[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939481576 ## python/tvm/relay/backend/contrib/uma/api/lower.py: ## @@ -0,0 +1,159 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939213435 ## python/tvm/relay/backend/contrib/uma/api/lower.py: ## @@ -0,0 +1,159 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939160847 ## apps/uma/_template/conv2dnchw.cc: ## @@ -0,0 +1,95 @@ +/* +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939153921 ## python/tvm/relay/backend/contrib/uma/api/lower.py: ## @@ -0,0 +1,159 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939153521 ## python/tvm/relay/backend/contrib/uma/api/lower.py: ## @@ -0,0 +1,159 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939147157 ## src/relay/backend/contrib/uma/targets.cc: ## @@ -0,0 +1,80 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939146296 ## src/relay/backend/contrib/uma/tir_to_runtime.cc: ## @@ -0,0 +1,81 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939145045 ## python/tvm/relay/backend/contrib/uma/api/codegen.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939142883 ## apps/uma/_template/strategies.py: ## @@ -0,0 +1,17 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements.

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939140952 ## include/tvm/relay/transform.h: ## @@ -509,6 +509,7 @@ TVM_DLL Pass SimplifyExpr(); * * \param config All available targets. * + * Review Comment:

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939140465 ## tests/python/contrib/test_uma/test_uma_pipeline.py: ## @@ -0,0 +1,136 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939139200 ## apps/uma/_template/conv2dnchw.cc: ## @@ -0,0 +1,95 @@ +/* +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939139928 ## apps/uma/_template/passes.py: ## @@ -0,0 +1,142 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements.

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r939138720 ## apps/uma/_template/__init__.py: ## @@ -0,0 +1,23 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements.

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r936306933 ## python/tvm/relay/backend/contrib/uma/api/partitioner.py: ## @@ -0,0 +1,118 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r936302355 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r936300831 ## src/relay/backend/contrib/uma/tir_to_runtime.cc: ## @@ -0,0 +1,104 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r936300311 ## src/relay/backend/contrib/uma/relay_to_tir.cc: ## @@ -0,0 +1,174 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r936299201 ## tests/python/contrib/test_uma/test_partition.py: ## @@ -0,0 +1,71 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930832276 ## python/tvm/relay/backend/contrib/uma/_template/passes.py: ## @@ -0,0 +1,137 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930006872 ## python/tvm/relay/backend/contrib/uma/_template/passes.py: ## @@ -0,0 +1,137 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930056748 ## tests/scripts/task_python_uma.sh: ## @@ -0,0 +1,24 @@ +#!/usr/bin/env bash +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930047570 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930044501 ## python/tvm/relay/backend/contrib/uma/_template/run.py: ## @@ -0,0 +1,88 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930041551 ## python/tvm/relay/backend/contrib/uma/uma_cli.py: ## @@ -0,0 +1,92 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930040959 ## src/relay/backend/contrib/uma/tir_to_runtime.cc: ## @@ -0,0 +1,104 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930030731 ## src/relay/backend/contrib/uma/relay_to_tir.cc: ## @@ -0,0 +1,174 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930028351 ## src/relay/backend/contrib/uma/relay_to_tir.cc: ## @@ -0,0 +1,174 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930025468 ## tests/python/contrib/test_uma/test_partition.py: ## @@ -0,0 +1,71 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930022435 ## tests/python/contrib/test_uma/test_partition.py: ## @@ -0,0 +1,71 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930020506 ## python/tvm/relay/backend/contrib/uma/api/codegen.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930017268 ## python/tvm/relay/backend/contrib/uma/_template/run.py: ## @@ -0,0 +1,88 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930008614 ## python/tvm/relay/backend/contrib/uma/_template/passes.py: ## @@ -0,0 +1,137 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r930006872 ## python/tvm/relay/backend/contrib/uma/_template/passes.py: ## @@ -0,0 +1,137 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r93397 ## python/tvm/relay/backend/contrib/uma/_template/passes.py: ## @@ -0,0 +1,137 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r929993795 ## python/tvm/relay/backend/contrib/uma/_template/conv2dnchw.cc: ## @@ -0,0 +1,76 @@ +/* +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r929982909 ## python/tvm/relay/backend/contrib/uma/_template/conv2dnchw.cc: ## @@ -0,0 +1,76 @@ +/* +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r929982499 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r929975111 ## python/tvm/relay/backend/contrib/uma/api/utils.py: ## @@ -0,0 +1,52 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r929962126 ## python/tvm/relay/backend/contrib/uma/api/codegen.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r929946409 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one Review Comment:

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r928586644 ## python/tvm/relay/backend/contrib/uma/backend.py: ## @@ -0,0 +1,299 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r928579415 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r928576011 ## cmake/config.cmake: ## @@ -296,9 +296,6 @@ set(USE_VTA_FPGA OFF) # Whether use Thrust set(USE_THRUST OFF) -# Whether use cuRAND Review Comment: done

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r928574359 ## python/tvm/relay/backend/contrib/uma/api/codegen.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r926637840 ## tests/python/contrib/test_uma/test_partition.py: ## @@ -0,0 +1,71 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r926627576 ## python/tvm/relay/backend/contrib/uma/uma_cli.py: ## @@ -0,0 +1,92 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r926342146 ## python/tvm/relay/backend/contrib/uma/uma_cli.py: ## @@ -0,0 +1,92 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925598695 ## python/tvm/relay/backend/contrib/uma/tutorial.md: ## @@ -0,0 +1,195 @@ + + + + + + + + + + + + + + + + + +Making your hardware accelerator TVM-ready with UMA

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925592054 ## python/tvm/relay/backend/contrib/uma/tutorial.md: ## @@ -0,0 +1,195 @@ + + + + + + + + + + + + + + + + + +Making your hardware accelerator TVM-ready with UMA

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925590913 ## include/tvm/relay/transform.h: ## @@ -509,6 +509,8 @@ TVM_DLL Pass SimplifyExpr(); * * \param config All available targets. * + * \param config All

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925589594 ## tests/python/contrib/test_uma/test_uma_lowering_with_umalower.py: ## @@ -0,0 +1,115 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925574906 ## src/relay/backend/contrib/uma/tir_to_runtime.cc: ## @@ -0,0 +1,104 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925569714 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one Review Comment:

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r925568107 ## python/tvm/relay/backend/contrib/uma/_template/backend.py: ## @@ -0,0 +1,53 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r923152921 ## CMakeLists.txt: ## @@ -494,6 +494,7 @@ include(cmake/modules/contrib/ArmComputeLib.cmake) include(cmake/modules/contrib/TensorRT.cmake)

[GitHub] [tvm] MichaelJKlaiber commented on a diff in pull request #12087: [UMA] UMA v1.0

MichaelJKlaiber commented on code in PR #12087: URL: https://github.com/apache/tvm/pull/12087#discussion_r923152921 ## CMakeLists.txt: ## @@ -494,6 +494,7 @@ include(cmake/modules/contrib/ArmComputeLib.cmake) include(cmake/modules/contrib/TensorRT.cmake)