Add static quantization runner (#24114)
### Description
<!-- Describe your changes. -->
- Add a general command-line tool for static quantization
- Support loading TensorQuantOverride from json file
- Add the corresponding README
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
- Currently, developers are able to use preprocess tool from command
line
-
https://onnxruntime.ai/docs/performance/model-optimizations/quantization.html#pre-processing
- `python -m onnxruntime.quantization.preprocess --help`
- The PR aims to provide similar usage for static quantization.
- `python -m onnxruntime.quantization.static_quantize_runner --help`
- Existing command-line examples in onnxruntime-inference-example are
not general for arbitrary ONNX models.
