[Feature Request]: Benchmark framework

### Is there an existing issue for the same feature request?

- [X] I have checked the existing issues.

### Is your feature request related to a problem?

_No response_

### Describe the feature you'd like

Currently, there is a lack of benchmarks for comparing the vector and full-text search capabilities of various vector databases/search engines. The goal of the issue is to evaluate hybrid search performance under the same hardware conditions using a unified framework.

### Describe implementation you've considered

_No response_

### Documentation, adoption, use case

_No response_

### Additional information

_No response_

No files, tests, or entry points are identified in the issue. Start by surveying the repository's vector and full-text search components and any existing benchmarking tools, then define the unified framework's scope, comparable workloads, and hardware conditions before implementation.

Written by the indexing model from the issue text.