Commit graph

31 commits

Author SHA1 Message Date
Jesús de Vicente Peña
7d0203c723 AEC3: adding a milder exponential decay parameter that is used for dominant nearend regions when enabled.
Bug: webrtc:13143
Change-Id: Iedc6ff39ed5c7cd372b54a82c86354957c8852de
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/231131
Commit-Queue: Per Åhgren <peah@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/main@{#34947}
2021-09-08 11:36:50 +00:00
Per Åhgren
cbdbb8c166 Add ability to adjust the suppressor smoothing in AEC3
Bug: b/177359044
Change-Id: I5eddb6fa6f01aa14426161204e37a9097b182234
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/217889
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#34203}
2021-06-02 15:21:35 +00:00
Per Åhgren
3de4067092 Increase the bound for the value of the filter reset block interval
Bug: b/177359044
Change-Id: Id42022b42cad81a3eb2ac42b565d84f691448605
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/217890
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#34050}
2021-05-19 09:18:16 +00:00
Gustaf Ullberg
992a96f68e AEC3: Prevent diverging coarse filter from influencing the refined filter
After the refined filter has been determined to perform better than
the coarse filter, and the coefficients of the coarse filters are
overwritten by the ones from the refined filter, at least 100 ms have
to pass before the adaptation of the refined filter is allowed to speed
up due to good coarse filter performance.

This change solves the vicious circle described in webrtc:12265, where
the coarse and refined filters can diverge over time.

This feature can be disabled remotely via a kill-switch. When disabled
the AEC output is bit-exact to before the change.

Bug: webrtc:12265,chromium:1155477
Change-Id: Iacd6e325e987dd8a475bb3e8163fee714c65b20a
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/196501
Reviewed-by: Per Åhgren <peah@webrtc.org>
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#32801}
2020-12-08 15:05:23 +00:00
Per Åhgren
8b844f21e1 AEC3: Remove parameters for the legacy filter naming
Bug: webrtc:8671
Change-Id: Ia5f8e33b9646e2b922428a72364cbbca47091579
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/173092
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#31030}
2020-04-08 07:34:08 +00:00
Per Åhgren
a388b75223 AEC3: Added parametrization of the comfort noise floor
Bug: webrtc:8671
Change-Id: I2431b1dd8dbe35fc8742c0640c3b35166e8ef6b7
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/171480
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#30876}
2020-03-25 08:56:17 +00:00
Per Åhgren
9d66198d35 AEC3: Rename shadow filter
This CL renames the shadow filter in AEC3 to have the more accurate name
coarse filter.

The CL consists of 3 main initial patch sets, designed to simplify
the review:
1) Replaces "shadow" with "coarse" and adds a fall-back functionality
to support the old filter naming.
2) Renames the files according to the new naming.
3) Performs a "git cl format"

Bug: webrtc:8671
Change-Id: I28d6041d0d34e85f8f8048d004b44a1a5f07bb07
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/170981
Commit-Queue: Per Åhgren <peah@webrtc.org>
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#30846}
2020-03-20 15:26:14 +00:00
Per Åhgren
ff0451117e AEC3: Rename main filter
This CL renames the main filter in AEC3 to have the more accurate name
refined filter.

The CL consists of 3 main initial patch sets, designed to simplify
the review:
1) Replaces "main" with "refined" and adds a fall-back functionality
to support the old filter naming.
2) Renames the files according to the new naming.
3) Performs a "git cl format"

Bug: webrtc:8671
Change-Id: Ifd0aab34e291736a2250e0986348404618630b1d
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/170825
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#30843}
2020-03-20 13:25:01 +00:00
Per Åhgren
9136abb45a AEC3: Ensure that the data size in the reverb computer is not fixed
This CL ensures that the no data vectors in the reverb computer code
are fixed. This allows arbitrary long filters to be used, and ensures
that a minimum required heap size is used.

Bug: webrtc:8671
Change-Id: I7085ed262a3f5965d796270434b6578f4030606e
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/162661
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#30115}
2019-12-19 16:35:56 +00:00
Artem Titov
5d3a418a26 Add explicit copy constructors and assign operators for some classes.
It should fix compilation errors that happen on some iOS bots saying
"definition of implicit copy assignment operator for 'Foo'
is deprecated because it has a user-declared copy constructor"

Bug: webrtc:11162
Change-Id: Ife3d1a800ed6a4cd08bdfd156cd0e320504ee8dd
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/161221
Reviewed-by: Patrik Höglund <phoglund@webrtc.org>
Commit-Queue: Artem Titov <titovartem@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#29984}
2019-12-03 14:27:45 +00:00
Per Åhgren
17e4c58318 Adding parametrization of the AEC3 howling mitigation behavior
Bug: webrtc:8671,b/145243047
Change-Id: If5bcbb66b72278b901a990cb9d6e11e42c9ac592
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/160781
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#29930}
2019-11-27 11:56:17 +00:00
Gustaf Ullberg
f534a64047 AEC3: Sub-band nearend detector
Implements an alternative to the dominant nearend detector.

Bug: b/130016532
Change-Id: If4867d58aad036ccf4e456ef81689b8db0284f7d
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/159865
Reviewed-by: Per Åhgren <peah@webrtc.org>
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#29906}
2019-11-25 16:26:49 +00:00
Gustaf Ullberg
ec51ce0ce1 AEC3: Remove unused config parameters
This change removes the following unused parameters from the AEC3
configuration:
- render_pre_window_size_init
- render_post_window_size_init
- nonlinear_hold
- nonlinear_release

Bug: webrtc:8671
Change-Id: I8f7a3d350387cd8ada4d507c3a9fab43b7813f5c
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/131321
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#27450}
2019-04-04 12:36:48 +00:00
Per Åhgren
e8efbbd61b AEC3: Removing unused parameters
This CL removes parameters for AEC3 which are no longer used. To reflect
that change, one of the parameters also is renamed

Bug: chromium:941949,webrtc:8671
Change-Id: I26609b396fa14ecb7523eebfe531a1338718103b
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/127780
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#27128}
2019-03-14 12:06:40 +00:00
Gustaf Ullberg
9249fbf3a6 AEC3: Redesign delay headroom
This change reduces the risk of echo due to noise in the headroom
of the linear filter.

Changes:
- Use shorter delay headroom
- Delay headroom is specified in samples (not blocks)
- No hysteresis limit when delay is reduced

Bug: chromium:119942,webrtc:10341
Change-Id: I708e80e26d541dff8ca04b6da2d346a1d59cbfcb
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/126420
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Reviewed-by: Jesus de Vicente Pena <devicentepena@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#27126}
2019-03-14 11:04:47 +00:00
Gustaf Ullberg
9bf67eae29 AEC3: Fix delay hysteresis validation
The configuration validation checked the wrong hysteresis limit.

Bug: webrtc:8671
Change-Id: Icd49ae612925e306aa4db01afce2d43b75792b9c
Reviewed-on: https://webrtc-review.googlesource.com/c/122461
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#26647}
2019-02-12 12:05:20 +00:00
Gustaf Ullberg
68d6d44197 AEC3: Remove remaining kill-switches
This CL concludes the post-launch removal of kill-switches is AEC3.

Kill-switches removed:
WebRTC-Aec3AdaptErleOnLowRenderKillSwitch
WebRTC-Aec3AgcGainChangeResponseKillSwitch
WebRTC-Aec3BoundedNearendKillSwitch
WebRTC-Aec3EarlyShadowFilterJumpstartKillSwitch
WebRTC-Aec3EnableAdaptiveEchoReverbEstimation
WebRTC-Aec3EnforceSkewHysteresis1
WebRTC-Aec3EnforceSkewHysteresis2
WebRTC-Aec3FilterAnalyzerPreprocessorKillSwitch
WebRTC-Aec3MisadjustmentEstimatorKillSwitch
WebRTC-Aec3OverrideEchoPathGainKillSwitch
WebRTC-Aec3RapidAgcGainRecoveryKillSwitch
WebRTC-Aec3ResetErleAtGainChangesKillSwitch
WebRTC-Aec3ShadowFilterBoostedJumpstartKillSwitch
WebRTC-Aec3ShadowFilterJumpstartKillSwitch
WebRTC-Aec3SmoothSignalTransitionsKillSwitch
WebRTC-Aec3SmoothUpdatesTailFreqRespKillSwitch
WebRTC-Aec3SoftTransparentModeKillSwitch
WebRTC-Aec3StandardNonlinearReverbModelKillSwitch
WebRTC-Aec3StrictDivergenceCheckKillSwitch
WebRTC-Aec3UseOffsetBlocks
WebRTC-Aec3UseStationarityPropertiesKillSwitch
WebRTC-Aec3UtilizeShadowFilterOutputKillSwitch
WebRTC-Aec3ZeroExternalDelayHeadroomKillSwitch
WebRTC-Aec3FilterQualityStateKillSwitch
WebRTC-Aec3NewSaturationBehaviorKillSwitch
WebRTC-Aec3GainLimiterDeactivationKillSwitch
WebRTC-Aec3EnableErleUpdatesDuringReverbKillSwitch

The change has been tested for bit-exactness.

Bug: webrtc:8671
Change-Id: I42816b9d1c875cec0347034c6e2ed4ff5db6ec0f
Reviewed-on: https://webrtc-review.googlesource.com/c/119942
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#26443}
2019-01-29 10:31:45 +00:00
Gustaf Ullberg
e47433f017 AEC3: Remove legacy render buffering
This CL removes the legacy, no longer used, render buffering code. It
also removes four unused parameters from the AEC3 config. The change
is tested for bit-exactness.

Bug: webrtc:8671
Change-Id: I2bb6cb7a1097863f228767d757d551c00593bb00
Reviewed-on: https://webrtc-review.googlesource.com/c/119701
Reviewed-by: Henrik Lundin <henrik.lundin@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#26399}
2019-01-25 08:31:12 +00:00
Jesús de Vicente Peña
44974e143c AEC3: Adding a correction factor for the Erle estimation that depends on the portion of the filter that is currently in use.
In this CL a more precise estimation of the Erle is introduced. This is done by creating different estimators that are specialized in different regions of the linear filter. An estimation of which regions were used for generating the current echo estimate is performed and used for selecting the right Erle estimator.

Bug: webrtc:9961
Change-Id: Iba6eb24596c067c3c66d40df590be379d3e1bb7b
Reviewed-on: https://webrtc-review.googlesource.com/c/109400
Reviewed-by: Per Åhgren <peah@webrtc.org>
Commit-Queue: Jesus de Vicente Pena <devicentepena@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25707}
2018-11-20 12:28:05 +00:00
Sam Zackrisson
877dc89f92 Fix errors in AEC3 JSON parsing
Some issues were surfaced during testing:
 - Config validation clamping silently passed NaNs
 - Config validation only fixed the first out-of-bounds parameter, and
   not any subsequent ones
 - Config validation did not check all values in the config
 - use_stationarity_properties_at_init is misspelled in JSON parsing

These changes are identical to those in this CL:
https://webrtc-review.googlesource.com/c/src/+/107120

Bug: webrtc:9535
Change-Id: I36c5e7c69ffdc2c0c24a9be86ccb1df59683c0fe
Reviewed-on: https://webrtc-review.googlesource.com/c/107640
Reviewed-by: Per Åhgren <peah@webrtc.org>
Commit-Queue: Sam Zackrisson <saza@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25318}
2018-10-23 13:29:07 +00:00
Sam Zackrisson
848273aa6a Revert "Increase coverage of AEC3 JSON config unit tests, fix bugs"
This reverts commit 8ee06a7b0c.

Reason for revert: ubsan triggers on config randomization

Original change's description:
> Increase coverage of AEC3 JSON config unit tests, fix bugs
> 
> The new test checks that json strings are unchanged when parsing to a
> config and back to a string. This ensures that everything in the json
> representations is parsed when created a config from the json.
> 
> This CL also adds the render_levels config substruct to the JSON parser.
> 
> Some issues were surfaced by the new test:
>  - Config validation clamping silently passed NaNs
>  - Config validation only fixed the first out-of-bounds parameter, and
>    not any subsequent ones
>  - Config validation did not check all values in the config
> 
> Bug: webrtc:9535
> Change-Id: Ie7b588731dc1fe26ba71d1eb2f177f3b3b8139e3
> Reviewed-on: https://webrtc-review.googlesource.com/c/107120
> Commit-Queue: Sam Zackrisson <saza@webrtc.org>
> Reviewed-by: Per Åhgren <peah@webrtc.org>
> Cr-Commit-Position: refs/heads/master@{#25310}

TBR=saza@webrtc.org,peah@webrtc.org

Change-Id: I12d4a6e35110241c51c13eff547ee5a640d141bc
No-Presubmit: true
No-Tree-Checks: true
No-Try: true
Bug: webrtc:9535
Reviewed-on: https://webrtc-review.googlesource.com/c/107624
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Commit-Queue: Sam Zackrisson <saza@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25313}
2018-10-23 12:14:08 +00:00
Yves Gerey
988cc0870b [Cleanup] Add missing #include. Remove useless ones.
This CL is the result of running include-what-you-use tool on part
of the code base (audio target and dependencies) plus manual fixes.

bug: webrtc:8311
Change-Id: I277d281ce943c3ecc1bd45fd8d83055931743604
Reviewed-on: https://webrtc-review.googlesource.com/c/106280
Commit-Queue: Yves Gerey <yvesg@google.com>
Reviewed-by: Mirko Bonadei <mbonadei@webrtc.org>
Reviewed-by: Patrik Höglund <phoglund@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25311}
2018-10-23 11:32:56 +00:00
Sam Zackrisson
8ee06a7b0c Increase coverage of AEC3 JSON config unit tests, fix bugs
The new test checks that json strings are unchanged when parsing to a
config and back to a string. This ensures that everything in the json
representations is parsed when created a config from the json.

This CL also adds the render_levels config substruct to the JSON parser.

Some issues were surfaced by the new test:
 - Config validation clamping silently passed NaNs
 - Config validation only fixed the first out-of-bounds parameter, and
   not any subsequent ones
 - Config validation did not check all values in the config

Bug: webrtc:9535
Change-Id: Ie7b588731dc1fe26ba71d1eb2f177f3b3b8139e3
Reviewed-on: https://webrtc-review.googlesource.com/c/107120
Commit-Queue: Sam Zackrisson <saza@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25310}
2018-10-23 11:08:54 +00:00
Gustaf Ullberg
53e22113fd AEC3: Kill kill-switches
"Perfection is achieved, not when there is nothing more to add,
but when there is nothing left to take away."

This CL removes the following kill-switches from AEC3
- WebRTC-Aec3DownSamplingFactor8KillSwitch
- WebRTC-Aec3NewSuppressionKillSwitch
- WebRTC-Aec3ShadowFilterJumpstartKillSwitch
- WebRTC-Aec3SlowFilterAdaptationKillSwitch
- WebRTC-Aec3SuppressorNearendAveragingKillSwitch

It also removes code paths and configuration parameters that are no
longer in use. The list of kill-switches in the audio processing
fuzzer test is updated.

The change has been tested for bit-exactness.

Bug: webrtc:8671
Change-Id: Ie0af86a14baf853548bf9c00b2b9b3bbc32c1aaa
Reviewed-on: https://webrtc-review.googlesource.com/c/105324
Reviewed-by: Sam Zackrisson <saza@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Commit-Queue: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25120}
2018-10-11 16:11:07 +00:00
Sam Zackrisson
a4c8514258 Add JSON parsing and corresponding ToString to EchoCanceller3Config
Bug: webrtc:9535
Change-Id: I51eaaac4009a30536444292a32938b21e69386bf
Reviewed-on: https://webrtc-review.googlesource.com/c/102980
Commit-Queue: Sam Zackrisson <saza@webrtc.org>
Reviewed-by: Alex Loiko <aleloi@webrtc.org>
Reviewed-by: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#25083}
2018-10-10 09:17:09 +00:00
Per Åhgren
524e878121 AEC3: Add state-specific suppressor behaviors
This CL allows selecting an echo suppressor behavior which is specific
for whether the nearend is dominant, or the echo is dominant.

The changes in this CL are bitexact.

Bug: webrtc:9660
Change-Id: Ie32e65efe47e692de6d6a22a7ad3b469d745fd6b
Reviewed-on: https://webrtc-review.googlesource.com/95725
Commit-Queue: Per Åhgren <peah@webrtc.org>
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#24434}
2018-08-24 21:43:36 +00:00
Per Åhgren
398689f581 AEC3: Adding the option for applying a fixed delay to the capture signal
This CL adds functionality for applying an optional fixed delay in AEC3
to the capture signal

Bug: webrtc:9647
Change-Id: Id3b3f896bcf203e6611298dc804c3c80da9f1883
Reviewed-on: https://webrtc-review.googlesource.com/95142
Commit-Queue: Per Åhgren <peah@webrtc.org>
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#24399}
2018-08-23 10:05:07 +00:00
Jesús de Vicente Peña
dd09287514 AEC3: Gain limiter: Improving the behavior of the gain limiter.
In this work, we change the behavior of the gain limiter so it also looks at the energy
 on farend around the default delay for deciding the suppression gain
that should be applied at the initial portion of the call.

Bug: webrtc:9311,chromium:846724
Change-Id: I0b777cedbbd7fd689e72070f72237296ce120d3c
Reviewed-on: https://webrtc-review.googlesource.com/78960
Reviewed-by: Per Åhgren <peah@webrtc.org>
Commit-Queue: Jesus de Vicente Pena <devicentepena@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#23400}
2018-05-25 15:49:38 +00:00
Per Åhgren
b02644f2b8 AEC3 transparency improvements through refined echo audibility analysis
This CL increases the transparency in AEC3 during regions of low level
echo. What is done is:
-Low-level echoes are smoothly weighted so as to be deemed less
disturbing.
-The time-domain masking effect of the nearend speech is increased for
all frequencies.
-A separate, even more increased, time-domain masking effect is
introduced for lower frequencies.
-The intra-band masking is reduced to reduce the risk of echo leakage.
-The limiting of maximum gain due to filter-bank dynamics is removed
as the usecase for it could no longer be identified.

Bug: webrtc:9159,cromium:833801
Change-Id: I289b92919763124d6c5e5ede19e9a5917877c654
Reviewed-on: https://webrtc-review.googlesource.com/70421
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Commit-Queue: Per Åhgren <peah@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#22915}
2018-04-18 08:08:44 +00:00
Per Åhgren
251c7355aa Add a specific AEC3 behavior for setups with known clock-drift
TBR=gustaf@webrtc.org

Change-Id: I9c726fc8e1b010255a1bee166c99fe6cb75d7658
Bug: chromium:826655,webrtc:9079
Reviewed-on: https://webrtc-review.googlesource.com/64982
Commit-Queue: Per Åhgren <peah@webrtc.org>
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#22657}
2018-03-28 16:51:57 +00:00
Per Åhgren
b6b00dc180 Safe behavior of the initial echo removal in AEC3
This CL adds functionality to allow removal of any echo occurring
before the render and capture signals have been properly aligned.
The functionality is added in such a manner that the transparency
to nearend is maintained as much as possible.


Bug: webrtc:8883
Change-Id: I813cbbc4c48822e7dffcd9ab6233be4c222089de
Reviewed-on: https://webrtc-review.googlesource.com/49941
Commit-Queue: Per Åhgren <peah@webrtc.org>
Reviewed-by: Gustaf Ullberg <gustaf@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#22107}
2018-02-20 22:01:36 +00:00