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fix infinite loop during open-ended range query -- CouchDB #1347

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merged 1 commit into from
May 29, 2020

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cendhu
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@cendhu cendhu commented May 28, 2020

Type of change

  • Bug fix

Description

We use a single scanner for achieving both paginated and non-paginated range query.

We have internalQueryLimit and pageSize. The internalQueryLimit controls the number of records fetched per REST API call. The pageSize controls the total number of records needed by the caller.

A range query is done by performing _all_docs?startKey="XXX"&endKey="YYY" REST API call to CouchDB. The iterator fetches almost internalQueryLimit number of records by appending limit=internalQueryLimit to the REST API.

In the following two cases, iterator would perform REST API call multiple times.

  1. When the requested pageSize is higher than the internalQueryLimit
  2. When the total number of records present in the given range is higher than the internalQueryLimit

The iterator would execute the query again once the records fetched in the first cycle are consumed and so on. In order to do that, after the execution of the REST API in each cycle, the iterator updates the initially passed startKey to the nextStartKey. If there is no nextStartKey, it is set to the endKey. Currently, when the nextStartKey and endKey are the same, we still run one REST API call which is actually not needed as we always set inclusive_end=false. However, this causes an infinite loop in the following case.

When we want to retrieve all the records, the user would submit an open-ended query by passing an empty string as the startKey and the endKey. Refer to chaincode APIs for details -- https://github.com/hyperledger/fabric-chaincode-go/blob/master/shim/interfaces.go#L112-L114 . When the startKey is an empty string, the REST API call would become _all_docs?endKey="YYY". When both are empty, it would become _all_docs. Given that we set the startKey to the endKey when there is no nextStartKey and still execute one REST API call after that, it gets into an infinite loop by fetching all records again and again.

In this PR, we avoid this infinite loop by setting scanner.exhausted = true when the startKey and endKey become the same when there is no nextStartKey.

Additional details

  • We would use an open-ended range query while exporting data out of CouchDB for snapshotting.
  • If desired, in a separate PR, the integration test would be added.

Related issues

FAB-17939

We use a single scanner for achieving both paginated and
non-paginated range query.

We have internalQueryLimit and pageSize. For each
_all_docs?startKey="XXX"&endKey="YYY" REST API call to
CouchDB, we fetch atmost internalQueryLimit number of
records only by appending limit=internalQueryLimit.

When the requested pageSize is higher than the internalQueryLimit
or the total number of records present in the given range
is higher than the internalQueryLimit, iterator would execute the
query again once the records fetched in the first cycle is consumed
and so on. In order to do that, after an execution of the REST API in each
cycle, it updates the initially passed startKey to the nextStartKey.
If there is no nextStartKey, it is set to the endKey.

Currently, when the nextStartKey and the endKey are the same, we still
run one REST API call which is actually not needed as we always set
inclusive_end=false. However, this causes infinite loop in a particular
case. When we want to retrieve all the records, we would pass an empty
string as the startKey and the endKey. When the startKey is an empty
string, the REST API call would become _all_docs?endKey="YYY". When
both are empty, it would become _all_docs

Given that we set startKey to endKey when there is no nextStartKey and
still execute one REST API call, it gets into infinite loop by fetching
all records again and again.

We avovid this infinite loop by setting scanner.exhausted = true whe
the startKey and endKey become the same when there is no nextStartKey

Signed-off-by: senthil <cendhu@gmail.com>
@cendhu cendhu requested a review from a team as a code owner May 28, 2020 15:25
scanner.paginationInfo.cursor = 0
if scanner.queryDefinition.endKey == nextStartKey {
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I would prefer to make this check more explicit by having this either of the following

  1. nextStartKey == ""
  2. if nextStartKey >= endKey || nextStartKey == ""

In the current form, this check appears to be a special case of the (2) above and may cause confusion that why equal check only and why not greater than (imagine someone looking at this code and having a generic key (not an "") as the end key in mind.

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The nextStartKey would never be greater than the endKey. The current condition is very generic. When the scanner is exhausted, nextStartKey == endKey would always become true and any condition that we have after this condition would become a deadcode.

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As mentioned in the PR description, the current condition check avoids an additional REST API call once the scanner is exhaused. Let's assume startKey = "marble1" and endKey = "marble5". It is possible that the startKey and endKey would become the same, i.e., marble5. Once it has become the same, there is no need to run an additional REST API call. The current condition takes care of all scenarios.

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Ah, yes. just looked at the code and found this logic of explicitly returning the end key as next start, deep buried :-) Thanks for the explanation. I feel that the logic of limits and pagination is much spread across functions and needs a refactoring.

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Thanks, Manish, for merging this. I agree. It is much spread and complex to read.

@manish-sethi manish-sethi merged commit 4d8b3cc into hyperledger:master May 29, 2020
xhens added a commit to xhens/fabric that referenced this pull request Jun 1, 2020
* Address more concerns highlighted by linters

These changes remove dead code, add error checks, and use assign unused
variables to the unnamed variable `_`.

Signed-off-by: Matthew Sykes <sykesmat@us.ibm.com>

* Fixed write_first_app.rst typo

Signed-off-by: pratikpatil024 <pratikspatil024@gmail.com>

* FAB-17840 Ch.Part.API: Join channel REST handler (hyperledger#1305)

* FAB-17840 Ch.Part.API: Join channel REST handler

Implement a handler for a POST request to join a channel.

Here we support requests carrying application/json, support
for additional Content-Type will be added later.

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I8d09e3cba09842f2adc47fb60161eee814e33d31

* Review: simplify code

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: Iee1e8b66cb77f64b9762dee8f85304958081e0fe

* Review comments: simplify code

- extract error handling to separate method
- extract channelID extraction to separate method, reuse
- test Accept header allowed range
- better comments

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I11639a3f159694019e521e180e7fd5fadb42cb4f

* Review comments: support for multipart/form-data

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: Ic5a0307f56be5561f45910a02892dc7e7b9554d1

* Review comments: remove support for application/json

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I38bb3564a0e6482b7bf9dca25bd8424e6db2ac95

* Spelling: s/chainocde/chaincode/g

Signed-off-by: Matthew Sykes <matthew.sykes@gmail.com>

* Retire dormant Fabric maintainers

Retire maintainers that have been inactive for the last 3 months:
Jonathan Levi
Srinivasan Muralidharan

Note:
"A maintainer removed for inactivity should be restored following a
sustained resumption of contributions and reviews (a month or more)
demonstrating a renewed commitment to the project."

Signed-off-by: David Enyeart <enyeart@us.ibm.com>

* add NOTICE file

recommended per ASF and LF policy

Signed-off-by: Brett Logan <brett.t.logan@ibm.com>

* Add NOTICE to license ignore list

Signed-off-by: Brett Logan <brett.t.logan@ibm.com>

* Fix some typo in docs

This CR fixes the following some typo in docs.
- chainocode -> chaincode
- chainode -> chaincode
- lifecyle -> lifecycle
- Hyperlegder -> Hyperledger
- chanel -> channel
- scructured -> structured
- demostrate -> demonstrate
- certficates -> certificates
- how how -> how
- the the -> the
- a a -> a
- thefollowing -> the following

Signed-off-by: Nao Nishijima <nao.nishijima.xt@hitachi.com>

* Remove txmgr interface

This commit removes the interface TxMgr, as there is a single
implementation (i.e., LockbasedTxmgr). All the dependent packages
are able to use this single implementation directly.
The only exception is the validation package that causes a circular
dependency. the validation package uses only a single function from this
interface (NewTxSimulator). The validation package uses this function
for getting accessing to the TxSimulator, in order to allow for the
execution a post-order transaction (only channel config transaction in
the current code). For meeting this need, this commit now defines a
local interface with a single function in the validation package itself.

Signed-off-by: manish <manish.sethi@gmail.com>

* FAB-17841: Ch.Part.API: Remove channel REST handler (hyperledger#1330)

Handle DELETE request to remove a channel.

- Resolve the removeStorage flag from config & query.
- If system-channel exists - reject with StatusMethodNotAllowed and
  Allow header set to GET.
- If channel does not exist - reject with StatusNotFound.
- If successs - respond with StatusNoContent.

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I78581df3c7f0cb99007edddc83eb7a6dca5eba07

* Update commercial paper doc to use enrollUser.js

Signed-off-by: NIKHIL E GUPTA <negupta@us.ibm.com>

* Use protolator from fabric-config

Signed-off-by: Matthew Sykes <matthew.sykes@gmail.com>

* Revert "Bump viper version to the last working commit"

This reverts commit 5ad0a4f.

Signed-off-by: Brett Logan <brett.t.logan@ibm.com>

* _lifecycle ignore previous build failure during install (hyperledger#1280)

When a chaincode build previously failed while installing the
chaincode, _lifecycle should ignore the cached error and attempt
to rebuild the chaincode. This is because we should assume the
end user knows something about why the build may succeed on retry
if they're reattempting an install.

Also, update integration tests to not care about exit status of
chaincode installs (since reinstalls now error).

FAB-17907

Signed-off-by: Will Lahti <wtlahti@us.ibm.com>

* [FAB-17927] Add AllChaincodesInfo to DeployedChaincodeInfoProvider (hyperledger#1331)

Implement AllChaincodesInfo to query ledger and return chaincode info
for all the deployed chaincode (both new lifecycle and legacy chaincodes)
on a channel. This function is needed for ledger checkpointing
and deletion of channel-specific databases in statecouchdb.

Signed-off-by: Wenjian Qiao <wenjianq@gmail.com>

* [FAB-17471] Fix OrdererType key to correct line

SampleInsecureKafka profile tries to change consensus type to
kafka using OrdererType. But it was written in the line above
"<<: *OrdererDefaults". That causes the overwrite consensus
type again. This CR moves OrdererType to the correct line.
As a result, this CR can generate the correct ordererer type's
genesis block.

Signed-off-by: Nao Nishijima <nao.nishijima.xt@hitachi.com>

* [FAB-17059] Add missing mspID when init MembershipProvider.

Signed-off-by: Hongbin Mao <hello2mao@gmail.com>

* fsync and do not generate empty files in snapshots (hyperledger#1345)

This commit fixes following issues
- Perform sync on the snapshot files
- Does not generate empty files
- Use filepath instead of path package

Signed-off-by: manish <manish.sethi@gmail.com>

* fix infinite loop during full range query (hyperledger#1347)

We use a single scanner for achieving both paginated and
non-paginated range query.

We have internalQueryLimit and pageSize. For each
_all_docs?startKey="XXX"&endKey="YYY" REST API call to
CouchDB, we fetch atmost internalQueryLimit number of
records only by appending limit=internalQueryLimit.

When the requested pageSize is higher than the internalQueryLimit
or the total number of records present in the given range
is higher than the internalQueryLimit, iterator would execute the
query again once the records fetched in the first cycle is consumed
and so on. In order to do that, after an execution of the REST API in each
cycle, it updates the initially passed startKey to the nextStartKey.
If there is no nextStartKey, it is set to the endKey.

Currently, when the nextStartKey and the endKey are the same, we still
run one REST API call which is actually not needed as we always set
inclusive_end=false. However, this causes infinite loop in a particular
case. When we want to retrieve all the records, we would pass an empty
string as the startKey and the endKey. When the startKey is an empty
string, the REST API call would become _all_docs?endKey="YYY". When
both are empty, it would become _all_docs

Given that we set startKey to endKey when there is no nextStartKey and
still execute one REST API call, it gets into infinite loop by fetching
all records again and again.

We avovid this infinite loop by setting scanner.exhausted = true whe
the startKey and endKey become the same when there is no nextStartKey

Signed-off-by: senthil <cendhu@gmail.com>

* Remove unnecessary extension of osn (hyperledger#1351)

In the integration test touched by this patch, cert file
is read to remove and add node. It can be easily achieved
by reading file bytes directly, without extending network
to grab intermediate object.

Signed-off-by: Jay Guo <guojiannan1101@gmail.com>

* [FAB-17935] Change unnecessary warning log line to debug in gossip (hyperledger#1350)

privdata

Signed-off-by: Danny Cao <dcao@us.ibm.com>

* [FAB-17900] Update BCCSP.PKCS11.Pin in examples

- The Pin value must be quoted when specified in the yaml

Signed-off-by: Tiffany Harris <tiffany.harris@ibm.com>

* [FAB-17900] Fixes numeric env variable override bug

Signed-off-by: Tiffany Harris <tiffany.harris@ibm.com>

* Remove s390x, powerpc64le from RELEASE_PLATFORMS

- Release automation only creates amd64 binaries for darwin, linux, and
  windows.
- Continuous integration no longer runs on powerpc64le or s390x

Also remove stale build tags related to plugins and race detection for
old versions of go, s390x, and ppc64le.

Signed-off-by: Matthew Sykes <sykesmat@us.ibm.com>

* Backfill test for BCCSP environment overrides...

... and consistently use SW as the key for `SwOpts` in the configuration
structures. Right now tags for mapstructure and JSON do not match the
tags for YAML yet our sample configuration documents (in YAML) use `SW`.

Signed-off-by: Matthew Sykes <matthew.sykes@gmail.com>

* Updates in master for v2.1.1 release

Update master doc and bootstrap script for v2.1.1 release.

Signed-off-by: David Enyeart <enyeart@us.ibm.com>

Co-authored-by: Matthew Sykes <sykesmat@us.ibm.com>
Co-authored-by: pratikpatil024 <pratikspatil024@gmail.com>
Co-authored-by: Yoav Tock <tock@il.ibm.com>
Co-authored-by: Matthew Sykes <matthew.sykes@gmail.com>
Co-authored-by: David Enyeart <enyeart@us.ibm.com>
Co-authored-by: Christopher Ferris <chrisfer@us.ibm.com>
Co-authored-by: Brett Logan <brett.t.logan@ibm.com>
Co-authored-by: Nao Nishijima <nao.nishijima.xt@hitachi.com>
Co-authored-by: manish <manish.sethi@gmail.com>
Co-authored-by: NIKHIL E GUPTA <negupta@us.ibm.com>
Co-authored-by: Will Lahti <wtlahti@us.ibm.com>
Co-authored-by: Wenjian Qiao <wenjianq@gmail.com>
Co-authored-by: Hongbin Mao <hello2mao@gmail.com>
Co-authored-by: Senthil Nathan N <cendhu@users.noreply.github.com>
Co-authored-by: Jay Guo <guojiannan1101@gmail.com>
Co-authored-by: Danny Cao <dcao@us.ibm.com>
Co-authored-by: Tiffany Harris <tiffany.harris@ibm.com>
xhens added a commit to xhens/fabric that referenced this pull request Jun 1, 2020
* Address more concerns highlighted by linters

These changes remove dead code, add error checks, and use assign unused
variables to the unnamed variable `_`.

Signed-off-by: Matthew Sykes <sykesmat@us.ibm.com>

* Fixed write_first_app.rst typo

Signed-off-by: pratikpatil024 <pratikspatil024@gmail.com>

* FAB-17840 Ch.Part.API: Join channel REST handler (hyperledger#1305)

* FAB-17840 Ch.Part.API: Join channel REST handler

Implement a handler for a POST request to join a channel.

Here we support requests carrying application/json, support
for additional Content-Type will be added later.

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I8d09e3cba09842f2adc47fb60161eee814e33d31

* Review: simplify code

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: Iee1e8b66cb77f64b9762dee8f85304958081e0fe

* Review comments: simplify code

- extract error handling to separate method
- extract channelID extraction to separate method, reuse
- test Accept header allowed range
- better comments

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I11639a3f159694019e521e180e7fd5fadb42cb4f

* Review comments: support for multipart/form-data

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: Ic5a0307f56be5561f45910a02892dc7e7b9554d1

* Review comments: remove support for application/json

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I38bb3564a0e6482b7bf9dca25bd8424e6db2ac95

* Spelling: s/chainocde/chaincode/g

Signed-off-by: Matthew Sykes <matthew.sykes@gmail.com>

* Retire dormant Fabric maintainers

Retire maintainers that have been inactive for the last 3 months:
Jonathan Levi
Srinivasan Muralidharan

Note:
"A maintainer removed for inactivity should be restored following a
sustained resumption of contributions and reviews (a month or more)
demonstrating a renewed commitment to the project."

Signed-off-by: David Enyeart <enyeart@us.ibm.com>

* add NOTICE file

recommended per ASF and LF policy

Signed-off-by: Brett Logan <brett.t.logan@ibm.com>

* Add NOTICE to license ignore list

Signed-off-by: Brett Logan <brett.t.logan@ibm.com>

* Fix some typo in docs

This CR fixes the following some typo in docs.
- chainocode -> chaincode
- chainode -> chaincode
- lifecyle -> lifecycle
- Hyperlegder -> Hyperledger
- chanel -> channel
- scructured -> structured
- demostrate -> demonstrate
- certficates -> certificates
- how how -> how
- the the -> the
- a a -> a
- thefollowing -> the following

Signed-off-by: Nao Nishijima <nao.nishijima.xt@hitachi.com>

* Remove txmgr interface

This commit removes the interface TxMgr, as there is a single
implementation (i.e., LockbasedTxmgr). All the dependent packages
are able to use this single implementation directly.
The only exception is the validation package that causes a circular
dependency. the validation package uses only a single function from this
interface (NewTxSimulator). The validation package uses this function
for getting accessing to the TxSimulator, in order to allow for the
execution a post-order transaction (only channel config transaction in
the current code). For meeting this need, this commit now defines a
local interface with a single function in the validation package itself.

Signed-off-by: manish <manish.sethi@gmail.com>

* FAB-17841: Ch.Part.API: Remove channel REST handler (hyperledger#1330)

Handle DELETE request to remove a channel.

- Resolve the removeStorage flag from config & query.
- If system-channel exists - reject with StatusMethodNotAllowed and
  Allow header set to GET.
- If channel does not exist - reject with StatusNotFound.
- If successs - respond with StatusNoContent.

Signed-off-by: Yoav Tock <tock@il.ibm.com>
Change-Id: I78581df3c7f0cb99007edddc83eb7a6dca5eba07

* Update commercial paper doc to use enrollUser.js

Signed-off-by: NIKHIL E GUPTA <negupta@us.ibm.com>

* Use protolator from fabric-config

Signed-off-by: Matthew Sykes <matthew.sykes@gmail.com>

* Revert "Bump viper version to the last working commit"

This reverts commit 5ad0a4f.

Signed-off-by: Brett Logan <brett.t.logan@ibm.com>

* _lifecycle ignore previous build failure during install (hyperledger#1280)

When a chaincode build previously failed while installing the
chaincode, _lifecycle should ignore the cached error and attempt
to rebuild the chaincode. This is because we should assume the
end user knows something about why the build may succeed on retry
if they're reattempting an install.

Also, update integration tests to not care about exit status of
chaincode installs (since reinstalls now error).

FAB-17907

Signed-off-by: Will Lahti <wtlahti@us.ibm.com>

* [FAB-17927] Add AllChaincodesInfo to DeployedChaincodeInfoProvider (hyperledger#1331)

Implement AllChaincodesInfo to query ledger and return chaincode info
for all the deployed chaincode (both new lifecycle and legacy chaincodes)
on a channel. This function is needed for ledger checkpointing
and deletion of channel-specific databases in statecouchdb.

Signed-off-by: Wenjian Qiao <wenjianq@gmail.com>

* [FAB-17471] Fix OrdererType key to correct line

SampleInsecureKafka profile tries to change consensus type to
kafka using OrdererType. But it was written in the line above
"<<: *OrdererDefaults". That causes the overwrite consensus
type again. This CR moves OrdererType to the correct line.
As a result, this CR can generate the correct ordererer type's
genesis block.

Signed-off-by: Nao Nishijima <nao.nishijima.xt@hitachi.com>

* [FAB-17059] Add missing mspID when init MembershipProvider.

Signed-off-by: Hongbin Mao <hello2mao@gmail.com>

* fsync and do not generate empty files in snapshots (hyperledger#1345)

This commit fixes following issues
- Perform sync on the snapshot files
- Does not generate empty files
- Use filepath instead of path package

Signed-off-by: manish <manish.sethi@gmail.com>

* fix infinite loop during full range query (hyperledger#1347)

We use a single scanner for achieving both paginated and
non-paginated range query.

We have internalQueryLimit and pageSize. For each
_all_docs?startKey="XXX"&endKey="YYY" REST API call to
CouchDB, we fetch atmost internalQueryLimit number of
records only by appending limit=internalQueryLimit.

When the requested pageSize is higher than the internalQueryLimit
or the total number of records present in the given range
is higher than the internalQueryLimit, iterator would execute the
query again once the records fetched in the first cycle is consumed
and so on. In order to do that, after an execution of the REST API in each
cycle, it updates the initially passed startKey to the nextStartKey.
If there is no nextStartKey, it is set to the endKey.

Currently, when the nextStartKey and the endKey are the same, we still
run one REST API call which is actually not needed as we always set
inclusive_end=false. However, this causes infinite loop in a particular
case. When we want to retrieve all the records, we would pass an empty
string as the startKey and the endKey. When the startKey is an empty
string, the REST API call would become _all_docs?endKey="YYY". When
both are empty, it would become _all_docs

Given that we set startKey to endKey when there is no nextStartKey and
still execute one REST API call, it gets into infinite loop by fetching
all records again and again.

We avovid this infinite loop by setting scanner.exhausted = true whe
the startKey and endKey become the same when there is no nextStartKey

Signed-off-by: senthil <cendhu@gmail.com>

* Remove unnecessary extension of osn (hyperledger#1351)

In the integration test touched by this patch, cert file
is read to remove and add node. It can be easily achieved
by reading file bytes directly, without extending network
to grab intermediate object.

Signed-off-by: Jay Guo <guojiannan1101@gmail.com>

* [FAB-17935] Change unnecessary warning log line to debug in gossip (hyperledger#1350)

privdata

Signed-off-by: Danny Cao <dcao@us.ibm.com>

* [FAB-17900] Update BCCSP.PKCS11.Pin in examples

- The Pin value must be quoted when specified in the yaml

Signed-off-by: Tiffany Harris <tiffany.harris@ibm.com>

* [FAB-17900] Fixes numeric env variable override bug

Signed-off-by: Tiffany Harris <tiffany.harris@ibm.com>

* Remove s390x, powerpc64le from RELEASE_PLATFORMS

- Release automation only creates amd64 binaries for darwin, linux, and
  windows.
- Continuous integration no longer runs on powerpc64le or s390x

Also remove stale build tags related to plugins and race detection for
old versions of go, s390x, and ppc64le.

Signed-off-by: Matthew Sykes <sykesmat@us.ibm.com>

* Backfill test for BCCSP environment overrides...

... and consistently use SW as the key for `SwOpts` in the configuration
structures. Right now tags for mapstructure and JSON do not match the
tags for YAML yet our sample configuration documents (in YAML) use `SW`.

Signed-off-by: Matthew Sykes <matthew.sykes@gmail.com>

* Updates in master for v2.1.1 release

Update master doc and bootstrap script for v2.1.1 release.

Signed-off-by: David Enyeart <enyeart@us.ibm.com>

Co-authored-by: Matthew Sykes <sykesmat@us.ibm.com>
Co-authored-by: pratikpatil024 <pratikspatil024@gmail.com>
Co-authored-by: Yoav Tock <tock@il.ibm.com>
Co-authored-by: Matthew Sykes <matthew.sykes@gmail.com>
Co-authored-by: David Enyeart <enyeart@us.ibm.com>
Co-authored-by: Christopher Ferris <chrisfer@us.ibm.com>
Co-authored-by: Brett Logan <brett.t.logan@ibm.com>
Co-authored-by: Nao Nishijima <nao.nishijima.xt@hitachi.com>
Co-authored-by: manish <manish.sethi@gmail.com>
Co-authored-by: NIKHIL E GUPTA <negupta@us.ibm.com>
Co-authored-by: Will Lahti <wtlahti@us.ibm.com>
Co-authored-by: Wenjian Qiao <wenjianq@gmail.com>
Co-authored-by: Hongbin Mao <hello2mao@gmail.com>
Co-authored-by: Senthil Nathan N <cendhu@users.noreply.github.com>
Co-authored-by: Jay Guo <guojiannan1101@gmail.com>
Co-authored-by: Danny Cao <dcao@us.ibm.com>
Co-authored-by: Tiffany Harris <tiffany.harris@ibm.com>
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