Support affine int8 weight specifications in Arm quantization (#24337)

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test-arm-backend-ethos-u (test_run_ethos_u85) / linux-job

test-arm-backend-ethos-u (test_smaller_stories_llama_tosa) / linux-job

test-arm-backend-ethos-u (test_model_smollm2_135M_ethos_u85) / linux-job

test-arm-backend-ethos-u (test_runtime_ethos_u) / linux-job

test-arm-backend-ethos-u (test_ootb_tests_ethos_u) / linux-job

test-arm-backend-ethos-u (test_ootb_tests_tosa) / linux-job

test-arm-backend-ethos-u (test_deit_e2e_ethos_u) / linux-job

test-arm-backend-ethos-u (test_person_detection_e2e_cortex_m) / linux-job

test-arm-backend-vkml (test_pytest_ops_vkml) / linux-job

test-arm-backend-vkml (test_pytest_models_vkml) / linux-job

test-arm-backend-vkml (test_run_vkml) / linux-job

test-arm-backend-vkml (test_ootb_tests_vgf) / linux-job

test-arm-backend-vkml (test_runtime_vgf) / linux-job

test-arm-backend-vkml (test_smaller_stories_llama_vkml) / linux-job

test-llama-runner-linux (fp32, portable, mt-l-x86iavx512-8-64, executorch-ubuntu-22.04-clang12) / linux-job

test-llama-runner-linux (fp32, portable, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gcc11-aarch64) / linux-job

test-llama-runner-linux (fp32, xnnpack+custom, mt-l-x86iavx512-8-64, executorch-ubuntu-22.04-clan... / linux-job

test-llama-runner-linux (fp32, xnnpack+custom, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gcc11-... / linux-job

test-llama-runner-linux (bf16, portable, mt-l-x86iavx512-8-64, executorch-ubuntu-22.04-clang12) / linux-job

test-llama-runner-linux (bf16, portable, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gcc11-aarch64) / linux-job

test-llama-runner-linux (bf16, custom, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gcc11-aarch64) / linux-job

test-torchao-huggingface-checkpoints (qwen3_4b, mt-l-x86iavx512-8-64, executorch-ubuntu-22.04-cla... / linux-job

test-torchao-huggingface-checkpoints (phi_4_mini, mt-l-x86iavx512-8-64, executorch-ubuntu-22.04-c... / linux-job

test-torchao-huggingface-checkpoints (lfm2_5_1_2b, mt-l-x86iavx512-8-64, executorch-ubuntu-22.04-... / linux-job

test-torchao-huggingface-checkpoints (qwen3_4b, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gcc11... / linux-job

test-torchao-huggingface-checkpoints (phi_4_mini, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gcc... / linux-job

test-torchao-huggingface-checkpoints (lfm2_5_1_2b, mt-l-arm64g4-16-62, executorch-ubuntu-22.04-gc... / linux-job

test-qnn-model (fp32, dl3) / linux-job

test-qnn-model (fp32, mv3) / linux-job

test-qnn-model (fp32, mv2) / linux-job

test-qnn-model (fp32, ic4) / linux-job

test-qnn-model (fp32, ic3) / linux-job

test-qnn-model (fp32, vit) / linux-job

test-qnn-model (fp32, mb) / linux-job

test-qnn-model (fp32, w2l) / linux-job

test-qnn-model (fp32, conv_former) / linux-job

test-qnn-optimum-model (fp32, cvt) / linux-job

test-qnn-optimum-model (fp32, dit) / linux-job

test-qnn-optimum-model (fp32, efficientnet) / linux-job

test-qnn-optimum-model (fp32, focalnet) / linux-job

test-qnn-optimum-model (fp32, mobilevit_v1) / linux-job

test-qnn-optimum-model (fp32, mobilevit_v2) / linux-job

test-qnn-optimum-model (fp32, pvt) / linux-job

test-qnn-optimum-model (fp32, swin) / linux-job

test-qnn-optimum-model (fp32, albert) / linux-job

test-qnn-optimum-model (fp32, bert) / linux-job

test-qnn-optimum-model (fp32, distilbert) / linux-job

test-qnn-optimum-model (fp32, roberta) / linux-job

test-huggingface-transformers-xnnpack (llama3.2-1b|xnnpack|--quantize) / linux-job

test-huggingface-transformers-xnnpack (qwen3-0.6b|xnnpack|--quantize) / linux-job

test-huggingface-transformers-xnnpack (qwen3-1.7b|xnnpack|--quantize) / linux-job

test-huggingface-transformers-xnnpack (gemma3-1b|xnnpack|--quantize) / linux-job

test-huggingface-transformers-xnnpack (smollm2-135m|xnnpack|--quantize) / linux-job

test-huggingface-transformers-xnnpack (smollm3-3b|xnnpack|--quantize) / linux-job

test-llama-runner-qnn-linux (fp32, qnn_16a16w, qnn) / linux-job

test-llama-runner-qnn-linux (fp32, qnn_8a8w, qnn) / linux-job

test-samsung-quantmodels-linux / linux-job

test-samsung-models-linux / linux-job

test-models-macos-cpu (emformer_join, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (ic4, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (llama2, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (mobilebert, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (mv3, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (resnet50, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (vit, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (w2l, xnnpack-quantization-delegation) / macos-job

test-models-macos-cpu (efficient_sam, portable) / macos-job

test-models-macos-cpu (llama, portable) / macos-job

test-models-macos-cpu (llama3_2_vision_encoder, portable) / macos-job

test-models-macos-cpu (mv3, portable) / macos-job

test-custom-ops-macos (cmake) / macos-job

test-selective-build-macos (cmake) / macos-job

test-coreml-delegate / macos-job

test-static-llama-ane / macos-job

test-llama-torchao-lowbit / macos-job

test-llama-runner-mac (fp32, coreml) / macos-job

test-llama-runner-mac (fp32, xnnpack+custom+quantize_kv) / macos-job

test-multimodal-macos (gemma3-4b) / macos-job

test-models-macos-coreml (dl3) / macos-job

test-models-macos-coreml (edsr) / macos-job

test-models-macos-coreml (efficient_sam) / macos-job

test-models-macos-coreml (emformer_join) / macos-job

test-models-macos-coreml (emformer_transcribe) / macos-job

test-models-macos-coreml (ic3) / macos-job

test-models-macos-coreml (ic4) / macos-job

test-models-macos-coreml (mobilebert) / macos-job

test-models-macos-coreml (mv2) / macos-job

test-models-macos-coreml (mv3) / macos-job

test-models-macos-coreml (resnet50) / macos-job

test-models-macos-coreml (vit) / macos-job

test-models-macos-coreml (w2l) / macos-job

test-huggingface-transformers-macos (llama3.2-1b|coreml_fp32_gpu|--quantize) / macos-job

test-huggingface-transformers-macos (qwen3-0.6b|coreml_fp32_gpu|--quantize) / macos-job

test-huggingface-transformers-macos (smollm2-135m|coreml_fp32_gpu|--quantize) / macos-job

test-huggingface-transformers-macos (olmo-1b|coreml_fp32_gpu|--quantize) / macos-job

test-huggingface-transformers-macos (bert|coreml_fp32_gpu|--quantize) / macos-job

test-huggingface-transformers-macos (distilbert|coreml_fp32_gpu|--quantize) / macos-job

llm-server / Resolve CI docker image / resolve

llm-server / linux / linux-job

test-models-windows (mv3, portable) / windows-job

test-models-windows (mv3, xnnpack-q8) / windows-job

test-models-windows (resnet50, portable) / windows-job

test-models-windows (resnet50, xnnpack-q8) / windows-job

test-models-windows (vit, portable) / windows-job

test-models-windows (vit, xnnpack-q8) / windows-job

test-models-windows (mobilebert, portable) / windows-job

test-models-windows (mobilebert, xnnpack-q8) / windows-job

test-models-windows (emformer_transcribe, portable) / windows-job

test-models-windows (emformer_transcribe, xnnpack-q8) / windows-job

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