2026网络空间安全一套基于AI的轻量级异常告警日志分析系统的设计与实现1.09-AI通过(论文+程序代码源码+数据库)定稿.zip

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2026-06-25
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网络空间安全基于AI的轻量级异常告警日志分析系统的设计与实现1.09-AI通过.docx(13.67 MB)
logAnalysis
- .cursor
- PURE_LLM_ARCHITECTURE.md(3.44 KB)
- docker-compose.logging.yml(2.12 KB)
- .DS_Store(6 KB)
- python-ai
  - test_llm_analysis.py(5.31 KB)
  - proto
    - ai_analysis.proto(718 B)
  - requirements.txt(114 B)
  - Dockerfile(1.12 KB)
  - models
    - scaler.joblib(807 B)
    - anomaly_model.joblib(78.85 KB)
  - generate_proto.py(1.42 KB)
  - .env.example(497 B)
  - src
    - ai_service.py(4.71 KB)
    - core
      - root_cause_analyzer.py(17.51 KB)
      - anomaly_detector.py(11.58 KB)
      - log_preprocessor.py(10.1 KB)
      - __pycache__
        llm_analyzer.cpython-312.pyc(46.23 KB)
      - llm_analyzer.py(41.47 KB)
    - proto
      - ai_analysis_pb2.py(2.98 KB)
      - ai_analysis_pb2_grpc.py(3.47 KB)
      - __init__.py(27 B)
- Makefile(6.5 KB)
- clear_data.sql(1.02 KB)
- html
  - index.html(645 B)
- __pycache__
  - test.cpython-312.pyc(31.88 KB)
  - test_api.cpython-312.pyc(35.31 KB)
- test.py(27.16 KB)
- go-backend
  - cmd
    - demo
      - main.go(5.38 KB)
    - server
      - main.go(403 B)
  - go.mod(2.28 KB)
  - .DS_Store(6 KB)
  - Dockerfile(402 B)
  - INTEGRATION_REPORT.md(10.6 KB)
  - internal
    - database
      - database.go(2.2 KB)
      - database_test.go(992 B)
    - repository
      - interfaces.go(4.2 KB)
      - postgres
        alert_rule_repository.go(1.53 KB)
        analysis_repository.go(6.68 KB)
        log_repository.go(3.85 KB)
        repository.go(388 B)
    - websocket
      - service.go(3.5 KB)
      - hub.go(4.61 KB)
      - client.go(3.81 KB)
      - README.md(8.85 KB)
    - cache
      - redis.go(1.91 KB)
    - grpc
      - client.go(8.88 KB)
      - README.md(3.4 KB)
      - client_test.go(3.93 KB)
    - config
      - config.go(4.29 KB)
      - grpc.go(1.73 KB)
    - alert
      - email_notifier.go(5.97 KB)
      - suppression.go(2.48 KB)
      - types.go(1.43 KB)
      - README.md(5.75 KB)
      - notification_manager.go(4.42 KB)
      - engine.go(6.86 KB)
      - dingtalk_notifier.go(4.25 KB)
    - integration
      - e2e_test.go(14.5 KB)
      - system_test.go(11.19 KB)
    - recovery
      - error_handler.go(15.79 KB)
    - optimization
      - performance.go(11.17 KB)
    - server
      - server.go(51.72 KB)
      - enhanced_server.go(11.52 KB)
      - server_test.go(7.01 KB)
    - models
      - log.go(5.29 KB)
    - parser
      - plaintext_parser.go(10.57 KB)
      - service.go(7.49 KB)
      - filebeat_parser.go(9.96 KB)
      - interfaces.go(1.84 KB)
      - parser_test.go(9.14 KB)
      - json_parser.go(9.97 KB)
      - manager.go(5.52 KB)
      - integration_test.go(5.25 KB)
    - queue
      - models.go(3.49 KB)
      - service.go(3.5 KB)
      - interfaces.go(1.95 KB)
      - redis_queue_test.go(3.57 KB)
      - README.md(7.88 KB)
      - log_analysis_processor.go(4.13 KB)
      - redis_queue.go(10.69 KB)
      - scheduler.go(7.16 KB)
    - service
      - service.go(1.86 KB)
      - log_service_test.go(4.46 KB)
      - alert_service.go(8.55 KB)
      - log_service.go(20.45 KB)
      - alert_rule_service.go(3.07 KB)
      - analysis_service.go(2.64 KB)
      - integration_test.go(4.76 KB)
      - alert_service_test.go(6.65 KB)
    - monitoring
      - metrics.go(12.23 KB)
      - middleware.go(2.36 KB)
    - handlers
      - alert_handler.go(7.3 KB)
    - logging
      - logger.go(11.94 KB)
  - go.sum(13.58 KB)
  - .dockerignore(20 B)
  - examples
    - alert_example.go(6.73 KB)
    - ai_integration_demo.go(4.98 KB)
    - websocket_example.go(8.41 KB)
    - queue_example.go(4.84 KB)
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      - c96cf626309347f2e2f78c95111ea4c52f842509f444ff328a45b6f8bd11a4aa-a(175 B)
      - c941e10275f7a7f26acdaaa5eabe2a10148d4a7f3447073dbb002846524a34e1-d(1.93 KB)
      - c9c9266a95ed179dbb400b4f8cced7b8854812cde7a8444e6e06d2b9514f2d77-a(175 B)
    - fc
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      - fdb3135672b46380d9929a9755c447a5732b01dbce9c408eaa1508d2c1a763e8-d(2.51 KB)
      - fda737f9f145598fdbdce0516570b85ace342933824f263dccf8456fcce17dd6-a(175 B)
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      - f27489e8d785586a4bbca361be7602758aae95fc700a242734abb130aee21ae9-d(3.3 KB)
      - f259022f39c153688e99b50898d49d45a7146c9c5b1ae17143c567ec82e42979-a(175 B)
    - f5
      - f56daa7b297a3e208d0c3787bf62a127202eac730f5c725d351fd44d97447851-d(4.22 KB)
    - e3
      - e3f8724f6e3ec684f51a5eaf871f632a1aefce39b3a92372f1f526039ea4c51d-d(1.93 KB)
      - e36d7c0f049c5f3af1c30d736a289ee8ff6069378dcbbeb147bc754a21879326-d(911 B)
    - cf
      - cf03ebe2731a41c6d2ccf260a046bf3ac5318b60de36c4de8b7e66ca430cd823-a(175 B)
      - cf2144c13950db316b7dc33d47b521ab07208c686e823888b99d9519128a76e8-a(175 B)
      - cfe3ee0a19341aecd94de6ce191fdc39ece1f89193645c5599f786993c77dcfa-d(787 B)
    - ca
      - ca8ee8021ee95e8c7b638cd41825761b11a1fe70a1fa6c918ab61f17319dcfae-d(1.48 KB)
    - e4
      - e493da714d4b77d417539d51ffda5c411a68d5b5c316fa624851ddef430fa2c6-d(622 B)
      - e466986d7b88659b47c32224654e3bc01b19ac7a852fb75b0c9f338e79c6a460-a(175 B)
    - fe
    - c8
      - c85209603ddc53f2d199ff50f685290b0378b62cb53dec03a4c64e5395b6d985-a(175 B)
      - c8548e5430dface361bd69a0f8e3fa02ecabc11e49b57f044e5e089239fcd9f2-d(7.05 KB)
    - fb
      - fb0600f690e8f59a6178b18df1364b419c3029b21801466e74ae6261f815c5a6-d(531 B)
      - fbaa9c31b95248a411861e2072d5c0922518d19fbf3f2cf83aab69bbfdbff089-a(175 B)
      - fb776200bfdbf269f2941db7788cfddb0b4e6f52dd748197bc986b64c89eec1d-a(175 B)
    - ed
    - c1
      - c1f1fc9c0b8bfcac1b43fe9a8f7b8a2fccb3453dd6e74485bb70179eb123a9bf-a(175 B)
      - c1e6f8cc5a5c84f7d9373a653492a6d10d0f304e3ebc86b9910a6744fb60bcfd-a(175 B)
    - c6
    - ec
    - 4e
      - 4e4ac0c4a66b1131756752d69542af27859dcb2bbc0c5576799b0dadb3df06c6-d(215 B)
      - 4e1bfaf889b1162e7fa14365a3ac5d25668347d1c19a1340cbeb9765b93ff3bf-d(729 B)
      - 4e0879853fea3ed88a6fe12f891f391b67fb3e365d9c1c39e40f873f3d4bc822-a(175 B)
    - 20
      - 20ea81bf0563c6cf49bb34a416512c9e5fe098c25190e9901abcfbff0294a651-d(260 B)
      - 20d58cb959b4e2c43fcc2a026a7f10790cb6dd9829a6fb5b70cb752f94b9d77f-d(292 B)
    - 18
    - 27
    - 4b
      - 4bc0cfb8fdfb2024194478473e109440ede80fafea46ee40c7dc5a0d48695e38-a(175 B)
    - 11
      - 118a1380b08f5df1154585b302373a9a23987fbddfed9513fae99d4256a23c87-d(709 B)
    - 7d
    - 29
    - 7c
      - 7ccb25e31529666c2cea522751726cfff30ab9f37bab8f7c16b3145f178d50d2-a(175 B)
      - 7c4cabb4a4015007e1f45a681b7f64ebb00a46d9759ff961e9c5c7d3066a3e88-d(10.65 KB)
      - 7c68578f07492cdf870ff3a4935f75609e16c5eb689b0d051977ea95eb8e5b41-a(175 B)
      - 7c65c981762262df42d4556b36346eb1329e771f9768d50bc28d9fab19de5c97-a(175 B)
      - 7c6024ee6947b6b787d28ba4dabdc72aa06eff6e793a0df97cec19ad81b95c1b-d(2.33 KB)
      - 7c28c8d992aeb9980a0fa4d18b452cf02dcc52e7397d042bda0aed67b038a15b-d(1.56 KB)
    - 16
    - 42
    - 89
      - 89085c360ce7dd1a3684583ec61569d3727a1ab268bddde566ab823cd5f18038-d(792 B)
    - 45
      - 45c546cecd4643ca9b15a3194dde745e54ddf2332ac2a82fec481faf4a612960-d(2.67 KB)
    - 1f
      - 1fad172d60d94f90482b828933c3eaaf0afa6b0bd7014bb75fbe2a0509f6c8ae-d(2.73 KB)
      - 1fcd75408017f8d28f0594e6e381aa9504f67aa7f4001c1d3559af08a20081d9-d(290 B)
      - 1fc89075850773a7be55ad4f1a549d4a664537ae2072a603f9cf8008e59feb31-a(175 B)
    - 73
      - 73b04f779dbc19366a0690e8f2e034d2463cb38b7cbbfa619237633288be7318-a(175 B)
      - 733cb7ac146661280173c3a0f2e24bcd2e8222ee9f51c535808f1468bfde44a8-d(398 B)
    - 87
      - 8781dd1fa19f139071cf3a1436d09faee6010ae9cead2aef0b0b450d6ee294c2-d(2.45 KB)
    - 80
      - 8003ce94680730aea9727019ada72fc96db90bc73ef11a23061a6fd6d4ffa6c6-a(175 B)
      - 8087f8a972e1edc345179b4ce2fe5b44d4bd652b541cfbd9a37c18ada6c53f73-d(2.54 KB)
      - 80b55695b6ae648c43b483cb075258fd67069435d39de843dd99cbf399115100-a(175 B)
    - 74
    - 1a
      - 1a8f099f5c20804f5adf4a64bd951ba0422642c55a8aea84083288a241e88b62-a(175 B)
    - 28
      - 280290350c234a8dd04f196d11e085cf2f0755397668fa9c10793c49cf8d007e-a(175 B)
      - 28d114e6df7e370b57039e27c2bfb826c1a1a951aeab99c2e096694ae6cf889d-a(175 B)
    - 17
    - 7b
      - 7b4212d0d0fb74133a85310acba38f9b78db87bfb119e9ec0898c09e30254617-d(16.24 KB)
    - 8f
      - 8f5fe13c0f2046059fbfd2c7fa8a858e6efc83ec466542601a1133147aa686ab-a(175 B)
    - 8a
      - 8af0748b65eb24e2e4a780d8f5cfc61ac7f11a86b82c3b897767f78f7f47a622-d(788 B)
    - 7e
    - 10
    - 19
      - 1974c8d0315e88b58768791969fb50673f98813e05ad089c3baa10149e6cc1b9-d(9.41 KB)
      - 196d659dbe5316114adc89fb803f65bddc8beb312b4975cf8ccdae091b924d79-a(175 B)
    - 4c
      - 4cc25eef115e3dbe5190d605c33b1e898d7673cf33931e2873008b69715d74ac-d(14.49 KB)
      - 4c2672a0c3f04642be2e803fcd94ba4bae0bd1f229ff0cb3e96edb07470dc741-d(830 B)
      - 4cf20a7061e45a11c5d0899460ec6c757137a73e4465af7274395eeaa2354965-a(175 B)
    - 26
      - 2658ab68b550c0062cd53a176c03b333ca619af1ee75d90d56f8997356898cd9-d(624 B)
      - 26b13f6ade583735eb878256f4a7ce70f7534dfd83f5527d8a5b9a569ed991e8-a(175 B)
      - 262edbf40c74a9abe5f665223359ff10dc8cc1a749091497489cb2b36ba3c591-d(2.85 KB)
      - 26a4e6c4e2b5237056820411817ae06fafc2fa0ff5f830fc420b86d1d61a2c6d-a(175 B)
    - 21
      - 21f25620215264b28c3708300323588bc67795da6a7c54ab7fd8dd7998f9ddca-a(175 B)
    - 4d
      - 4df553eba7c68eea918940f67bbd55c8441a1ed47852582eb19b1494836311b8-d(5.1 KB)
      - 4d04ff333a8c29283617ea51e99a4cdedd07d8f9984f81356587dd72dab3e568-a(175 B)
    - 75
      - 7564cd3156ca59d0d7443b474ea03b96508cb4b5849b51280a7967415d125631-a(175 B)
    - 81
      - 810708acf473abacf8c911b94cf7bcdcc286524052f2aadebbda3f1655bb96ed-a(175 B)
    - 86
      - 867c1c55ee30a9dbae857593cfe73c4a0b8a11ac4fdaab0e75c056db68bde81f-d(2.93 KB)
      - 86ff37bcd92775ecf774a38a10ae3a1603b9ede81ca16de80d9234f3885820d6-d(4.14 KB)
    - 72
      - 7269c7d38705fe1932a11ad9c7196f6c1ae75ce2d3577ffc775b02d68eac63ee-a(175 B)
      - 7233fa7cb12533628c8454e79411f625916f787baa601f0d8e52e6a650df8221-d(942 B)
      - 7266eb65e604c1f76f17cf88f73c19670ab7f3804a196c5c73c4a931bb94fc37-a(175 B)
      - 72f75da977f50c536b5e3c78c70ccb8a0926f90d753ab522915c432466eebe1c-a(175 B)
    - 44
      - 445571d4b50a35e27756b1cf5a79ef4548fe92da3e41169d4b8eb55c91da8c29-a(175 B)
    - 2a
      - 2a8f48266965c015b274663f152b61367ae99e8fa83a317ebbfe89a9e9a16c7b-d(2.16 KB)
      - 2a5b686f5b9b37a4f0d46eff90083af02558ff438a8c21fe264a68d8fcac853f-a(175 B)
      - 2a34d2d849da11ab5d13e212f907d2a3343a7ba9b996c9bc0eb3fc562fa4c21e-a(175 B)
      - 2ac2b34cf40e8a0e624e2642330753e2f47d4a276323be1dce7c7ee4bc40c8ce-a(175 B)
      - 2a0f37ddcf2c78ccfed73478f5eb029d7f0676686c58dfcac778ad43506939a1-a(175 B)
    - README(218 B)
    - 2f
      - 2fea6a525a861b3e5f16ff3dd78582f0a76cbbac970cb332a8bff4c240285210-a(175 B)
    - 43
    - 88
      - 883a6b23d4b3cf93fbfab3f74dd3254cee1d941204023f97b228788c2bd007fe-a(175 B)
    - 9f
      - 9f515eecca2880675a972653a37f4fa028d42f7a6f9bf25f58bf9c737a459504-d(962 B)
    - 6b
      - 6b3185d372a1bf7257dfa9f93291018eecaa16fc5f17e3db92a2d0264230686b-d(1.4 KB)
      - 6bb802c257fe60b66fc437cd0847d09d1a3201f8f3a86bf80b08c2144971effa-a(175 B)
      - 6bd5879cbfcea1018214929fcd6e12b3ab48ea7dc99a4f38e212827844faf9fe-a(175 B)
    - 07
      - 07b9ce267463a1e4a45c92f0cb0781e0e709d96b6a9b1bf769725dea302e08be-a(175 B)
      - 07acb2fb1bca7be36a5a0f4e9290c932b1ac33da9224667d5d64c0bd86e33f59-d(1.85 KB)
    - 38
      - 389da339650559f5092ecb6a375134c1a16e33ee7e59071ecb290773fa58b5e8-d(267 B)
      - 38453409180ffb7e9ce0cc182ec22c0cdf5b2d1b416de22570e77f3c50f39358-a(175 B)
      - 3886083207d75d85c33251b883e4a6f6f5dcc267dbfb8e88450d6dc051f03309-a(175 B)
    - 00
      - 00d856527a2fbf0d187ea4b3bb947f562c306d566fe3ad6c207c2c902aa05f9f-d(1.77 KB)
      - 00a5fcf54875754a4a30a90ce2a7e1dd5a8bfaede4c4cb6e8362d207a2d001b4-a(175 B)
      - 00fe8678a256b5277df490f9f0ea429728929d531de59de699040f01c19d47c1-a(175 B)
      - 002652a240e20f376134468874de61ab0f022a6dfa893fc4594975a6ef127ee3-d(761 B)
    - 6e
      - 6e4b411ee4b23633e32cbd31eff36b44583cf8afc877116739d40016bf75f06a-d(2.22 KB)
      - 6edcfa1d71146a6f11dfc6e2147f85bfedbba189617d6d267414a715bcb88fba-d(267 B)
    - 9a
      - 9a9b1de6a76719ef73abb517457d725721911439bd9e915e14b19eea05db4e20-d(331 B)
      - 9a87dd312677449ffc37eb7d3fc0daccb2eb7c62a6bb3271752ce33b828ea6df-a(175 B)
    - 36
      - 369d7e4fbffeb976581522beecfe7118377c83068445bc6e9ab0b8283d52fa87-d(2.72 KB)
    - 5c
      - 5cbc0c9b76dfc1a0d481839b97e8c4ac09cfe869ce7630e8fe3f9fcdc2968e4a-a(175 B)
    - 09
      - 09f6f084354bee1d9fce4469bac00c3079d02e48cac0b45f5213a74ee24f5710-d(1.58 KB)
      - 09d74390008429a3b4f1620512ce39804d18be94a6a96b768c11ab71e4ebb289-d(2.09 KB)
      - 09a0b1e4d8a564fd88aa26eb6c39d3482a232e4003a1bd41bcac1c4219385ff5-a(175 B)
      - 09150b5dfe11fc1ef98ab23005b5e2720e6867e9c4d01c1c1cebabca4a830c90-d(1.75 KB)
    - 5d
      - 5d172c1167b2a8259a26348d00fc6b40b1269b7be4261d537c0701a9a8868252-a(175 B)
      - 5d9567ebc98cd081d6e82c75a0d75e734fc39966cd7aa98cc76b651d6733ef34-d(3.19 KB)
    - 31
      - 31dc750559945477634611e79da67ff88764be17fef7d2f9d332f97b1a22f6f3-a(175 B)
      - 31a66db2e9503e33bfa4cfb64cb951bc198cc2c7dae44c66d57d5dd2738a735c-d(46.14 KB)
      - 31d7d222b642db73ee1ca70c919c46ac27bd8c8e501ed75ea39f389b9be211b1-a(175 B)
    - 91
      - 9158809b9ef3c1a98cecae63880fe032b1318da931ef2bcb170543f66ff626eb-d(2.92 KB)
      - 91ba4a911ece06f3d8ae353875762de9c967408f559c6a8d23f3adf277c815df-a(175 B)
      - 910b0bc2c0e9e8c0a5a37b0b8b48cb1fa97104c9233fa69872783523f6dcd796-a(175 B)
    - 65
      - 65f25d2ee5a9ed321704442872e97b8106277c29f74e7d6261dedc3cfc50479d-a(175 B)
      - 6526297594dc00dcf4a71697b96c4a9f24877a31c2dc4b9ee3ee6b23a0ab4dea-d(11.43 KB)
    - 62
      - 6259c565ec255f2b66a0d85ba548ad0bde9cd8f8721cb41ba6dadba08c16356d-a(175 B)
      - 62119e8a0290416470b629878948649cf95fa71061b23d8f9c8210e6908e2e2a-d(340 B)
    - 96
    - 3a
      - 3a7bb6cf1905ef2281294ad9f4e07684abf9c945a50e0751adc6db123d353afd-a(175 B)
    - 54
    - 98
      - 98c4349585a4868a3b28ff23200ea5f9628494c4c11969290075ca0dfdb44edf-a(175 B)
      - 98fa6eb43208f72f2cae794caa0a62dc9760a3e41acff8901e92f8ea176ac259-d(603 B)
    - 53
      - 5314f05e45fe5fc1cb387adca011ce48e24f2ebd6bafec80d9e214f568cea09c-d(2.32 KB)
    - 3f
      - 3f5d05229d37b75d32790612316d28aed7a8dfc57dae35a15c7ef4c98d20a8ef-a(175 B)
      - 3fbe482bbf1c3ec939e923ffeff08dd8d74984d14a6b9dca497a5161b1a5ae8b-a(175 B)
      - 3fe2a21b752e38c218d3692670ec4487fc260b674ccdeadc6a13468f850315c0-a(175 B)
    - 30
    - 5e
      - 5eb95592e99b8b101489c2609d964a46665cf8c0b32a8e62729ae8af261f7bca-a(175 B)
    - 5b
      - 5b91ac3fa9060e04822e121b0787295de91619f0437734ddde36c9e2ce09b20b-d(1.34 KB)
      - 5b12f6fc34b466964b40080b3677ed876946cbc749dedaf0342eeea549d37475-a(175 B)
    - 37
      - 37be8af87c667128f896abf1bb8f58fb862f83cdca815428cb315fbfd89fd885-d(446 B)
    - 08
      - 08459a529d39a89c0c836e476e2449cd5577fbf67f0029a5e536aa9f888e06bc-a(175 B)
    - 6d
      - 6d55beaa488c352bee68d30cfa8765dd15415318909b860d26a0c855fd7c52e8-a(175 B)
    - 01
      - 012eceeda9a94d4b6c39a3b0c3b6e2f4aa0ca875ef1ec1b1f6ea6ef4ea0a0f52-d(2.62 KB)
      - 0116f751d5290b4210339238b7428f497b83b12d479b19b425245b94bf6bd2b1-d(2.83 KB)
      - 0197e4201a09a99753fd91c5e7cca3caf8928dc8a596065ad878cff02106941a-d(1.97 KB)
    - 06
      - 0647053c0ce7008a7bca4b634572bbde60a84c74047e0d4d5b7a1af4c47ad386-a(175 B)
    - 6c
    - 39
    - 99
    - 52
      - 526c8aa6ae298423f888a1d567af7f5e52c2305ff979e01ec9baaf3778478f56-a(175 B)
      - 5241c419cb03234f6c26c697c2629a592719c6e10e1363091cf25ff4940b55f4-d(638 B)
      - 5290c533123244dabdb40e05cb15936cdd692c8fb5db4257b9afc61f31ac347c-a(175 B)
      - 52a93507c8bc7b745be47c546897f9b163f03f6a06bbc92a8ad9c9bd09cb8ed4-a(175 B)
    - 55
      - 552229dceeb3e6ddecd8a1c09c84fdc0287e081f196a1d34ae0582787a3ea0dd-d(371 B)
      - 5507212c44ec1d09654b121ccb83ef2682a2d24423e2a568ddb859993af00d28-d(5.18 KB)
      - 55ec8d04d296ac1f65e5e94443e0bf717394226f22c9e15408b9868385c51f15-d(948 B)
    - 97
    - 63
      - 63fbb6acc4a5c682c37fe6b19340f37ea23af1001091aa03cac5f8dc1aa56835-a(175 B)
    - 0f
    - 0a
      - 0aa1cd88ebc1e89007686fe049ccc9ea55a3829881f7e61ad66242ba71975b02-d(424 B)
    - 64
      - 648bb8ec92c2b75f78616198b34b7b7b859b76a3b06fd2f610efd13af6225201-a(175 B)
    - 90
      - 9087a7ddd1a21ec6a63b5cd8b6eb7b26ea4dd5e39687a0783fe12b641ad72c5d-a(175 B)
    - bf
    - d3
      - d3c2aa029ea53362f94d44414267cf505cdc1e653f63f205348572d56a295dd2-a(175 B)
      - d3da963162a14c6ff7b151460922b55c63e3e0e45cd8114ed2a88971eaa9eced-d(972 B)
      - d3f100c5eac40e8830f9589c5349a647b637d4c587830ef489d5d9b641552f1a-d(743 B)
      - d3db7ffe5076f6b0c68c13993ffcdcfc4fda9662acf0306372aaea756954250b-d(6.23 KB)
    - d4
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      - d4e7b98333993873949178cd1e65f88d9fc0f53d55c4cf3bcae304df31b543b9-d(540 B)
    - ba
      - ba4d9788610d7ae86028d17fcd657b59c197e0e292a36ae78aa873fc9245c947-d(879 B)
      - bae84f44d1abcdf30dcf20e4e3d8de392565f1b8e4395e14a69323b84f8b463a-d(445 B)
      - baae721eec63486173a82db4424df5895fccce322176e2ed1902faa4d26ac79f-d(779 B)
    - a0
      - a07f6796da11f23fe11b3fb0cb41638941078524d74d21dc069ef1f1a7a9ae39-d(1.69 KB)
      - a08488153949797ab29cf5e7aed731619a17a5c0f19ff527c4dcd9bfd1be838f-a(175 B)
    - a7
      - a7af1efaa5a845801fb375c658f1a945767eade7d5623c32c17b9636089c3d9c-d(1.61 KB)
      - a75b4768f977659da1f5a98325cb0898a979aac6d971165a3d1c2c6aff3368a1-d(2.19 KB)
    - b8
      - b875ab3a774cba07803208064d71683b0744b9c147c71822d99315bc6c83a3bd-a(175 B)
      - b8a33b29d47ff87bad03d4300e3db9ff6a88cd897f2df0180b406829d5366462-a(175 B)
    - b1
      - b1ab569d08cb6e6763d36a513f97a3c4ecdf7b60fa0a0ac1b3ee745774ffee59-a(175 B)
    - dd
      - dd0cf42b703e43001fd46335dc5409ee3a79e7472acbe0b8b2b36d142d89905d-d(2.9 KB)
      - dd1d1136a6d6b98f5d1c346eab686f371af066a59d87470f5c85ddd0acb033f0-a(175 B)
      - dd5c85dc800d0dd03c16ccfe1af0180a2d9a88719e68ff51cb99044efb77e3b6-a(175 B)
      - dd58fe9cc77ff04b879e211c1a014f5c8bea8a0785701628ef4ccdd642d4fde8-a(175 B)
    - dc
    - b6
      - b6231805d8a79e46ffe85b9323cc6f899abeebed64bf9ab745f5b5563c964fd0-a(175 B)
      - b669053c7387c445f25ee62714e66721e3a5b0c444310b3ac84d7a263d26be3b-a(175 B)
    - a9
      - a955d710de27c4b1d4c43217e6c4e66ca1687199021f8871e70b911a74ff5025-d(2.6 KB)
    - d5
      - d5e050264c0be6169a9d02367bf8c8ef8fbfb8b336572e3fc143529ab5220b00-a(175 B)
      - d58680698b39cc91edfb733cb6dfac462e48256b30f32ac43d20f4aae6b368d8-d(2.79 KB)
      - d544e71f73a47ccbfe86bba01f7d8306705487ee52d1666ddb4b2f74e6156f4e-a(175 B)
      - d5ac17a7e5b7702c6c79a3e62e07f1bf34f4bcaf146b8f1fc572d7ed251c6bba-d(2.01 KB)
    - d2
      - d2a750279fa0228718b535edfbba9d9cdfe2f80ca4330e9135a16e4e6c69fdcb-d(530 B)
      - d2f24887cf0fad72a4e98e91ff1d80f2f748678a929db04103f817de8a04acde-d(1.93 KB)
    - aa
    - af
      - afefdb5b6928520fc183c28b452226a821b51a5b290442177636e05ea2f74a90-a(175 B)
    - b7
      - b7bdfccca0dc6f5bb6bdd9bfdcb47f0bf97a4e4418dc32ca62621b7e660f3c22-a(175 B)
      - b7350e213aa14d2beab38ad1a16204719ce24843cb4a896715ed384b3423a2f9-a(175 B)
      - b7f38c88df5fe3c2de87625cd9672c5242782bb689fc29ec7a73fe76dc86d871-d(2.55 KB)
    - db
      - db802e8697cb63d7388ed7520a56de83064918ceee07793d204a4e523f701164-d(46.51 KB)
    - a8
      - a80f8c12ccdfae0498c75a4d0ca6bb27d1a4e63d2b069ae5fd53a3a59769af47-d(2.35 KB)
      - a892d5407d14bd19d137269bcff84e29c0b5ae32783f6678936f77f2b847f930-a(175 B)
      - a8513791f1439465bbec3cccb02f3fdf17a457185be12b199ad00fe7311a03b4-a(175 B)
      - a8bb9a79df279118d8b9d8ee2c75a5d7d5195a01beb2869e2e7ad48954a7c54d-a(175 B)
      - a8e2d3999f417ea6be241dc056787f0812fb56a0857af09ed24de87b3787ebcb-d(2.75 KB)
    - de
      - dedbc98bb510723e4f933401a8c839856e046d6c2e7c371a70f09c7662e2338c-a(175 B)
    - b0
      - b06dd25b128d2b9862851daa0342d06f4390ec82cc1cf71425213abe5a0db0a0-d(1.22 KB)
      - b0a2fbcb01237b7ac7138c491dc7a66c2d8dab342178270558fc3b92dce1a04b-a(175 B)
    - a6
      - a694d128971e5500b5898fb83fe3aa6d3fb72b4316e7756a0571dd6a90e0aeee-a(175 B)
    - b9
      - b9bef066a2c38e5c5b4ff63bbcbb67f3400e6735ef94d91df23bbed157542be0-d(3.11 KB)
      - b94f07c03734a13b6fc6146af01dd0466aa91e266f9e91b3674b4c7ce46860e2-d(6.22 KB)
    - a1
      - a1b27a06dde351088cd231bbd80a6a8b250718636a86ebc5e8285f7171134a5f-d(201 B)
    - ef
      - efbe6dd80dfb26295884fd2fe8feda5bd7e5c0a05c05ac8ba973fa355dd8354e-a(175 B)
      - efe4d9b16cf2dfe14ef568f91aff7add790d345ee8ebaa32b307587f34b40845-d(557 B)
      - ef1e1d7318f9f5fdf8587dad6ee944676d1314c9a23a3aea2777554d0fe71257-d(1.83 KB)
    - c3
      - c30c7406e98f2b98b3e0d2e9bdad052573865dd01ac197bbf000000e00d4f781-d(219 B)
      - c39fbcd0be9eae5c183f934d877f58761bc476dfb4407b3e950c74f3ae95912e-d(949 B)
    - c4
      - c46b08335a666b00a9eb096b5b3bd18e2870e6382a03ed20185f2e0d4ccfcba9-a(175 B)
    - ea
      - ea29257ffcae0849ff6904429554c94861ad8dc64edc093cb678699ad73bb850-d(333 B)
      - ea71a9f93a5ad07a50a3d59276e64a272aab7d051e1dc80fdae5af9affba60c9-a(175 B)
      - ea77dfc98da5cb9f861789b74e064e57a6c3c7d489e497f75acec8e570657507-a(175 B)
    - e1
      - e14b73067bf0b75dcda81350bd1040235568ef80b5517e588b792307f833197e-a(175 B)
    - cd
      - cd64c77fa17515abfd4009eafa5f352e64a1de3af65bb918be7a9761cb73cbbc-d(255 B)
      - cd2d0c7dd991d93056f1b3d49862af96068f3255e4cadb6f842fdfbc9b0009b9-a(175 B)
      - cd54f3bd1cc56f92d04ff335ed5843c078d05474f1e2b184f9bda0f048d7de8d-a(175 B)
    - cc
      - cc9e669b122e086a702c9451adef80183965aba78f5f693feed65713f3b217e6-d(533 B)
      - cc4c5f3036fc152831860ae7da1a4c5f9d8fb3af13e0d75e0cb36c1c7dc26781-d(703 B)
    - e6
      - e64b7902aec78322ab36126912df5700269f81a7ff0bedf28ba6def646e07c31-d(1.26 KB)
      - e6e8a782fd3af06532c0a85ec14367a292ca57ac035a49b9ecbc81b6395e5392-d(1.71 KB)
    - f9
      - f924beb991cf7c6376d669f0d64732f899d8d3b1c29b5d411875d47f0876a444-d(969 B)
      - f9c9afc848cf33bbb401dac75d99e468af221a5792b1736db4f9111332c01191-a(175 B)
      - f91c18f47195a370818e9b8f933ca558405ab58978c49a947fe77112fb0a2fd8-a(175 B)
    - f0
      - f0a2c66a888efddd80b1f3d59225e85d8238bb08d266580a8e93d30a176130fb-a(175 B)
      - f0aaa7fc77cf0768d2bff40736eb74f838fff2a43b4f34fa969bf1f40e4fd582-d(2.28 KB)
      - f0e64930a3d1c1fb3abb4352c2471a353b33114de0232837fbeac32839d744be-d(502 B)
    - f7
      - f724d7087d4f2a98ac5e09f314cc02f0cab89300dcb1364c0d07ebc973f47563-d(1 KB)
    - e8
      - e8fb25a579fcec090c3a91e84a452bc3180a222282702bb63307f41b0dd43c10-d(909 B)
      - e8647b23894289b42b14fab7b2ae7d3380307f8670f71df7a5114cb7971d6bad-a(175 B)
      - e81f15abd57a3bf03a70ae909d52e2fe0da3201c72d4711eca0471d2cf7202f2-d(3.35 KB)
      - e8c33944defe3ffada83fea2e2a82122caada477ae391cc7e15562f152e0a816-a(175 B)
    - fa
      - faa628cbb108e4cbdfc929ea858b1b7288a3f849752db2a16861cfb79c0c912c-d(1.38 KB)
    - ff
    - c5
      - c50f732634a104650853f3ba19637779c5645d0a01822b41a7753c2f7290c3f0-a(175 B)
    - c2
      - c2d56b5c32b1a69a794a07085f94e257f2eea94e27c6d618d185141c94c0c347-d(241 B)
    - f6
      - f6994ab8b368c66c26634fd183bae37d38a191f714d53184020838101d8af851-a(175 B)
      - f697dabedfa22182398d23272a2bf9485576acebe1cfcc5cd4539e6692398da1-d(2.24 KB)
      - f618b534d0b475f63d38a104520ac7f2ebdb85f85dfa092a8e38ee1740844f49-a(175 B)
    - e9
    - f1
      - f1516417763a071e53a2482e1a735cb520def418bddc79116d5e1f9a93bd8b12-a(175 B)
      - f1c48b9c5a98174bdce35a2a693550ddb0a660bc03df22bcf4b68b120cd22849-d(1.09 KB)
      - f1267f0bbf939dfb55e8b479980bdf2c77c867632fba39819ce4a34a7e49a2ff-a(175 B)
    - e7
      - e7709ef93e8663f8e2f95f499c34d3ba0c07a312d7256ed8659fb27a0837e349-a(175 B)
      - e707a647b22880ad125976b91284eb199986dab41e5ac495556a36ab4aa0c919-d(595 B)
    - cb
    - f8
      - f821e327ce9df6210e6d3bdba08cdd215c41da383fa336bfd7db85608e79d95d-a(175 B)
      - f87f0770d21db3486a2857647f25e55520ce2a0f2b3fd08d370ae2a989bc81ad-a(175 B)
      - f879093aa9b5a1862aba665400567bacc921a6957c140348850d966c7ef2a2ef-a(175 B)
    - ce
      - ce69241d0e6df3ba7e61f400871ab0da83b27dd992b272764f24bc65ed556b6b-a(175 B)
      - ceec5bdcbb69ac41449983e1858f0d8ac70d4c9b0572247c325b3b947513febc-a(175 B)
      - ce2e92e34ea9e54ce5c0e458695b44c1d7c011e3542aced914d580ac8d291680-d(749 B)
      - ced8c5c7841607fca70145363949a4a3a258182b6d93e586024c4e822d12f89d-d(267 B)
    - e0
      - e096879ed8685f5b39f3b62c5fae582d0208afd2f1b81c71b3731654ec545c10-a(175 B)
    - 46
    - 2c
      - 2ca1ba7ebf77faa4929c7c597747130e0bc0ebdb9a315baf2012783e36060147-d(2.41 KB)
    - 79
      - 79d3c581427a9b4dca6843f199c43cac0969f2b308c2d5dd5af11e2b63dc1a2d-d(447 B)
      - 79bf4ce4353f32b3fda8ed674fd20f88e57c5b6cbf8412967390408d16ade090-d(683 B)
    - 2d
      - 2d342634ce21e72f5224381ff5c7aa9343b5588f57205b89e7064afafd022613-d(1.82 KB)
    - 41
    - 83
      - 830669774a5fb3ad823fd5c0a9ea43aaeaa4cbd3af26b24ca01ff0616271adae-a(175 B)
      - 83e7b4cd5690b15e727bd53ad693a248fb7c1c17e5bd69d7f01dd5ac5940f1e7-d(358 B)
      - 83e39ae49c7bf625dcb593b036d78a8147346bec7e9e7fd3a37262de937d2d8d-a(175 B)
    - 1b
      - 1b500d9abe33d44be5e8a7306e02a62fe3095d790cf02efdeab8678cb27abd86-a(175 B)
      - 1ba3a6e81513c78a29321871332e3f320b2a9295265da22f3e024b808e9f7b4d-a(175 B)
      - 1b76a743ba8fc91496747f170b0c66bbe9165c95395f98944dd5ac4353d9de9e-d(2.63 KB)
    - 77
      - 7720aed5f21fbb26168ff69486c5a792bdd98ae1327653ace11cec17eae0fffa-a(175 B)
      - 77430f16a16e139a137fb7f6c73a9070fac98fc9804c01aeb225f102e26c104c-a(175 B)
      - 779c4e4871fb367d32d197b28066a5eb4b0d463b89edff6f2cbe3095d7b2e47f-a(175 B)
    - 48
      - 4897e05853d311cef9519706b9015f22c263799c9a38d13677c1a7637b2d127d-a(175 B)
      - 48eed929daa6ae682b74c66e3eb847bad84b32a2a9946d3f2b093ccaac321b50-d(784 B)
      - 48ebc6f9dfba73833fded10013b5e46b0f65a0aeb866022a965255d21c3752d5-a(175 B)
    - 70
      - 70d2761ccbb98243127d458ce9397eefca3997043f859c3e7801399c66dc6dd4-a(175 B)
      - 70a1fde4e537d558e9d3c32b1c896c5153b3f192d232f59c4ad21d5216ea752f-a(175 B)
      - 70f9926d49fbba6ce57be90a9b8cdf18d2137163e9ef245286a31880082f24db-a(175 B)
    - 1e
      - 1ec6a295081774c92c5957a5e9990fa59d1e31b81a538ac8bba4c65c7249e94f-a(175 B)
    - 84
      - 84953435f96b9bda506cdc3f23323138f1709a6e1560740aca432be0ae32431c-a(175 B)
    - 4a
      - 4a556e62e2f10e2c86c819da589dc6a407608cb577f8a87d395dfdb082d42af2-d(961 B)
    - 24
      - 24a9a29c9e184bbca35c4ac9d19e8e8f8d835d964b622b08fbf95ccbb62cc843-a(175 B)
    - 23
      - 235f80739a4eef994af9c7bf00332185bcd102dd8037671e1c493a12116a36bc-d(2.74 KB)
      - 23b1fba9c3148ac741a7b43bcc9877d821e7445e4b9148d0ade0fa57a511447a-a(175 B)
    - 4f
    - 8d
      - 8d9293d020a0d1c390541aeb81bb62771e4f8c406dcfe832748e75e504e73bf0-d(1.75 KB)
      - 8ddca494bdfb1218057d4b68de5fb0c861f637dd920a6040e935462b3facd4ad-d(553 B)
    - 15
      - 15af4280c5f753fbb8ea4d849d15704c268cf3293c73c51ea5060974b8737f49-a(175 B)
    - 12
      - 12dfb1b0c8dce7cf46f4fb4da896eb77a0565ec9a864b67a23cdfa78575f578c-d(2.11 KB)
    - 8c
      - 8c3a54e7a4c54bee7fe3d3c56b6fe9011b3337b53a6614b59f20fed93bb8a389-a(175 B)
      - 8c3109213fba6adb6bd4995c734ba91d654d7b8e6fc91a832ddc07e771524f3e-a(175 B)
    - 85
    - 1d
    - 71
      - 71d1d05ab284948e281dddf981dce8728aee47d378aa1b75129d53bbdbbb035f-d(1.88 KB)
      - 714db37887646dd7507d77461f32d54239883f38acde27b03f0b44ea0ef12829-a(175 B)
    - 76
      - 762bf3d21fc962685621e3bc34fb55d0102dfa126f50f88a7f61c2059612d1dc-d(2.97 KB)
      - 76ddd5ea24dcd0f6adb1c11e74dc053a5b7414515557a8822b620d3fb6abb3d6-d(2.14 KB)
      - 764a715830419f37f09dcbecbc5a4354f9034e8ddc9de8b2fe35833a165f435a-a(175 B)
      - 763dcee095fbbefac820e59a8d7ba47896b68512f5283b0fe9d1eef83438d83f-d(615 B)
      - 76ff77b04bc2d19bf747d51cf5eb79fdd3a9632773c2610336165ba60453f369-d(8.43 KB)
      - 7618931f5e97e3536cce7b265f57d478bb0a87aa9e50d5ab75be7e09de2b59ce-a(175 B)
      - 767a6be5a46c773ce289a2e2b4d1cc60ef1bbc151836ec998552e4bca5982a79-a(175 B)
    - 1c
      - 1c10cb286386ad94626ca9ff82d3d4238f3ad333b653d35c179c49c151f98e42-d(2.31 KB)
      - 1cd7ebaa91e4c69bd91f4da56a0e51d49d7515102f52f8a565287b066cc8921b-d(1.21 KB)
      - 1c147045f8e41b6bf87b80ad13d3cbdd3fe039313a9c195dda1c6bf97ba13a4f-a(175 B)
    - 82
      - 8250ddb0fec84a226393a48a6c3f733c5587fcf22297807fe37e32736d4abb93-d(358 B)
    - 49
    - 40
      - 40077b8dbb163d8df386287a3720ac19c44f2829d6fa4f8dce7e294db86d795e-a(175 B)
      - 403918475bcce574620a5518f9176065cf7d75e2846949bd8f42f8ae4d418e2f-d(669 B)
      - 40f99b79094cbcdd72abea9f6eaaa9e5aa87df381bd547609166efef11ad1448-d(548 B)
    - 2e
    - 2b
      - 2bca7d2abcf428883568f643d5547bed5e8383580464e3d0c1fcd5cb7b20ef7d-a(175 B)
      - 2bce42479fb2144918b5fe16c7a1811910111e26149aa9cc81d73f88a10fde70-d(507 B)
    - 47
      - 47c5293fb7c13a0ba7824f6a88a8485b9572aaf98bf61a77f826d44f9619f5ec-d(397 B)
    - 78
      - 78af2a786d0d27d3b0e889ca028d8741b752a929e58a3a943b80293581bb4b73-d(1.57 KB)
      - 785eae3c4dc77dd8ac4eb2c40f1bd7f6ecf37d5ebf02742dd99e106cc31daa04-a(175 B)
    - 8b
      - 8be4dc7b1cbf09843f2c0982571d41d3c6db642c855d1b34015cbcd31ae37bba-a(175 B)
    - 13
      - 13b46619ca139bb113b91a9ff7dcd771f439688be89a4a2fd5648cd472558829-d(3.84 KB)
      - 133c9cb283324ab340e65da6f9555d11dd681de5532579e4dd0ca0e6ae44aa73-a(175 B)
    - 7f
      - 7fdccc350005af9614f60e51df62f272213daa23bd3d47e5caf6d336d2468c79-a(175 B)
      - 7f121ebd04d69cd7c778e8a4c60c330e5b23edfb632bb8a68aee84b8ce9a7b02-a(175 B)
    - 7a
      - 7ac0f26687df516217ca8716cf52113b4275c587146bd8b5a5c6fc3e365905e6-a(175 B)
      - 7a6b623e878ff63afbe24b41bf328b8096d4dc213e9f6e3c7bc86a37ffb46339-a(175 B)
    - 14
      - 148adf4871a56cc6376c7a122db885c2dea646a0d0d2b8b8a0d044b2493ccdc3-d(417 B)
      - 14799ecb1ec1a7f335bcab69eec9db9685b5eb80c5c4794618ba55070bcb404e-a(175 B)
    - 8e
      - 8ef27162a4ea2d3dad519fdb7716e807f23f4ceeaea1aaa65613c562f8be599e-d(116.44 KB)
      - 8e2ff9e6f3d615ebe1e73f6a2fa887d4d93cdd6cd470ff102767db056864167a-a(175 B)
      - 8edc6f34006b48c444626f41ea5c1eef1dfe8bb0c00029da20c138f448826f10-d(1.36 KB)
      - 8e483f1a7b530a5d3c4d28c9f2b6855dc5c76d2a4e71bd74cb574e29c4684423-d(2.43 KB)
      - 8ecd102f8772f2ccec5e33eb4ea85ad2589b1b9ed9e6a6c75f82369af8fe7957-a(175 B)
      - 8ec4ea27deed81af5d9f2efe0f8fe4f3c51eb25568da05da37e702a9c107cdfe-a(175 B)
    - 22
      - 22299ad2cb157f6a48fcdd0d489e6e036a40bc04167a0f79a955ae5487177918-d(575 B)
      - 2235acf777c7a708650826a13908e971490370addad91f15608da8725fa6ac25-a(175 B)
      - 22d7b584e8ac52e3a09ef3e9893fd07cd11157c838a7e8ba39d7fd963bdf4ab8-d(463 B)
    - 25
      - 25c06384eeb45e7fe89ee476f8eab7c9fdb3cdfff32af8b3a7f8c5ab5611f331-a(175 B)
      - 25edd1d65cdba11cf542783139b06d35f9d520f5fcc90104dfbc3029b85474d4-a(175 B)
  - .env.example(955 B)
  - main(30.31 MB)
  - pkg
    - proto
      - ai_analysis.proto(718 B)
      - ai_analysis.pb.go(11.71 KB)
      - ai_analysis_grpc.pb.go(4.66 KB)
- start-logging.sh(881 B)
- README.md(7.6 KB)
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2026网络空间安全一套基于AI的轻量级异常告警日志分析系统的设计与实现1.09-AI通过(论文+程序代码源码+数据库)定稿.zip

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2026网络空间安全一套 基于AI的轻量级异常告警日志分析系统的设计与实现1.09-AI通过(论文+程序代码源码+数据库)定稿.zip

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