MLIR
Multi-Level IR Compiler Framework
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Talks and Related Publications
Users of MLIR
Getting Started
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Code Documentation
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Bindings
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MLIR Python Bindings
Dialects
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'affine' Dialect
'gpu' Dialect
'linalg' Dialect
'llvm' Dialect
'nvvm' Dialect
'omp' Dialect
'quant' Dialect
'rocdl' Dialect
'scf' Dialect
'shape' Dialect
'spv' Dialect
'std' Dialect
'vector' Dialect
Rationale
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Linalg Dialect Rationale: The Case For Compiler-Friendly Custom Operations
MLIR Rationale
MLIR: Incremental Application to Graph Algorithms in ML Frameworks
MLIR: The case for a simplified polyhedral form
Usage of 'Const' in MLIR, for core IR types
Tutorials
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Toy
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Chapter 1: Toy Tutorial Introduction
Chapter 2: Emitting Basic MLIR
Chapter 3: High-level Language-Specific Analysis and Transformation
Chapter 4: Enabling Generic Transformation with Interfaces
Chapter 5: Partial Lowering to Lower-Level Dialects for Optimization
Chapter 6: Lowering to LLVM and CodeGeneration
Chapter 7: Adding a Composite Type to Toy
Creating a Dialect
Defining Dialect Attributes and Types
Quickstart tutorial to adding MLIR graph rewrite
Background: declarative builders API
Conversion to the LLVM Dialect
Diagnostic Infrastructure
Dialect Conversion
Generic DAG Rewriter Infrastructure
Interfaces
MLIR Language Reference
Operation Canonicalization
Operation Definition Specification (ODS)
Pass Infrastructure
Passes
Quantization
Shape Inference
Symbols and Symbol Tables
Table-driven Declarative Rewrite Rule (DRR)
Traits
MLIR
MLIR