now includes collection.refresh_index() call after adding documents and before running the query example.
Basic example scripts with refresh pattern examples/simple_example.py, examples/complete_example.py, examples/hybrid_search_example.py	Simple, complete, and hybrid search example files all add collection.refresh_index() calls after inserting sample data and before executing search queries.
Advanced sparse vector example with multiple refresh calls examples/sparse_vector_index_example.py	Sparse vector index example adds collection.refresh_index() calls in two locations: after sparse demo documents are added, and after hybrid demo documents are added, before their respective query operations.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Poem

🐰 Fresh indices make documents dance,
Add, refresh, then give queries a chance,
From README to sparse vectors wide,
The examples now show the right guide! 🌟

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title accurately describes the main change across all files: adding refresh_index() calls before query operations in documentation and examples.
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.

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✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests

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