diff --git a/data/perf/scenario_2/dlt/2023-05May-31/response_time.csv b/data/perf/scenario_2/dlt/2023-05May-31/response_time.csv new file mode 100644 index 0000000000000000000000000000000000000000..96d24b1fbe140e1b0228da8c8cb1b4d4ec115c5e --- /dev/null +++ b/data/perf/scenario_2/dlt/2023-05May-31/response_time.csv @@ -0,0 +1,1001 @@ +action,record_type,record_uuid,size_bytes,num_endpoints,num_config_rules,num_constraints,num_sub_services,num_sub_slices,time_requested,time_replied,time_notified,exec_time,event_delay +get,device,67a2dbbc-af11-448b-9871-f40595152463,106245,9,89,,,,1685549898.8270626,1685549899.1570356,,0.3299729824066162, +delete,link,172901c7-3ad3-4896-8c9c-26ea736a27f4,741,2,,,,,1685549899.1597447,1685549901.4000366,1685549901.4010313,2.2402918338775635,2.241286516189575 +create,link,c25a0b64-52f4-4723-85dd-02f1f1968ad5,741,2,,,,,1685549901.400742,1685549903.6451468,1685549903.6403408,2.2444047927856445,2.2395987510681152 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+get,link,fff48345-6c85-40ed-b046-259c88a4fb63,741,2,,,,,1685550325.0110857,1685550325.0869427,,0.07585692405700684, +get,slice,7214273f-d6e2-45aa-8823-351e0fcbed0a,11601,2,5,3,2,1,1685550189.842916,1685550189.9880686,,0.14515256881713867, +create,service,067d1016-4276-4748-9d7e-da23688878ba,10031,2,5,3,,,1685550190.0054202,1685550192.4594104,1685550192.450144,2.4539902210235596,2.4447238445281982 +delete,device,eae2e076-cc7e-471e-b126-2fa4dbdeb4e0,15047,7,12,,,,1685550192.4607303,1685550194.8627717,1685550194.861983,2.402041435241699,2.4012527465820312 +get,device,bb8ffa57-2e61-4710-8c9a-83fc3008a56c,38445,38,20,,,,1685550194.8640776,1685550195.1844933,,0.320415735244751, +delete,slice,ed958540-eade-47ec-b6c6-dae77276e5f3,10018,2,5,3,1,1,1685550195.1872995,1685550197.5622098,1685550197.5633287,2.374910354614258,2.3760292530059814 +delete,service,6cff4c5f-a7bc-48fd-914f-51b9c29f7fa9,12014,2,5,3,,,1685550197.5628316,1685550199.9452746,1685550199.9422274,2.3824429512023926,2.3793957233428955 +get,service,84a4219f-235f-48d5-8e98-36b8676b2319,9909,2,5,3,,,1685550199.9454381,1685550200.0793972,,0.13395905494689941, +get,service,84a4219f-235f-48d5-8e98-36b8676b2319,10530,2,5,3,,,1685550537.681865,1685550537.8163795,,0.13451457023620605, +get,service,84a4219f-235f-48d5-8e98-36b8676b2319,10053,2,5,3,,,1685550976.5158894,1685550976.6455595,,0.1296701431274414, +delete,link,76a35cdc-834d-49c9-a1eb-603a961c9162,741,2,,,,,1685550200.080069,1685550202.3742437,1685550202.3719797,2.2941746711730957,2.2919106483459473 +update,device,ee8073f2-5d01-406a-9ca7-0b4dfcfab8e3,66154,9,56,,,,1685550202.4340265,1685550205.315744,1685550205.2941267,2.8817174434661865,2.860100269317627 +create,link,a9b843d7-7e23-453c-bf8b-4d981c6e7d3c,741,2,,,,,1685550207.759504,1685550210.0080879,1685550210.006342,2.2485837936401367,2.246837854385376 +delete,device,8b08d405-3a7d-41ca-9ff2-be1d6e56f80a,47972,6,46,,,,1685550210.0090597,1685550212.6639042,1685550212.605429,2.6548445224761963,2.5963692665100098 +delete,slice,7214273f-d6e2-45aa-8823-351e0fcbed0a,11601,2,5,3,2,1,1685550212.6643367,1685550215.043399,1685550215.0409577,2.3790624141693115,2.3766210079193115 +create,device,99deb416-cc4c-431d-b6f4-49d259892872,95732,21,79,,,,1685550215.101761,1685550218.2435155,1685550218.1674168,3.141754388809204,3.0656557083129883 +get,device,99deb416-cc4c-431d-b6f4-49d259892872,95732,21,79,,,,1685550218.243655,1685550218.5725539,,0.32889890670776367, +get,device,99deb416-cc4c-431d-b6f4-49d259892872,95732,21,79,,,,1685550263.292873,1685550263.555467,,0.26259398460388184, +create,slice,d462c4e3-9ab0-41a3-9cb5-2f4416f50e65,9721,2,5,3,0,0,1685550218.579319,1685550221.0739424,1685550221.0460505,2.4946234226226807,2.466731548309326 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+delete,link,9d373797-5465-4a7b-8fe9-00a75eae2c05,741,2,,,,,1685550235.574009,1685550237.8218057,1685550237.8172266,2.2477967739105225,2.243217706680298 +update,service,c6f2cd89-0ec1-4409-a4f0-d9ddb9f3655c,9962,2,5,3,,,1685550237.8273149,1685550240.3096385,1685550240.2769473,2.48232364654541,2.449632406234741 +update,service,c6f2cd89-0ec1-4409-a4f0-d9ddb9f3655c,10447,2,5,3,,,1685550408.9422677,1685550411.4200249,1685550411.3796568,2.477757215499878,2.4373891353607178 +create,service,4cf798e2-733b-4a43-8d9a-4d2236c2edbf,9214,2,5,3,,,1685550240.32103,1685550242.7189922,1685550242.7120397,2.3979623317718506,2.39100980758667 +create,device,c596e0aa-a810-4b87-9228-565ffef37fd1,88067,21,78,,,,1685550242.7785892,1685550245.7852278,1685550245.678774,3.006638526916504,2.9001848697662354 +create,link,ca9a630c-8fad-4ad5-9738-65b9a713e836,741,2,,,,,1685550245.785796,1685550248.049346,1685550248.0435586,2.263550043106079,2.2577626705169678 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+delete,link,ca9a630c-8fad-4ad5-9738-65b9a713e836,741,2,,,,,1685551015.89307,1685551018.12986,1685551018.1293013,2.2367899417877197,2.2362313270568848 +create,device,b38995b6-19c0-41ad-9a1c-911ecbb444d4,102470,43,79,,,,1685551018.1799223,1685551021.302297,1685551021.290002,3.1223747730255127,3.110079765319824 +delete,device,99c37cd3-fe36-477a-ae37-50a84b7152d7,24497,38,9,,,,1685551021.4998996,1685551023.8911805,1685551023.8884883,2.3912808895111084,2.3885886669158936 +create,service,121fde2b-12b1-492d-bed7-8551ff80fc5a,7374,2,5,3,,,1685551023.8964148,1685551026.3442597,1685551026.3275943,2.447844982147217,2.4311795234680176 +get,device,e5e07f20-e201-42c1-a0f3-664fa4b37c3c,32267,41,14,,,,1685551028.5951562,1685551028.799315,,0.20415878295898438, +get,device,e5e07f20-e201-42c1-a0f3-664fa4b37c3c,24989,14,18,,,,1685551428.683118,1685551428.8245769,,0.14145874977111816, +get,slice,659ad2b9-ca89-4f3b-80cb-b2fa70eb32ad,12602,2,5,3,2,1,1685551028.8039951,1685551028.8862698,,0.0822746753692627, +get,slice,659ad2b9-ca89-4f3b-80cb-b2fa70eb32ad,12602,2,5,3,2,1,1685551111.3892446,1685551111.5272472,,0.13800263404846191, +get,slice,659ad2b9-ca89-4f3b-80cb-b2fa70eb32ad,12602,2,5,3,2,1,1685551416.1608799,1685551416.3036513,,0.14277148246765137, +delete,link,f3030e24-e690-4576-a998-e8cfdaa80ce2,741,2,,,,,1685551028.8866866,1685551031.1678493,1685551031.1651049,2.281162738800049,2.2784183025360107 +delete,service,eb94453c-25bf-42ad-844c-f1efe9d0a328,9721,2,5,3,,,1685551031.1686692,1685551033.5381463,1685551033.537972,2.3694770336151123,2.369302749633789 +delete,device,b38995b6-19c0-41ad-9a1c-911ecbb444d4,102470,43,79,,,,1685551033.541072,1685551036.2581127,1685551036.2364743,2.717040777206421,2.6954023838043213 +delete,slice,e13fa9b6-2d18-411e-9c14-c61cb0a1ace5,8894,2,5,3,2,2,1685551036.2586908,1685551038.6314108,1685551038.6242833,2.3727200031280518,2.3655924797058105 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+update,device,0284f7fc-e39c-4a2d-b9b2-709bc0e64055,29417,19,19,,,,1685551051.0370154,1685551053.688657,1685551053.6770601,2.651641607284546,2.640044689178467 +update,device,0284f7fc-e39c-4a2d-b9b2-709bc0e64055,56537,46,32,,,,1685551141.7007034,1685551144.6188674,1685551144.5658343,2.918164014816284,2.86513090133667 +update,device,0284f7fc-e39c-4a2d-b9b2-709bc0e64055,77204,21,61,,,,1685551279.302443,1685551282.234411,1685551282.2067614,2.9319679737091064,2.904318332672119 +create,service,d4181362-0dc9-4ca8-b41a-06f9db25b4c9,7102,2,5,3,,,1685551053.6947224,1685551056.074875,1685551056.0680432,2.380152702331543,2.3733208179473877 +delete,service,d4181362-0dc9-4ca8-b41a-06f9db25b4c9,7102,2,5,3,,,1685551056.0752864,1685551058.3847814,1685551058.3828704,2.309494972229004,2.307584047317505 +delete,link,765a5057-1406-4923-947d-1a7239f41c1b,741,2,,,,,1685551058.455322,1685551060.7188358,1685551060.7176023,2.2635138034820557,2.262280225753784 +get,service,9d4c6848-4b70-48a5-a6d8-78c09acd1770,7316,2,5,3,,,1685551060.7189264,1685551060.8525856,,0.13365912437438965, +get,service,9d4c6848-4b70-48a5-a6d8-78c09acd1770,7316,2,5,3,,,1685551175.5684237,1685551175.707238,,0.13881421089172363, +get,service,9d4c6848-4b70-48a5-a6d8-78c09acd1770,7316,2,5,3,,,1685551215.9057274,1685551216.039598,,0.13387060165405273, +create,device,4c1bee88-fe05-4485-8e2a-e60f7889e7d7,113699,15,92,,,,1685551061.0801363,1685551064.2963126,1685551064.2389219,3.2161762714385986,3.158785581588745 +delete,slice,1cf5478b-ec90-499a-95a2-9fad913699ed,12087,2,5,3,2,2,1685551064.2982018,1685551066.698657,1685551066.693293,2.4004552364349365,2.3950912952423096 +create,slice,ed2d612d-ad79-4799-aab7-834fee76f306,7799,2,5,3,1,0,1685551066.7029934,1685551069.1012933,1685551069.0907578,2.3982999324798584,2.3877644538879395 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+delete,slice,97c0691f-9e69-4798-8fb2-65f6802f1d1d,10534,2,5,3,1,2,1685551122.052588,1685551124.4228058,1685551124.4226174,2.370217800140381,2.3700294494628906 +create,link,474fe471-5d27-4b7b-9cb1-e8295ed7ec95,741,2,,,,,1685551124.6793075,1685551126.9135673,1685551126.913234,2.234259843826294,2.23392653465271 +update,link,474fe471-5d27-4b7b-9cb1-e8295ed7ec95,741,2,,,,,1685551127.0482147,1685551129.2998757,1685551129.2938302,2.2516610622406006,2.2456154823303223 +update,link,474fe471-5d27-4b7b-9cb1-e8295ed7ec95,741,2,,,,,1685551343.1246603,1685551345.3745406,1685551345.3742745,2.249880313873291,2.2496142387390137 +update,link,474fe471-5d27-4b7b-9cb1-e8295ed7ec95,741,2,,,,,1685551726.857911,1685551729.102966,1685551729.1035395,2.2450549602508545,2.2456283569335938 +create,service,041f8439-8b83-4ec1-a095-05c3fde21822,11513,2,5,3,,,1685551129.310697,1685551131.757018,1685551131.746283,2.4463210105895996,2.4355859756469727 +get,link,474fe471-5d27-4b7b-9cb1-e8295ed7ec95,741,2,,,,,1685551131.7571328,1685551131.8260236,,0.06889081001281738, +delete,service,b20eeba9-3a19-4130-b0a7-13f1520790c6,10456,2,5,3,,,1685551134.342288,1685551136.6928432,1685551136.692328,2.350555181503296,2.3500399589538574 +create,slice,1f43294e-5952-4538-9073-9c9b1fcb1390,12182,2,5,3,2,0,1685551136.707601,1685551139.156556,1685551139.1492457,2.4489548206329346,2.4416446685791016 +update,link,ab43712d-900f-488c-ac48-880395bf52dc,741,2,,,,,1685551144.6201327,1685551146.864299,1685551146.8593445,2.244166374206543,2.2392117977142334 +delete,link,ab0a2537-843e-4791-bb67-4cfae09223dc,741,2,,,,,1685551146.8644767,1685551149.1518836,1685551149.1487336,2.2874069213867188,2.284256935119629 +create,link,afb6d250-a98a-4088-bcd5-63bea1e13123,741,2,,,,,1685551151.6820338,1685551153.9756095,1685551153.9255483,2.2935757637023926,2.2435145378112793 +get,device,a56a75be-fe66-4688-9fc7-91b60a51ef2a,67573,13,59,,,,1685551153.975702,1685551154.2987778,,0.3230757713317871, +create,device,376c39c4-9d47-40a8-b998-79c9c82ea21e,55992,7,49,,,,1685551154.3253698,1685551157.2650995,1685551157.216328,2.939729690551758,2.890958070755005 +create,slice,ef71a6d9-f2b1-48d1-885a-1502b7b10add,10357,2,5,3,1,1,1685551157.2704248,1685551159.7234683,1685551159.7073457,2.4530434608459473,2.4369208812713623 +delete,service,aec0c495-d56f-4212-8801-e192a345fdae,9117,2,5,3,,,1685551159.7240422,1685551162.0885694,1685551162.086151,2.3645272254943848,2.3621087074279785 +update,device,1d03df33-0ddb-4aff-82e3-622ecd9c8e40,109041,36,85,,,,1685551162.1503305,1685551165.3201864,1685551165.2788942,3.169855833053589,3.128563642501831 +delete,device,af25e5f0-f8b9-4ca8-85bf-4e829b7f425f,110912,14,94,,,,1685551165.3242235,1685551168.0332582,1685551168.0234919,2.7090346813201904,2.699268341064453 +delete,slice,1f43294e-5952-4538-9073-9c9b1fcb1390,12182,2,5,3,2,0,1685551170.6155791,1685551173.0285428,1685551173.028203,2.412963628768921,2.412623882293701 +get,slice,3a0a64c6-88ef-4d25-ac3b-b57daf8b18ad,9795,2,5,3,1,0,1685551173.030902,1685551173.1619985,,0.13109660148620605, +get,slice,3a0a64c6-88ef-4d25-ac3b-b57daf8b18ad,9795,2,5,3,1,0,1685551352.5497074,1685551352.6810014,,0.13129401206970215, +create,service,933510c4-fb08-46d3-9600-7a28e228b8d5,8241,2,5,3,,,1685551173.1667125,1685551175.5683215,1685551175.5525565,2.401608943939209,2.3858439922332764 +delete,service,491ad418-1d73-4876-999c-de4920311f14,8225,2,5,3,,,1685551175.7079546,1685551178.014199,1685551178.0138419,2.306244373321533,2.305887222290039 +delete,link,afb6d250-a98a-4088-bcd5-63bea1e13123,741,2,,,,,1685551178.0145624,1685551180.25144,1685551180.246041,2.236877679824829,2.231478691101074 +create,slice,cf38d9ce-7eb4-4074-aa11-a5443d596f72,10439,2,5,3,1,1,1685551180.257205,1685551182.7112312,1685551182.6993806,2.454026222229004,2.4421756267547607 +update,service,681e1b10-7724-40b8-a396-916e7359b7cd,10397,2,5,3,,,1685551182.7246606,1685551185.1710958,1685551185.1658485,2.4464352130889893,2.441187858581543 +delete,slice,bb5a8ae3-8749-4939-97b8-5f680f05fb46,9655,2,5,3,2,0,1685551185.171763,1685551187.5456827,1685551187.5453153,2.373919725418091,2.3735523223876953 +get,device,fd95a500-09e9-4a5f-b2ab-e79c3f81cffb,106217,11,92,,,,1685551187.6799996,1685551187.9345164,,0.2545168399810791, +get,device,fd95a500-09e9-4a5f-b2ab-e79c3f81cffb,106217,11,92,,,,1685551297.5274222,1685551297.88445,,0.3570277690887451, +get,device,fd95a500-09e9-4a5f-b2ab-e79c3f81cffb,106217,11,92,,,,1685551726.5310822,1685551726.8569076,,0.32582545280456543, +update,slice,ef71a6d9-f2b1-48d1-885a-1502b7b10add,9156,2,5,3,0,0,1685551187.9425037,1685551190.348355,1685551190.3418138,2.405851364135742,2.3993101119995117 +delete,device,b522fa4b-ead4-4e0e-998f-5590367daacd,33037,2,31,,,,1685551193.2525976,1685551195.7644157,1685551195.7466073,2.5118181705474854,2.4940097332000732 +create,link,e6823019-59c8-48e7-8bcb-618d78665657,741,2,,,,,1685551195.7650208,1685551198.0152738,1685551198.0139916,2.2502529621124268,2.2489707469940186 +create,service,58f28406-9b65-4299-932e-8ae7e00d3904,9549,2,5,3,,,1685551198.026738,1685551200.4679391,1685551200.4674664,2.4412012100219727,2.4407284259796143 +create,device,4f0b1639-7122-4534-a9ab-699ce8ae7618,35559,38,18,,,,1685551200.484419,1685551203.1215374,1685551203.1117747,2.637118339538574,2.6273555755615234 +get,link,d84ff26e-fdbc-44db-bc2a-7e2367eb96b5,741,2,,,,,1685551205.3660128,1685551205.436529,,0.07051610946655273, 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+update,device,4c1bee88-fe05-4485-8e2a-e60f7889e7d7,100791,7,95,,,,1685551210.2784705,1685551213.4280608,1685551213.348967,3.149590253829956,3.0704965591430664 +update,service,67113fa5-aaa7-49ae-bc4f-12876c7ed46f,11410,2,5,3,,,1685551213.439256,1685551215.9055998,1685551215.8961265,2.466343879699707,2.4568705558776855 +update,service,67113fa5-aaa7-49ae-bc4f-12876c7ed46f,11164,2,5,3,,,1685551345.381415,1685551347.8626506,1685551347.842848,2.4812357425689697,2.461433172225952 +delete,slice,eb68b280-9e62-42d8-ba6b-2a5f80ec9762,10675,2,5,3,0,2,1685551216.0405622,1685551218.4098673,1685551218.4010494,2.36930513381958,2.360487222671509 +create,device,02c68b2c-4208-4918-93d8-e5ec14de64b4,73302,18,63,,,,1685551218.450173,1685551221.3762248,1685551221.3207505,2.9260518550872803,2.870577573776245 +delete,link,e6823019-59c8-48e7-8bcb-618d78665657,741,2,,,,,1685551221.3766782,1685551223.6295578,1685551223.626885,2.2528796195983887,2.250206708908081 +delete,device,4f0b1639-7122-4534-a9ab-699ce8ae7618,35559,38,18,,,,1685551223.6315763,1685551226.138714,1685551226.1292768,2.5071377754211426,2.4977004528045654 +update,slice,ed2d612d-ad79-4799-aab7-834fee76f306,10934,2,5,3,1,1,1685551226.1448503,1685551228.5926435,1685551228.584484,2.4477932453155518,2.439633846282959 +create,slice,ade47eb3-a986-491e-bb68-7393ae428868,11289,2,5,3,1,0,1685551228.5985856,1685551231.0482337,1685551231.0459278,2.449648141860962,2.4473421573638916 +create,link,03ca7f44-b8be-4ddf-9177-83ecfa329843,741,2,,,,,1685551231.0500784,1685551233.3036618,1685551233.299119,2.2535834312438965,2.2490406036376953 +delete,service,58f28406-9b65-4299-932e-8ae7e00d3904,9549,2,5,3,,,1685551233.3041143,1685551235.716602,1685551235.716265,2.412487745285034,2.4121506214141846 +get,slice,ed2d612d-ad79-4799-aab7-834fee76f306,10934,2,5,3,1,1,1685551235.7167494,1685551235.8618379,,0.14508843421936035, +get,slice,ed2d612d-ad79-4799-aab7-834fee76f306,10934,2,5,3,1,1,1685551249.9623713,1685551250.0416787,,0.07930731773376465, +get,device,4989d9ae-43e0-4110-8b25-11b168b541a3,49773,30,33,,,,1685551235.8621478,1685551236.0823028,,0.2201550006866455, +update,device,c9df9a12-949c-4fd0-bb96-718a179dbb7b,107977,39,87,,,,1685551238.601285,1685551241.784927,1685551241.6374726,3.1836419105529785,3.0361876487731934 +delete,link,03ca7f44-b8be-4ddf-9177-83ecfa329843,741,2,,,,,1685551241.785569,1685551244.1250288,1685551244.1309018,2.3394598960876465,2.3453328609466553 +create,device,9475a253-069e-4891-869e-b33cd8f1e0ac,88806,3,81,,,,1685551244.1850367,1685551247.155644,1685551247.1181893,2.970607280731201,2.933152675628662 +create,service,b375fe03-fe5a-4f26-8758-a2d5a4fa9c72,10077,2,5,3,,,1685551247.1613724,1685551249.6255748,1685551249.614613,2.464202404022217,2.4532406330108643 +get,device,376c39c4-9d47-40a8-b998-79c9c82ea21e,55992,7,49,,,,1685551249.7607484,1685551249.9618976,,0.20114922523498535, +update,service,752530af-28c0-49fc-b448-7d07219a0950,10365,2,5,3,,,1685551252.2859185,1685551254.846995,1685551254.768498,2.5610766410827637,2.482579469680786 +update,service,752530af-28c0-49fc-b448-7d07219a0950,8791,2,5,3,,,1685551276.8495903,1685551279.2670283,1685551279.2268806,2.41743803024292,2.3772902488708496 +update,service,752530af-28c0-49fc-b448-7d07219a0950,8805,2,5,3,,,1685551724.1486356,1685551726.5309641,1685551726.525823,2.382328510284424,2.377187490463257 +delete,slice,b19ee639-29c1-465c-a1be-6dccb456ee68,12393,2,5,3,2,0,1685551254.8474452,1685551257.2675445,1685551257.2595348,2.4200992584228516,2.4120895862579346 +create,slice,cc0e831a-b232-48ae-8cce-92ea8fe7795f,9459,2,5,3,2,1,1685551257.2752502,1685551259.7326071,1685551259.7221115,2.4573569297790527,2.4468612670898438 +delete,service,08a939f5-96c5-4cf5-9600-8dda7db9540b,8674,2,5,3,,,1685551259.7331388,1685551262.0980496,1685551262.090705,2.364910840988159,2.3575661182403564 +create,link,dc782406-81bc-48c3-a691-757af32e3fe2,741,2,,,,,1685551262.0986078,1685551264.3458612,1685551264.3417497,2.24725341796875,2.2431418895721436 +get,link,c1c6862c-53a9-4c2e-b7ed-48c924dbbe75,741,2,,,,,1685551264.345956,1685551264.4159586,,0.07000255584716797, +delete,device,4c1bee88-fe05-4485-8e2a-e60f7889e7d7,100791,7,95,,,,1685551264.4182336,1685551267.1158817,1685551267.0873792,2.697648048400879,2.6691455841064453 +delete,service,121fde2b-12b1-492d-bed7-8551ff80fc5a,7374,2,5,3,,,1685551267.1191592,1685551269.424344,1685551269.4240496,2.305184841156006,2.3048903942108154 +update,link,251c4999-632c-4540-aabb-1f1f1d389f61,741,2,,,,,1685551269.424924,1685551271.6607769,1685551271.6599889,2.2358529567718506,2.23506498336792 +get,slice,e42f303b-aeb8-4bbf-8c50-0bb86f9053c1,12241,2,5,3,2,0,1685551274.1123211,1685551274.2550733,,0.14275217056274414, +create,link,539ad2ef-e175-4086-99a0-fa0163f268ad,741,2,,,,,1685551274.2571764,1685551276.497076,1685551276.4918675,2.2398996353149414,2.2346911430358887 +get,device,329e4372-2a63-40b9-8648-33a673ab8362,59081,5,51,,,,1685551276.4984086,1685551276.7681234,,0.2697148323059082, +get,device,329e4372-2a63-40b9-8648-33a673ab8362,59081,5,51,,,,1685551367.486235,1685551367.7631238,,0.2768888473510742, +get,device,329e4372-2a63-40b9-8648-33a673ab8362,59081,5,51,,,,1685551482.1461987,1685551482.416746,,0.27054715156555176, +get,service,933510c4-fb08-46d3-9600-7a28e228b8d5,8241,2,5,3,,,1685551276.7685475,1685551276.8460364,,0.07748889923095703, +create,slice,ad536e1a-4519-4493-a330-8f3a53a15a3b,11438,2,5,3,1,2,1685551282.2418928,1685551284.6982098,1685551284.6855793,2.4563169479370117,2.4436864852905273 +get,link,ab43712d-900f-488c-ac48-880395bf52dc,741,2,,,,,1685551284.6994898,1685551284.7696915,,0.07020163536071777, +delete,link,ab43712d-900f-488c-ac48-880395bf52dc,741,2,,,,,1685551284.770334,1685551287.006848,1685551287.001667,2.236514091491699,2.231333017349243 +delete,device,33089993-aeef-4d8c-ad60-5189a221e9f8,87416,17,75,,,,1685551287.009883,1685551289.735129,1685551289.7299073,2.7252461910247803,2.720024347305298 +create,service,0f5073d4-0741-45e8-8337-d99ed4d0ecc1,9596,2,5,3,,,1685551289.7417798,1685551292.204548,1685551292.19842,2.462768077850342,2.4566402435302734 +delete,slice,4a316935-9f81-40e2-8878-37199401e6dd,10978,2,5,3,2,2,1685551292.2050424,1685551294.576025,1685551294.56895,2.3709826469421387,2.3639075756073 +create,device,2275c9d6-6168-4b3f-8951-ef62ae0548f3,63552,21,48,,,,1685551294.6120334,1685551297.5272439,1685551297.4985523,2.915210485458374,2.886518955230713 +delete,link,222ed7f2-09a2-4e77-bf8c-695277d91ebc,741,2,,,,,1685551297.8856313,1685551300.1310863,1685551300.1249862,2.245455026626587,2.2393548488616943 +create,link,1c444dcf-db18-433f-944d-f73dc1978115,741,2,,,,,1685551300.1316469,1685551302.3709228,1685551302.3630373,2.2392759323120117,2.2313904762268066 +create,service,d7fa2455-534b-472e-95c5-89ceed522ece,9703,2,5,3,,,1685551302.3772166,1685551304.8190904,1685551304.8122375,2.441873788833618,2.435020923614502 +delete,device,a56a75be-fe66-4688-9fc7-91b60a51ef2a,67573,13,59,,,,1685551309.542323,1685551312.185087,1685551312.1341443,2.64276385307312,2.5918211936950684 +create,slice,cd1ec95b-61af-469f-91a4-fdf9caa984f3,9615,2,5,3,1,0,1685551312.1917393,1685551314.623874,1685551314.6236322,2.4321346282958984,2.4318928718566895 +delete,service,9f96269c-7083-410f-bc64-0cacfc81c168,10158,2,5,3,,,1685551314.6244392,1685551317.0001547,1685551316.9948077,2.375715494155884,2.370368480682373 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+delete,link,610fb821-120d-4846-a650-194e83c8222a,741,2,,,,,1685551401.346585,1685551403.610023,1685551403.6096816,2.2634379863739014,2.263096570968628 +get,service,681e1b10-7724-40b8-a396-916e7359b7cd,10397,2,5,3,,,1685551403.610138,1685551403.8087847,,0.19864678382873535, +delete,slice,872e88d0-6974-4446-92e7-df91712483d2,8372,2,5,3,0,1,1685551403.8098118,1685551406.1561592,1685551406.1559658,2.3463473320007324,2.346153974533081 +create,slice,66b71048-a49f-425b-b03b-82cd89c07e9e,10528,2,5,3,1,0,1685551406.1625793,1685551408.6758769,1685551408.6188529,2.5132975578308105,2.4562735557556152 +create,device,520d566f-dba1-4f5d-977f-93f66bf63dcd,47097,29,31,,,,1685551408.706491,1685551411.5138757,1685551411.4604747,2.807384729385376,2.753983736038208 +create,link,8845bb56-7159-4482-a5ea-4cc28deabca2,741,2,,,,,1685551411.5216057,1685551413.7718976,1685551413.7714977,2.2502918243408203,2.249891996383667 +update,slice,ad536e1a-4519-4493-a330-8f3a53a15a3b,8762,2,5,3,2,0,1685551413.777119,1685551416.1607318,1685551416.1513839,2.383612871170044,2.37426495552063 +create,service,22ba0737-ff9c-4f6a-9817-e45826b18ab4,9339,2,5,3,,,1685551416.3144727,1685551418.7649317,1685551418.7561243,2.4504590034484863,2.4416515827178955 +delete,service,22ba0737-ff9c-4f6a-9817-e45826b18ab4,9339,2,5,3,,,1685551418.767797,1685551421.150421,1685551421.148976,2.3826239109039307,2.381179094314575 +create,slice,b6d976ba-b9e4-4572-9050-33a39ab33373,9184,2,5,3,1,2,1685551421.1553304,1685551423.6168668,1685551423.606809,2.461536407470703,2.4514784812927246 +get,link,1c444dcf-db18-433f-944d-f73dc1978115,741,2,,,,,1685551423.6169405,1685551423.7620525,,0.1451120376586914, +delete,device,29307113-40ef-4c18-9868-4efc15177df9,21494,24,11,,,,1685551423.7633336,1685551426.1448393,1685551426.142926,2.3815057277679443,2.3795924186706543 +get,service,66c43203-5031-4330-b8d5-f591c91330e8,10707,2,5,3,,,1685551428.551451,1685551428.68272,,0.13126897811889648, +create,device,665d2a49-404e-4216-9b3a-7047dcdd6fa6,36676,33,21,,,,1685551431.0611787,1685551433.730532,1685551433.7121716,2.6693532466888428,2.6509928703308105 +delete,link,05a46953-3672-4de5-ab94-cdb88627b3aa,741,2,,,,,1685551433.7308397,1685551435.9798548,1685551435.9711676,2.2490150928497314,2.240327835083008 +delete,slice,0e8a1e08-b8e0-43a9-bf5f-3a057e952792,10181,2,5,3,2,0,1685551435.981311,1685551438.343563,1685551438.3432102,2.3622519969940186,2.3618991374969482 +create,link,093496a1-14d3-4fb3-813b-8576d9d8023a,741,2,,,,,1685551438.4792423,1685551440.715077,1685551440.7147005,2.2358345985412598,2.2354581356048584 +create,service,67c4f4bb-4833-482f-a46f-825748cb69d5,10273,2,5,3,,,1685551440.7198515,1685551443.2150211,1685551443.203488,2.4951696395874023,2.4836366176605225 +update,device,520d566f-dba1-4f5d-977f-93f66bf63dcd,93414,29,74,,,,1685551445.7242947,1685551448.7525005,1685551448.6739976,3.0282058715820312,2.9497029781341553 +update,device,520d566f-dba1-4f5d-977f-93f66bf63dcd,38034,3,33,,,,1685551685.7061577,1685551688.4453049,1685551688.3847296,2.739147186279297,2.678571939468384 +delete,service,66c43203-5031-4330-b8d5-f591c91330e8,10707,2,5,3,,,1685551448.7534246,1685551451.1153271,1685551451.1178272,2.3619024753570557,2.3644025325775146 +delete,slice,cd1ec95b-61af-469f-91a4-fdf9caa984f3,9615,2,5,3,1,0,1685551451.1166975,1685551453.4764392,1685551453.4727309,2.359741687774658,2.3560333251953125 +get,slice,b6d976ba-b9e4-4572-9050-33a39ab33373,9184,2,5,3,1,2,1685551455.9330268,1685551456.0872097,,0.15418291091918945, +get,service,9fb249dd-ed50-424f-baaa-44e906102f3e,9371,2,5,3,,,1685551456.0882487,1685551456.2147367,,0.12648797035217285, +get,service,9fb249dd-ed50-424f-baaa-44e906102f3e,9371,2,5,3,,,1685551647.5005345,1685551647.6353772,,0.1348426342010498, +get,service,9fb249dd-ed50-424f-baaa-44e906102f3e,9371,2,5,3,,,1685551756.5626974,1685551756.6952853,,0.13258790969848633, +create,device,441dc39a-4fb6-4fe7-afdb-b5387ccece11,92387,9,84,,,,1685551456.2650208,1685551459.2976942,1685551459.2760427,3.0326733589172363,3.011021852493286 +create,service,1dc9b5c8-2e91-410c-af1e-4b69f4798b42,7643,2,5,3,,,1685551459.3023474,1685551461.6776984,1685551461.6770647,2.3753509521484375,2.3747172355651855 +create,slice,0b5528f9-4716-44a2-a7f8-8aade21c819a,9640,2,5,3,0,0,1685551461.7551732,1685551464.1901138,1685551464.1862717,2.4349405765533447,2.431098461151123 +delete,link,251c4999-632c-4540-aabb-1f1f1d389f61,741,2,,,,,1685551464.1911597,1685551466.4691703,1685551466.4678392,2.278010606765747,2.276679515838623 +create,link,e9250f5c-3238-441f-b34a-51d741457eda,741,2,,,,,1685551466.814294,1685551469.0652487,1685551469.0551445,2.2509546279907227,2.2408504486083984 +update,service,041f8439-8b83-4ec1-a095-05c3fde21822,7956,2,5,3,,,1685551469.069817,1685551471.4531906,1685551471.4487004,2.383373498916626,2.3788833618164062 +update,link,c1c6862c-53a9-4c2e-b7ed-48c924dbbe75,741,2,,,,,1685551471.453501,1685551473.7077916,1685551473.706688,2.2542905807495117,2.2531869411468506 +update,device,7a90dab6-97dc-4399-a013-d1ded9787446,119192,25,99,,,,1685551473.7676573,1685551477.007575,1685551476.9409497,3.239917755126953,3.173292398452759 +delete,device,bb8ffa57-2e61-4710-8c9a-83fc3008a56c,41188,7,33,,,,1685551477.0100918,1685551479.5514452,1685551479.538106,2.541353464126587,2.5280141830444336 +get,service,0f5073d4-0741-45e8-8337-d99ed4d0ecc1,10369,2,5,3,,,1685551479.5516057,1685551479.6881313,,0.13652563095092773, +create,service,708b1d3a-57d7-41dd-a50b-86139b08abeb,10476,2,5,3,,,1685551479.6934772,1685551482.1460896,1685551482.1338885,2.4526124000549316,2.440411329269409 +create,link,fcd32754-70fc-4248-ac3a-93021cd7eeb1,741,2,,,,,1685551482.491718,1685551484.7488306,1685551484.7438219,2.257112503051758,2.252103805541992 +delete,service,1dc9b5c8-2e91-410c-af1e-4b69f4798b42,7643,2,5,3,,,1685551484.749331,1685551487.0913365,1685551487.0907423,2.342005491256714,2.3414113521575928 +delete,slice,256915b4-c08b-4db0-a87f-692a25b85c96,10346,2,5,3,0,2,1685551489.3390987,1685551491.7245421,1685551491.7234902,2.3854434490203857,2.3843915462493896 +update,slice,66b71048-a49f-425b-b03b-82cd89c07e9e,8686,2,5,3,0,2,1685551491.7371907,1685551494.125984,1685551494.1215317,2.3887932300567627,2.38434100151062 +create,slice,b1757bb8-9a2d-4269-bbeb-2935606c4685,8733,2,5,3,0,2,1685551494.1316025,1685551496.5297823,1685551496.5182037,2.398179769515991,2.386601209640503 +update,device,441dc39a-4fb6-4fe7-afdb-b5387ccece11,22438,24,12,,,,1685551496.5379684,1685551499.0896502,1685551499.0887856,2.5516817569732666,2.5508172512054443 +update,device,441dc39a-4fb6-4fe7-afdb-b5387ccece11,32678,28,18,,,,1685551609.00614,1685551611.626333,1685551611.6229386,2.6201930046081543,2.6167986392974854 +create,device,18a7bf77-8343-43c8-99c3-3a910d18e5a9,98658,32,82,,,,1685551499.1561973,1685551502.245229,1685551502.184368,3.08903169631958,3.028170585632324 +delete,link,539ad2ef-e175-4086-99a0-fa0163f268ad,741,2,,,,,1685551502.2454743,1685551504.5108864,1685551504.5103981,2.2654120922088623,2.2649238109588623 +get,slice,b1757bb8-9a2d-4269-bbeb-2935606c4685,8733,2,5,3,0,2,1685551507.0314724,1685551507.2030318,,0.17155933380126953, +delete,device,18a7bf77-8343-43c8-99c3-3a910d18e5a9,98658,32,82,,,,1685551507.2060769,1685551510.118256,1685551510.109215,2.9121792316436768,2.9031381607055664 +delete,service,b375fe03-fe5a-4f26-8758-a2d5a4fa9c72,10077,2,5,3,,,1685551510.1188421,1685551512.5648477,1685551512.563364,2.4460055828094482,2.444521903991699 +create,device,9f5c62a1-a276-474c-9f37-1a1dde3e46b4,7369,12,3,,,,1685551512.5676408,1685551514.962743,1685551514.9499793,2.3951022624969482,2.382338523864746 +update,link,fcd32754-70fc-4248-ac3a-93021cd7eeb1,741,2,,,,,1685551514.965216,1685551517.201697,1685551517.2013958,2.236481189727783,2.236179828643799 +update,link,fcd32754-70fc-4248-ac3a-93021cd7eeb1,741,2,,,,,1685551632.1892412,1685551634.4381793,1685551634.4392478,2.2489380836486816,2.250006675720215 +update,link,fcd32754-70fc-4248-ac3a-93021cd7eeb1,741,2,,,,,1685551787.4531596,1685551789.7000508,1685551789.6998277,2.2468912601470947,2.2466681003570557 +create,slice,c1703a87-7b07-4466-a9ee-bb92542864ad,10454,2,5,3,0,2,1685551517.2102315,1685551519.6742518,1685551519.6702354,2.464020252227783,2.4600038528442383 +get,slice,cf38d9ce-7eb4-4074-aa11-a5443d596f72,12834,2,5,3,1,1,1685551519.6743221,1685551519.8157146,,0.14139246940612793, +delete,device,329e4372-2a63-40b9-8648-33a673ab8362,59081,5,51,,,,1685551519.8203554,1685551522.3623474,1685551522.3503513,2.541991949081421,2.529995918273926 +delete,slice,cc0e831a-b232-48ae-8cce-92ea8fe7795f,9459,2,5,3,2,1,1685551522.3632205,1685551524.7451215,1685551524.7349424,2.3819010257720947,2.3717219829559326 +get,device,9f5c62a1-a276-474c-9f37-1a1dde3e46b4,7369,12,3,,,,1685551524.7483833,1685551524.8827255,,0.13434219360351562, +delete,link,e9b46e15-c039-4ae8-a130-12f6413d4c91,741,2,,,,,1685551524.8841603,1685551527.1227734,1685551527.1151564,2.2386131286621094,2.2309961318969727 +create,service,9ea8c268-dd46-4dbe-8f03-bb6a85ad1d05,8485,2,5,3,,,1685551527.1298769,1685551529.5863743,1685551529.5211453,2.4564974308013916,2.391268491744995 +get,service,485bc2cb-df52-495a-a0cc-848225b7d205,10330,2,5,3,,,1685551529.5864882,1685551529.716742,,0.13025379180908203, +get,service,485bc2cb-df52-495a-a0cc-848225b7d205,10330,2,5,3,,,1685551575.9945228,1685551576.1275547,,0.13303184509277344, +create,link,134c8aab-0762-45be-952b-0d75b41611ae,741,2,,,,,1685551532.6577914,1685551534.9108157,1685551534.8987253,2.2530243396759033,2.240933895111084 +update,slice,9b729fad-649c-4e01-b932-5b8206d94a0e,7937,2,5,3,0,1,1685551537.446667,1685551539.8189833,1685551539.8151608,2.372316360473633,2.3684937953948975 +update,slice,9b729fad-649c-4e01-b932-5b8206d94a0e,10456,2,5,3,0,0,1685551665.5487685,1685551668.005505,1685551668.0001786,2.4567365646362305,2.4514100551605225 +delete,slice,ad536e1a-4519-4493-a330-8f3a53a15a3b,8762,2,5,3,2,0,1685551539.8196921,1685551542.1843796,1685551542.1840842,2.364687442779541,2.364392042160034 +create,device,1174ced1-aa18-4b29-bb34-1c7ae3f494f1,59681,29,44,,,,1685551542.2322102,1685551545.110037,1685551545.1000168,2.8778269290924072,2.8678066730499268 +update,service,67c4f4bb-4833-482f-a46f-825748cb69d5,11939,2,5,3,,,1685551545.1192079,1685551547.5961137,1685551547.592878,2.4769058227539062,2.473670244216919 +update,link,34c2418f-1f3b-4baf-b418-7572992d4e00,741,2,,,,,1685551547.5964348,1685551549.8433886,1685551549.8430817,2.2469537258148193,2.2466468811035156 +create,link,5105fd21-61c4-427e-ac88-6b1043c24a73,741,2,,,,,1685551550.114597,1685551552.366576,1685551552.3570826,2.251978874206543,2.242485523223877 +delete,link,0db95318-dc3e-47ff-8022-3c310a253988,741,2,,,,,1685551552.3682983,1685551554.651005,1685551554.6500874,2.2827067375183105,2.2817890644073486 +get,slice,ade47eb3-a986-491e-bb68-7393ae428868,9416,2,5,3,2,2,1685551554.651127,1685551554.7810473,,0.12992024421691895, +delete,service,5bcc8f1a-b9f0-4e43-99a0-883013a19b37,10216,2,5,3,,,1685551554.7817748,1685551557.1432428,1685551557.1357858,2.3614680767059326,2.354011058807373 +delete,device,2275c9d6-6168-4b3f-8951-ef62ae0548f3,63552,21,48,,,,1685551557.1459448,1685551559.7055426,1685551559.694857,2.5595977306365967,2.5489120483398438 +create,service,764f4e02-d3aa-4174-98f4-8ffd04732fee,10295,2,5,3,,,1685551562.2599318,1685551564.7867947,1685551564.7863863,2.526862859725952,2.526454448699951 +update,device,665d2a49-404e-4216-9b3a-7047dcdd6fa6,100385,43,78,,,,1685551564.8586714,1685551567.9824412,1685551567.9199846,3.123769760131836,3.0613131523132324 +create,slice,bc4180fe-0142-4b5a-baa3-35da62402664,8915,2,5,3,0,0,1685551568.0703304,1685551570.5228522,1685551570.4809544,2.452521800994873,2.4106240272521973 +get,service,aad044fa-78f1-4da4-a8e2-8567650ff589,9536,2,5,3,,,1685551570.5229297,1685551570.6651251,,0.142195463180542, +get,service,aad044fa-78f1-4da4-a8e2-8567650ff589,10143,2,5,3,,,1685551733.909156,1685551734.069682,,0.16052579879760742, +delete,device,929e2270-88ae-4296-ba04-f568216737e5,40306,19,30,,,,1685551570.6718035,1685551573.2344115,1685551573.2207475,2.562608003616333,2.5489439964294434 +create,slice,47e607d4-673f-4e61-ba48-38cbd207216b,6375,2,5,3,0,0,1685551573.2411842,1685551575.6439104,1685551575.6396008,2.402726173400879,2.398416519165039 +get,device,7a90dab6-97dc-4399-a013-d1ded9787446,119192,25,99,,,,1685551575.6440308,1685551575.9924762,,0.34844541549682617, +get,device,7a90dab6-97dc-4399-a013-d1ded9787446,119192,25,99,,,,1685551705.8930728,1685551706.2467399,,0.3536670207977295, +get,device,7a90dab6-97dc-4399-a013-d1ded9787446,119192,25,99,,,,1685551771.4284158,1685551771.7772405,,0.34882473945617676, +update,link,8845bb56-7159-4482-a5ea-4cc28deabca2,741,2,,,,,1685551581.4112277,1685551583.6502829,1685551583.6459482,2.2390551567077637,2.234720468521118 +delete,service,0f5073d4-0741-45e8-8337-d99ed4d0ecc1,10369,2,5,3,,,1685551583.6508014,1685551586.0128403,1685551586.0125017,2.3620388507843018,2.3617002964019775 +delete,slice,7b657e0d-cbbb-4f2f-8023-eda146380715,10466,2,5,3,1,1,1685551586.013314,1685551588.381968,1685551588.3788764,2.3686540126800537,2.3655624389648438 +create,service,81f13553-13c2-4d66-a5dd-00f2910d2fa7,9793,2,5,3,,,1685551588.386944,1685551590.8349524,1685551590.8205628,2.4480082988739014,2.4336187839508057 +delete,link,edf1bb76-a88d-4d01-8fd2-4fbfe5b7d4b1,741,2,,,,,1685551590.8368952,1685551593.0768569,1685551593.0718038,2.239961624145508,2.2349085807800293 +update,service,d7fa2455-534b-472e-95c5-89ceed522ece,9741,2,5,3,,,1685551593.0836427,1685551595.5312731,1685551595.519375,2.4476304054260254,2.435732364654541 +get,link,134c8aab-0762-45be-952b-0d75b41611ae,741,2,,,,,1685551595.5313585,1685551595.605301,,0.07394242286682129, +get,slice,66b71048-a49f-425b-b03b-82cd89c07e9e,8686,2,5,3,0,2,1685551595.6055226,1685551595.7393212,,0.13379859924316406, +get,slice,66b71048-a49f-425b-b03b-82cd89c07e9e,8686,2,5,3,0,2,1685551658.4262476,1685551658.5052984,,0.07905077934265137, +create,link,6e5bf6cb-67a5-408b-b424-181ba8dd8a6c,741,2,,,,,1685551595.7398927,1685551598.008644,1685551597.9978936,2.268751382827759,2.2580008506774902 +create,device,582fe515-3bdd-4fb2-b304-efdc43129d89,123846,37,97,,,,1685551598.097416,1685551601.334739,1685551601.3197105,3.237323045730591,3.222294569015503 +get,device,520d566f-dba1-4f5d-977f-93f66bf63dcd,93414,29,74,,,,1685551601.3348978,1685551601.7219236,,0.3870258331298828, +create,slice,10d75817-79a2-4c7b-993c-d567b0082343,12118,2,5,3,2,1,1685551601.7340324,1685551604.2488241,1685551604.2384698,2.51479172706604,2.5044374465942383 +create,device,f82f6403-e574-46ae-babd-943189c5d9f5,84332,7,74,,,,1685551611.697681,1685551614.6803381,1685551614.6431477,2.9826571941375732,2.9454667568206787 +update,slice,2e7867d1-69a7-4ccf-95a9-1a28c6e065c3,8634,2,5,3,1,0,1685551614.6860518,1685551617.1006696,1685551617.0921044,2.4146177768707275,2.406052589416504 +create,link,9dd315ce-cddc-491f-8d31-d4d2294fbcfc,741,2,,,,,1685551617.231301,1685551619.4776828,1685551619.477417,2.2463817596435547,2.2461159229278564 +create,service,c143c248-62d5-4cb2-9dc3-f9d8aee37336,11318,2,5,3,,,1685551619.4856474,1685551621.99489,1685551621.9457524,2.509242534637451,2.4601049423217773 +get,slice,0b5528f9-4716-44a2-a7f8-8aade21c819a,9640,2,5,3,0,0,1685551621.9950056,1685551622.1351752,,0.14016962051391602, +get,slice,0b5528f9-4716-44a2-a7f8-8aade21c819a,9640,2,5,3,0,0,1685551698.6688619,1685551698.7992246,,0.13036274909973145, +delete,link,43898698-7edd-4a04-ab88-45af1295ed15,741,2,,,,,1685551622.2146704,1685551624.484308,1685551624.4894598,2.2696375846862793,2.274789333343506 +delete,device,582fe515-3bdd-4fb2-b304-efdc43129d89,123846,37,97,,,,1685551624.4888756,1685551627.4300606,1685551627.3869514,2.9411849975585938,2.898075819015503 +delete,service,d7fa2455-534b-472e-95c5-89ceed522ece,9741,2,5,3,,,1685551627.4322464,1685551629.815754,1685551629.812858,2.383507490158081,2.3806116580963135 +delete,slice,ade47eb3-a986-491e-bb68-7393ae428868,9416,2,5,3,2,2,1685551629.8162563,1685551632.188776,1685551632.184917,2.3725197315216064,2.3686606884002686 +delete,link,8f75d465-e88a-43dd-b4ee-47acb3f4a513,741,2,,,,,1685551634.4385657,1685551636.7195318,1685551636.7192643,2.28096604347229,2.280698537826538 +create,service,6b149397-a748-4419-9574-cb3511c2647a,11061,2,5,3,,,1685551636.727245,1685551639.1855714,1685551639.1781013,2.4583263397216797,2.4508562088012695 +delete,service,c143c248-62d5-4cb2-9dc3-f9d8aee37336,11318,2,5,3,,,1685551641.6394057,1685551644.0306408,1685551644.0303977,2.391235113143921,2.3909919261932373 +create,device,009213b0-bd6f-4db8-bc43-ce48051ab004,123154,47,97,,,,1685551644.1042778,1685551647.5004478,1685551647.4948719,3.396169900894165,3.390594005584717 +delete,slice,bc4180fe-0142-4b5a-baa3-35da62402664,8915,2,5,3,0,0,1685551647.6362333,1685551649.9817786,1685551649.9900613,2.3455452919006348,2.353827953338623 +update,service,aad044fa-78f1-4da4-a8e2-8567650ff589,10143,2,5,3,,,1685551649.989738,1685551652.4398003,1685551652.4388824,2.4500622749328613,2.4491443634033203 +delete,device,376c39c4-9d47-40a8-b998-79c9c82ea21e,94419,38,69,,,,1685551655.372267,1685551658.0953927,1685551658.0509965,2.723125696182251,2.67872953414917 +get,link,9dd315ce-cddc-491f-8d31-d4d2294fbcfc,741,2,,,,,1685551658.5095925,1685551658.5794559,,0.06986331939697266, +get,link,9dd315ce-cddc-491f-8d31-d4d2294fbcfc,741,2,,,,,1685551670.4140606,1685551670.4835675,,0.06950688362121582, +create,link,1a87dd8a-01bd-49f5-aac5-a4f3060f450f,741,2,,,,,1685551658.579857,1685551660.8306692,1685551660.830423,2.25081205368042,2.250566005706787 +create,slice,585e6333-9bbd-48b3-bb20-44aef31870d4,8761,2,5,3,2,1,1685551660.8372355,1685551663.2505548,1685551663.2404203,2.4133193492889404,2.4031848907470703 +update,link,d84ff26e-fdbc-44db-bc2a-7e2367eb96b5,741,2,,,,,1685551663.2510135,1685551665.5402713,1685551665.536526,2.289257764816284,2.2855124473571777 +update,link,d84ff26e-fdbc-44db-bc2a-7e2367eb96b5,741,2,,,,,1685551701.4071383,1685551703.6475472,1685551703.6496284,2.2404088973999023,2.24249005317688 +get,service,9ea8c268-dd46-4dbe-8f03-bb6a85ad1d05,8485,2,5,3,,,1685551668.006506,1685551668.137947,,0.1314411163330078, +delete,link,6e5bf6cb-67a5-408b-b424-181ba8dd8a6c,741,2,,,,,1685551668.1382875,1685551670.41394,1685551670.4136076,2.2756524085998535,2.275320053100586 +delete,service,81f13553-13c2-4d66-a5dd-00f2910d2fa7,9793,2,5,3,,,1685551670.4840991,1685551672.8540692,1685551672.849283,2.3699700832366943,2.3651838302612305 +delete,slice,659ad2b9-ca89-4f3b-80cb-b2fa70eb32ad,10403,2,5,3,0,2,1685551672.854681,1685551675.2229414,1685551675.214718,2.368260383605957,2.360037088394165 +create,device,d4be4dfb-3c9e-4efe-8848-9330211845a3,54047,30,39,,,,1685551675.2583303,1685551678.0907474,1685551678.0749848,2.8324170112609863,2.8166544437408447 +create,link,44ab52bc-8122-4120-9028-80ce6b14ad25,741,2,,,,,1685551678.0912683,1685551680.3429492,1685551680.3369262,2.251680850982666,2.2456579208374023 +update,service,cb73abe5-84a5-4b3e-a1b7-5e3ace45dc7c,8797,2,5,3,,,1685551680.3494549,1685551682.7618663,1685551682.7532427,2.4124114513397217,2.403787851333618 +update,service,cb73abe5-84a5-4b3e-a1b7-5e3ace45dc7c,10272,2,5,3,,,1685551721.6509228,1685551724.1416194,1685551724.1344256,2.490696668624878,2.4835028648376465 +delete,device,ae8f46d0-fb10-4b2f-a2c0-52532842b959,64059,3,54,,,,1685551682.7633183,1685551685.3281121,1685551685.3128889,2.564793825149536,2.5495705604553223 +get,slice,585e6333-9bbd-48b3-bb20-44aef31870d4,8761,2,5,3,2,1,1685551688.4455097,1685551688.5802143,,0.13470458984375, +create,slice,b0a7ffb1-64b1-450b-b137-3c30ced9b40a,10581,2,5,3,0,2,1685551688.5882866,1685551691.0329685,1685551691.026362,2.4446818828582764,2.438075304031372 +create,service,4b2faafb-59d2-4bc3-800d-d33cd1b83e2a,10924,2,5,3,,,1685551691.040513,1685551693.4831407,1685551693.479395,2.4426276683807373,2.4388818740844727 +delete,slice,3a0d00fa-b499-4ac7-89a2-c5d46d7f2695,9437,2,5,3,0,2,1685551693.4836872,1685551695.8622184,1685551695.8528845,2.3785312175750732,2.369197368621826 +create,device,21fe9d74-5a4f-4bdb-98a7-daba70c8d01b,32817,43,16,,,,1685551695.881357,1685551698.6687891,1685551698.6113045,2.7874321937561035,2.729947566986084 +update,slice,585e6333-9bbd-48b3-bb20-44aef31870d4,9963,2,5,3,1,0,1685551698.8048673,1685551701.406489,1685551701.357979,2.601621627807617,2.5531117916107178 +update,slice,585e6333-9bbd-48b3-bb20-44aef31870d4,9928,2,5,3,1,2,1685551756.7014713,1685551759.151424,1685551759.1452541,2.4499526023864746,2.4437828063964844 +create,link,daf685d6-e25b-406e-98d0-8de5c21145a7,741,2,,,,,1685551703.6483064,1685551705.8911757,1685551705.8866465,2.2428693771362305,2.238340139389038 +create,slice,4069957c-06c9-41bb-a978-604e45068545,10776,2,5,3,1,0,1685551706.2549407,1685551708.6988103,1685551708.6878905,2.4438695907592773,2.4329497814178467 +delete,link,1d65d3c5-81a1-4780-a313-97609c641a3c,741,2,,,,,1685551708.7706954,1685551711.0563326,1685551711.052283,2.285637140274048,2.281587600708008 +delete,device,009213b0-bd6f-4db8-bc43-ce48051ab004,123154,47,97,,,,1685551711.0604467,1685551713.813763,1685551713.7924583,2.7533161640167236,2.732011556625366 +create,service,8a2f1713-d0a8-4486-9739-abeba8bd0a5c,8627,2,5,3,,,1685551713.8217707,1685551716.2711382,1685551716.2238693,2.4493675231933594,2.4020986557006836 +delete,service,1c96b51c-6854-4198-9911-9044e0362420,8966,2,5,3,,,1685551716.2716923,1685551718.622564,1685551718.620924,2.3508718013763428,2.349231719970703 +delete,slice,b0a7ffb1-64b1-450b-b137-3c30ced9b40a,10581,2,5,3,0,2,1685551729.1033537,1685551731.4747972,1685551731.467597,2.371443510055542,2.364243268966675 +create,service,a7eeab1f-d2cc-420a-99d0-fea9aa4ee9de,9417,2,5,3,,,1685551731.482912,1685551733.9071982,1685551733.9089582,2.424286127090454,2.426046133041382 +delete,service,cb73abe5-84a5-4b3e-a1b7-5e3ace45dc7c,10272,2,5,3,,,1685551734.073082,1685551736.4423096,1685551736.4398165,2.369227647781372,2.366734504699707 +delete,link,d84ff26e-fdbc-44db-bc2a-7e2367eb96b5,741,2,,,,,1685551736.4425604,1685551738.712409,1685551738.7183769,2.269848585128784,2.2758164405822754 +delete,device,b8a29228-6901-4de5-86d6-4b654ec360d7,87352,10,83,,,,1685551741.3236194,1685551743.998507,1685551743.9933836,2.6748876571655273,2.669764280319214 +create,device,d541e7f5-cdcf-4392-aab5-54338af95fbb,49952,15,39,,,,1685551744.0306818,1685551746.772043,1685551746.7568028,2.741361141204834,2.726120948791504 +get,link,e9250f5c-3238-441f-b34a-51d741457eda,741,2,,,,,1685551746.7722058,1685551746.848413,,0.07620716094970703, +update,device,d4be4dfb-3c9e-4efe-8848-9330211845a3,22013,4,18,,,,1685551746.864188,1685551749.4715059,1685551749.4145305,2.6073179244995117,2.550342559814453 +create,link,c4f89cd2-a828-4703-98c9-bf611338a6d3,741,2,,,,,1685551749.4721024,1685551751.7152708,1685551751.7103086,2.243168354034424,2.238206148147583 +create,slice,43ad80b1-4f11-4998-91b6-a95cd5bdca3a,8941,2,5,3,0,2,1685551751.7255235,1685551754.201833,1685551754.1972418,2.4763095378875732,2.4717183113098145 +delete,slice,c1703a87-7b07-4466-a9ee-bb92542864ad,10454,2,5,3,0,2,1685551754.2022882,1685551756.5625792,1685551756.5555565,2.360291004180908,2.3532683849334717 +get,link,44ab52bc-8122-4120-9028-80ce6b14ad25,741,2,,,,,1685551759.1515555,1685551759.2260861,,0.07453060150146484, +create,slice,36e364e9-1536-4a0f-9aa9-0bd356c44816,10756,2,5,3,2,2,1685551759.2344306,1685551761.689702,1685551761.6747215,2.4552714824676514,2.440290927886963 +update,service,485bc2cb-df52-495a-a0cc-848225b7d205,8183,2,5,3,,,1685551761.6930046,1685551764.0977664,1685551764.0801072,2.404761791229248,2.3871026039123535 +get,slice,2e7867d1-69a7-4ccf-95a9-1a28c6e065c3,8634,2,5,3,1,0,1685551764.097879,1685551764.2280712,,0.13019227981567383, +delete,service,041f8439-8b83-4ec1-a095-05c3fde21822,7956,2,5,3,,,1685551764.228764,1685551766.573736,1685551766.5655613,2.3449718952178955,2.3367972373962402 +delete,device,d541e7f5-cdcf-4392-aab5-54338af95fbb,49952,15,39,,,,1685551766.5752642,1685551769.1734567,1685551769.1125138,2.5981924533843994,2.5372495651245117 +create,link,94b13c6f-2149-4246-a175-b7eeb5166ba5,741,2,,,,,1685551769.1765494,1685551771.4283528,1685551771.4281175,2.251803398132324,2.251568078994751 +delete,link,e9250f5c-3238-441f-b34a-51d741457eda,741,2,,,,,1685551774.8319976,1685551777.1097817,1685551777.107385,2.2777841091156006,2.2753872871398926 +update,link,134c8aab-0762-45be-952b-0d75b41611ae,741,2,,,,,1685551777.1103046,1685551779.3681242,1685551779.3632483,2.257819652557373,2.252943754196167 +create,device,47110673-332b-4405-bf9a-abf95b6bd5c8,109475,36,87,,,,1685551779.4361403,1685551782.5730355,1685551782.4890554,3.136895179748535,3.052915096282959 +create,service,619a5f82-8ac1-4864-bddb-738a6ce4d3d8,10208,2,5,3,,,1685551782.5815988,1685551785.0320668,1685551785.0227664,2.450468063354492,2.4411675930023193 +delete,link,1d1776dc-20d8-4a6e-a768-edba25c7f31d,741,2,,,,,1685551785.032428,1685551787.319211,1685551787.3190014,2.28678297996521,2.2865734100341797 +create,slice,4f4951a9-bece-4ff8-9efd-0bc607e97ff7,10720,2,5,3,1,0,1685551789.7083845,1685551792.1994576,1685551792.1600926,2.4910731315612793,2.4517080783843994 +get,device,1174ced1-aa18-4b29-bb34-1c7ae3f494f1,59681,29,44,,,,1685551792.1995728,1685551792.5511377,,0.351564884185791, +create,service,c654bff6-da80-4e9b-bbbd-257d2da2727d,8791,2,5,3,,,1685551792.5594754,1685551794.9632277,1685551794.9619675,2.403752326965332,2.402492046356201 +get,service,764f4e02-d3aa-4174-98f4-8ffd04732fee,10295,2,5,3,,,1685551794.9633596,1685551795.0931706,,0.12981104850769043, diff --git a/src/dlt/connector/client/DltEventsCollector.py b/src/dlt/connector/client/DltEventsCollector.py index 9f929d7ccf4a8f54c6f87304ec05bb9086f8522c..f35d5c7cca91c89cc8fdb0f254a1927e7d76486c 100644 --- a/src/dlt/connector/client/DltEventsCollector.py +++ b/src/dlt/connector/client/DltEventsCollector.py @@ -12,27 +12,40 @@ # See the License for the specific language governing permissions and # limitations under the License. +from typing import Callable, Optional import grpc, logging, queue, threading, time -from common.proto.dlt_gateway_pb2 import DltRecordSubscription +from common.proto.dlt_gateway_pb2 import DltRecordEvent, DltRecordSubscription from common.tools.grpc.Tools import grpc_message_to_json_string from dlt.connector.client.DltGatewayClient import DltGatewayClient LOGGER = logging.getLogger(__name__) LOGGER.setLevel(logging.DEBUG) +# This class accepts an event_handler method as attribute that can be used to pre-process and +# filter events before they reach the events_queue. Depending on the handler, the supported +# behaviors are: +# - If the handler is not set, the events are transparently added to the events_queue. +# - If returns None for an event, the event is not stored in the events_queue. +# - If returns a DltRecordEvent object for an event, the returned event is stored in the events_queue. +# - Other combinations are not supported. + class DltEventsCollector(threading.Thread): def __init__( self, dltgateway_client : DltGatewayClient, log_events_received : bool = False, + event_handler : Optional[Callable[[DltRecordEvent], Optional[DltRecordEvent]]] = None, ) -> None: super().__init__(name='DltEventsCollector', daemon=True) self._dltgateway_client = dltgateway_client self._log_events_received = log_events_received + self._event_handler = event_handler self._events_queue = queue.Queue() self._terminate = threading.Event() self._dltgateway_stream = None def run(self) -> None: + event_handler = self._event_handler + if event_handler is None: event_handler = lambda e: e self._terminate.clear() while not self._terminate.is_set(): try: @@ -41,6 +54,11 @@ class DltEventsCollector(threading.Thread): for event in self._dltgateway_stream: if self._log_events_received: LOGGER.info('[_collect] event: {:s}'.format(grpc_message_to_json_string(event))) + event = event_handler(event) + if event is None: continue + if not isinstance(event, DltRecordEvent): + # pylint: disable=broad-exception-raised + raise Exception('Unsupported return type: {:s}'.format(str(event))) self._events_queue.put_nowait(event) except grpc.RpcError as e: if e.code() == grpc.StatusCode.UNAVAILABLE: # pylint: disable=no-member diff --git a/src/dlt/connector/main_test.py b/src/dlt/connector/tests/basic.py similarity index 94% rename from src/dlt/connector/main_test.py rename to src/dlt/connector/tests/basic.py index 679be72870cf84b790553e2d43ed9961a1d66379..cc832cdc88475b862c841a6037d229b7675f283a 100644 --- a/src/dlt/connector/main_test.py +++ b/src/dlt/connector/tests/basic.py @@ -14,7 +14,7 @@ # pip install grpcio==1.47.0 grpcio-tools==1.47.0 protobuf==3.20.1 # PYTHONPATH=./src python -# PYTHONPATH=/home/cttc/teraflow/src python -m dlt.connector.main_test +# PYTHONPATH=/home/cttc/teraflow/src python -m dlt.connector.tests.basic import logging, sys, time from common.proto.dlt_gateway_pb2 import ( @@ -23,8 +23,8 @@ from common.proto.dlt_gateway_pb2 import ( from common.tools.object_factory.Device import json_device from common.tools.grpc.Tools import grpc_message_to_json_string from src.common.proto.context_pb2 import DEVICEOPERATIONALSTATUS_ENABLED, Device -from .client.DltGatewayClient import DltGatewayClient -from .client.DltEventsCollector import DltEventsCollector +from ..client.DltGatewayClient import DltGatewayClient +from ..client.DltEventsCollector import DltEventsCollector logging.basicConfig(level=logging.INFO) LOGGER = logging.getLogger(__name__) diff --git a/src/dlt/performance/README.md b/src/dlt/performance/README.md new file mode 100644 index 0000000000000000000000000000000000000000..5c2c6d6bcb086a7f53583156ad4b9947f0aacd36 --- /dev/null +++ b/src/dlt/performance/README.md @@ -0,0 +1,42 @@ +# DLT Gateway+Blockchain Performance Assessment Test + +This test assesses the performance of the DLT component's Gateway + HyperLedger Fabric Blockchain. + +To carry on that, it first creates a number of random devices, links, services, and slices. +Then, it performs some random creations, retrievals, updates, and deletes of random devices, links, +services, and slices. + +For each operation and record type, the size of the entities in bytes, the number of endpoints, +constraints, config rules, subservices, and subslices is recorded. +Besides, it is recorded also the time to store/retrieve the records in the blockchain, and the delay +between the change and the reception of the asynchronous notification event. + +## Scenario prepararion: +Create a docker virtual network: + +```(bash) +docker network rm tfs-br +docker network create -d bridge --subnet=172.254.254.0/24 --gateway=172.254.254.1 --ip-range=172.254.254.0/24 tfs-br +``` + +Build the DLT Gateway component's Docker image: +```(bash) +docker build -t dlt-gateway:test -f ./src/dlt/gateway/Dockerfile . +``` + +Start the DLT Gateway component: +```(bash) +docker run --name dlt-gateway -d -p 50051:50051 --network=tfs-br dlt-gateway:test +``` + +Install possibly missing requirements: +```(bash) +pip install grpcio==1.47.0 grpcio-tools==1.47.0 protobuf==3.20.1 +``` + +Start the performance assessment: +```(bash) +PYTHONPATH=./src python -m dlt.performance +``` + +The test produces a CSV file with the results per operation. diff --git a/src/dlt/performance/__init__.py b/src/dlt/performance/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..38d04994fb0fa1951fb465bc127eb72659dc2eaf --- /dev/null +++ b/src/dlt/performance/__init__.py @@ -0,0 +1,13 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. diff --git a/src/dlt/performance/__main__.py b/src/dlt/performance/__main__.py new file mode 100644 index 0000000000000000000000000000000000000000..ee3b1abf07aa8fd891a19c07c1905dba5259c5a9 --- /dev/null +++ b/src/dlt/performance/__main__.py @@ -0,0 +1,116 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import functools, logging, pathlib, sys, time +from common.proto.dlt_gateway_pb2 import DltRecordEvent +from dlt.connector.client.DltGatewayClient import DltGatewayClient +from dlt.connector.client.DltEventsCollector import DltEventsCollector +from .play_ground.Enums import CONTEXT_EVENT_TYPE_TO_ACTION, RECORD_TYPE_TO_ENUM +from .play_ground import PlayGround + +DLT_GATEWAY_HOST = '172.254.254.2' +DLT_GATEWAY_PORT = 50051 + +NUM_INITIAL_DEVICES = 20 +NUM_INITIAL_LINKS = 20 +NUM_INITIAL_SERVICES = 20 +NUM_INITIAL_SLICES = 20 + +NUM_ACTIONS = 1000 +REPORT_EVERY = 5 +DELAY_FOR_EVENTS = 5 +DOMAIN_UUID = 'perf-test-fake-domain' + +OUTPUT_FOLDER = 'data/perf/scenario_2/dlt/2023-05May-31' +CSV_FILEPATH = OUTPUT_FOLDER + '/response_time.csv' + +LOG_FORMAT = "[%(asctime)s] %(levelname)s:%(name)s:%(message)s" +logging.basicConfig(level=logging.INFO, format=LOG_FORMAT) +LOGGER = logging.getLogger(__name__) + +def _event_handler(play_ground : PlayGround, event : DltRecordEvent) -> None: + # Filter undesired/unsupported/wrong domain_uuids, actions, and record types + # Update notification time in PlayGround.PerfPoints + # Return None to prevent storing the events in the DLT Events' Collector internal queue + + domain_uuid = event.record_id.domain_uuid.uuid + if domain_uuid != DOMAIN_UUID: return None + + action = CONTEXT_EVENT_TYPE_TO_ACTION.get(event.event.event_type) + if action is None: return None + + record_type = RECORD_TYPE_TO_ENUM.get(event.record_id.type) + if record_type is None: return None + + #event_time = event.event.timestamp.timestamp + record_uuid = event.record_id.record_uuid.uuid + play_ground.perf_data.add_notif_time(action, record_type, record_uuid, time.time()) + return None + +def main() -> None: + dltgateway_client = DltGatewayClient(host=DLT_GATEWAY_HOST, port=DLT_GATEWAY_PORT) + + play_ground = PlayGround(dltgateway_client, DOMAIN_UUID) + event_handler = functools.partial(_event_handler, play_ground) + + dltgateway_collector = DltEventsCollector( + dltgateway_client, log_events_received=False, event_handler=event_handler) + dltgateway_collector.start() + + time.sleep(3) + + LOGGER.info('Adding {:d} initial devices...'.format(NUM_INITIAL_DEVICES)) + for _ in range(NUM_INITIAL_DEVICES): + play_ground.create_device() + + LOGGER.info('Adding {:d} initial links...'.format(NUM_INITIAL_LINKS)) + for _ in range(NUM_INITIAL_LINKS): + play_ground.create_link() + + LOGGER.info('Adding {:d} initial services...'.format(NUM_INITIAL_SERVICES)) + for _ in range(NUM_INITIAL_SERVICES): + play_ground.create_service() + + LOGGER.info('Adding {:d} initial slices...'.format(NUM_INITIAL_SLICES)) + for _ in range(NUM_INITIAL_SLICES): + play_ground.create_slice() + + # Otherwise, only get/update/delete is performed and play_ground becomes empty + play_ground.perf_data.clear_operation_counters() + + LOGGER.info('Starting {:d} actions...'.format(NUM_ACTIONS)) + num_action = 0 + while num_action < NUM_ACTIONS: + if num_action > 0 and num_action % REPORT_EVERY == 0: + str_stats = play_ground.perf_data.stats_to_str() + MSG = 'Running action {:d}/{:d}...\n{:s}' + LOGGER.info(MSG.format(num_action, NUM_ACTIONS, str_stats)) + completed = play_ground.run_random_operation() + if completed: num_action += 1 + + str_stats = play_ground.perf_data.stats_to_str() + LOGGER.info('Completed {:d} actions!\n{:s}'.format(NUM_ACTIONS, str_stats)) + + LOGGER.info('Waiting {:f} for last events...'.format(DELAY_FOR_EVENTS)) + time.sleep(DELAY_FOR_EVENTS) + + dltgateway_collector.stop() + + LOGGER.info('Writing results...') + pathlib.Path(OUTPUT_FOLDER).mkdir(parents=True, exist_ok=True) + play_ground.perf_data.to_csv(CSV_FILEPATH) + return 0 + +if __name__ == '__main__': + sys.exit(main()) diff --git a/src/dlt/performance/play_ground/Dlt.py b/src/dlt/performance/play_ground/Dlt.py new file mode 100644 index 0000000000000000000000000000000000000000..968669b7ccfc142e3e82a32e9dd972e558bc6fa3 --- /dev/null +++ b/src/dlt/performance/play_ground/Dlt.py @@ -0,0 +1,133 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import json, time +from typing import Dict, Union +from common.proto.context_pb2 import Device, Link, Service, Slice +from common.proto.dlt_gateway_pb2 import ( + DltRecord, DltRecordId, DltRecordOperationEnum, DltRecordStatus, DltRecordTypeEnum) +from common.tools.grpc.Tools import grpc_message_to_json_string +from dlt.connector.client.DltGatewayClient import DltGatewayClient +from .PerfPoint import PerfPoint + +DLT_OPERATION_CREATE = DltRecordOperationEnum.DLTRECORDOPERATION_ADD +DLT_OPERATION_UPDATE = DltRecordOperationEnum.DLTRECORDOPERATION_UPDATE +DLT_OPERATION_DELETE = DltRecordOperationEnum.DLTRECORDOPERATION_DELETE + +DLT_RECORD_TYPE_DEVICE = DltRecordTypeEnum.DLTRECORDTYPE_DEVICE +DLT_RECORD_TYPE_LINK = DltRecordTypeEnum.DLTRECORDTYPE_LINK +DLT_RECORD_TYPE_SERVICE = DltRecordTypeEnum.DLTRECORDTYPE_SERVICE +DLT_RECORD_TYPE_SLICE = DltRecordTypeEnum.DLTRECORDTYPE_SLICE + +def dlt_record_set( + dltgateway_client : DltGatewayClient, perf_point : PerfPoint, + operation : DltRecordOperationEnum, domain_uuid : str, objekt : Union[Device, Link, Service, Slice] +) -> DltRecordStatus: + if isinstance(objekt, Device): + record_type = DLT_RECORD_TYPE_DEVICE + record_uuid = objekt.device_id.device_uuid.uuid + elif isinstance(objekt, Link): + record_type = DLT_RECORD_TYPE_LINK + record_uuid = objekt.link_id.link_uuid.uuid + elif isinstance(objekt, Service): + record_type = DLT_RECORD_TYPE_SERVICE + record_uuid = objekt.service_id.service_uuid.uuid + elif isinstance(objekt, Slice): + record_type = DLT_RECORD_TYPE_SLICE + record_uuid = objekt.slice_id.slice_uuid.uuid + else: + raise NotImplementedError('Object({:s}) not supported'.format(str(type(objekt)))) + + dlt_req = DltRecord() + dlt_req.record_id.domain_uuid.uuid = domain_uuid # pylint: disable=no-member + dlt_req.record_id.type = record_type # pylint: disable=no-member + dlt_req.record_id.record_uuid.uuid = record_uuid # pylint: disable=no-member + dlt_req.operation = operation + dlt_req.data_json = grpc_message_to_json_string(objekt) + + perf_point.set_time_requested(time.time()) + reply = dltgateway_client.RecordToDlt(dlt_req) + perf_point.set_time_replied(time.time()) + + perf_point.set_size_bytes(len(dlt_req.data_json)) # pylint: disable=no-member + if isinstance(objekt, Device): + perf_point.set_num_config_rules(len(objekt.device_config.config_rules)) + perf_point.set_num_endpoints(len(objekt.device_endpoints)) + elif isinstance(objekt, Link): + perf_point.set_num_endpoints(len(objekt.link_endpoint_ids)) + elif isinstance(objekt, Service): + perf_point.set_num_config_rules(len(objekt.service_config.config_rules)) + perf_point.set_num_constraints(len(objekt.service_constraints)) + perf_point.set_num_endpoints(len(objekt.service_endpoint_ids)) + elif isinstance(objekt, Slice): + perf_point.set_num_config_rules(len(objekt.slice_config.config_rules)) + perf_point.set_num_constraints(len(objekt.slice_constraints)) + perf_point.set_num_endpoints(len(objekt.slice_endpoint_ids)) + perf_point.set_num_sub_services(len(objekt.slice_service_ids)) + perf_point.set_num_sub_slices(len(objekt.slice_subslice_ids)) + else: + raise NotImplementedError('Object({:s}) not supported'.format(str(type(objekt)))) + + return reply + +def dlt_record_found(record : DltRecord) -> bool: + return all([ + len(record.record_id.domain_uuid.uuid) > 0, + record.record_id.type != DltRecordTypeEnum.DLTRECORDTYPE_UNDEFINED, + len(record.record_id.record_uuid.uuid) > 0, + #record.operation != DltRecordOperationEnum.DLTRECORDOPERATION_UNDEFINED, + len(record.data_json) > 0, + ]) + +def dlt_record_get( + dltgateway_client : DltGatewayClient, perf_point : PerfPoint, + domain_uuid : str, record_type : DltRecordTypeEnum, record_uuid : str +) -> Dict: + dlt_rec_id = DltRecordId() + dlt_rec_id.domain_uuid.uuid = domain_uuid # pylint: disable=no-member + dlt_rec_id.type = record_type + dlt_rec_id.record_uuid.uuid = record_uuid # pylint: disable=no-member + + perf_point.set_time_requested(time.time()) + dlt_rep = dltgateway_client.GetFromDlt(dlt_rec_id) + perf_point.set_time_replied(time.time()) + + if not dlt_record_found(dlt_rep): + MSG = 'DltRecord({:s}/{:s}/{:s}) not found' + str_record_type = DltRecordTypeEnum.Name(record_type) + msg = MSG.format(str(domain_uuid), str_record_type, str(record_uuid)) + raise Exception(msg) # pylint: disable=broad-exception-raised + + data : Dict = json.loads(dlt_rep.data_json) + + perf_point.set_size_bytes(len(dlt_rep.data_json)) + if 'device_id' in data: + perf_point.set_num_config_rules(len(data.get('device_config', {}).get('config_rules'))) + perf_point.set_num_endpoints(len(data.get('device_endpoints', []))) + elif 'link_id' in data: + perf_point.set_num_endpoints(len(data.get('link_endpoint_ids', []))) + elif 'service_id' in data: + perf_point.set_num_config_rules(len(data.get('service_config', []).get('config_rules'))) + perf_point.set_num_constraints(len(data.get('service_constraints', []))) + perf_point.set_num_endpoints(len(data.get('service_endpoint_ids', []))) + elif 'slice_id' in data: + perf_point.set_num_config_rules(len(data.get('slice_config', []).get('config_rules'))) + perf_point.set_num_constraints(len(data.get('slice_constraints', []))) + perf_point.set_num_endpoints(len(data.get('slice_endpoint_ids', []))) + perf_point.set_num_sub_services(len(data.get('slice_service_ids', []))) + perf_point.set_num_sub_slices(len(data.get('slice_subslice_ids', []))) + else: + raise NotImplementedError('Object({:s}) not supported'.format(str(data))) + + return data diff --git a/src/dlt/performance/play_ground/Enums.py b/src/dlt/performance/play_ground/Enums.py new file mode 100644 index 0000000000000000000000000000000000000000..1af5bd38dd58c5ab2b260788bfb3c63dc538766d --- /dev/null +++ b/src/dlt/performance/play_ground/Enums.py @@ -0,0 +1,42 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import enum +from common.proto.context_pb2 import EventTypeEnum +from common.proto.dlt_gateway_pb2 import DltRecordTypeEnum + +class ActionEnum(enum.Enum): + CREATE = 'create' + GET = 'get' + UPDATE = 'update' + DELETE = 'delete' + +class RecordTypeEnum(enum.Enum): + DEVICE = 'device' + LINK = 'link' + SERVICE = 'service' + SLICE = 'slice' + +CONTEXT_EVENT_TYPE_TO_ACTION = { + EventTypeEnum.EVENTTYPE_CREATE : ActionEnum.CREATE, + EventTypeEnum.EVENTTYPE_UPDATE : ActionEnum.UPDATE, + EventTypeEnum.EVENTTYPE_REMOVE : ActionEnum.DELETE, +} + +RECORD_TYPE_TO_ENUM = { + DltRecordTypeEnum.DLTRECORDTYPE_DEVICE : RecordTypeEnum.DEVICE, + DltRecordTypeEnum.DLTRECORDTYPE_LINK : RecordTypeEnum.LINK, + DltRecordTypeEnum.DLTRECORDTYPE_SERVICE : RecordTypeEnum.SERVICE, + DltRecordTypeEnum.DLTRECORDTYPE_SLICE : RecordTypeEnum.SLICE, +} diff --git a/src/dlt/performance/play_ground/PerfData.py b/src/dlt/performance/play_ground/PerfData.py new file mode 100644 index 0000000000000000000000000000000000000000..8846de598e56e2c987b8bc09b5adf294fac4a312 --- /dev/null +++ b/src/dlt/performance/play_ground/PerfData.py @@ -0,0 +1,81 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import csv, prettytable +from typing import Dict, List, Tuple +from .Enums import ActionEnum, RecordTypeEnum +from .PerfPoint import PerfPoint + +class PerfData: + def __init__(self) -> None: + self._total_count : int = 0 + self._operation_counters : Dict[Tuple[ActionEnum, RecordTypeEnum], int] = dict() + self._points : Dict[Tuple[ActionEnum, RecordTypeEnum, str], Tuple[List[PerfPoint], List[float]]] = dict() + self.clear_operation_counters() + + @property + def operation_counters(self): return self._operation_counters + + def clear_operation_counters(self) -> None: + self._points.clear() + self._total_count = 0 + for action in ActionEnum.__members__.values(): + for record_type in RecordTypeEnum.__members__.values(): + type_key = (action, record_type) + self._operation_counters[type_key] = 0 + + def add_point(self, action : ActionEnum, record_type : RecordTypeEnum, record_uuid : str) -> PerfPoint: + point = PerfPoint(action, record_type, record_uuid) + + point_key = (action, record_type, record_uuid) + self._points.setdefault(point_key, (list(), list()))[0].append(point) + + type_key = (action, record_type) + self._operation_counters[type_key] = self._operation_counters.get(type_key, 0) + 1 + self._total_count += 1 + return point + + def add_notif_time( + self, action : ActionEnum, record_type : RecordTypeEnum, record_uuid : str, notif_time : float + ) -> None: + point_key = (action, record_type, record_uuid) + self._points.setdefault(point_key, (list(), list()))[1].append(notif_time) + + def to_csv(self, filepath : str) -> None: + points = [] + for points_key,(perf_points,notif_times) in self._points.items(): + if points_key[0] == ActionEnum.GET: + points.extend([pp.to_dict() for pp in perf_points]) + elif len(perf_points) != len(notif_times): + points.extend([pp.to_dict() for pp in perf_points]) + else: + for pp,nt in zip(perf_points,notif_times): + pp.set_time_notified(nt) + points.append(pp.to_dict()) + + keys = points[0].keys() + with open(filepath, 'w', newline='', encoding='UTF-8') as csv_file: + dict_writer = csv.DictWriter(csv_file, keys) + dict_writer.writeheader() + dict_writer.writerows(points) + + def stats_to_str(self) -> str: + field_names = ['action', 'record_type', 'count'] + pt_stats = prettytable.PrettyTable(field_names=field_names, sortby='count', reversesort=True) + for f in field_names[0:2]: pt_stats.align[f] = 'l' + for f in field_names[2:3]: pt_stats.align[f] = 'r' + for (action,record_type),count in self._operation_counters.items(): + pt_stats.add_row([action.value, record_type.value, count]) + pt_stats.add_row(['*', '*', self._total_count]) + return pt_stats.get_string() diff --git a/src/dlt/performance/play_ground/PerfPoint.py b/src/dlt/performance/play_ground/PerfPoint.py new file mode 100644 index 0000000000000000000000000000000000000000..1e06057fe58c95a40d6b8330e07913c2ec62a044 --- /dev/null +++ b/src/dlt/performance/play_ground/PerfPoint.py @@ -0,0 +1,66 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import Dict, Optional +from .Enums import ActionEnum, RecordTypeEnum + +class PerfPoint: + def __init__(self, action : ActionEnum, record_type : RecordTypeEnum, record_uuid : str) -> None: + self.action : ActionEnum = action + self.record_type : RecordTypeEnum = record_type + self.record_uuid : str = record_uuid + self.size_bytes : Optional[int ] = None + self.num_endpoints : Optional[int ] = None + self.num_config_rules : Optional[int ] = None + self.num_constraints : Optional[int ] = None + self.num_sub_services : Optional[int ] = None + self.num_sub_slices : Optional[int ] = None + self.time_requested : Optional[float] = None + self.time_replied : Optional[float] = None + self.time_notified : Optional[float] = None + + def set_size_bytes (self, size_bytes : int) -> None: self.size_bytes = size_bytes + def set_num_endpoints (self, num_endpoints : int) -> None: self.num_endpoints = num_endpoints + def set_num_config_rules(self, num_config_rules : int) -> None: self.num_config_rules = num_config_rules + def set_num_constraints (self, num_constraints : int) -> None: self.num_constraints = num_constraints + def set_num_sub_services(self, num_sub_services : int) -> None: self.num_sub_services = num_sub_services + def set_num_sub_slices (self, num_sub_slices : int) -> None: self.num_sub_slices = num_sub_slices + + def set_time_requested(self, timestamp : float) -> None: self.time_requested = timestamp + def set_time_replied (self, timestamp : float) -> None: self.time_replied = timestamp + def set_time_notified (self, timestamp : float) -> None: self.time_notified = timestamp + + def to_dict(self) -> Dict: + exec_time, event_delay = None, None + if self.time_replied is not None and self.time_requested is not None: + exec_time = self.time_replied - self.time_requested + if self.time_notified is not None: + event_delay = self.time_notified - self.time_requested + + return { + 'action' : self.action.value, + 'record_type' : self.record_type.value, + 'record_uuid' : self.record_uuid, + 'size_bytes' : self.size_bytes, + 'num_endpoints' : self.num_endpoints, + 'num_config_rules': self.num_config_rules, + 'num_constraints' : self.num_constraints, + 'num_sub_services': self.num_sub_services, + 'num_sub_slices' : self.num_sub_slices, + 'time_requested' : self.time_requested, + 'time_replied' : self.time_replied, + 'time_notified' : self.time_notified, + 'exec_time' : exec_time, + 'event_delay' : event_delay, + } diff --git a/src/dlt/performance/play_ground/Random.py b/src/dlt/performance/play_ground/Random.py new file mode 100644 index 0000000000000000000000000000000000000000..2c4c1e739f0ced1ad1988fae73bc90b5dd2b1ec6 --- /dev/null +++ b/src/dlt/performance/play_ground/Random.py @@ -0,0 +1,182 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import random, uuid +from typing import Dict, List, Optional, Set +from common.proto.context_pb2 import ( + Device, EndPoint, Link, Service, ServiceStatusEnum, ServiceTypeEnum, Slice, SliceStatusEnum +) +from common.tools.grpc.Tools import grpc_message_to_json +from common.tools.object_factory.ConfigRule import json_config_rule_set +from common.tools.object_factory.Constraint import json_constraint_custom +from common.tools.object_factory.Context import json_context_id +from common.tools.object_factory.Device import ( + DEVICE_DISABLED, DEVICE_EMU_DRIVERS, DEVICE_EMUPR_TYPE, json_device, json_device_id +) +from common.tools.object_factory.EndPoint import json_endpoint, json_endpoint_id +from common.tools.object_factory.Link import json_link +from common.tools.object_factory.Service import json_service +from common.tools.object_factory.Slice import json_slice +from common.tools.object_factory.Topology import json_topology_id +from .Settings import ( + CONFIG_RULES_MIN_ENTRIES, CONFIG_RULES_MAX_ENTRIES, CONSTRAINTS_MIN_ENTRIES, CONSTRAINTS_MAX_ENTRIES, + DEVICE_MAX_ENDPOINTS, DEVICE_MIN_ENDPOINTS, DICT_MAX_ENTRIES, DICT_MIN_ENTRIES, PATH_MAX_PARTS, PATH_MIN_PARTS, + SLICE_MAX_SUBSERVICES, SLICE_MAX_SUBSLICES, SLICE_MIN_SUBSERVICES, SLICE_MIN_SUBSLICES, + WORD_ALPHABET, WORD_MAX_LENGTH, WORD_MIN_LENGTH, +) + +def random_word(length : Optional[int] = None, alphabet : Optional[str] = None) -> str: + if alphabet is None: alphabet = WORD_ALPHABET + if length is None: length = int(random.uniform(WORD_MIN_LENGTH, WORD_MAX_LENGTH)) + word = [] + remaining_length = length + while remaining_length > 0: + part_length = min(len(alphabet), remaining_length) + word.extend(random.sample(alphabet, part_length)) + remaining_length = length - len(word) + return ''.join(word) + +def random_path( + num_parts : Optional[int] = None, part_length : Optional[int] = None, alphabet : Optional[str] = None, + separator : str = '/' +) -> str: + if num_parts is None: num_parts = int(random.uniform(PATH_MIN_PARTS, PATH_MAX_PARTS)) + return separator.join([random_word(length=part_length, alphabet=alphabet) for _ in range(num_parts)]) + +def random_dict( + num_entries : Optional[int] = None, key_length : Optional[str] = None, value_length : Optional[str] = None +) -> Dict: + if num_entries is None: num_entries = int(random.uniform(DICT_MIN_ENTRIES, DICT_MAX_ENTRIES)) + return {random_word(length=key_length) : random_word(length=value_length) for _ in range(num_entries)} + +def random_config_rule() -> Dict: + resource_key = random_path() + resource_value = random_dict() + return json_config_rule_set(resource_key, resource_value) + +def random_config_rules(count : Optional[int] = None) -> List: + if count is None: count = int(random.uniform(CONFIG_RULES_MIN_ENTRIES, CONFIG_RULES_MAX_ENTRIES)) + return [random_config_rule() for _ in range(count)] + +def random_constraint() -> Dict: + constraint_type = random_path() + constraint_value = random_dict() + return json_constraint_custom(constraint_type, constraint_value) + +def random_constraints(count : Optional[int] = None) -> List: + if count is None: count = int(random.uniform(CONSTRAINTS_MIN_ENTRIES, CONSTRAINTS_MAX_ENTRIES)) + return [random_constraint() for _ in range(count)] + +def random_endpoint(device_uuid : str) -> Dict: + topology_id = json_topology_id(str(uuid.uuid4()), context_id=json_context_id(str(uuid.uuid4()))) + return json_endpoint(json_device_id(device_uuid), str(uuid.uuid4()), 'internal/copper', topology_id=topology_id) + +def random_endpoints(device_uuid : str, count : Optional[int] = None) -> List: + if count is None: count = int(random.uniform(DEVICE_MIN_ENDPOINTS, DEVICE_MAX_ENDPOINTS)) + return [random_endpoint(device_uuid) for _ in range(count)] + +def random_endpoint_id(device_uuid : str) -> Dict: + topology_id = json_topology_id(str(uuid.uuid4()), context_id=json_context_id(str(uuid.uuid4()))) + return json_endpoint_id(json_device_id(device_uuid), str(uuid.uuid4()), topology_id=topology_id) + +def random_endpoint_ids(device_uuid : str, count : Optional[int] = None) -> List: + if count is None: count = int(random.uniform(DEVICE_MIN_ENDPOINTS, DEVICE_MAX_ENDPOINTS)) + return [random_endpoint(device_uuid) for _ in range(count)] + +def get_random_endpoint( + devices : Dict[str, Device], excluded_device_uuids : Set[str] = set() +) -> EndPoint: + device_uuids = set(devices.keys()) + device_uuids = list(device_uuids.difference(excluded_device_uuids)) + device_uuid = random.choice(device_uuids) + device = devices[device_uuid] + return random.choice(device.device_endpoints) + +def get_random_endpoints( + devices : Dict[str, Device], count : Optional[int] = None +) -> Optional[List[EndPoint]]: + if len(devices) < count: return None # Too few devices + endpoints = list() + used_device_uuids = set() + for _ in range(count): + endpoint = get_random_endpoint(devices, used_device_uuids) + used_device_uuids.add(endpoint.endpoint_id.device_id.device_uuid.uuid) + endpoints.append(endpoint) + return endpoints + +def random_device(device_uuid : Optional[str] = None) -> Device: + if device_uuid is None: device_uuid = str(uuid.uuid4()) + device_type = DEVICE_EMUPR_TYPE + device_op_stat = DEVICE_DISABLED + drivers = DEVICE_EMU_DRIVERS + endpoints = random_endpoints(device_uuid) + config_rules = random_config_rules() + return Device(**json_device( + device_uuid, device_type, device_op_stat, endpoints=endpoints, config_rules=config_rules, drivers=drivers + )) + +def random_link( + devices : Dict[str, Device], link_uuid : Optional[str] = None +) -> Optional[Link]: + if link_uuid is None: link_uuid = str(uuid.uuid4()) + endpoints = get_random_endpoints(devices, count=2) + if endpoints is None: return None + endpoint_ids = [grpc_message_to_json(endpoint.endpoint_id) for endpoint in endpoints] + return Link(**json_link(link_uuid, endpoint_ids)) + +def random_service( + devices : Dict[str, Device], service_uuid : Optional[str] = None +) -> Optional[Service]: + if service_uuid is None: service_uuid = str(uuid.uuid4()) + context_id = json_context_id(str(uuid.uuid4())) + service_type = ServiceTypeEnum.SERVICETYPE_L2NM + service_status = ServiceStatusEnum.SERVICESTATUS_PLANNED + endpoints = get_random_endpoints(devices, count=2) + if endpoints is None: return None + endpoint_ids = [grpc_message_to_json(endpoint.endpoint_id) for endpoint in endpoints] + constraints = random_constraints(count=3) + config_rules = random_config_rules(count=5) + return Service(**json_service( + service_uuid, service_type, context_id=context_id, status=service_status, + endpoint_ids=endpoint_ids, constraints=constraints, config_rules=config_rules)) + +def random_slice( + devices : Dict[str, Device], services : Dict[str, Service], slices : Dict[str, Service], + slice_uuid : Optional[str] = None +) -> Optional[Slice]: + if slice_uuid is None: slice_uuid = str(uuid.uuid4()) + context_id = json_context_id(str(uuid.uuid4())) + slice_status = SliceStatusEnum.SLICESTATUS_PLANNED + endpoints = get_random_endpoints(devices, count=2) + if endpoints is None: return None + endpoint_ids = [grpc_message_to_json(endpoint.endpoint_id) for endpoint in endpoints] + constraints = random_constraints(count=3) + config_rules = random_config_rules(count=5) + + num_sub_services = int(random.uniform(SLICE_MIN_SUBSERVICES, SLICE_MAX_SUBSERVICES)) + num_sub_services = min(num_sub_services, len(services)) + sub_services = random.sample(list(services.values()), num_sub_services) if num_sub_services > 0 else [] + sub_service_ids = [grpc_message_to_json(sub_service.service_id) for sub_service in sub_services] + + num_sub_slices = int(random.uniform(SLICE_MIN_SUBSLICES, SLICE_MAX_SUBSLICES)) + num_sub_slices = min(num_sub_slices, len(slices)) + sub_slices = random.sample(list(slices.values()), num_sub_slices) if num_sub_slices > 0 else [] + sub_slice_ids = [grpc_message_to_json(sub_slice.slice_id) for sub_slice in sub_slices] + + owner = {'owner_uuid': {'uuid': str(uuid.uuid4())}, 'owner_string': random_word()} + + return Slice(**json_slice( + slice_uuid, context_id=context_id, status=slice_status, + endpoint_ids=endpoint_ids, constraints=constraints, config_rules=config_rules, + service_ids=sub_service_ids, subslice_ids=sub_slice_ids, owner=owner)) diff --git a/src/dlt/performance/play_ground/Settings.py b/src/dlt/performance/play_ground/Settings.py new file mode 100644 index 0000000000000000000000000000000000000000..c04f6139d84fc280d33d580fd03e2598788a945f --- /dev/null +++ b/src/dlt/performance/play_ground/Settings.py @@ -0,0 +1,38 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +WORD_ALPHABET = 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789' +WORD_MIN_LENGTH = 5 +WORD_MAX_LENGTH = 100 + +PATH_MIN_PARTS = 2 +PATH_MAX_PARTS = 15 + +DICT_MIN_ENTRIES = 1 +DICT_MAX_ENTRIES = 10 + +DEVICE_MIN_ENDPOINTS = 2 +DEVICE_MAX_ENDPOINTS = 48 + +CONFIG_RULES_MIN_ENTRIES = 3 +CONFIG_RULES_MAX_ENTRIES = 100 + +CONSTRAINTS_MIN_ENTRIES = 3 +CONSTRAINTS_MAX_ENTRIES = 10 + +SLICE_MIN_SUBSERVICES = 0 +SLICE_MAX_SUBSERVICES = 3 + +SLICE_MIN_SUBSLICES = 0 +SLICE_MAX_SUBSLICES = 3 diff --git a/src/dlt/performance/play_ground/__init__.py b/src/dlt/performance/play_ground/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..3e37b261ef4bf0f0f33ce36f9d660e252b362690 --- /dev/null +++ b/src/dlt/performance/play_ground/__init__.py @@ -0,0 +1,216 @@ +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import logging, operator, random +from typing import Dict, Tuple +from common.proto.context_pb2 import Device, Link, Service, Slice +from dlt.connector.client.DltGatewayClient import DltGatewayClient +from .Enums import ActionEnum, RecordTypeEnum +from .Dlt import ( + DLT_OPERATION_CREATE, DLT_OPERATION_DELETE, DLT_OPERATION_UPDATE, + DLT_RECORD_TYPE_DEVICE, DLT_RECORD_TYPE_LINK, DLT_RECORD_TYPE_SERVICE, DLT_RECORD_TYPE_SLICE, + dlt_record_get, dlt_record_set) +from .PerfData import PerfData +from .Random import random_device, random_link, random_service, random_slice + +LOGGER = logging.getLogger(__name__) + +class PlayGround: + def __init__(self, dltgateway_client : DltGatewayClient, domain_uuid : str) -> None: + self._dltgateway_client = dltgateway_client + self._domain_uuid = domain_uuid + self._perf_data = PerfData() + self._devices : Dict[str, Device ] = dict() + self._links : Dict[str, Link ] = dict() + self._services : Dict[str, Service] = dict() + self._slices : Dict[str, Slice ] = dict() + + @property + def perf_data(self): return self._perf_data + + def _choose_operation(self) -> Tuple[ActionEnum, RecordTypeEnum]: + operations = self._perf_data.operation_counters + if len(operations) == 0: + action = random.choice(list(ActionEnum.__members__.values())) + record_type = random.choice(list(RecordTypeEnum.__members__.values())) + return action, record_type + + operations = sorted(operations.items(), key=operator.itemgetter(1)) + min_executions = operations[0][1] + max_executions = operations[-1][1] + bound = (max_executions + min_executions) / 2 # enable randomness, but try to keep some level of balance + operations = list(filter(lambda t: t[1] <= bound, operations)) + if len(operations) == 0: + action = random.choice(list(ActionEnum.__members__.values())) + record_type = random.choice(list(RecordTypeEnum.__members__.values())) + return action, record_type + + (action, record_type),_ = random.choice(operations) + return action, record_type + + def run_random_operation(self) -> bool: + method = None + while method is None: + action, record_type = self._choose_operation() + method_name = '{:s}_{:s}'.format(action.value, record_type.value) + method = getattr(self, method_name, None) + return method() + + def create_device(self) -> bool: + device = random_device() + if device is None: return False + device_uuid = device.device_id.device_uuid.uuid # pylint: disable=no-member + self._devices[device_uuid] = device + perf_point = self._perf_data.add_point(ActionEnum.CREATE, RecordTypeEnum.DEVICE, device_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_CREATE, self._domain_uuid, device) + return True + + def get_device(self) -> bool: + if len(self._devices) == 0: return False + device_uuid = random.choice(list(self._devices.keys())) + perf_point = self._perf_data.add_point(ActionEnum.GET, RecordTypeEnum.DEVICE, device_uuid) + data = dlt_record_get( + self._dltgateway_client, perf_point, self._domain_uuid, DLT_RECORD_TYPE_DEVICE, device_uuid) + self._devices[device_uuid] = Device(**data) + return True + + def update_device(self) -> bool: + if len(self._devices) == 0: return False + device_uuid = random.choice(list(self._devices.keys())) + device = random_device(device_uuid=device_uuid) + if device is None: return False + perf_point = self._perf_data.add_point(ActionEnum.UPDATE, RecordTypeEnum.DEVICE, device_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_UPDATE, self._domain_uuid, device) + self._devices[device_uuid] = device + return True + + def delete_device(self) -> bool: + if len(self._devices) == 0: return False + device_uuid = random.choice(list(self._devices.keys())) + device = self._devices.pop(device_uuid, None) + if device is None: return False + perf_point = self._perf_data.add_point(ActionEnum.DELETE, RecordTypeEnum.DEVICE, device_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_DELETE, self._domain_uuid, device) + return True + + def create_link(self) -> bool: + link = random_link(self._devices) + if link is None: return False + link_uuid = link.link_id.link_uuid.uuid # pylint: disable=no-member + perf_point = self._perf_data.add_point(ActionEnum.CREATE, RecordTypeEnum.LINK, link_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_CREATE, self._domain_uuid, link) + self._links[link_uuid] = link + return True + + def get_link(self) -> bool: + if len(self._links) == 0: return False + link_uuid = random.choice(list(self._links.keys())) + perf_point = self._perf_data.add_point(ActionEnum.GET, RecordTypeEnum.LINK, link_uuid) + data = dlt_record_get( + self._dltgateway_client, perf_point, self._domain_uuid, DLT_RECORD_TYPE_LINK, link_uuid) + self._links[link_uuid] = Link(**data) + return True + + def update_link(self) -> bool: + if len(self._links) == 0: return False + link_uuid = random.choice(list(self._links.keys())) + link = random_link(self._devices, link_uuid=link_uuid) + if link is None: return False + perf_point = self._perf_data.add_point(ActionEnum.UPDATE, RecordTypeEnum.LINK, link_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_UPDATE, self._domain_uuid, link) + self._links[link_uuid] = link + return True + + def delete_link(self) -> bool: + if len(self._links) == 0: return False + link_uuid = random.choice(list(self._links.keys())) + link = self._links.pop(link_uuid, None) + if link is None: return False + perf_point = self._perf_data.add_point(ActionEnum.DELETE, RecordTypeEnum.LINK, link_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_DELETE, self._domain_uuid, link) + return True + + def create_service(self) -> bool: + service = random_service(self._devices) + if service is None: return False + service_uuid = service.service_id.service_uuid.uuid # pylint: disable=no-member + perf_point = self._perf_data.add_point(ActionEnum.CREATE, RecordTypeEnum.SERVICE, service_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_CREATE, self._domain_uuid, service) + self._services[service_uuid] = service + return True + + def get_service(self) -> bool: + if len(self._services) == 0: return False + service_uuid = random.choice(list(self._services.keys())) + perf_point = self._perf_data.add_point(ActionEnum.GET, RecordTypeEnum.SERVICE, service_uuid) + data = dlt_record_get( + self._dltgateway_client, perf_point, self._domain_uuid, DLT_RECORD_TYPE_SERVICE, service_uuid) + self._services[service_uuid] = Service(**data) + return True + + def update_service(self) -> bool: + if len(self._services) == 0: return False + service_uuid = random.choice(list(self._services.keys())) + service = random_service(self._devices, service_uuid=service_uuid) + if service is None: return False + perf_point = self._perf_data.add_point(ActionEnum.UPDATE, RecordTypeEnum.SERVICE, service_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_UPDATE, self._domain_uuid, service) + self._services[service_uuid] = service + return True + + def delete_service(self) -> bool: + if len(self._services) == 0: return False + service_uuid = random.choice(list(self._services.keys())) + service = self._services.pop(service_uuid, None) + if service is None: return False + perf_point = self._perf_data.add_point(ActionEnum.DELETE, RecordTypeEnum.SERVICE, service_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_DELETE, self._domain_uuid, service) + return True + + def create_slice(self) -> bool: + slice_ = random_slice(self._devices, self._services, self._slices) + if slice_ is None: return False + slice_uuid = slice_.slice_id.slice_uuid.uuid # pylint: disable=no-member + perf_point = self._perf_data.add_point(ActionEnum.CREATE, RecordTypeEnum.SLICE, slice_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_CREATE, self._domain_uuid, slice_) + self._slices[slice_uuid] = slice_ + return True + + def get_slice(self) -> bool: + if len(self._slices) == 0: return False + slice_uuid = random.choice(list(self._slices.keys())) + perf_point = self._perf_data.add_point(ActionEnum.GET, RecordTypeEnum.SLICE, slice_uuid) + data = dlt_record_get( + self._dltgateway_client, perf_point, self._domain_uuid, DLT_RECORD_TYPE_SLICE, slice_uuid) + self._slices[slice_uuid] = Slice(**data) + return True + + def update_slice(self) -> bool: + if len(self._slices) == 0: return False + slice_uuid = random.choice(list(self._slices.keys())) + slice_ = random_slice(self._devices, self._services, self._slices, slice_uuid=slice_uuid) + if slice_ is None: return False + perf_point = self._perf_data.add_point(ActionEnum.UPDATE, RecordTypeEnum.SLICE, slice_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_UPDATE, self._domain_uuid, slice_) + self._slices[slice_uuid] = slice_ + return True + + def delete_slice(self) -> bool: + if len(self._slices) == 0: return False + slice_uuid = random.choice(list(self._slices.keys())) + slice_ = self._slices.pop(slice_uuid, None) + if slice_ is None: return False + perf_point = self._perf_data.add_point(ActionEnum.DELETE, RecordTypeEnum.SLICE, slice_uuid) + dlt_record_set(self._dltgateway_client, perf_point, DLT_OPERATION_DELETE, self._domain_uuid, slice_) + return True diff --git a/src/dlt/performance/run_test.sh b/src/dlt/performance/run_test.sh new file mode 100755 index 0000000000000000000000000000000000000000..58aa0b88e567a71766e5a4090c014484fe7aa180 --- /dev/null +++ b/src/dlt/performance/run_test.sh @@ -0,0 +1,16 @@ +#!/bin/bash +# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/) +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +PYTHONPATH=./src python -m dlt.performance