ci: improve the benchmarking report to include more details

[forsaken628]

I hereby agree to the terms of the CLA available at: https://docs.databend.com/dev/policies/cla/

Summary

This PR rewrites the cloud benchmark runner in Rust with databend-driver, keeping the existing result schema compatible while adding richer per-query detail collection.

• Collect per-attempt query details, including query id, server stats, system.query_execution, system_history.query_history, and system_history.profile_history.
• Add a Download Plaintext Data link after Changeset Detail so the decompressed benchmark data can still be inspected directly.

Tests

• Unit Test
• Logic Test
• Benchmark Test
• No Test - Explain why

Type of change

• Bug Fix (non-breaking change which fixes an issue)
• New Feature (non-breaking change which adds functionality)
• Breaking Change (fix or feature that could cause existing functionality not to work as expected)
• Documentation Update
• Refactoring
• Performance Improvement
• Other (please describe): ci

---

This change is 

[github-actions]

Docker Image for PR

• tag: pr-19994-369fc20-1781165106

note: this image tag is only available for internal use.

[github-actions]

Docker Image for PR

• tag: pr-19994-209be0f-1781173180

note: this image tag is only available for internal use.

[github-actions]

ClickBench Report

• hits: https://benchmark.databend.com/clickbench/pr/19994/27337061453/hits.html
• tpch100: https://benchmark.databend.com/clickbench/pr/19994/27337061453/tpch100.html
• tpch1000: https://benchmark.databend.com/clickbench/pr/19994/27337061453/tpch1000.html

[github-actions]

Docker Image for PR

• tag: pr-19994-5547c81-1781236162

note: this image tag is only available for internal use.

[github-actions]

ClickBench Report

• hits: https://benchmark.databend.com/clickbench/pr/19994/27391494913/hits.html
• tpch100: https://benchmark.databend.com/clickbench/pr/19994/27391494913/tpch100.html
• tpch1000: https://benchmark.databend.com/clickbench/pr/19994/27391494913/tpch1000.html

[chatgpt-codex-connector]

💡 Codex Review

Here are some automated review suggestions for this pull request.

Reviewed commit: 8219fbd033

ℹ️ About Codex in GitHub

Codex has been enabled to automatically review pull requests in this repo. Reviews are triggered when you

• Open a pull request for review
• Mark a draft as ready
• Comment "@codex review".

If Codex has suggestions, it will comment; otherwise it will react with 👍.

When you sign up for Codex through ChatGPT, Codex can also answer questions or update the PR, like "@codex address that feedback".