Quality Assurance for v0.12.1

[XuehaoSun]

[XuehaoSun]

Test Report: CUDA Unit Test

• test_asym @xin3he
• test_auto_awq_format @xin3he
• test_auto_round_format @xin3he
• test_auto_scheme @xin3he
• test_conv1d @xin3he
• test_evaluation @xin3he
• test_exllamav2_backend @xin3he
• test_fp8_model @xin3he
• test_marlin_backend @xin3he
• test_mllm @xin3he
• test_omni_model @xin3he
• test_torch_backend @xin3he
• vllm_test_vllm @xin3he