rahul003 commented on issue #11406: [MXNET-599] Partial shape infer for Slice
URL: https://github.com/apache/incubator-mxnet/pull/11406#issuecomment-401680023
Sorry I realized I've not pushed the latest changes to github. I'll update
the PR tomorrow
lupesko commented on issue #9649: TEST(MEMORY_TEST,
MemsetAndMemcopyPerformance) sometimes failing with timer failures
URL:
https://github.com/apache/incubator-mxnet/issues/9649#issuecomment-401675243
@KellenSunderland the PR removing the test was merged. Kindly close the
issue. Thanks!
larroy commented on issue #11483: Compile with LAPACK shared library
URL: https://github.com/apache/incubator-mxnet/pull/11483#issuecomment-401672657
LGTM
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larroy commented on issue #11514: [MXNET-617] - Improve Clojure styles with
cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401671639
LGTM
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agilecreativity commented on issue #11514: [MXNET-617] - Improve Clojure styles
with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401670731
@gigasquid
I updated the README with the instruction to how to run it.
If you like to edit or adjust
nehaljwani commented on issue #11513: Add path_suffixes for finding cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401669058
Done.
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larroy commented on issue #11518: Disable test_pooling_versions
URL: https://github.com/apache/incubator-mxnet/pull/11518#issuecomment-401669111
Why we disable instead of fixing?
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larroy commented on a change in pull request #11520: [WIP] Improve Ccache
URL: https://github.com/apache/incubator-mxnet/pull/11520#discussion_r199381460
##
File path: ci/docker/runtime_functions.sh
##
@@ -33,35 +33,23 @@ clean_repo() {
git submodule update --init
larroy commented on a change in pull request #11520: [WIP] Improve Ccache
URL: https://github.com/apache/incubator-mxnet/pull/11520#discussion_r199381404
##
File path: ci/docker/install/ubuntu_adduser.sh
##
@@ -34,4 +34,5 @@ then
mkdir /work/mxnet
mkdir
sandeep-krishnamurthy commented on issue #9116: unit test
test_ndarray.test_ndarray_indexing fails
URL:
https://github.com/apache/incubator-mxnet/issues/9116#issuecomment-401664901
Can you please confirm you tried with same build that was failing before?
For example, I had a test that
aaronmarkham commented on issue #11503: updating installation info to have
latest packages and more clarity
URL: https://github.com/apache/incubator-mxnet/pull/11503#issuecomment-401653928
@nswamy - updated Ubuntu instructions as discussed (noting that >16.04
doesn't work).
kiendang commented on a change in pull request #11483: Compile with LAPACK
shared library
URL: https://github.com/apache/incubator-mxnet/pull/11483#discussion_r199371834
##
File path: Makefile
##
@@ -157,9 +157,13 @@ endif
ifeq ($(USE_LAPACK), 1)
ifeq
marcoabreu opened a new pull request #11520: [WIP] Improve Ccache
URL: https://github.com/apache/incubator-mxnet/pull/11520
## Description ##
https://github.com/apache/incubator-mxnet/issues/11516
## Checklist ##
### Essentials ###
Please feel free to remove inapplicable
eric-haibin-lin opened a new pull request #11519: re-enable flaky test #9384
URL: https://github.com/apache/incubator-mxnet/pull/11519
## Description ##
Tested locally 20K time, not able to reproduce.
## Checklist ##
### Essentials ###
- [ ] Passed code style checking
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The following commit(s) were added to refs/heads/asf-site by this push:
new c208393 Bump the publish
chinakook commented on a change in pull request #11003: rnn_cell little bug
fixed
URL: https://github.com/apache/incubator-mxnet/pull/11003#discussion_r199366887
##
File path: tests/python/unittest/test_gluon_rnn.py
##
@@ -196,6 +244,26 @@ def test_zoneout():
assert
chinakook commented on a change in pull request #11003: rnn_cell little bug
fixed
URL: https://github.com/apache/incubator-mxnet/pull/11003#discussion_r199366887
##
File path: tests/python/unittest/test_gluon_rnn.py
##
@@ -196,6 +244,26 @@ def test_zoneout():
assert
anirudhacharya commented on issue #11509: Hanging flaky test
test_operator.test_norm @ Python 3: GPU Win
URL:
https://github.com/apache/incubator-mxnet/issues/11509#issuecomment-401643400
I will look into it
This is an
eric-haibin-lin edited a comment on issue #11173: Flaky test:
test_deformable_convolution_options
URL:
https://github.com/apache/incubator-mxnet/issues/11173#issuecomment-401642974
I'm able to reproduce the err with the following example in
test_operator_gpu.py:
```
@with_seed()
eric-haibin-lin commented on issue #11173: Flaky test:
test_deformable_convolution_options
URL:
https://github.com/apache/incubator-mxnet/issues/11173#issuecomment-401642974
I'm able to reproduce the err with the following example in
test_operator_gpu.py:
```
@with_seed()
def
szha closed issue #8971: Clojure Library for mxnet
URL: https://github.com/apache/incubator-mxnet/issues/8971
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danielcompton commented on issue #8971: Clojure Library for mxnet
URL:
https://github.com/apache/incubator-mxnet/issues/8971#issuecomment-401640437
I think this issue can be closed now that #11205 has been merged?
This is an
zheng-da commented on issue #11473: batchnorm falls back for sparse arrays.
URL: https://github.com/apache/incubator-mxnet/pull/11473#issuecomment-401639154
@eric-haibin-lin any more comments with this PR?
This is an
szha closed pull request #11511: add test for #11003
URL: https://github.com/apache/incubator-mxnet/pull/11511
This is a PR merged from a forked repository.
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As this is a foreign pull request
eric-haibin-lin commented on issue #10278: Flaky test_sparse_storage_fallback
(?)
URL:
https://github.com/apache/incubator-mxnet/issues/10278#issuecomment-401637668
Cannot reproduce both locally and on CI. closing.
This is
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new cba2b03 add test for #11003
marcoabreu commented on issue #11021: [MXNET-380] count_include_pad argument
for Avg Pooling
URL: https://github.com/apache/incubator-mxnet/pull/11021#issuecomment-401637667
Ah sorry, I just thought it might be this PR since it was the last one that
modified the test. I've created an
marcoabreu edited a comment on issue #11021: [MXNET-380] count_include_pad
argument for Avg Pooling
URL: https://github.com/apache/incubator-mxnet/pull/11021#issuecomment-401637667
Ah sorry, I just thought it might be this PR since it was the last one that
modified the overall test. I've
eric-haibin-lin closed issue #10278: Flaky test_sparse_storage_fallback (?)
URL: https://github.com/apache/incubator-mxnet/issues/10278
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eric-haibin-lin closed pull request #11464: [WIP] fix flaky test #10278
URL: https://github.com/apache/incubator-mxnet/pull/11464
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haojin2 commented on issue #11021: [MXNET-380] count_include_pad argument for
Avg Pooling
URL: https://github.com/apache/incubator-mxnet/pull/11021#issuecomment-401637354
`test_2d_pooling('max')` the test is failing at max pooling, which does not
even hit my code paths.
agilecreativity commented on a change in pull request #11514: [MXNET-617] -
Improve Clojure styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#discussion_r199363498
##
File path: contrib/clojure-package/ci-test.sh
##
@@ -1,4 +1,5 @@
marcoabreu commented on issue #11021: [MXNET-380] count_include_pad argument
for Avg Pooling
URL: https://github.com/apache/incubator-mxnet/pull/11021#issuecomment-401637223
Hi @haojin2 , I think your PR has made test_pooling_versions flaky. See
details at
marcoabreu opened a new pull request #11518: Disable test_pooling_versions
URL: https://github.com/apache/incubator-mxnet/pull/11518
## Description ##
Disable flaky test https://github.com/apache/incubator-mxnet/issues/11517
## Checklist ##
### Essentials ###
Please feel
marcoabreu opened a new issue #11517: Flaky test
test_operator_gpu.test_pooling_versions
URL: https://github.com/apache/incubator-mxnet/issues/11517
http://jenkins.mxnet-ci.amazon-ml.com/blue/organizations/jenkins/incubator-mxnet/detail/master/1121/pipeline
```
agilecreativity commented on a change in pull request #11514: [MXNET-617] -
Improve Clojure styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#discussion_r199363016
##
File path: contrib/clojure-package/test/good-test-ndarray.clj
##
@@
marcoabreu commented on a change in pull request #11514: [MXNET-617] - Improve
Clojure styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#discussion_r199362917
##
File path: contrib/clojure-package/ci-test.sh
##
@@ -1,4 +1,5 @@
#!/bin/bash
gigasquid commented on a change in pull request #11514: [MXNET-617] - Improve
Clojure styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#discussion_r199361754
##
File path: contrib/clojure-package/test/good-test-symbol.clj
##
@@ -1,9 +1,9
gigasquid commented on a change in pull request #11514: [MXNET-617] - Improve
Clojure styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#discussion_r199361705
##
File path: contrib/clojure-package/test/good-test-ndarray.clj
##
@@ -22,15
gigasquid commented on a change in pull request #11514: [MXNET-617] - Improve
Clojure styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#discussion_r199361561
##
File path: contrib/clojure-package/ci-test.sh
##
@@ -1,4 +1,5 @@
#!/bin/bash
marcoabreu opened a new issue #11516: CCache does not work for NVCC or
make-based builds
URL: https://github.com/apache/incubator-mxnet/issues/11516
At the moment, we don't apply ccache to NVCC compilation or to make-based
builds in general. This is due to third parties not supporting our
agilecreativity commented on issue #11514: [MXNET-617] - Improve Clojure styles
with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401634175
Thanks @marcoabreu for your feedback. I will address the issue shortly and
other issue from @gigasquid.
KellenSunderland opened a new pull request #11515: WIP NVTX Windows builds
URL: https://github.com/apache/incubator-mxnet/pull/11515
WIP
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marcoabreu edited a comment on issue #11514: [MXNET-617] - Improve Clojure
styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401633292
Hi, thanks a lot for the contribution! Could you add this logic here
marcoabreu edited a comment on issue #11514: [MXNET-617] - Improve Clojure
styles with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401633292
Hi, thanks a lot for the contribution! Could you add this to the Makefile
and link the logic here
marcoabreu commented on issue #11514: [MXNET-617] - Improve Clojure styles with
cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401633292
Hi, thanks a lot for the contribution? Could you add this to the Makefile
and link the logic here
gigasquid commented on issue #11514: [MXNET-617] - Improve Clojure styles with
cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514#issuecomment-401632501
Thanks @agilecreativity for this contribution - I'll take a look at review
the changes
KellenSunderland commented on issue #11513: Add path_suffixes for finding
cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401629155
I wonder if you'd also be willing to contribute the change to this project?
nehaljwani commented on issue #11513: Add path_suffixes for finding cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401629131
FWIW, I was using CMake 3.11.1
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KellenSunderland commented on issue #11513: Add path_suffixes for finding
cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401629067
This for the quick reply. I wanted to verify since this file seems quite
out of date to me. I'll try setting CUDNN_ROOT
nswamy closed pull request #11250: [MXNET-531] MNIST Examples for Scala new API
URL: https://github.com/apache/incubator-mxnet/pull/11250
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nswamy pushed a commit to branch master
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The following commit(s) were added to refs/heads/master by this push:
new 5627bc3 [MXNET-531] MNIST Examples
nswamy commented on a change in pull request #11250: [MXNET-531] MNIST Examples
for Scala new API
URL: https://github.com/apache/incubator-mxnet/pull/11250#discussion_r199359292
##
File path:
lanking520 commented on a change in pull request #11239: [MXNET-319] Javadoc fix
URL: https://github.com/apache/incubator-mxnet/pull/11239#discussion_r199359185
##
File path:
scala-package/macros/src/main/scala/org/apache/mxnet/APIDocGenerator.scala
##
@@ -55,16 +69,44 @@
nswamy commented on a change in pull request #11239: [MXNET-319] Javadoc fix
URL: https://github.com/apache/incubator-mxnet/pull/11239#discussion_r199358997
##
File path:
scala-package/macros/src/main/scala/org/apache/mxnet/APIDocGenerator.scala
##
@@ -55,16 +69,44 @@
nswamy commented on a change in pull request #11239: [MXNET-319] Javadoc fix
URL: https://github.com/apache/incubator-mxnet/pull/11239#discussion_r199358997
##
File path:
scala-package/macros/src/main/scala/org/apache/mxnet/APIDocGenerator.scala
##
@@ -55,16 +69,44 @@
nehaljwani edited a comment on issue #11513: Add path_suffixes for finding
cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401627588
I am setting CUDNN_ROOT as an environment variable, if that makes any
difference. Also, I traced it being called from:
nehaljwani commented on issue #11513: Add path_suffixes for finding cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401627645
This is still present in the current HEAD:
nehaljwani commented on issue #11513: Add path_suffixes for finding cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401627588
I am setting CUDNN_ROOT as an environment variable, if it that makes any
difference. Also, I traced it being called from:
nehaljwani edited a comment on issue #11513: Add path_suffixes for finding
cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401627446
@KellenSunderland Yes, it is actually being called.. That's is how I found
out the issue and then set a PR, because
nehaljwani commented on issue #11513: Add path_suffixes for finding cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401627446
@KellenSunderland Yes, I do. That's is how I found out the issue and then
set a PR, because CUDNN_INCLUDE was being set, but
agilecreativity opened a new pull request #11514: [MXNET-617] - Improve style
with cljfmt tools
URL: https://github.com/apache/incubator-mxnet/pull/11514
- Add cljfmt to the plugins vector
- Add script to run `lein cljfmt check` to for check for style
- Add script to run `lein cljfmt
KellenSunderland commented on issue #11513: Add path_suffixes for finding
cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513#issuecomment-401627368
Is this code actually called when running CMake on windows? Can you try and
modify the message that reads "Found cuDNN
eric-haibin-lin commented on issue #11509: Hanging flaky test
test_operator.test_norm @ Python 3: GPU Win
URL:
https://github.com/apache/incubator-mxnet/issues/11509#issuecomment-401625819
@anirudhacharya
This is an
nehaljwani opened a new pull request #11513: Add path_suffixes for finding
cudnn.lib
URL: https://github.com/apache/incubator-mxnet/pull/11513
On Windows, the directory structure layout for CUDNN is:
```
/t/incubator-mxnet ❯❯❯ unzip -l /tmp/cudnn-9.0-windows10-x64-v7.1.zip
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The following commit(s) were added to refs/heads/asf-site by this push:
new 1a7f219 Bump the publish
nswamy commented on a change in pull request #11205: Clojure Contrib Package
URL: https://github.com/apache/incubator-mxnet/pull/11205#discussion_r199356836
##
File path: contrib/clojure-package/src/org/apache/clojure_mxnet/gen/ndarray.clj
##
@@ -0,0 +1,2312 @@
+(ns
eric-haibin-lin edited a comment on issue #11429: Improve sparse pull
performance for gluon trainer
URL: https://github.com/apache/incubator-mxnet/pull/11429#issuecomment-401623044
@szha For dense weight with sparse grad, this PR pulls sparse grad instead
of dense weight. Reduces gpu2gpu
eric-haibin-lin commented on issue #11429: Improve sparse pull performance for
gluon trainer
URL: https://github.com/apache/incubator-mxnet/pull/11429#issuecomment-401623044
@szha For dense weight with sparse grad, this PR avoids pulls sparse grad
instead of dense weight. Reduces gpu2gpu
nswamy closed issue #8090: JVM crash on Mac
URL: https://github.com/apache/incubator-mxnet/issues/8090
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nswamy commented on issue #8090: JVM crash on Mac
URL:
https://github.com/apache/incubator-mxnet/issues/8090#issuecomment-401623023
MXNet 0.11 is very old, could you please try upgrading to the latest 1.2.1
which is coming in the next day or two.
We also have the Scala packages
eric-haibin-lin commented on a change in pull request #11429: Improve sparse
pull performance for gluon trainer
URL: https://github.com/apache/incubator-mxnet/pull/11429#discussion_r199356565
##
File path: python/mxnet/gluon/trainer.py
##
@@ -169,9 +190,9 @@ def
szha commented on a change in pull request #11483: Compile with LAPACK shared
library
URL: https://github.com/apache/incubator-mxnet/pull/11483#discussion_r199352789
##
File path: Makefile
##
@@ -157,9 +157,13 @@ endif
ifeq ($(USE_LAPACK), 1)
ifeq ($(USE_BLAS),$(filter
wkcn commented on issue #11423: contrib.BilinearResize2D has restriction on
tensor's resolution (1000 x 1000)
URL:
https://github.com/apache/incubator-mxnet/issues/11423#issuecomment-401612537
@two-names
Yes. I found several operators use set_range(1, 1000).
It's necessary to
two-names commented on issue #11423: contrib.BilinearResize2D has restriction
on tensor's resolution (1000 x 1000)
URL:
https://github.com/apache/incubator-mxnet/issues/11423#issuecomment-401606130
@wkcn
You mean declare new variables?
I suppose it is necessary to expand the
wkcn commented on issue #11423: contrib.BilinearResize2D has restriction on
tensor's resolution (1000 x 1000)
URL:
https://github.com/apache/incubator-mxnet/issues/11423#issuecomment-401604733
Is it better to add the minimum or maximum value for `set_range` in
dmlc-core?
e.g.
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marcoabreu pushed a commit to branch master
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The following commit(s) were added to refs/heads/master by this push:
new 37c8165 Add licenses to clojure
marcoabreu closed pull request #11512: [MXNET-616] Add licenses to files
introduced by clojure package #11205
URL: https://github.com/apache/incubator-mxnet/pull/11512
This is a PR merged from a forked repository.
As GitHub hides the original diff on merge, it is displayed below for
the
pengzhao-intel commented on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401604329
@threeleafzerg good catch!
Could we improve the error message/doc to make the end user know what's
wrong
threeleafzerg edited a comment on issue #10696: [MXNET-366]Extend MXNet
Distributed Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401604031
@ctcyang
Your running command is not correct to launch kvstore with type allreduce
It should
threeleafzerg commented on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401604031
@ctcyang
Your running command is not correct to launch kvstore with type allreduce
It should be:
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The following commit(s) were added to refs/heads/asf-site by this push:
new bb6352f Bump the publish
gigasquid commented on a change in pull request #11205: Clojure Contrib Package
URL: https://github.com/apache/incubator-mxnet/pull/11205#discussion_r199345706
##
File path: contrib/clojure-package/src/org/apache/clojure_mxnet/gen/ndarray.clj
##
@@ -0,0 +1,2312 @@
+(ns
marcoabreu commented on issue #11512: [MXNET-616] Add licenses to files
introduced by clojure package #11205
URL: https://github.com/apache/incubator-mxnet/pull/11512#issuecomment-401599723
Thank you! It'd be great if you could do it as part of a separate PR.
gigasquid commented on a change in pull request #11205: Clojure Contrib Package
URL: https://github.com/apache/incubator-mxnet/pull/11205#discussion_r199345684
##
File path: contrib/clojure-package/project.clj
##
@@ -0,0 +1,54 @@
+;;
+;; Licensed to the Apache Software
hqucms commented on issue #11493: Fix MXPredReshape in the c_predict_api
URL: https://github.com/apache/incubator-mxnet/pull/11493#issuecomment-401598819
@szha Any suggestions where the tests should be added? I am not very
familiar with the organization of the test units.
marcoabreu opened a new pull request #11512: [MXNET-616] Add licenses to files
introduced by clojure package #11205
URL: https://github.com/apache/incubator-mxnet/pull/11512
## Description ##
Add licenses to files introduced by clojure package #11205
## Checklist ##
###
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zhasheng pushed a commit to branch asf-site
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The following commit(s) were added to refs/heads/asf-site by this push:
new ebdd143 Bump the publish
ctcyang edited a comment on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
ctcyang edited a comment on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
ctcyang edited a comment on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
yukang2017 commented on issue #11508: 【Question】Are there any examples for
gradients clipping in gluon?
URL:
https://github.com/apache/incubator-mxnet/issues/11508#issuecomment-401586149
thanks
This is an automated message
yukang2017 closed issue #11508: 【Question】Are there any examples for gradients
clipping in gluon?
URL: https://github.com/apache/incubator-mxnet/issues/11508
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ctcyang edited a comment on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
ctcyang edited a comment on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
ctcyang edited a comment on issue #10696: [MXNET-366]Extend MXNet Distributed
Training by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
ctcyang commented on issue #10696: [MXNET-366]Extend MXNet Distributed Training
by AllReduce
URL: https://github.com/apache/incubator-mxnet/pull/10696#issuecomment-401586011
I tried training with synthetic data with 8 machines x 8 GPUs (64 GPUs
total) in float32 using:
iblis17 commented on issue #10149: WIP: import Julia binding
URL: https://github.com/apache/incubator-mxnet/pull/10149#issuecomment-401585930
Jenkins error
```
Step 17/35 : ADD ../../julia/REQUIRE /work/julia/
ADD failed: Forbidden path outside the build context:
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