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Support multiple threads for performance #2315

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@winlinvip winlinvip commented Apr 26, 2021

For this PR:

  1. ST: Simplify it, only Linux/Darwin, epoll/kqueue, single process
  2. ST: Support thread-local state-threads
  3. Threads: Support Hybrid+API+LOG threads

Why it's so important?

  1. RTC server is not only IO server, it's IO+CPU server, so we must refine the arch for RTC.
  2. Multiple Isolated Threads, is better than multiple processes arch, especially the API thread need to communicate with hybrid thread.
  3. We must use a dedicated thread for disk writing, such as LOG or DVR threads.

What's now and next?

  1. This PR implements a basic Multiple Isolated Threads arch for RTC.
  2. However, default to one thread for stability and reliability, which similar to single thread arch.
  3. Need to fix bugs for RTMP multiple threads.
  4. Need to support API to collect data from all hybrids.
  5. It's possible to start more threads for FFmpeg or MCU in the future.

@winlinvip winlinvip changed the title Feature/threads Support multiple threads for performance Apr 26, 2021
@winlinvip winlinvip linked an issue Apr 26, 2021 that may be closed by this pull request
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@winlinvip winlinvip added the Feature It's a new feature. label Apr 26, 2021
@winlinvip winlinvip added this to the SRS 5.0 release milestone Apr 26, 2021
@winlinvip winlinvip force-pushed the feature/threads branch 4 times, most recently from 646f2e3 to d24bd9b Compare April 28, 2021 09:21
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codecov-commenter commented Apr 28, 2021

Codecov Report

Merging #2315 (bc8dd13) into develop (becbe45) will decrease coverage by 0.17%.
The diff coverage is 17.88%.

❗ Current head bc8dd13 differs from pull request most recent head 4d4ccf6. Consider uploading reports for the commit 4d4ccf6 to get more accurate results
Impacted file tree graph

@@             Coverage Diff             @@
##           develop    #2315      +/-   ##
===========================================
- Coverage    38.01%   37.84%   -0.18%     
===========================================
  Files          108      109       +1     
  Lines        40386    40737     +351     
===========================================
+ Hits         15354    15417      +63     
- Misses       25032    25320     +288     

| Impacted Files | Coverage Δ | |'

Translated to English while maintaining the markdown structure:

'| Impacted Files | Coverage Δ | |
|---|---|---|
| trunk/src/app/srs_app_caster_flv.cpp | 0.00% <ø> (ø) | |
| trunk/src/app/srs_app_conn.cpp | 45.75% <ø> (-0.56%) | ⬇️ |
| trunk/src/app/srs_app_gb28181.hpp | 0.00% <ø> (ø) | |
| trunk/src/app/srs_app_hourglass.cpp | 11.42% <ø> (-0.84%) | ⬇️ |
| trunk/src/app/srs_app_http_api.cpp | 0.00% <0.00%> (ø) | |
| trunk/src/app/srs_app_http_conn.cpp | 0.00% <ø> (ø) | |'

Translated to English while maintaining the markdown structure:

'| trunk/src/app/srs_app_caster_flv.cpp | 0.00% <ø> (ø) | |
| trunk/src/app/srs_app_conn.cpp | 45.75% <ø> (-0.56%) | ⬇️ |
| trunk/src/app/srs_app_gb28181.hpp | 0.00% <ø> (ø) | |
| trunk/src/app/srs_app_hourglass.cpp | 11.42% <ø> (-0.84%) | ⬇️ |
| trunk/src/app/srs_app_http_api.cpp | 0.00% <0.00%> (ø) | |
| trunk/src/app/srs_app_http_conn.cpp | 0.00% <ø> (ø) | |
| trunk/src/app/srs_app_listener.cpp | 9.09% <0.00%> (-1.81%) | ⬇️ |
| trunk/src/app/srs_app_pithy_print.cpp | 32.85% <ø> (-0.48%) | ⬇️ |
| trunk/src/app/srs_app_reload.cpp | 3.12% <ø> (+0.68%) | ⬆️ |

Translated to English while maintaining the markdown structure:

| trunk/src/app/srs_app_pithy_print.cpp | 32.85% <ø> (-0.48%) | ⬇️ |
| trunk/src/app/srs_app_reload.cpp | 3.12% <ø> (+0.68%) | ⬆️ |
| trunk/src/app/srs_app_rtc_conn.cpp | 8.98% <0.00%> (-0.55%) | ⬇️ |
| ... and 36 more | |


Continue to review full report at Codecov.

Legend - Click here to learn more
Δ = absolute <relative> (impact), ø = not affected, ? = missing data'

Translated to English while maintaining the markdown structure:

Δ = absolute <relative> (impact), ø = not affected, `? = missing data
Powered by Codecov. Last update fd6c653...4d4ccf6. Read the comment docs.

TRANS_BY_GPT3

@winlinvip winlinvip force-pushed the feature/threads branch 4 times, most recently from 92c5a80 to 9c372a3 Compare May 6, 2021 06:23
commit f4872e5
Author: winlin <[email protected]>
Date:   Fri Feb 26 09:13:21 2021 +0800

    ST: For #2188: Remove sendmmsg from ST.

commit aaeb891
Author: winlin <[email protected]>
Date:   Thu Mar 11 08:09:54 2021 +0800

    ST: Refine utest script.

commit d1ac9da
Author: winlin <[email protected]>
Date:   Wed Mar 3 11:02:25 2021 +0800

    ST: Support fast utest and coverage

commit 8400115
Author: winlin <[email protected]>
Date:   Fri Feb 26 07:02:19 2021 +0800

    ST: Always use unserialized accept for linux or darwin

commit c3686f2
Author: winlin <[email protected]>
Date:   Fri Feb 26 06:54:05 2021 +0800

    ST: Refine ARFLAGS by disable the verbose log

commit aaa5c4f
Author: winlin <[email protected]>
Date:   Thu Feb 25 08:58:46 2021 +0800

    ST: Stack always grows from top to down.

commit dddd466
Author: winlin <[email protected]>
Date:   Thu Feb 25 08:51:31 2021 +0800

    ST: Ignore process fork, for single process only

commit 7906cb5
Author: winlin <[email protected]>
Date:   Thu Feb 25 08:50:59 2021 +0800

    ST: Fix build warnings

commit d94921b
Author: winlin <[email protected]>
Date:   Thu Feb 25 07:27:45 2021 +0800

    ST: Remove select and poll support, only epoll and kqueue

commit 76d2025
Author: winlin <[email protected]>
Date:   Thu Feb 25 07:10:47 2021 +0800

    ST: Remove multiple OS support, except Linux and Darwin.

commit 13c4ba3
Author: winlin <[email protected]>
Date:   Thu Feb 25 06:59:35 2021 +0800

    ST: Remove __ia64__ CPU support

commit 46c06e4
Author: winlin <[email protected]>
Date:   Wed Feb 24 11:37:27 2021 +0800

    ST: Remove unused files for ST
commit 755c3b227d3207458c251156cc9bf14df9da13fc
Author: winlin <[email protected]>
Date:   Tue Apr 6 19:46:33 2021 +0800

    ST: Change global stat variables to thread-local.

commit 2307a511567cbad01c232f0afdd3c283656aee78
Author: winlin <[email protected]>
Date:   Tue Apr 6 15:21:14 2021 +0800

    ST: Support thread-local ST, fix bug.

commit a385d361a654acd9e477ec5eef53d0eae975a63a
Author: winlin <[email protected]>
Date:   Mon Apr 5 12:37:53 2021 +0800

    ST: Change ST to thread-local

    1. All statick and global variables is thread-local.
    2. Call st_init() to init st for each thread.
    3. Notice that ST is isolate for threads.
commit
    Remove SEND/RECV/SRTP threads.
    Enable generate_streams by default.
    Support disable circuit breaker.

commit 6c83e89
Author: winlin <[email protected]>
Date:   Mon Apr 26 09:38:19 2021 +0800

    Threads: Refine circuit breaker

commit 614a781
Author: winlin <[email protected]>
Date:   Sun Apr 25 19:52:13 2021 +0800

    Threads-Hybrid: Fix rebase bugs

commit 9c845c5
Author: winlin <[email protected]>
Date:   Wed Apr 7 15:53:14 2021 +0800

    Threads-Hybrid: Support multiple hybrid threads, 5.0.3

    1. Support multiple hybrid threads.
    2. Update benchmark data for 1/4/8/32 CPUs.
    3. Update benchmark for Janus.

commit 10edbb5
Author: winlin <[email protected]>
Date:   Fri Apr 9 11:45:59 2021 +0800

    Threads-Hybrid: Always response channel with error information

commit 5074a4d
Author: winlin <[email protected]>
Date:   Fri Apr 9 11:21:45 2021 +0800

    Threads-Hybrid: Use ST wait and IO for RECV/SEND thread.

commit c8f2ff0
Author: winlin <[email protected]>
Date:   Fri Apr 9 10:21:05 2021 +0800

    Threads-Hybrid: Merge api to master thread.

commit 50f03ad
Author: winlin <[email protected]>
Date:   Wed Apr 7 13:26:04 2021 +0800

    Threads-Hybrid: Config auto generate stream config for hybrids.

commit 11aada1
Author: winlin <[email protected]>
Date:   Tue Apr 6 20:00:16 2021 +0800

    Threads-Hybrid: Process api request one by one

commit 963a0fa
Author: winlin <[email protected]>
Date:   Tue Apr 6 19:46:53 2021 +0800

    Threads-Hybrid: Change pps stat to thread-local.

commit 9eb9b19
Author: winlin <[email protected]>
Date:   Tue Apr 6 15:21:48 2021 +0800

    Threads-Hybrid: Move acquire pid file from hybrid to pool.

commit 97f6684
Author: winlin <[email protected]>
Date:   Tue Apr 6 12:53:17 2021 +0800

    Threads-Hybrid: Schedule connection to the sample hybrid by url

commit eab4f89
Author: winlin <[email protected]>
Date:   Tue Apr 6 12:20:38 2021 +0800

    Threads-Hybrid: Change global variables to thread-local or with lock

    1. Thread-Safe: Config subscribes, subscribe or unsubscribe.
    2. Global-Shared: Async SRTP/RECV/SEND/Log use thread-safe objects.
    3. Global-Shared: SRTP and DTLS certificate, without critical data.
    4. Thread-Local: Blackhole, ResourceManager, StreamManager, ObjectCache, by design.
    5. Global-Shared: Log and context, which use thread-safe objects.
    6. Thread-Local: Pithy print for each thread.

commit 7dbac15
Author: winlin <[email protected]>
Date:   Tue Apr 6 09:10:16 2021 +0800

    Threads-Hybrid: Add TODO as be thread-local

commit babe8e6
Author: winlin <[email protected]>
Date:   Tue Apr 6 08:22:48 2021 +0800

    Threads-Hybrid: Start multiple hybrid threads

commit 3367956
Author: winlin <[email protected]>
Date:   Tue Apr 6 07:59:37 2021 +0800

    Threads-Hybrid: Support mulitple hybrid/stream servers

    1. For hybrid RTMP/HTTP/RTC servers.
    2. Config hybrids in threads.
    3. Get hybrid server config with index.

commit 6e2de90
Author: winlin <[email protected]>
Date:   Mon Apr 5 21:48:25 2021 +0800

    Threads-Hybrid: Support communicate between threads by chan and slot

    1. Hybrid thread is responder, API thread is initiator.
    2. Responder read message from initiator-slot, write message to responder-slot.
    3. Initiator write message to initiator-slot, read message from responder-slot.
    4. Responder start a coroutine to consume requests and response it.

commit 281350d
Author: winlin <[email protected]>
Date:   Mon Apr 5 18:53:32 2021 +0800

    Threads-Hybrid: Extract pipe and pair to communicate between threads

    1. Pipe can be open by any threads, because it's only os FDs.
    2. If pipe is open read/write, it's associated by ST, so we MUST free it by the same thread.
    3. If open pipe in one thread, it's ok to free it directly, without close pipe.
    4. If open read in a thread, then open write in another thread, user MUST close it correctly.

commit 40e59ef
Author: winlin <[email protected]>
Date:   Mon Apr 5 16:16:23 2021 +0800

    Threads-Hybrid: Enable RTC play API with bugs

commit 9f4fbdb
Author: winlin <[email protected]>
Date:   Mon Apr 5 12:39:28 2021 +0800

    Threads-Hybrid: Init ST for each threads

    1. ST is thread-local now.
    2. MUST init st for each threads.
    3. Do it as early as possible.

commit 2fa3aca
Author: winlin <[email protected]>
Date:   Mon Apr 5 10:22:13 2021 +0800

    Threads-Hybrid: Extract API server and threads.

commit dd7c7ad
Author: winlin <[email protected]>
Date:   Sun Apr 4 20:44:07 2021 +0800

    Threads-Hybrid: Refine conf file

commit 246d7f5
Author: winlin <[email protected]>
Date:   Mon Apr 5 11:55:10 2021 +0800

    Threads-Hybrid: Research for extern and __thread

commit 1a0456a
Author: winlin <[email protected]>
Date:   Fri Apr 9 22:44:56 2021 +0800

    Threads: TODO: Sort the packets, to avoid NACK

commit b11f958
Author: winlin <[email protected]>
Date:   Wed Mar 31 18:37:39 2021 +0800

    Threads: Support multiple threads with locks, #2188. 5.0.2

    1. Threads-Log: Use thread to write and reopen logs.
    2. Threads-SRTP: Support decrypt RTP by async SRTP.
    3. Threads-RECV: Support dedicate thread to recv UDP packets.
    4. Threads: Support cpu affinity for threads.
    5. Threads-RECV: Drop received packet if exceed max queue size.
    6. Threads: Use coroutine to consume recv/srtp packets.
    7. Threads: Support Circuit-Breaker to work in storms.
    8. Threads-SRTP: Support async decrypt RTCP
    9. Threads-SEND: Support async send UDP packets
    10. Threads-SRTP: Use async encrypt SRTP packet
    11. Threads-SEND/RECV: Bind handler to listener to support multiple ports.
    12. Threads-RECV: Support tunnel for recv-srtp.
    13. Threads-SEND: Support tunnel for srtp-send.
    14. Threads: Support circuit-breaker dying threshold

commit 8cf7ead
Author: winlin <[email protected]>
Date:   Tue Apr 6 20:54:36 2021 +0800

    Threads: Enable threads support for openssl.

commit 28d8f1a
Author: winlin <[email protected]>
Date:   Wed Apr 7 10:29:18 2021 +0800

    Threads: Support multiple SRTP/SEND/RECV threads.

    1. Move received and cooked packets queue to thread entry, that is, each thread has its own queue.
    2. In RECV thread, push received packet to queue of source thread, in thread listener.
    3. In SRTP thread, push cooked packet to queue of source thread, in asyn SRTP task.
    4. In hybrid thread, directly and only consume the packets of self thread.
    5. Sync between SRTP task by lock.

commit a505b6b
Author: winlin <[email protected]>
Date:   Mon Apr 5 16:17:08 2021 +0800

    Threads: Directly use hybrid thread to consume messages.

commit 14bc7bc
Author: winlin <[email protected]>
Date:   Tue Mar 30 16:38:30 2021 +0800

    Threads: Keep alive when got RTP plaintext

commit e15737f
Author: winlin <[email protected]>
Date:   Mon Mar 29 17:18:04 2021 +0800

    Threads: Support circuit-breaker dying threshold

commit d6a92cb
Author: winlin <[email protected]>
Date:   Tue Mar 30 14:14:26 2021 +0800

    Threads-SEND: Support tunnel for srtp-send.

commit d282ccd
Author: winlin <[email protected]>
Date:   Mon Mar 29 12:02:41 2021 +0800

    Threads-RECV: Support tunnel for recv-srtp.

commit eb7ce7f
Author: winlin <[email protected]>
Date:   Mon Mar 22 19:09:04 2021 +0800

    Threads-RECV: Reset the cache buffer when copy

commit 1235b33
Author: winlin <[email protected]>
Date:   Mon Mar 22 18:45:12 2021 +0800

    Threads-SEND/RECV: Bind handler to listener to support multiple ports.

commit 615da26
Author: winlin <[email protected]>
Date:   Fri Mar 19 18:52:11 2021 +0800

    Threads-SRTP: Use async encrypt SRTP packet

    1. Async SRTP support protect RTCP.
    2. Send packet ignore when encrypt size is 0.
    3. Callback to send packet if encrypt done.

commit a26b926
Author: winlin <[email protected]>
Date:   Fri Mar 19 18:43:08 2021 +0800

    Threads-SRTP: Use async encrypt SRTP packet

    1. Async SRTP support protect RTP.
    2. Send packet ignore when encrypt size is 0.
    3. Callback to send packet if encrypt done.

commit 56ffc28
Author: winlin <[email protected]>
Date:   Fri Mar 19 18:03:40 2021 +0800

    Threads-SEND: Support async send UDP packets

    1. Support async send UDP by SrsAsyncSendManager.
    2. Copy UDP packet by SrsAsyncUdpPacket.
    3. Support SrsUdpMuxSocket raw sendto.
    4. Config the async send by async_send.

commit b0800f5
Author: winlin <[email protected]>
Date:   Fri Mar 19 16:16:09 2021 +0800

    Threads-SRTP: Support async decrypt RTCP

    1. SrsAsyncSRTP support unprotect_rtcp packet.
    2. Extract on_rtcp_plaintext from on_rtcp.

commit 949c80e
Author: winlin <[email protected]>
Date:   Fri Mar 19 14:58:34 2021 +0800

    Threads-RECV: Change UDP recv max size from 6k to 1500 bytes.

commit 198dca5
Author: winlin <[email protected]>
Date:   Fri Mar 19 13:48:36 2021 +0800

    Threads: Merge recv and srtp consume to one timer.

commit 57b771a
Author: winlin <[email protected]>
Date:   Fri Mar 19 11:30:46 2021 +0800

    Threads: Refine variables and do dispose

    1. Rename packets to srtp or received packets.
    2. Add task dispose API, cleanup in future.
    3. If got packets before init AsyncSRTP, return error.
    4. Never free the SRTPTask, dispose it instead.

commit 9a05d24
Author: winlin <[email protected]>
Date:   Thu Mar 18 17:33:51 2021 +0800

    Threads: Support Circuit-Breaker to work in storms.

    1. Config the recv queue, drop packet if exceed.
    2. Config the high and critical threshold and pulse of water level.
    3. If critical water level, disable NACK and TWCC.
    4. If high water level, ignore for NACK insert and send.
    5. Support read the CPU of thread.
    6. Refine SrsPps to support r1s sample.

commit 1c90497
Author: winlin <[email protected]>
Date:   Wed Mar 17 13:53:55 2021 +0800

    Threads: Use coroutine to consume recv/srtp packets.

commit 957034e
Author: winlin <[email protected]>
Date:   Wed Mar 17 08:08:17 2021 +0800

    Threads: Use thread-local buffer for log

    1. Call SrsThreadPool::setup() in main(),or  each thread starting.
    2. Initialize the thread-local object in SrsThreadPool::setup().
    3. Change shared log buffer to thread-local.

commit 185359f
Author: winlin <[email protected]>
Date:   Tue Mar 16 20:29:35 2021 +0800

    Threads-RECV: Show the dropped packets pps.

commit 6fca411
Author: winlin <[email protected]>
Date:   Tue Mar 16 20:26:41 2021 +0800

    Threads-RECV: Drop received packet if exceed max queue size.

    1. Print the number of recv/srtp queue packets.
    2. Drop packet if exceed max recv queue size.

commit 9e554ca
Author: winlin <[email protected]>
Date:   Tue Mar 16 19:26:44 2021 +0800

    Threads: Support cpu affinity for threads.

    1. Config cpu_affinity in threads.
    2. Default to not set the cpu affinity.
    3. Support set by cpu range 0-63.

commit fa4c9f9
Author: winlin <[email protected]>
Date:   Tue Mar 16 11:42:32 2021 +0800

    Threads: Set the threads name display in top.

commit 1c6e941
Author: winlin <[email protected]>
Date:   Tue Mar 16 08:30:21 2021 +0800

    Threads-RECV: Refine the stat for SNMP UDP recv/error

    1. Remove the delta of _srs_snmp_udp_stat.
    2. Use _srs_pps_rloss for receive loss rate.
    3. Use _srs_pps_sloss for send loss rate.

commit 85ea39d
Author: winlin <[email protected]>
Date:   Mon Mar 15 22:51:58 2021 +0800

    Threads-RECV: Support dedicate thread to recv UDP packets.

    1. Use SrsUdpMuxSocket::raw_recvfrom to read, without ST.
    2. Start a UDP recv thread, to recv packets.
    3. Consume UDP packets in RTC server timer.

commit e3686a4
Author: winlin <[email protected]>
Date:   Mon Mar 15 21:15:28 2021 +0800

    Threads: Fix bug for SRTP and Log thread nanosleep.

commit 88165ba
Author: winlin <[email protected]>
Date:   Mon Mar 15 20:36:20 2021 +0800

    Threads-SRTP: Support decrypt RTP by async SRTP.

    1. Create dedicate thread for async srtp.
    2. SrsSecurityTransport use async srtp if config on.
    3. Cook SRTP packets in async srtp.
    4. Consume cooked SRTP packets in RTC server timer.

commit f068540
Author: winlin <[email protected]>
Date:   Sun Mar 14 21:39:36 2021 +0800

    Threads-SRTP: Config and add files for the async-srtp

    1. If configed the async srtp, use a new object.
    2. Allow sync and async srtp, by config.

commit 2367483
Author: winlin <[email protected]>
Date:   Sun Mar 14 22:11:02 2021 +0800

    Threads-Log: Refine stat for sync wait, in log thread.

commit 6a1d6a0
Author: winlin <[email protected]>
Date:   Sun Mar 14 18:43:54 2021 +0800

    Threads-Log: Remove dual queue for sys logs.

    1. It exists delay for multiple threads.
    2. There is overlay for cache of coroutine queues.
    3. Risk when other threads write logs.

commit 6ddbc5f
Author: winlin <[email protected]>
Date:   Sun Mar 14 18:30:23 2021 +0800

    Threads-Log: Refine comments for global variable.

    1. Dual queue for async logs, exists risk.
    2. Flush the logs is too slow, because it depends on logs and interval.

commit 6718c38
Author: winlin <[email protected]>
Date:   Sun Mar 14 10:42:09 2021 +0800

    Threads-Log: Refine dual queue for log thread.

    1. App/User controls the interval to flush coroutine-queue.
    2. Use srs_update_system_time to get time for log.
    3. Stat the thread sync in us, in SrsThreadPool.
    4. Change default interval for thread to 5s.

commit 37aee44
Author: winlin <[email protected]>
Date:   Sun Mar 14 08:55:17 2021 +0800

    Threads-Log: Support dual queue cache for async logs.

    1. Create dual queue, the coroutine queue and thread queue.
    2. The coroutine queue cache logs does not require lock.
    3. When need to flush, flush the logs from coroutine-queue to thread-queue.
    4. Finally, flush thread-queue to disk.

commit 4918160
Author: winlin <[email protected]>
Date:   Sat Mar 13 07:09:56 2021 +0800

    Threads-Log: Support thread-safe queue SrsThreadQueue.

    1. Wrap std::vector to thread-safe queue.
    2. Keep API compatible with std::vector.
    3. SrsAsyncFileWriter use thread-safe queue instead.

commit 3810f5f
Author: winlin <[email protected]>
Date:   Fri Mar 12 18:59:14 2021 +0800

    Threads-Log: Remove utest for reload log configs.

commit bf95fdf
Author: winlin <[email protected]>
Date:   Fri Mar 12 18:48:03 2021 +0800

    Threads-Log: Use thread to write and reopen logs.

    1. Remove support for reload log configs.
    2. Add config for thread pool cycle interval.
    3. Add config for log flush interval.
    4. Create a SrsAsyncLogManager to create writers.
    5. Create a SrsAsyncFileWriter to write file async.

commit 0cea382
Author: winlin <[email protected]>
Date:   Fri Mar 12 12:02:36 2021 +0800

    Threads-Log: Refine thread lock type to ERRORCHECK.

    1. Set lock attribute type to PTHREAD_MUTEX_ERRORCHECK.
    2. If dead lock, the pthread_mutex_lock return EDEADLK.
    3. We assert fail if lock failed.

commit 668c9c1
Author: winlin <[email protected]>
Date:   Fri Mar 12 08:45:10 2021 +0800

    Threads-Log: Run hybrid server in thread.

    1. Create thread when execute by thread pool.
    2. The primordial thread check all threads status.
    3. Have not complete the cleanup and stop.

commit 831b77b
Author: winlin <[email protected]>
Date:   Thu Mar 11 18:06:16 2021 +0800

    Threads-Log: Refine API and main workflow.

    1. Use SrsThreadPool to execute the hybrid server.
    2. Right now, directly run in primordial thread, that is no threads.
    3. Define the main APIs of SrsThreadPool.
@winlinvip winlinvip force-pushed the feature/threads branch 2 times, most recently from 899de3e to 8e5d2eb Compare May 7, 2021 03:47
@winlinvip winlinvip closed this May 7, 2021
@winlinvip winlinvip deleted the feature/threads branch May 7, 2021 10:04
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winlinvip commented May 7, 2021

Closed for Remark of #2188 (comment)

@winlinvip winlinvip added the TransByAI Translated by AI/GPT. label Jul 29, 2023
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Support Multiple-CPUs(or Threads) to improve concurrency.
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