11# The Torch-MLIR Project
22
3- The Torch-MLIR project aims to provide first class compiler support from the [ PyTorch] ( https://pytorch.org ) ecosystem to the MLIR ecosystem.
3+ The Torch-MLIR project aims to provide first class compiler support from the [ PyTorch] ( https://pytorch.org ) ® ecosystem to the MLIR ecosystem.
44
5- > This project is participating in the LLVM Incubator process: as such, it is
5+ > This project is participating in the LLVM® Incubator process: as such, it is
66 not part of any official LLVM release. While incubation status is not
77necessarily a reflection of the completeness or stability of the code, it
88does indicate that the project is not yet endorsed as a component of LLVM.
@@ -21,7 +21,7 @@ Several vendors have adopted MLIR as the middle layer in their systems, enabling
2121## All the roads from PyTorch to Torch MLIR Dialect
2222
2323We have few paths to lower down to the Torch MLIR Dialect.
24- - ONNX as the entry points.
24+ - ONNX™ as the entry points.
2525 - Fx as the entry points
2626
2727## Project Communication
@@ -32,15 +32,15 @@ We have few paths to lower down to the Torch MLIR Dialect.
3232
3333## Install torch-mlir snapshot
3434
35- At the time of writing, we release [ pre-built snapshots of torch-mlir] ( https://github.com/llvm/torch-mlir-release ) for Python 3.11 and Python 3.10.
35+ At the time of writing, we release [ pre-built snapshots of torch-mlir] ( https://github.com/llvm/torch-mlir-release ) for Python® 3.11 and Python 3.10.
3636
3737If you have supported Python version, the following commands initialize a virtual environment.
3838``` shell
3939python3.11 -m venv mlir_venv
4040source mlir_venv/bin/activate
4141```
4242
43- Or, if you want to switch over multiple versions of Python using conda, you can create a conda environment with Python 3.11.
43+ Or, if you want to switch over multiple versions of Python using conda™ , you can create a conda environment with Python 3.11.
4444``` shell
4545conda create -n torch-mlir python=3.11
4646conda activate torch-mlir
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