[GitHub] [tvm] lp6m commented on issue #9653: [Bug] test_tensorrt.py::test_conv2d_transpose failed

lp6m commented on issue #9653: URL: https://github.com/apache/tvm/issues/9653#issuecomment-987628560 @AndrewZhaoLuo Thank you for your quick reply, I confirmed this change fix this problem. https://github.com/apache/tvm/pull/9668/commits/d0bb4bd7848ff30760d39ac3139b197b8fe1c409 --

[tvm] branch main updated: [microNPU] Refactor section name test to remove relay_ir_builder (#9658)

This is an automated email from the ASF dual-hosted git repository. manupa pushed a commit to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git The following commit(s) were added to refs/heads/main by this push: new 210a192 [microNPU] Refactor section name test to

[GitHub] [tvm] manupa-arm commented on pull request #9658: [microNPU] Refactor section name test to remove relay_ir_builder

manupa-arm commented on pull request #9658: URL: https://github.com/apache/tvm/pull/9658#issuecomment-987603956 Thanks @grant-arm ! This is merged. Attn : @ekalda -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the

[GitHub] [tvm] manupa-arm merged pull request #9658: [microNPU] Refactor section name test to remove relay_ir_builder

manupa-arm merged pull request #9658: URL: https://github.com/apache/tvm/pull/9658 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] masahi commented on pull request #9438: [Frontend][ONNX] Support ONNX Scan operator

masahi commented on pull request #9438: URL: https://github.com/apache/tvm/pull/9438#issuecomment-987534002 The change seems to have a lot of duplication with `Loop` converter. Can we clean things up? -- This is an automated message from the Apache Git Service. To respond to the

[GitHub] [tvm] vinx13 opened a new pull request #9670: Fix NormalizeError to allow colon inside CHECK

vinx13 opened a new pull request #9670: URL: https://github.com/apache/tvm/pull/9670 There is a use case that the expression inside `CHECK(...)` may contain `::` to indicate namespace, which currently confuses the error parser. -- This is an automated message from the Apache Git

[GitHub] [tvm] junrushao1994 commented on pull request #9599: Adjust warnings from target_kind.cc messages to debug level

junrushao1994 commented on pull request #9599: URL: https://github.com/apache/tvm/pull/9599#issuecomment-987508357 @leandron Thanks! Submitted a follow-up PR #9662 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the

[GitHub] [tvm] shengxinhu opened a new pull request #9669: [BugFix] shapeOfAttrs should be registered before "vm.shape_of" used

shengxinhu opened a new pull request #9669: URL: https://github.com/apache/tvm/pull/9669 [BugFix] DialectRewriter should not tranform scaler to let expr 1. shapeOfAttrs always reported not registered when import tvm, I found vm.shape_of will use it, and changed shapeOfAttrs register

[GitHub] [tvm] vinx13 commented on pull request #9620: [TVMScript] Add for loop syntax sugar

vinx13 commented on pull request #9620: URL: https://github.com/apache/tvm/pull/9620#issuecomment-987459102 @shingjan the other PR is merged, please rebase this one -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the

[tvm] branch main updated (32ae501 -> 459563d)

This is an automated email from the ASF dual-hosted git repository. wuwei pushed a change to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git. from 32ae501 [CI][MicroTVM] Disable autotune log check since microtvm autotune has erros (#9639) add 459563d

[GitHub] [tvm] vinx13 merged pull request #9634: [TVMScript] Syntax sugar for reads & writes

vinx13 merged pull request #9634: URL: https://github.com/apache/tvm/pull/9634 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] AndrewZhaoLuo opened a new pull request #9668: [WIP] Fix conv2d_transpose layout transform issue in trt

AndrewZhaoLuo opened a new pull request #9668: URL: https://github.com/apache/tvm/pull/9668 WIP, need to dig deeper into whether this is a general problem with layout transforms. Will solve https://github.com/apache/tvm/issues/9653 when merged -- This is an automated message from

[GitHub] [tvm] AndrewZhaoLuo commented on issue #9653: [Bug] test_tensorrt.py::test_conv2d_transpose failed

AndrewZhaoLuo commented on issue #9653: URL: https://github.com/apache/tvm/issues/9653#issuecomment-987454778 Yeah this is probably my thing. Some weird thing going with layout transforms yep. If you change "nn.conv2d_transpose": ["NCHW", "default"], to "nn.conv2d_transpose":

[GitHub] [tvm] spectrometerHBH opened a new pull request #9667: [TVMScript] fixing block attr printing bug

spectrometerHBH opened a new pull request #9667: URL: https://github.com/apache/tvm/pull/9667 cc @junrushao1994 @Hzfengsy -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment.

[GitHub] [tvm] mehrdadh commented on a change in pull request #9631: [Hexagon] Add RPC Mechanism for Hexagon

mehrdadh commented on a change in pull request #9631: URL: https://github.com/apache/tvm/pull/9631#discussion_r763515849 ## File path: src/runtime/hexagon/rpc/hexagon/rpc_server.cc ## @@ -0,0 +1,212 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or

[GitHub] [tvm] mehrdadh commented on a change in pull request #9631: [Hexagon] Add RPC Mechanism for Hexagon

mehrdadh commented on a change in pull request #9631: URL: https://github.com/apache/tvm/pull/9631#discussion_r763515670 ## File path: apps/cpp_rpc/CMakeLists.txt ## @@ -43,4 +45,12 @@ target_include_directories( PUBLIC DMLC_PATH ) -target_link_libraries(tvm_rpc

[GitHub] [tvm] mehrdadh commented on a change in pull request #9631: [Hexagon] Add RPC Mechanism for Hexagon

mehrdadh commented on a change in pull request #9631: URL: https://github.com/apache/tvm/pull/9631#discussion_r763514451 ## File path: python/tvm/contrib/hexagon/build.py ## @@ -0,0 +1,259 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] mehrdadh commented on a change in pull request #9631: [Hexagon] Add RPC Mechanism for Hexagon

mehrdadh commented on a change in pull request #9631: URL: https://github.com/apache/tvm/pull/9631#discussion_r763508983 ## File path: cmake/modules/Hexagon.cmake ## @@ -202,6 +200,108 @@ if(USE_HEXAGON_PROXY_RPC STREQUAL "ON") set_directory_properties(PROPERTIES

[GitHub] [tvm] electriclilies opened a new pull request #9666: [DRAFT] [RELAY] [DEVICES] Change the virtual device representation for Functions

electriclilies opened a new pull request #9666: URL: https://github.com/apache/tvm/pull/9666 This PR changes the way virtual devices are represented for functions. It builds on the work I did in #9641. Draft for now as I try to get it through CI. -- This is an automated message from the

[GitHub] [tvm] electriclilies commented on pull request #9641: [RELAY] [AST] Add virtual_device as a first class field in Relay

electriclilies commented on pull request #9641: URL: https://github.com/apache/tvm/pull/9641#issuecomment-987363148 @comaniac Could you take a look at this? It's my implementation of https://github.com/apache/tvm-rfcs/pull/45. Thanks! -- This is an automated message from the Apache Git

[GitHub] [tvm-rfcs] electriclilies commented on pull request #45: [RELAY][AST] Add virtual device as a first class field to Relay expressions

electriclilies commented on pull request #45: URL: https://github.com/apache/tvm-rfcs/pull/45#issuecomment-987361825 @comaniac Thanks for reviewing! Looking forward to it going in :D -- This is an automated message from the Apache Git Service. To respond to the message, please log on to

[GitHub] [tvm] electriclilies opened a new issue #9665: [Tracking Issue] Add virtual device as a first class field in Relay

electriclilies opened a new issue #9665: URL: https://github.com/apache/tvm/issues/9665 RFC: https://github.com/apache/tvm-rfcs/pull/45 PR: https://github.com/apache/tvm/pull/9641 -- This is an automated message from the Apache Git Service. To respond to the message, please log on

[GitHub] [tvm] tqchen closed issue #8976: [Release] v0.8 Release Planning

tqchen closed issue #8976: URL: https://github.com/apache/tvm/issues/8976 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] tqchen closed issue #7434: [ROADMAP] TVM v0.8 Roadmap

tqchen closed issue #7434: URL: https://github.com/apache/tvm/issues/7434 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] masahi commented on pull request #9664: [Torch] Frontend update to support PyTorch 1.10

masahi commented on pull request #9664: URL: https://github.com/apache/tvm/pull/9664#issuecomment-987297823 > LGTM. I guess these changes are backward compatible so this PR can still pass the current CI? If so then I'm totally fine with it. In case something broken with PT 1.10, we will

[tvm] branch main updated: [CI][MicroTVM] Disable autotune log check since microtvm autotune has erros (#9639)

This is an automated email from the ASF dual-hosted git repository. areusch pushed a commit to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git The following commit(s) were added to refs/heads/main by this push: new 32ae501 [CI][MicroTVM] Disable autotune log check

[GitHub] [tvm] areusch merged pull request #9639: [CI][MicroTVM] Disable autotune log check since microtvm autotune has erros

areusch merged pull request #9639: URL: https://github.com/apache/tvm/pull/9639 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[tvm] branch main updated: Document Project API server. (#9654)

This is an automated email from the ASF dual-hosted git repository. areusch pushed a commit to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git The following commit(s) were added to refs/heads/main by this push: new 278173c Document Project API server. (#9654) 278173c

[GitHub] [tvm] areusch merged pull request #9654: Document Project API server.

areusch merged pull request #9654: URL: https://github.com/apache/tvm/pull/9654 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] manupa-arm commented on pull request #9589: [microNPU] Add support for TFLite concatenate

manupa-arm commented on pull request #9589: URL: https://github.com/apache/tvm/pull/9589#issuecomment-987207795 Thanks! @ekalda @lhutton1 @NicolaLancellotti @mbaret . This is merged now! -- This is an automated message from the Apache Git Service. To respond to the message, please log on

[tvm] branch main updated (3f1c931 -> 260c95d)

This is an automated email from the ASF dual-hosted git repository. manupa pushed a change to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git. from 3f1c931 [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN (#9531) add 260c95d [microNPU] Add

[GitHub] [tvm] manupa-arm merged pull request #9589: [microNPU] Add support for TFLite concatenate

manupa-arm merged pull request #9589: URL: https://github.com/apache/tvm/pull/9589 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] mehrdadh commented on a change in pull request #9631: [Hexagon] Add RPC Mechanism for Hexagon

mehrdadh commented on a change in pull request #9631: URL: https://github.com/apache/tvm/pull/9631#discussion_r763336374 ## File path: python/tvm/contrib/hexagon/build.py ## @@ -0,0 +1,259 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor

[GitHub] [tvm] junrushao1994 commented on pull request #9620: [TVMScript] Add for loop syntax sugar

junrushao1994 commented on pull request #9620: URL: https://github.com/apache/tvm/pull/9620#issuecomment-987171688 Let's improve the printer in a subsequent PR -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL

[GitHub] [tvm] shingjan commented on a change in pull request #9620: [TVMScript] Add for loop syntax sugar

shingjan commented on a change in pull request #9620: URL: https://github.com/apache/tvm/pull/9620#discussion_r763359829 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -316,36 +316,72 @@ def Assert(condition: Union[PrimExpr, builtins.bool], message: str) -> PrimExpr:

[GitHub] [tvm] mehrdadh commented on pull request #9644: [microTVM] Remove prepare_options()

mehrdadh commented on pull request #9644: URL: https://github.com/apache/tvm/pull/9644#issuecomment-987123816 @gromero thanks for fixing this! -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to

[GitHub] [tvm] vinx13 commented on a change in pull request #9620: [TVMScript] Add for loop syntax sugar

vinx13 commented on a change in pull request #9620: URL: https://github.com/apache/tvm/pull/9620#discussion_r763325151 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -316,36 +316,72 @@ def Assert(condition: Union[PrimExpr, builtins.bool], message: str) -> PrimExpr:

[GitHub] [tvm] mehrdadh opened a new pull request #9663: [TVMC][MicroTVM] Fix tvmc micro `project_dir` arg relative path

mehrdadh opened a new pull request #9663: URL: https://github.com/apache/tvm/pull/9663 Fixing this issue: https://github.com/apache/tvm/issues/9661 Added tests for this error. @gromero @leandron -- This is an automated message from the Apache Git Service. To respond to

[GitHub] [tvm] shingjan commented on pull request #9492: [TVMScript] Add syntax sugar for T.handle and T.match_buffer

shingjan commented on pull request #9492: URL: https://github.com/apache/tvm/pull/9492#issuecomment-987118094 @junrushao1994 @vinx13 my bad. Overlooked our conversation about buffer name above. Fixing it now. -- This is an automated message from the Apache Git Service. To respond to the

[GitHub] [tvm] junrushao1994 edited a comment on pull request #9492: [TVMScript] Add syntax sugar for T.handle and T.match_buffer

junrushao1994 edited a comment on pull request #9492: URL: https://github.com/apache/tvm/pull/9492#issuecomment-987114849 To be clear, it's important to make the buffer name correct and it's not addressed yet https://github.com/apache/tvm/pull/9492#discussion_r762387167 -- This is an

[GitHub] [tvm] junrushao1994 commented on pull request #9492: [TVMScript] Add syntax sugar for T.handle and T.match_buffer

junrushao1994 commented on pull request #9492: URL: https://github.com/apache/tvm/pull/9492#issuecomment-987114849 To be clear, it's important to make the buffer name correct and it's not addressed yet -- This is an automated message from the Apache Git Service. To respond to the

[GitHub] [tvm] junrushao1994 opened a new pull request #9662: [Target][TVMC][UX] Avoid creation of dummy Target objects in TVMC

junrushao1994 opened a new pull request #9662: URL: https://github.com/apache/tvm/pull/9662 Followup #9599 CC: @leandron -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific

[GitHub] [tvm] vinx13 commented on pull request #9492: [TVMScript] Add syntax sugar for T.handle and T.match_buffer

vinx13 commented on pull request #9492: URL: https://github.com/apache/tvm/pull/9492#issuecomment-987113168 @shingjan let's fix buffer name and then get this in -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL

[GitHub] [tvm] AndrewZhaoLuo commented on pull request #9541: Update gen_requirements.py with new onnx things

AndrewZhaoLuo commented on pull request #9541: URL: https://github.com/apache/tvm/pull/9541#issuecomment-987112844 poke @areusch -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific

[tvm] branch bugfix/2021-12-06/no-dummy-target-creation created (now a2cf1ba)

This is an automated email from the ASF dual-hosted git repository. junrushao pushed a change to branch bugfix/2021-12-06/no-dummy-target-creation in repository https://gitbox.apache.org/repos/asf/tvm.git. at a2cf1ba [Target][TVMC][UX] Avoid creation of dummy Target objects in TVMC

[tvm] 01/01: [Target][TVMC][UX] Avoid creation of dummy Target objects in TVMC

This is an automated email from the ASF dual-hosted git repository. junrushao pushed a commit to branch bugfix/2021-12-06/no-dummy-target-creation in repository https://gitbox.apache.org/repos/asf/tvm.git commit a2cf1baaef3f7398b9222a02ba04a6aa47abf43e Author: Junru Shao AuthorDate: Mon Dec 6

[GitHub] [tvm] AndrewZhaoLuo commented on a change in pull request #9615: [EZ][Autoscheduler] Log exceptions in topi lowering

AndrewZhaoLuo commented on a change in pull request #9615: URL: https://github.com/apache/tvm/pull/9615#discussion_r763315546 ## File path: python/tvm/auto_scheduler/relay_integration.py ## @@ -66,9 +67,12 @@ def call_all_topi_funcs(mod, params, target, opt_level=3):

[GitHub] [tvm] shingjan commented on pull request #9492: [TVMScript] Add syntax sugar for T.handle and T.match_buffer

shingjan commented on pull request #9492: URL: https://github.com/apache/tvm/pull/9492#issuecomment-987109216 @junrushao1994 This PR still awaits @Hzfengsy 's approval and I don't seem to have the right to dismiss his request of change. -- This is an automated message from the Apache

[GitHub] [tvm] mehrdadh opened a new issue #9661: [TVMC][MicroTVM] tvmc micro `project_dir` arg does not accept relative path

mehrdadh opened a new issue #9661: URL: https://github.com/apache/tvm/issues/9661 ### Expected behavior Expect `tvmc micro create-project` to run without error. ### Actual behavior ```bash The following error occured on the Project API server side: calling method

[GitHub] [tvm] AndrewZhaoLuo commented on a change in pull request #9660: [Relay][Quantization] Fq2i hard fail option

AndrewZhaoLuo commented on a change in pull request #9660: URL: https://github.com/apache/tvm/pull/9660#discussion_r763309427 ## File path: src/relay/transforms/fake_quantization_to_integer.cc ## @@ -154,14 +154,30 @@ class SubgraphMutator : public ExprMutator { out_type_

[GitHub] [tvm] junrushao1994 commented on a change in pull request #9620: [TVMScript] Add for loop syntax sugar

junrushao1994 commented on a change in pull request #9620: URL: https://github.com/apache/tvm/pull/9620#discussion_r763306526 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -319,28 +319,28 @@ Scope handler - Loops def serial( begin: Union[PrimExpr, int], -

[GitHub] [tvm] shingjan commented on a change in pull request #9634: [TVMScript] Syntax sugar for reads & writes

shingjan commented on a change in pull request #9634: URL: https://github.com/apache/tvm/pull/9634#discussion_r763285293 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -210,9 +210,14 @@ def alloc_buffer( """ special_stmt - Reads/Writes """ - +@overload def

[GitHub] [tvm] vinx13 commented on a change in pull request #9634: [TVMScript] Syntax sugar for reads & writes

vinx13 commented on a change in pull request #9634: URL: https://github.com/apache/tvm/pull/9634#discussion_r763277900 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -210,9 +210,14 @@ def alloc_buffer( """ special_stmt - Reads/Writes """ - +@overload def

[GitHub] [tvm] shingjan commented on a change in pull request #9634: [TVMScript] Syntax sugar for reads & writes

shingjan commented on a change in pull request #9634: URL: https://github.com/apache/tvm/pull/9634#discussion_r763272130 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -211,8 +211,12 @@ def alloc_buffer( special_stmt - Reads/Writes """ -def reads(read_regions:

[GitHub] [tvm] shingjan commented on a change in pull request #9634: [TVMScript] Syntax sugar for reads & writes

shingjan commented on a change in pull request #9634: URL: https://github.com/apache/tvm/pull/9634#discussion_r763257688 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -211,8 +211,12 @@ def alloc_buffer( special_stmt - Reads/Writes """ -def reads(read_regions:

[GitHub] [tvm] mbrookhart opened a new pull request #9660: [Relay][Quantization] Fq2i hard fail option

mbrookhart opened a new pull request #9660: URL: https://github.com/apache/tvm/pull/9660 This adds error handling to the Fake Quantization to integer to catch issues during graph rewrite and abort the rewrite. Alternatively, it adds an option to fail if those rewrites fail or if we

[GitHub] [tvm] shingjan commented on a change in pull request #9634: [WIP][TVMScript] Syntax sugar for reads & writes

shingjan commented on a change in pull request #9634: URL: https://github.com/apache/tvm/pull/9634#discussion_r763257688 ## File path: python/tvm/script/tir/__init__.pyi ## @@ -211,8 +211,12 @@ def alloc_buffer( special_stmt - Reads/Writes """ -def reads(read_regions:

[tvm] branch main updated (9c41153 -> 3f1c931)

This is an automated email from the ASF dual-hosted git repository. manupa pushed a change to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git. from 9c41153 [ONNX]Support Opset 13 split IFF the split is a constant (#9643) add 3f1c931 [7/10] Code generation for

[GitHub] [tvm] lhutton1 commented on issue #9659: [CI Image] Update ci_cpu to v0.80

lhutton1 commented on issue #9659: URL: https://github.com/apache/tvm/issues/9659#issuecomment-987009418 cc @leandron @areusch @manupa-arm - please let me know if there's anything I've missed :) -- This is an automated message from the Apache Git Service. To respond to the message,

[GitHub] [tvm] lhutton1 opened a new issue #9659: [CI Image] Update ci_cpu to v0.80

lhutton1 opened a new issue #9659: URL: https://github.com/apache/tvm/issues/9659 - [ ] S0. Reason: Update Vela to v3.2.0 (#9635) - [ ] S1. Tag of nightly build: `20211206-124834-9c4115320`. Docker hub: https://hub.docker.com/layers/tlcpackstaging/ci_cpu/20211206-124834-9c4115320

[GitHub] [tvm] manupa-arm commented on pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

manupa-arm commented on pull request #9531: URL: https://github.com/apache/tvm/pull/9531#issuecomment-987007793 Thanks @ashutosh-arm ! This is merged now. -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above

[GitHub] [tvm] manupa-arm merged pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

manupa-arm merged pull request #9531: URL: https://github.com/apache/tvm/pull/9531 -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail:

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763233022 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -234,6 +220,197 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on pull request #9531: URL: https://github.com/apache/tvm/pull/9531#issuecomment-987006654 @manupa-arm Could you please put commit message as "Support for code generation of Maxpool, AvgPool and Fully Connected layers via CMSIS-NN" -- This is an automated message

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763230258 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -164,21 +156,15 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] manupa-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

manupa-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763229774 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -234,6 +220,197 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763229436 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -164,21 +156,15 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] manupa-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

manupa-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763227015 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -164,21 +156,15 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] manupa-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

manupa-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763226387 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -164,21 +156,15 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763224206 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -234,6 +220,197 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763224138 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -234,6 +220,197 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763224002 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -234,6 +220,197 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763222619 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -194,7 +180,7 @@ class RelayToTIRVisitor : public MixedModeMutator { if

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763221567 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -164,21 +156,15 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763221261 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -164,21 +156,15 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] ashutosh-arm commented on pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

ashutosh-arm commented on pull request #9531: URL: https://github.com/apache/tvm/pull/9531#issuecomment-986988754 Thanks for the reviews. Sure @manupa-arm, I can create a follow up for this. Please feel free to merge. -- This is an automated message from the Apache Git Service. To

[GitHub] [tvm] manupa-arm commented on pull request #9418: [TIR][USMP] adding the pass to convert to pool offsets

manupa-arm commented on pull request #9418: URL: https://github.com/apache/tvm/pull/9418#issuecomment-986987031 Thanks @mbs-octoml ! I've done the necessary changes. Pinging folks @lhutton1 @ekalda @leandron @NicolaLancellotti for review/approval -- This is an automated

[GitHub] [tvm] manupa-arm commented on a change in pull request #9531: [7/10] Code generation for Pooling and Fully Connected via CMSIS-NN

manupa-arm commented on a change in pull request #9531: URL: https://github.com/apache/tvm/pull/9531#discussion_r763209660 ## File path: src/relay/backend/contrib/cmsisnn/relay_to_tir.cc ## @@ -234,6 +220,197 @@ class RelayToTIRVisitor : public MixedModeMutator {

[GitHub] [tvm] leandron commented on a change in pull request #9654: Document Project API server.

leandron commented on a change in pull request #9654: URL: https://github.com/apache/tvm/pull/9654#discussion_r763203500 ## File path: docs/arch/microtvm_project_api.rst ## @@ -0,0 +1,151 @@ +.. Licensed to the Apache Software Foundation (ASF) under one +or more

[GitHub] [tvm] leandron commented on a change in pull request #9654: Document Project API server.

leandron commented on a change in pull request #9654: URL: https://github.com/apache/tvm/pull/9654#discussion_r763202014 ## File path: docs/arch/microtvm_project_api.rst ## @@ -0,0 +1,151 @@ +.. Licensed to the Apache Software Foundation (ASF) under one +or more

[GitHub] [tvm] areusch commented on a change in pull request #9654: Document Project API server.

areusch commented on a change in pull request #9654: URL: https://github.com/apache/tvm/pull/9654#discussion_r763200681 ## File path: docs/arch/microtvm_project_api.rst ## @@ -0,0 +1,151 @@ +.. Licensed to the Apache Software Foundation (ASF) under one +or more

[GitHub] [tvm] manupa-arm commented on a change in pull request #9418: [TIR][USMP] adding the pass to convert to pool offsets

manupa-arm commented on a change in pull request #9418: URL: https://github.com/apache/tvm/pull/9418#discussion_r763193264 ## File path: src/tir/usmp/transform/convert_pool_allocations_to_offsets.cc ## @@ -0,0 +1,350 @@ +/* + * Licensed to the Apache Software Foundation (ASF)

[GitHub] [tvm] manupa-arm commented on a change in pull request #9418: [TIR][USMP] adding the pass to convert to pool offsets

manupa-arm commented on a change in pull request #9418: URL: https://github.com/apache/tvm/pull/9418#discussion_r763193087 ## File path: src/tir/usmp/transform/convert_pool_allocations_to_offsets.cc ## @@ -0,0 +1,350 @@ +/* + * Licensed to the Apache Software Foundation (ASF)

[GitHub] [tvm] manupa-arm commented on a change in pull request #9418: [TIR][USMP] adding the pass to convert to pool offsets

manupa-arm commented on a change in pull request #9418: URL: https://github.com/apache/tvm/pull/9418#discussion_r763192628 ## File path: src/tir/ir/stmt.cc ## @@ -35,7 +35,12 @@ namespace tir { LetStmt::LetStmt(Var var, PrimExpr value, Stmt body, Span span) {

[GitHub] [tvm] manupa-arm commented on a change in pull request #9418: [TIR][USMP] adding the pass to convert to pool offsets

manupa-arm commented on a change in pull request #9418: URL: https://github.com/apache/tvm/pull/9418#discussion_r763191880 ## File path: include/tvm/tir/usmp/utils.h ## @@ -209,6 +247,20 @@ Integer CalculateExtentsSize(const AllocateNode* op); } // namespace usmp } //

[GitHub] [tvm] chiwwang commented on pull request #8668: Visualization of Relay IR

chiwwang commented on pull request #8668: URL: https://github.com/apache/tvm/pull/8668#issuecomment-986889264 Thanks @huajsj for reviewing! -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the

[GitHub] [tvm] chiwwang commented on a change in pull request #8668: Visualization of Relay IR

chiwwang commented on a change in pull request #8668: URL: https://github.com/apache/tvm/pull/8668#discussion_r763116588 ## File path: python/tvm/contrib/relay_viz/__init__.py ## @@ -0,0 +1,143 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more

[GitHub] [tvm] manupa-arm commented on pull request #9649: [TIR][USMP] Augmenting the algo interface with memory pressure

manupa-arm commented on pull request #9649: URL: https://github.com/apache/tvm/pull/9649#issuecomment-986857834 Pinging @leandron. PTAL when you have some time. -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL

[GitHub] [tvm] lhutton1 commented on a change in pull request #9649: [TIR][USMP] Augmenting the algo interface with memory pressure

lhutton1 commented on a change in pull request #9649: URL: https://github.com/apache/tvm/pull/9649#discussion_r763084001 ## File path: include/tvm/tir/usmp/utils.h ## @@ -153,6 +153,45 @@ class BufferInfo : public ObjectRef {

[GitHub] [tvm] grant-arm opened a new pull request #9658: [microNPU] Refactor section name test to remove relay_ir_builder

grant-arm opened a new pull request #9658: URL: https://github.com/apache/tvm/pull/9658 Since we're in the process of removing relay_ir_builder, I'm refactoring the test_ethosu_section_name test case to remove it from there. @manupa-arm @ekalda @areusch -- This is an

[GitHub] [tvm] manupa-arm commented on a change in pull request #9649: [TIR][USMP] Augmenting the algo interface with memory pressure

manupa-arm commented on a change in pull request #9649: URL: https://github.com/apache/tvm/pull/9649#discussion_r763075100 ## File path: include/tvm/tir/usmp/utils.h ## @@ -153,6 +153,45 @@ class BufferInfo : public ObjectRef {

[GitHub] [tvm] manupa-arm commented on a change in pull request #9649: [TIR][USMP] Augmenting the algo interface with memory pressure

manupa-arm commented on a change in pull request #9649: URL: https://github.com/apache/tvm/pull/9649#discussion_r763075100 ## File path: include/tvm/tir/usmp/utils.h ## @@ -153,6 +153,45 @@ class BufferInfo : public ObjectRef {

[GitHub] [tvm] manupa-arm commented on a change in pull request #9649: [TIR][USMP] Augmenting the algo interface with memory pressure

manupa-arm commented on a change in pull request #9649: URL: https://github.com/apache/tvm/pull/9649#discussion_r763075100 ## File path: include/tvm/tir/usmp/utils.h ## @@ -153,6 +153,45 @@ class BufferInfo : public ObjectRef {

[GitHub] [tvm] lhutton1 commented on a change in pull request #9649: [TIR][USMP] Augmenting the algo interface with memory pressure

lhutton1 commented on a change in pull request #9649: URL: https://github.com/apache/tvm/pull/9649#discussion_r763060007 ## File path: include/tvm/tir/usmp/utils.h ## @@ -153,6 +153,45 @@ class BufferInfo : public ObjectRef {

[GitHub] [tvm] lhutton1 commented on a change in pull request #9627: [microNPU] Add support for SIGMOID

lhutton1 commented on a change in pull request #9627: URL: https://github.com/apache/tvm/pull/9627#discussion_r762971609 ## File path: python/tvm/relay/op/contrib/ethosu.py ## @@ -1035,6 +1035,35 @@ def mean_pattern() -> tvm.relay.dataflow_pattern.DFPattern: return

[GitHub] [tvm] lhutton1 commented on a change in pull request #9626: [microNPU] Support different constant datatypes

lhutton1 commented on a change in pull request #9626: URL: https://github.com/apache/tvm/pull/9626#discussion_r762966862 ## File path: src/relay/op/contrib/ethosu/binary_elementwise.cc ## @@ -189,11 +176,11 @@ bool EthosuBinaryElementwiseRel(const Array& types, int

[GitHub] [tvm] NicolaLancellotti commented on a change in pull request #9627: [microNPU] Add support for SIGMOID

NicolaLancellotti commented on a change in pull request #9627: URL: https://github.com/apache/tvm/pull/9627#discussion_r762957516 ## File path: python/tvm/relay/backend/contrib/ethosu/legalize.py ## @@ -194,6 +205,48 @@ def __call__(self, *args, **kwargs): pass

[tvm] branch main updated (d6960ce -> 9c41153)

This is an automated email from the ASF dual-hosted git repository. masahi pushed a change to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git. from d6960ce add einsum in pytorch frontend (#9651) add 9c41153 [ONNX]Support Opset 13 split IFF the split is a

[tvm] branch main updated (8977eca -> d6960ce)

This is an automated email from the ASF dual-hosted git repository. masahi pushed a change to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git. from 8977eca [MetaSchedule] Fix comments in instruction traits (#9614) add d6960ce add einsum in pytorch frontend

[tvm] branch main updated (498d6d9 -> 8977eca)

This is an automated email from the ASF dual-hosted git repository. masahi pushed a change to branch main in repository https://gitbox.apache.org/repos/asf/tvm.git. from 498d6d9 [microNPU] Upgrade Vela to v3.2.0 (#9635) add 8977eca [MetaSchedule] Fix comments in instruction traits

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