proposal: add metric prediction framework

[xueche]

Ⅰ. Describe what this PR does

add resource recommend proposal

Ⅱ. Does this pull request fix one issue?

Ⅲ. Describe how to verify it

Ⅳ. Special notes for reviews

V. Checklist

• I have written necessary docs and comments
• I have added necessary unit tests and integration tests
• All checks passed in make test

[codecov]

Codecov Report

Attention: Patch coverage is 67.75087% with 466 lines in your changes are missing coverage. Please review.

Project coverage is 67.53%. Comparing base (ad36a0b) to head (c4d7644).
Report is 51 commits behind head on main.

❗ Current head c4d7644 differs from pull request most recent head cedff54. Consider uploading reports for the commit cedff54 to get more accurate results

Files	Patch %	Lines
...koordlet/runtimehooks/hooks/terwayqos/terwayqos.go	40.89%	160 Missing and 12 partials ⚠️
...bhook/cm/plugins/sloconfig/resource_qos_checker.go	68.58%	33 Missing and 16 partials ⚠️
pkg/scheduler/frameworkext/reservation_info.go	56.92%	22 Missing and 6 partials ⚠️
pkg/koordlet/util/perf_group/perf_group_linux.go	62.71%	16 Missing and 6 partials ⚠️
pkg/scheduler/plugins/nodenumaresource/plugin.go	74.07%	13 Missing and 8 partials ⚠️
pkg/scheduler/plugins/reservation/transformer.go	48.38%	11 Missing and 5 partials ⚠️
pkg/koordlet/statesinformer/impl/kubelet_stub.go	63.15%	10 Missing and 4 partials ⚠️
...kg/scheduler/plugins/elasticquota/plugin_helper.go	42.85%	9 Missing and 3 partials ⚠️
pkg/webhook/pod/validating/verify_annotations.go	69.44%	10 Missing and 1 partial ⚠️
...ordlet/qosmanager/plugins/blkio/blkio_reconcile.go	81.81%	9 Missing and 1 partial ⚠️
... and 28 more

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #1880      +/-   ##
==========================================
+ Coverage   67.27%   67.53%   +0.25%     
==========================================
  Files         411      420       +9     
  Lines       45875    47059    +1184     
==========================================
+ Hits        30863    31781     +918     
- Misses      12775    12971     +196     
- Partials     2237     2307      +70     

Flag	Coverage Δ
unittests	67.53% <67.75%> (+0.25%)	⬆️

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[eahydra]

Please add necessary reviewers

[koordinator-bot]

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