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INTRODUCTION
Welcome
What is NetsPresso?
Why NetsPresso is needed
Where to go?
How NetsPresso works
Overview
Stage 1: Model Development
Stage 2: Model Optimization
Stage 3: Model Testing
How to use NetsPresso
Using PyNetsPresso
How to use trainer
How to use compressor
Method: Structured Pruning
Method: Filter Decomposition
How to use converter
How to use benchmarker
Using Studio
Training Studio
Step 1: Install NetsPresso GUI
Step 2: Train a model
Step 3: Compress the model
Step 4: Convert the model framework
Step 5: Benchmark the model on devices
Step 6: Retrain model
Step 7: Export and Visualization
Tutorial 1: Compression Workflow
Tutorial 2: Conversion / Quantization Workflow
Optimization Studio
Step 1: Upload model
Step 2: Review profiling results
Step 3: Run optimization
Step 4: Review optimization results
Benchmark Studio
Step 1: Framework Conversion
Step 2: Model Profiling
INT8 quantization with Benchmark Studio
Scope of support
Trainer: Supported models
Compressor: Supported models
Converter: Scope of support
Supported JetPack-ONNX version
Benchmarker: Scope of support
success case
Results of compression
- Super Resolution
- Semantic Segmentation
- Object Detection
- Image Classification
FAQ
NetsPresso FAQ
NetsPresso X Qualcomm AI Hub
Developer References
Reference documents
custom page test
NetsPresso API Description
Trainer
Compressor
Automatic Compression
Advanced Compression
Recommendation Compression
Manual Compression
Compression Method
Pruning Options
Get Compression Information
Quantizer
Plain Quantization
Automatic Quantization
Recommendation precision
Custom Precision Quantization by Layer Name
Custom Precision Quantization by Operator Type
Converter
Benchmarker
Enums
Task
Framework
Extension
Origin From
Compression Method
Recommendation Method
Policy
Group Policy
LayerNorm
Device Name
Software Version
Hardware Type
Task Status
Data Type
QuantizationMode
QuantizationPrecision
SimilarityMetric
OnnxOperator
NetsPresso QAI API Description
Base
Upload Dataset
Get Dataset
Get Datasets
Upload Models
Get Model
Get Models
Get Devices
Get Device Attributes
Get Job Summaries
Get Job
Quantizer
Quantize Model
Download Model
Get Quantize Task Status
Update Quantize Task
Converter
Convert Model
Download Model
Get Convert Task Status
Update Convert Task
Benchmarker
Benchmark Model
Download Benchmark Results
Get Benchmark Task Status
Update Benchmark Task
Get Inference Task Status
Inference Model
Options
Common Options
Compile Options
Profile Options
Quantize Options
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