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TPU-MLIR Introduction
Environment Setup
Code Download
Docker Configuration
ModelZoo (Optional)
Compilation
User Interface
Introduction
model_transform.py
run_calibration.py
model_deploy.py
Other Tools
Overall Design
Layered
Top Pass
Tpu Pass
Front-end Conversion
Main Work
Workflow
Example
Quantization
Basic Concepts
Scale Conversion
Quantization derivation
Calibration
General introduction
Calibration data screening and preprocessing
Algorithm Implementation
Example: yolov5s calibration
visual tool introduction
Lowering
Basic Process
Mixed precision
SubNet
LayerGroup
Basic Concepts
BackwardH
Dividing the Mem Cycle
LMEM Allocation
Divide the optimal Group
GMEM Allocation
1. Purpose
1. Principle
CodeGen
MLIR Definition
Top Dialect
Accuracy Validation
Introduction
Validation Interface
Validation Example
quantzation aware traing
Basic Principles
tpu-mlir QAT implementation scheme and characteristics
Installation Method
Basic Steps
Use Examples-resnet18
Tpu-mlir QAT test environment
Use Examples-yolov5s
TpuLang Interface
Main Work
Work Process
Operator Conversion Example
SubNet
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Home
Documents
Developer Manual
Quick Start
Videos
Blog
Forum
Manual Home
TPU-MLIR Introduction
Environment Setup
Code Download
Docker Configuration
ModelZoo (Optional)
Compilation
User Interface
Introduction
model_transform.py
run_calibration.py
model_deploy.py
Other Tools
Overall Design
Layered
Top Pass
Tpu Pass
Front-end Conversion
Main Work
Workflow
Example
Quantization
Basic Concepts
Scale Conversion
Quantization derivation
Calibration
General introduction
Calibration data screening and preprocessing
Algorithm Implementation
Example: yolov5s calibration
visual tool introduction
Lowering
Basic Process
Mixed precision
SubNet
LayerGroup
Basic Concepts
BackwardH
Dividing the Mem Cycle
LMEM Allocation
Divide the optimal Group
GMEM Allocation
1. Purpose
1. Principle
CodeGen
MLIR Definition
Top Dialect
Accuracy Validation
Introduction
Validation Interface
Validation Example
quantzation aware traing
Basic Principles
tpu-mlir QAT implementation scheme and characteristics
Installation Method
Basic Steps
Use Examples-resnet18
Tpu-mlir QAT test environment
Use Examples-yolov5s
TpuLang Interface
Main Work
Work Process
Operator Conversion Example