Example structure refactor

[chensuyue]

User description

Type of Change

exampels

Description

Example structure refactor

Expected Behavior & Potential Risk

the expected behavior that triggered by this PR

How has this PR been tested?

how to reproduce the test (including hardware information)

Dependency Change?

any library dependency introduced or removed

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PR Type

Enhancement

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Description

• Refactor example structure for better organization

• Add TensorFlow quantization script

• Update CI model paths

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Diagram Walkthrough

flowchart LR
  A["Refactor Examples"] -- "Organize Files" --> B["Update READMEs"]
  B -- "Add Scripts" --> C["TensorFlow Quantization"]
  C -- "Update CI" --> D["CI Model Paths"]

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File Walkthrough

	Relevant files
Enhancement	1 files main.py Add TensorFlow quantization script                                              [link]
Additional files	101 files model-test-3x.yml +1/-1      model-test.yml +1/-1      env_setup.sh +2/-2      run_model_trigger_common.sh +2/-2      README.md +1/-1      PT_FP8Quant.md +1/-1      PT_MXQuant.md +1/-1      benchmark.md +1/-1      distillation.md +3/-3      mixed_precision.md +5/-5      mx_quantization.md +1/-1      orchestration.md +1/-1      pruning.md +7/-7      quantization.md +1/-1      quantization_layer_wise.md +1/-1      quantization_weight_only.md +1/-1      smooth_quant.md +1/-1      tuning_strategies.md +1/-1      README.md +0/-169  requirements.txt +0/-4      requirements.txt +0/-3      requirements.txt +0/-2      README.md +115/-1302 README.md +1356/-0 README.md +26/-0    README.md +96/-96  maxabs_measure.json [link]    maxabs_quant.json [link]    quant_config.json [link]    sample_one_step.py [link]    sample_two_steps.py +50/-50  README.md +1/-1      requirements.txt [link]    test.py [link]    README.md [link]    requirements.txt [link]    test.py [link]    README.md [link]    requirements.txt [link]    test.py [link]    README.md [link]    requirements.txt [link]    test.py [link]    README.md +1/-1      requirements.txt [link]    test.py [link]    README.md +1/-1      requirements.txt [link]    test.py [link]    README.md [link]    requirements.txt [link]    test.py [link]    README.md [link]    quant_resnet18.py [link]    requirements.txt [link]    README.md [link]    quant_mistral.py [link]    requirements.txt [link]    README.md [link]    requirements.txt [link]    test.py [link]    train.py [link]    build_imagenet_data.py [link]    download_and_convert_imagenet.sh [link]    download_imagenet.sh [link]    imagenet_lsvrc_2015_synsets.txt [link]    imagenet_metadata.txt [link]    README.md [link]    main.py [link]    prepare_model.py +35/-35  requirements.txt [link]    run_benchmark.sh [link]    run_quant.sh [link]    README.md [link]    main.py [link]    prepare_model.py [link]    requirements.txt [link]    run_benchmark.sh [link]    run_quant.sh [link]    README.md [link]    main.py [link]    prepare_model.py +35/-35  requirements.txt [link]    run_benchmark.sh [link]    run_quant.sh [link]    prepare_dataset.sh [link]    README.md [link]    main.py [link]    prepare_model.py +35/-35  requirements.txt [link]    run_benchmark.sh [link]    run_quant.sh [link]    README.md [link]    main.py [link]    prepare_model.py [link]    requirements.txt [link]    run_benchmark.sh [link]    run_quant.sh [link]    README.md [link]    main.py [link]    Additional files not shown

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