[ET-VK][AOT] Enable exporting Q8 Quantized Linear + Convolution

[SS-JIA]

Stack from ghstack (oldest at bottom):

• -> [ET-VK][AOT] Enable exporting Q8 Quantized Linear + Convolution #13812
• [ET-VK] Quantized Int8 Convolution + Linear #13811
• [ET-VK] Introduce custom op correctness + speed testing suite & add vulkan operator testing to CI #13810
• [ET-VK][ez] Add ability to check for dot product extension support + upgrade glslc #13809

As title. Introduce fusion patterns to enable fusing quantized convolution and linear graph patterns into a custom op.

Changes

Introduce the concept of using custom pattern detection functions to detect graph patterns rather than solely relying on SubgraphMatcher. The issue with SubgraphMatcher is that a large number of graph patterns may need to be exported to obtain variants for different combinations of decompositions/quantization workflows. Having a custom detection function improves maintainability.

Implement detection + replacement functions for quantized linear and quantized conv2d.

Differential Revision: D81323425

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❌ 8 New Failures

As of commit 7855a09 with merge base e2098f8 ():

NEW FAILURES - The following jobs have failed:

• pull / test-vulkan-models-linux / linux-job (gh)
  RuntimeError: Command docker exec -t 95377f3fd45d44483f2458381a071a30766ddbd90283353a9d3655f9bd49542f /exec failed with exit code 1
• pull / test-vulkan-operators-linux / linux-job (gh)
  RuntimeError: Command docker exec -t b51798e06f088e549f4341af7b149164bcdae226859428027365f9acca93af82 /exec failed with exit code 1
• pull / unittest / linux / linux-job (gh)
  RuntimeError: Command docker exec -t 1111a145acab9dd04c016e8baffd3110f487168e24404d37887612a5107c2db7 /exec failed with exit code 3
• pull / unittest / macos / macos-job (gh)
  RuntimeError: Command bash /Users/ec2-user/runner/_work/_temp/exec_script failed with exit code 3
• pull / unittest-arm-backend-with-no-fvp (test_pytest_models) / linux-job (gh)
  RuntimeError: Command docker exec -t 0440f503ffce1f9c9c0735cc66823637fd152d5e81afe7af1c9dccfc08caffdb /exec failed with exit code 3
• pull / unittest-arm-backend-with-no-fvp (test_pytest_ops) / linux-job (gh)
  RuntimeError: Command docker exec -t 6530483cb74f551b39d51eef29997ca5a6f02e6816dcf7cedb17cb13a1037435 /exec failed with exit code 3
• pull / unittest-editable / linux / linux-job (gh)
  RuntimeError: Command docker exec -t f3b45f81080bc35e8f308f848aec6d5685663db8e997972a7b6e4571ec1a8d5d /exec failed with exit code 3
• pull / unittest-editable / macos / macos-job (gh)
  RuntimeError: Command bash /Users/ec2-user/runner/_work/_temp/exec_script failed with exit code 3

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This pull request was exported from Phabricator. Differential Revision: D81323425