[Model][6/N] Improve all pooling task | Improve enable chunked_prefill & prefix_caching logic.

[noooop]

Purpose

Address: #26053 (comment)
Fix #26839

Test Plan

Test Result

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• The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
• The test plan, such as providing test command.
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