[Relay, TOPI] Deformable conv2d #2908

vinx13 · 2019-03-27T03:04:04Z

Ported deformable 2d from mxnet.

The attributes are the same as conv2d, except that an extra field deformable_groups is added.
It takes two extra arguements offset and deformable_groups compared with conv2d

    deformable_conv2d(data,
                      offset,
                      weight,
                      strides=(1, 1),
                      padding=(0, 0),
                      dilation=(1, 1),
                      deformable_groups=1,
                      groups=1,
                      channels=None,
                      kernel_size=None,
                      data_layout='NCHW',
                      kernel_layout='OIHW',
                      out_layout='',
                      out_dtype='')

@masahi @eqy @Laurawly @nishi-t could you help review?

tqchen · 2019-03-27T03:05:32Z

Let us pick level2 for now

tqchen · 2019-03-27T03:18:43Z

On second thought, since deformable is mainly used by vision ops, we can temporary put it as level 5, please check if the attrs are consistent with the current conv2d operator, perhaps we can have a RFC to discuss the interface

tqchen · 2019-03-27T03:18:57Z

also cc @ajtulloch @antinucleon

masahi · 2019-03-28T09:59:57Z

@vinx13 please retrigger the CI.

topi/python/topi/generic/nn.py

tests/python/relay/test_op_level5.py

masahi · 2019-03-28T13:46:32Z

topi/python/topi/cuda/deformable_conv2d.py

+    # create cache stage
+    AA = s.cache_read(data_deform, 'shared', [OL])
+    WW = s.cache_read(kernel, 'shared', [OL])
+


just comment, if the deformable group value is small, maybe loading pixel offsets into shared memory may help boost performance (so offsets loading can be shared across channels)

Thanks, I will try it

masahi

Great.

masahi · 2019-03-28T14:58:39Z

hmm somehow the CI is having a issue with downloading stuff. @vinx13 can you retrigger again?

masahi · 2019-03-29T08:20:48Z

We might as well remove the flaky test on nvptx (see this issue, I suspect it is llvm's problem)

masahi · 2019-03-29T12:39:11Z

thanks @vinx13 this is merged.

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

lint lint save save add more case save error lint lint commit do lint save fix lint wrap it back as func lint save remove dead comment fix style fix lint Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> address review feedback pe now handle freevar. as a result preserving function is now trivial. test add basic test, implement pretty printing for generic function test lint fix segfault save save do test fix another error address comment commit save address review feedback add test for invalidate, fix error in lookup rename cont to boduy fix error and add regression test Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> fix error, add test case fix lint remove extra line fix some error pe commit save save save save save (pe/dce broken) [DOCKER] Pin flatbuffers checkout to the last release tag (apache#2823). (apache#2879) [Relay][Text Format] Reverse CallNode Print Order (apache#2882) [NNPACK] Modernize test (apache#2868) [Relay] Add list update to prelude (apache#2866) Add missing sgx includes (apache#2878) Fix setting up hints for getaddrinfo (apache#2872) [ARITH] RewriteSimplifier: improved cmp simplification (apache#2851) do (apache#2883) [RELAY][Frontend][TF] decompile tf control flow (apache#2830) * decompile tf control flow * Add docs * remove import relay * move tests under tensorflow frontend * minor fix Enhance upsample operator to adapt onnx opset version 9 (apache#2840) Use version invariant rustfmt (apache#2886) [Relay][Op] Add group conv2d dispatch to topi function (apache#2870) * [Relay][Op] Add group conv2d dispatch to topi function * Rerun tests [Apps] [howto_deploy] fix cxx-flags order and build directory (apache#2888) fix prelu, now can use on 2d input and add one test (apache#2875) Add dense schedules to __init__ for cpu (apache#2855) * Add dense schedules to __init__ for cpu * Add documentation for topi::shape * Add additional imports to topi CPU __init__. [TESTS] Improve script robustness (apache#2893) A number of test scripts use the '|| exit 1' idiom. This has two issues, first process exit codes are defined to be in the range 0-255. Second, more importantly, the idiom is fragile because it requires that every possible failure point be explicitly coded. This patch removes the idiom in favour of "set -e" as used in the docker scripts as a more robust mechanism to ensure that script failures are always caught and propagated by default. [Relay] Fix name of bias in testing.mlp (apache#2892) winograd_nnpack (apache#2721) [Relay] Fix Relay ARM CPU depthwise spatial pack schedule alter op layout issue. (apache#2861) * Fix Relay ARM CPU spatial pack depthwise alter op layout issue. * Update tune_relay_arm.py [TESTS] Import script robustness (set -u) (apache#2896) Adopt the "set -u" idiom from the docker scripts as a mechanism to improve future robustness. [DOCKER] Upgrade ci-cpu to latest v0.50 (apache#2901) Allow linking against MKLML (apache#2902) [COMMUNITY] ASF mentors (apache#2906) [Relay] Allow converting keras.layers.Sequential (apache#2842) * Allow converting keras.layers.Sequential * Use existing new_var function * Only update expr when missing * Add test [Relay] clean up hd, change tl (apache#2917) Turn on USE_SORT by default (apache#2916) [TEST] Cache test data (apache#2921) Unified error handling in NNVM and Relay frontends (apache#2828) add support for mxnet smooth_l1 (apache#2905) [Relay] Add support for TupleGetItem in op fusion (apache#2914) [Relay, TOPI] Deformable conv2d (apache#2908) * [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d TVM debugresult dump to Chrome Tracing (apache#2922) [Relay] add test for second order ad (apache#2754) * do second order * add comment * better name * use tvm assert all close * refire ci Revert "[Relay] add test for second order ad (apache#2754)" (apache#2926) This reverts commit f5ca991. [Tutorial] Cache the test data in tutorial (apache#2923) [AUTOTVM] Refactor measure build func (apache#2927) Fix intersect of modular set (apache#2904) Fix comment bugs and code style [Relay, OpFusion] Fix handling TupleGetItem for nested tuples (apache#2929) Consistent result of DetectLinearEquation() when an empy vars is passed (apache#2860) [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. (apache#2850) * [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. * * test cases * * ci error Outdated renaming for flatten in ONNX converter (apache#2843) [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. (apache#2864) * [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. * * review comments Fix vcvtph2ps codegen (apache#2925) Port changes More fixes save save Changes to schedules and mxnet importer

lint lint save save add more case save error lint lint commit do lint save fix lint wrap it back as func lint save remove dead comment fix style fix lint Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> address review feedback pe now handle freevar. as a result preserving function is now trivial. test add basic test, implement pretty printing for generic function test lint fix segfault save save do test fix another error address comment commit save address review feedback add test for invalidate, fix error in lookup rename cont to boduy fix error and add regression test Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> fix error, add test case fix lint remove extra line fix some error pe commit save save save save save (pe/dce broken) [DOCKER] Pin flatbuffers checkout to the last release tag (apache#2823). (apache#2879) [Relay][Text Format] Reverse CallNode Print Order (apache#2882) [NNPACK] Modernize test (apache#2868) [Relay] Add list update to prelude (apache#2866) Add missing sgx includes (apache#2878) Fix setting up hints for getaddrinfo (apache#2872) [ARITH] RewriteSimplifier: improved cmp simplification (apache#2851) do (apache#2883) [RELAY][Frontend][TF] decompile tf control flow (apache#2830) * decompile tf control flow * Add docs * remove import relay * move tests under tensorflow frontend * minor fix Enhance upsample operator to adapt onnx opset version 9 (apache#2840) Use version invariant rustfmt (apache#2886) [Relay][Op] Add group conv2d dispatch to topi function (apache#2870) * [Relay][Op] Add group conv2d dispatch to topi function * Rerun tests [Apps] [howto_deploy] fix cxx-flags order and build directory (apache#2888) fix prelu, now can use on 2d input and add one test (apache#2875) Add dense schedules to __init__ for cpu (apache#2855) * Add dense schedules to __init__ for cpu * Add documentation for topi::shape * Add additional imports to topi CPU __init__. [TESTS] Improve script robustness (apache#2893) A number of test scripts use the '|| exit 1' idiom. This has two issues, first process exit codes are defined to be in the range 0-255. Second, more importantly, the idiom is fragile because it requires that every possible failure point be explicitly coded. This patch removes the idiom in favour of "set -e" as used in the docker scripts as a more robust mechanism to ensure that script failures are always caught and propagated by default. [Relay] Fix name of bias in testing.mlp (apache#2892) winograd_nnpack (apache#2721) [Relay] Fix Relay ARM CPU depthwise spatial pack schedule alter op layout issue. (apache#2861) * Fix Relay ARM CPU spatial pack depthwise alter op layout issue. * Update tune_relay_arm.py [TESTS] Import script robustness (set -u) (apache#2896) Adopt the "set -u" idiom from the docker scripts as a mechanism to improve future robustness. [DOCKER] Upgrade ci-cpu to latest v0.50 (apache#2901) Allow linking against MKLML (apache#2902) [COMMUNITY] ASF mentors (apache#2906) [Relay] Allow converting keras.layers.Sequential (apache#2842) * Allow converting keras.layers.Sequential * Use existing new_var function * Only update expr when missing * Add test [Relay] clean up hd, change tl (apache#2917) Turn on USE_SORT by default (apache#2916) [TEST] Cache test data (apache#2921) Unified error handling in NNVM and Relay frontends (apache#2828) add support for mxnet smooth_l1 (apache#2905) [Relay] Add support for TupleGetItem in op fusion (apache#2914) [Relay, TOPI] Deformable conv2d (apache#2908) * [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d TVM debugresult dump to Chrome Tracing (apache#2922) [Relay] add test for second order ad (apache#2754) * do second order * add comment * better name * use tvm assert all close * refire ci Revert "[Relay] add test for second order ad (apache#2754)" (apache#2926) This reverts commit f5ca991. [Tutorial] Cache the test data in tutorial (apache#2923) [AUTOTVM] Refactor measure build func (apache#2927) Fix intersect of modular set (apache#2904) Fix comment bugs and code style [Relay, OpFusion] Fix handling TupleGetItem for nested tuples (apache#2929) Consistent result of DetectLinearEquation() when an empy vars is passed (apache#2860) [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. (apache#2850) * [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. * * test cases * * ci error Outdated renaming for flatten in ONNX converter (apache#2843) [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. (apache#2864) * [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. * * review comments Fix vcvtph2ps codegen (apache#2925) Port changes More fixes save save Changes to schedules and mxnet importer save save save save save

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

lint lint save save add more case save error lint lint commit do lint save fix lint wrap it back as func lint save remove dead comment fix style fix lint Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> address review feedback pe now handle freevar. as a result preserving function is now trivial. test add basic test, implement pretty printing for generic function test lint fix segfault save save do test fix another error address comment commit save address review feedback add test for invalidate, fix error in lookup rename cont to boduy fix error and add regression test Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> fix error, add test case fix lint remove extra line fix some error pe commit save save save save save (pe/dce broken) [DOCKER] Pin flatbuffers checkout to the last release tag (apache#2823). (apache#2879) [Relay][Text Format] Reverse CallNode Print Order (apache#2882) [NNPACK] Modernize test (apache#2868) [Relay] Add list update to prelude (apache#2866) Add missing sgx includes (apache#2878) Fix setting up hints for getaddrinfo (apache#2872) [ARITH] RewriteSimplifier: improved cmp simplification (apache#2851) do (apache#2883) [RELAY][Frontend][TF] decompile tf control flow (apache#2830) * decompile tf control flow * Add docs * remove import relay * move tests under tensorflow frontend * minor fix Enhance upsample operator to adapt onnx opset version 9 (apache#2840) Use version invariant rustfmt (apache#2886) [Relay][Op] Add group conv2d dispatch to topi function (apache#2870) * [Relay][Op] Add group conv2d dispatch to topi function * Rerun tests [Apps] [howto_deploy] fix cxx-flags order and build directory (apache#2888) fix prelu, now can use on 2d input and add one test (apache#2875) Add dense schedules to __init__ for cpu (apache#2855) * Add dense schedules to __init__ for cpu * Add documentation for topi::shape * Add additional imports to topi CPU __init__. [TESTS] Improve script robustness (apache#2893) A number of test scripts use the '|| exit 1' idiom. This has two issues, first process exit codes are defined to be in the range 0-255. Second, more importantly, the idiom is fragile because it requires that every possible failure point be explicitly coded. This patch removes the idiom in favour of "set -e" as used in the docker scripts as a more robust mechanism to ensure that script failures are always caught and propagated by default. [Relay] Fix name of bias in testing.mlp (apache#2892) winograd_nnpack (apache#2721) [Relay] Fix Relay ARM CPU depthwise spatial pack schedule alter op layout issue. (apache#2861) * Fix Relay ARM CPU spatial pack depthwise alter op layout issue. * Update tune_relay_arm.py [TESTS] Import script robustness (set -u) (apache#2896) Adopt the "set -u" idiom from the docker scripts as a mechanism to improve future robustness. [DOCKER] Upgrade ci-cpu to latest v0.50 (apache#2901) Allow linking against MKLML (apache#2902) [COMMUNITY] ASF mentors (apache#2906) [Relay] Allow converting keras.layers.Sequential (apache#2842) * Allow converting keras.layers.Sequential * Use existing new_var function * Only update expr when missing * Add test [Relay] clean up hd, change tl (apache#2917) Turn on USE_SORT by default (apache#2916) [TEST] Cache test data (apache#2921) Unified error handling in NNVM and Relay frontends (apache#2828) add support for mxnet smooth_l1 (apache#2905) [Relay] Add support for TupleGetItem in op fusion (apache#2914) [Relay, TOPI] Deformable conv2d (apache#2908) * [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d TVM debugresult dump to Chrome Tracing (apache#2922) [Relay] add test for second order ad (apache#2754) * do second order * add comment * better name * use tvm assert all close * refire ci Revert "[Relay] add test for second order ad (apache#2754)" (apache#2926) This reverts commit f5ca991. [Tutorial] Cache the test data in tutorial (apache#2923) [AUTOTVM] Refactor measure build func (apache#2927) Fix intersect of modular set (apache#2904) Fix comment bugs and code style [Relay, OpFusion] Fix handling TupleGetItem for nested tuples (apache#2929) Consistent result of DetectLinearEquation() when an empy vars is passed (apache#2860) [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. (apache#2850) * [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. * * test cases * * ci error Outdated renaming for flatten in ONNX converter (apache#2843) [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. (apache#2864) * [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. * * review comments Fix vcvtph2ps codegen (apache#2925) Port changes More fixes save save Changes to schedules and mxnet importer save save save save save remove remove

lint lint save save add more case save error lint lint commit do lint save fix lint wrap it back as func lint save remove dead comment fix style fix lint Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> address review feedback pe now handle freevar. as a result preserving function is now trivial. test add basic test, implement pretty printing for generic function test lint fix segfault save save do test fix another error address comment commit save address review feedback add test for invalidate, fix error in lookup rename cont to boduy fix error and add regression test Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> fix error, add test case fix lint remove extra line fix some error pe commit save save save save save (pe/dce broken) [DOCKER] Pin flatbuffers checkout to the last release tag (apache#2823). (apache#2879) [Relay][Text Format] Reverse CallNode Print Order (apache#2882) [NNPACK] Modernize test (apache#2868) [Relay] Add list update to prelude (apache#2866) Add missing sgx includes (apache#2878) Fix setting up hints for getaddrinfo (apache#2872) [ARITH] RewriteSimplifier: improved cmp simplification (apache#2851) do (apache#2883) [RELAY][Frontend][TF] decompile tf control flow (apache#2830) * decompile tf control flow * Add docs * remove import relay * move tests under tensorflow frontend * minor fix Enhance upsample operator to adapt onnx opset version 9 (apache#2840) Use version invariant rustfmt (apache#2886) [Relay][Op] Add group conv2d dispatch to topi function (apache#2870) * [Relay][Op] Add group conv2d dispatch to topi function * Rerun tests [Apps] [howto_deploy] fix cxx-flags order and build directory (apache#2888) fix prelu, now can use on 2d input and add one test (apache#2875) Add dense schedules to __init__ for cpu (apache#2855) * Add dense schedules to __init__ for cpu * Add documentation for topi::shape * Add additional imports to topi CPU __init__. [TESTS] Improve script robustness (apache#2893) A number of test scripts use the '|| exit 1' idiom. This has two issues, first process exit codes are defined to be in the range 0-255. Second, more importantly, the idiom is fragile because it requires that every possible failure point be explicitly coded. This patch removes the idiom in favour of "set -e" as used in the docker scripts as a more robust mechanism to ensure that script failures are always caught and propagated by default. [Relay] Fix name of bias in testing.mlp (apache#2892) winograd_nnpack (apache#2721) [Relay] Fix Relay ARM CPU depthwise spatial pack schedule alter op layout issue. (apache#2861) * Fix Relay ARM CPU spatial pack depthwise alter op layout issue. * Update tune_relay_arm.py [TESTS] Import script robustness (set -u) (apache#2896) Adopt the "set -u" idiom from the docker scripts as a mechanism to improve future robustness. [DOCKER] Upgrade ci-cpu to latest v0.50 (apache#2901) Allow linking against MKLML (apache#2902) [COMMUNITY] ASF mentors (apache#2906) [Relay] Allow converting keras.layers.Sequential (apache#2842) * Allow converting keras.layers.Sequential * Use existing new_var function * Only update expr when missing * Add test [Relay] clean up hd, change tl (apache#2917) Turn on USE_SORT by default (apache#2916) [TEST] Cache test data (apache#2921) Unified error handling in NNVM and Relay frontends (apache#2828) add support for mxnet smooth_l1 (apache#2905) [Relay] Add support for TupleGetItem in op fusion (apache#2914) [Relay, TOPI] Deformable conv2d (apache#2908) * [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d TVM debugresult dump to Chrome Tracing (apache#2922) [Relay] add test for second order ad (apache#2754) * do second order * add comment * better name * use tvm assert all close * refire ci Revert "[Relay] add test for second order ad (apache#2754)" (apache#2926) This reverts commit f5ca991. [Tutorial] Cache the test data in tutorial (apache#2923) [AUTOTVM] Refactor measure build func (apache#2927) Fix intersect of modular set (apache#2904) Fix comment bugs and code style [Relay, OpFusion] Fix handling TupleGetItem for nested tuples (apache#2929) Consistent result of DetectLinearEquation() when an empy vars is passed (apache#2860) [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. (apache#2850) * [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. * * test cases * * ci error Outdated renaming for flatten in ONNX converter (apache#2843) [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. (apache#2864) * [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. * * review comments Fix vcvtph2ps codegen (apache#2925) Port changes More fixes save save Changes to schedules and mxnet importer save save save save save remove remove save

lint lint save save add more case save error lint lint commit do lint save fix lint wrap it back as func lint save remove dead comment fix style fix lint Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> address review feedback pe now handle freevar. as a result preserving function is now trivial. test add basic test, implement pretty printing for generic function test lint fix segfault save save do test fix another error address comment commit save address review feedback add test for invalidate, fix error in lookup rename cont to boduy fix error and add regression test Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> fix error, add test case fix lint remove extra line fix some error pe commit save save save save save (pe/dce broken) [DOCKER] Pin flatbuffers checkout to the last release tag (apache#2823). (apache#2879) [Relay][Text Format] Reverse CallNode Print Order (apache#2882) [NNPACK] Modernize test (apache#2868) [Relay] Add list update to prelude (apache#2866) Add missing sgx includes (apache#2878) Fix setting up hints for getaddrinfo (apache#2872) [ARITH] RewriteSimplifier: improved cmp simplification (apache#2851) do (apache#2883) [RELAY][Frontend][TF] decompile tf control flow (apache#2830) * decompile tf control flow * Add docs * remove import relay * move tests under tensorflow frontend * minor fix Enhance upsample operator to adapt onnx opset version 9 (apache#2840) Use version invariant rustfmt (apache#2886) [Relay][Op] Add group conv2d dispatch to topi function (apache#2870) * [Relay][Op] Add group conv2d dispatch to topi function * Rerun tests [Apps] [howto_deploy] fix cxx-flags order and build directory (apache#2888) fix prelu, now can use on 2d input and add one test (apache#2875) Add dense schedules to __init__ for cpu (apache#2855) * Add dense schedules to __init__ for cpu * Add documentation for topi::shape * Add additional imports to topi CPU __init__. [TESTS] Improve script robustness (apache#2893) A number of test scripts use the '|| exit 1' idiom. This has two issues, first process exit codes are defined to be in the range 0-255. Second, more importantly, the idiom is fragile because it requires that every possible failure point be explicitly coded. This patch removes the idiom in favour of "set -e" as used in the docker scripts as a more robust mechanism to ensure that script failures are always caught and propagated by default. [Relay] Fix name of bias in testing.mlp (apache#2892) winograd_nnpack (apache#2721) [Relay] Fix Relay ARM CPU depthwise spatial pack schedule alter op layout issue. (apache#2861) * Fix Relay ARM CPU spatial pack depthwise alter op layout issue. * Update tune_relay_arm.py [TESTS] Import script robustness (set -u) (apache#2896) Adopt the "set -u" idiom from the docker scripts as a mechanism to improve future robustness. [DOCKER] Upgrade ci-cpu to latest v0.50 (apache#2901) Allow linking against MKLML (apache#2902) [COMMUNITY] ASF mentors (apache#2906) [Relay] Allow converting keras.layers.Sequential (apache#2842) * Allow converting keras.layers.Sequential * Use existing new_var function * Only update expr when missing * Add test [Relay] clean up hd, change tl (apache#2917) Turn on USE_SORT by default (apache#2916) [TEST] Cache test data (apache#2921) Unified error handling in NNVM and Relay frontends (apache#2828) add support for mxnet smooth_l1 (apache#2905) [Relay] Add support for TupleGetItem in op fusion (apache#2914) [Relay, TOPI] Deformable conv2d (apache#2908) * [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d TVM debugresult dump to Chrome Tracing (apache#2922) [Relay] add test for second order ad (apache#2754) * do second order * add comment * better name * use tvm assert all close * refire ci Revert "[Relay] add test for second order ad (apache#2754)" (apache#2926) This reverts commit f5ca991. [Tutorial] Cache the test data in tutorial (apache#2923) [AUTOTVM] Refactor measure build func (apache#2927) Fix intersect of modular set (apache#2904) Fix comment bugs and code style [Relay, OpFusion] Fix handling TupleGetItem for nested tuples (apache#2929) Consistent result of DetectLinearEquation() when an empy vars is passed (apache#2860) [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. (apache#2850) * [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. * * test cases * * ci error Outdated renaming for flatten in ONNX converter (apache#2843) [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. (apache#2864) * [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. * * review comments Fix vcvtph2ps codegen (apache#2925) Port changes More fixes save save Changes to schedules and mxnet importer save save save save save remove remove save save

lint lint save save add more case save error lint lint commit do lint save fix lint wrap it back as func lint save remove dead comment fix style fix lint Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> address review feedback pe now handle freevar. as a result preserving function is now trivial. test add basic test, implement pretty printing for generic function test lint fix segfault save save do test fix another error address comment commit save address review feedback add test for invalidate, fix error in lookup rename cont to boduy fix error and add regression test Update src/relay/pass/partial_eval.cc Co-Authored-By: MarisaKirisame <[email protected]> fix error, add test case fix lint remove extra line fix some error pe commit save save save save save (pe/dce broken) [DOCKER] Pin flatbuffers checkout to the last release tag (apache#2823). (apache#2879) [Relay][Text Format] Reverse CallNode Print Order (apache#2882) [NNPACK] Modernize test (apache#2868) [Relay] Add list update to prelude (apache#2866) Add missing sgx includes (apache#2878) Fix setting up hints for getaddrinfo (apache#2872) [ARITH] RewriteSimplifier: improved cmp simplification (apache#2851) do (apache#2883) [RELAY][Frontend][TF] decompile tf control flow (apache#2830) * decompile tf control flow * Add docs * remove import relay * move tests under tensorflow frontend * minor fix Enhance upsample operator to adapt onnx opset version 9 (apache#2840) Use version invariant rustfmt (apache#2886) [Relay][Op] Add group conv2d dispatch to topi function (apache#2870) * [Relay][Op] Add group conv2d dispatch to topi function * Rerun tests [Apps] [howto_deploy] fix cxx-flags order and build directory (apache#2888) fix prelu, now can use on 2d input and add one test (apache#2875) Add dense schedules to __init__ for cpu (apache#2855) * Add dense schedules to __init__ for cpu * Add documentation for topi::shape * Add additional imports to topi CPU __init__. [TESTS] Improve script robustness (apache#2893) A number of test scripts use the '|| exit 1' idiom. This has two issues, first process exit codes are defined to be in the range 0-255. Second, more importantly, the idiom is fragile because it requires that every possible failure point be explicitly coded. This patch removes the idiom in favour of "set -e" as used in the docker scripts as a more robust mechanism to ensure that script failures are always caught and propagated by default. [Relay] Fix name of bias in testing.mlp (apache#2892) winograd_nnpack (apache#2721) [Relay] Fix Relay ARM CPU depthwise spatial pack schedule alter op layout issue. (apache#2861) * Fix Relay ARM CPU spatial pack depthwise alter op layout issue. * Update tune_relay_arm.py [TESTS] Import script robustness (set -u) (apache#2896) Adopt the "set -u" idiom from the docker scripts as a mechanism to improve future robustness. [DOCKER] Upgrade ci-cpu to latest v0.50 (apache#2901) Allow linking against MKLML (apache#2902) [COMMUNITY] ASF mentors (apache#2906) [Relay] Allow converting keras.layers.Sequential (apache#2842) * Allow converting keras.layers.Sequential * Use existing new_var function * Only update expr when missing * Add test [Relay] clean up hd, change tl (apache#2917) Turn on USE_SORT by default (apache#2916) [TEST] Cache test data (apache#2921) Unified error handling in NNVM and Relay frontends (apache#2828) add support for mxnet smooth_l1 (apache#2905) [Relay] Add support for TupleGetItem in op fusion (apache#2914) [Relay, TOPI] Deformable conv2d (apache#2908) * [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d TVM debugresult dump to Chrome Tracing (apache#2922) [Relay] add test for second order ad (apache#2754) * do second order * add comment * better name * use tvm assert all close * refire ci Revert "[Relay] add test for second order ad (apache#2754)" (apache#2926) This reverts commit f5ca991. [Tutorial] Cache the test data in tutorial (apache#2923) [AUTOTVM] Refactor measure build func (apache#2927) Fix intersect of modular set (apache#2904) Fix comment bugs and code style [Relay, OpFusion] Fix handling TupleGetItem for nested tuples (apache#2929) Consistent result of DetectLinearEquation() when an empy vars is passed (apache#2860) [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. (apache#2850) * [FRONTEND][ONNX] Some bug fixes and Shape operator fixed for relay. * * test cases * * ci error Outdated renaming for flatten in ONNX converter (apache#2843) [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. (apache#2864) * [FRONTEND][TENSORFLOW] bug fix for tensorflow official slim models. * * review comments Fix vcvtph2ps codegen (apache#2925) Port changes More fixes save save Changes to schedules and mxnet importer save save save save save remove remove save save revert

yzhliu added the status: need review label Mar 27, 2019

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vinx13 force-pushed the relay_deformable_conv2d branch from c7542d8 to bbc1261 Compare March 29, 2019 02:35

vinx13 added 5 commits March 29, 2019 14:49

[Relay, TOPI] Add deformable conv2d

71ee17b

Moved to op level2

691def6

Fix lint

4493662

Moved to level2 & bug fix

05096a2

Update comments

af14cce

vinx13 force-pushed the relay_deformable_conv2d branch from bbc1261 to af14cce Compare March 29, 2019 06:49

Disabled flaky test of conv2d

c45d552

masahi merged commit 608cdee into apache:master Mar 29, 2019

wweic pushed a commit to wweic/tvm that referenced this pull request Apr 7, 2019

[Relay, TOPI] Deformable conv2d (apache#2908)

e855f91

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

wweic pushed a commit to wweic/tvm that referenced this pull request Apr 7, 2019

[Relay, TOPI] Deformable conv2d (apache#2908)

6dbb88f

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

wweic pushed a commit to wweic/tvm that referenced this pull request Apr 8, 2019

[Relay, TOPI] Deformable conv2d (apache#2908)

4d993d7

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

MarisaKirisame mentioned this pull request Apr 9, 2019

Track MarisaKirisame/tvm#3

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wweic pushed a commit to wweic/tvm that referenced this pull request Apr 10, 2019

[Relay, TOPI] Deformable conv2d (apache#2908)

4f2b9cf

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

wweic pushed a commit to neo-ai/tvm that referenced this pull request Apr 11, 2019

[Relay, TOPI] Deformable conv2d (apache#2908)

44056d7

* [Relay, TOPI] Add deformable conv2d * Moved to op level2 * Fix lint * Moved to level2 & bug fix * Update comments * Disabled flaky test of conv2d

tqchen mentioned this pull request Nov 8, 2019

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[Relay, TOPI] Deformable conv2d #2908

[Relay, TOPI] Deformable conv2d #2908

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[Relay, TOPI] Deformable conv2d #2908

[Relay, TOPI] Deformable conv2d #2908

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