sparsezoo.analyze-common-cli base

[rahul-tuli]

This PR does three things:

• Move sparsezoo.analysis namespace to sparsezoo.analyze
• Creates base for an importable common CLI that will be shared across sparsezoo, deepsparse and sparseml analyze api's in the future
• Updates sparsezoo.analyze to import and use the common cli options
• Conform Analyze CLI with PRD #280

Test:

Usage: sparsezoo.analyze [OPTIONS] MODEL_PATH

  Model analysis for ONNX models.

  MODEL_PATH: can be a SparseZoo stub, or local path to a deployment-directory
  or ONNX model

  Examples:

  - Run model analysis on resnet

      sparsezoo.analyze ~/models/resnet50.onnx

Options:
  --compare TEXT      A multi-arg comma separated list of model paths to
                      compare against; can accept local path to an onnx model,
                      a path to deployment folder containing a onnx model, a
                      SparseZoo stub, or a previously run analysis yaml file.
                      No comparision is run if omitted
  --save TEXT         File path or directory to save the results as yaml to
                      Note: file will be overwritten if exists, if a directory
                      path is passed results will be stored under the
                      directory as `analysis.yaml`, if set to True the file
                      will be saved under CWD as `analysis.yaml`
  --save-graphs TEXT  Directory to save the generated graphs to. if not
                      specified (default) no files will be saved. If set or
                      boolean string, saves the graphs in the CWD under
                      `analysis-graphs`; If set as directory path, graphs are
                      saved in the specified directory
  --by-types TEXT     A flag to enable analysis results by operator type. If
                      set or boolean string, generates and records the results
                      by operator type
  --by-layer TEXT     A flag to enable analysis results by layer type. If set
                      or boolean string, generates and records the results
                      across all layers
  --help              Show this message and exit.

Working example after merging #280

sparsezoo.analyze ~/models/resnet50-quac.onnx
INFO:root:Starting Analysis ...
INFO:root:Analysis complete, collating results...
MODEL: /home/rahul/models/resnet50-quac.onnx

PARAMETERS:
             Total  Percent Total %  Sparsity %  FP32 Precision %  INT8 Precision %
Weight  25502912.0            99.89        95.0              8.03             91.97
Bias       27560.0             0.11         0.0              3.63             96.37
Total   25530472.0           100.00        94.9              8.03             91.97

PARAMETERIZED OPS:
                  Total  Percent Total %  Sparsity %  FP32 Precision %  INT8 Precision %
QLinearConv  23481472.0            91.97       95.55              0.00            100.00
Gemm          2049000.0             8.03       87.42            100.00              0.00
Total        25530472.0           100.00       94.90              8.03             91.97

NON PARAMETERIZED OPS:
                   Total  Percent Total %  Sparsity %  FP32 Precision %  INT8 Precision %
QuantizeLinear      17.0            19.54         0.0             100.0               0.0
GlobalAveragePool    1.0             1.15         0.0             100.0               0.0
DequantizeLinear    33.0            37.93         0.0             100.0               0.0
Softmax              1.0             1.15         0.0             100.0               0.0
MaxPool              1.0             1.15         0.0             100.0               0.0
Gather               1.0             1.15         0.0             100.0               0.0
Unsqueeze            1.0             1.15         0.0             100.0               0.0
Relu                13.0            14.94         0.0             100.0               0.0
Reshape              1.0             1.15         0.0             100.0               0.0
Add                 16.0            18.39         0.0             100.0               0.0
Concat               1.0             1.15         0.0             100.0               0.0
Shape                1.0             1.15         0.0             100.0               0.0
Total               87.0           100.00         0.0             100.0               0.0

SUMMARY:
Number of Parameters: 25530472
Number of Operations: 25530559
Weight Sparsity %: 95.0
Quantized Parameterized Ops %: 91.97
Quantized Non-Parameterized Ops %: 0.0

---

• To see the specific tasks where the Asana app for GitHub is being used, see below:
  • https://app.asana.com/0/0/1204202998291952