diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..fbf5eb4a26dd8001f10cf2dae7f48a5ca0b03384 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,27 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__BiLSTM__FedAvg__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__CNN_BiLSTM__FedAvg__iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__BiLSTM__FedNova__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__BiLSTM__FedProx__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__CNN_BiLSTM__FedProx__iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__CNN_BiLSTM__FedProx__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__BiLSTM__FedProx__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__CNN_BiLSTM__FedNova__iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__BiLSTM__FedProx__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__BiLSTM__FedNova__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__BiLSTM__FedNova__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__BiLSTM__FedNova__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__BiLSTM__FedAvg__iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__CNN_BiLSTM__FedNova__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__CNN_BiLSTM__FedProx__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__BiLSTM__FedAvg__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__BiLSTM__FedAvg__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__CNN_BiLSTM__FedNova__iid/model.keras filter=lfs diff=lfs merge=lfs -text +UNSW_NB15__BiLSTM__FedProx__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text +CICIDS2017__CNN_BiLSTM__FedAvg__iid/model.keras filter=lfs diff=lfs merge=lfs -text diff --git a/CICIDS2017/X_test.npy b/CICIDS2017/X_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..1f4a1e0c207dad8730be58fee6d992595f156951 --- /dev/null +++ b/CICIDS2017/X_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63369dc488dfdb303a2e6720ac984ddd63cf059aa443b28a5c8cc1f3965c38b1 +size 67938008 diff --git a/CICIDS2017/X_train.npy b/CICIDS2017/X_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..1b6a62892043a97ea8a01eee7509e303733770db --- /dev/null +++ b/CICIDS2017/X_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b0211f9b749c5a256251cdfd4cfb39a6c8f3e0cb7c3ed1dad941a365c908aef +size 271751408 diff --git a/CICIDS2017/iid/client_10.npz b/CICIDS2017/iid/client_10.npz new file mode 100644 index 0000000000000000000000000000000000000000..8b5e05eb85ca9a1d21dca13b873eb21ba6c513fd --- /dev/null +++ b/CICIDS2017/iid/client_10.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:484d121f7cb752a8bb90698b3438059ed04f9c10772552e869a739fa9587b141 +size 4122647 diff --git a/CICIDS2017/iid/client_14.npz b/CICIDS2017/iid/client_14.npz new file mode 100644 index 0000000000000000000000000000000000000000..12c771fed469dad39f2a510ae8dab80be6b02bdb --- /dev/null +++ b/CICIDS2017/iid/client_14.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:678db011bc227b4a7601a69e41fc5d7997022a342827d01277ea4021007af041 +size 4115318 diff --git a/CICIDS2017/iid/client_15.npz b/CICIDS2017/iid/client_15.npz new file mode 100644 index 0000000000000000000000000000000000000000..a75fb107c98ae791353478c169987f7f04cf6f48 --- /dev/null +++ b/CICIDS2017/iid/client_15.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9737b30f25704e7cef839e8ab5813f39018d5edae0172117ec863c3dac70a2fa +size 4120132 diff --git a/CICIDS2017/iid/client_18.npz b/CICIDS2017/iid/client_18.npz new file mode 100644 index 0000000000000000000000000000000000000000..fd16863a87685826de08a4df52a4a8748ffb0298 --- /dev/null +++ b/CICIDS2017/iid/client_18.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:84d1c81bddadf8804a35f17ea1a194d6fc872cfb7fc6dc850210ba3dee61fcbf +size 4117959 diff --git a/CICIDS2017/iid/client_27.npz b/CICIDS2017/iid/client_27.npz new file mode 100644 index 0000000000000000000000000000000000000000..4a792e96c866c106fc478faecf8bac7e4b17bc05 --- /dev/null +++ b/CICIDS2017/iid/client_27.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b80529fbe9fb3df55125a436fdde8991de9103034026c62fe49d16a2d3d5f6d7 +size 4109901 diff --git a/CICIDS2017/iid/client_28.npz b/CICIDS2017/iid/client_28.npz new file mode 100644 index 0000000000000000000000000000000000000000..88a518d45bb55ae0cc923d818bf6a5aedbb773ea --- /dev/null +++ b/CICIDS2017/iid/client_28.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16f1595eb237ed67de22c27422d19a9f3c368c806c3383ddddcd6f42aba3755d +size 4117397 diff --git a/CICIDS2017/iid/client_8.npz b/CICIDS2017/iid/client_8.npz new file mode 100644 index 0000000000000000000000000000000000000000..264e72f9fd715413b36c717e43aaef474c4b298c --- /dev/null +++ b/CICIDS2017/iid/client_8.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38dd635db4c9baabf0bb795c1573a1e05ea0f5fb68f703a530eee36938237c83 +size 4130410 diff --git a/CICIDS2017/y_test.npy b/CICIDS2017/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..5e4307f61f7cbb278f068946de09930d2254ec06 --- /dev/null +++ b/CICIDS2017/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:80f07fbef784ede170ad43a1162c110c4dc261a1b754a39082d6f752d5cc9c64 +size 2264724 diff --git a/CICIDS2017/y_train.npy b/CICIDS2017/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..41d8a7f2fe683cec0fcc1ec6c10902fbd9619a71 --- /dev/null +++ b/CICIDS2017/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1378c841005e02afa7e219b27ebb8eb4ef64b5b3ccca24c431b553982c6edeea +size 9058504 diff --git a/CICIDS2017__BiLSTM__FedAvg__iid/model.keras b/CICIDS2017__BiLSTM__FedAvg__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..19edcf077c37feb09b8646121c9b25502bd38d42 --- /dev/null +++ b/CICIDS2017__BiLSTM__FedAvg__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fbc1982b87261c0a346b7a83650a657ea1b5c8d80a9fdec9e76cced52ba0413f +size 373937 diff --git a/CICIDS2017__BiLSTM__FedAvg__non_iid/model.keras b/CICIDS2017__BiLSTM__FedAvg__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..526dc513aab854109f948cc36978ef59e7328752 --- /dev/null +++ b/CICIDS2017__BiLSTM__FedAvg__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9befe97971e4deadb45224e83ac0afd2aca6ecd7bd5062b8caef2108c597b45 +size 373947 diff --git a/CICIDS2017__BiLSTM__FedNova__iid/model.keras b/CICIDS2017__BiLSTM__FedNova__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..e3eee757df2cdabc572f8f00e1e45aec987fc530 --- /dev/null +++ b/CICIDS2017__BiLSTM__FedNova__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1832816d1a6c8d7b4516780478e47ef85fe791f3de16afc207645701a8c6c1b9 +size 373954 diff --git a/CICIDS2017__BiLSTM__FedNova__non_iid/model.keras b/CICIDS2017__BiLSTM__FedNova__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..c900d679463fa68bfbff21294d56a7dd63645b33 --- /dev/null +++ b/CICIDS2017__BiLSTM__FedNova__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:239b649b46cd0d22da257f1f63ab8a4f731726655821e83927c3efbad6e13b44 +size 373957 diff --git a/CICIDS2017__BiLSTM__FedProx__iid/model.keras b/CICIDS2017__BiLSTM__FedProx__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..02786b59063e69129e61901adf21feb6e4a385ed --- /dev/null +++ b/CICIDS2017__BiLSTM__FedProx__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:98200817261c97c5b0ff4dbedc73fbb97294daa3edc21650c6858636efd028dd +size 373925 diff --git a/CICIDS2017__BiLSTM__FedProx__non_iid/model.keras b/CICIDS2017__BiLSTM__FedProx__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..daa7fc3d7e29b38ab25cabef824291d4497eb5d1 --- /dev/null +++ b/CICIDS2017__BiLSTM__FedProx__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3c683d6fc79f32a8933b3585deb10fc322267c4d9621fa22ecb9093da59db7d3 +size 373944 diff --git a/CICIDS2017__CNN_BiLSTM__FedAvg__iid/model.keras b/CICIDS2017__CNN_BiLSTM__FedAvg__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..d9130b2cce27afcb2ccd9ff3a0d20207b648281a --- /dev/null +++ b/CICIDS2017__CNN_BiLSTM__FedAvg__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d17b9c00a60fe1a1d112b90d02b119a71f0b4daa7c14a6d7fb4db81daec97a83 +size 481881 diff --git a/CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/model.keras b/CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..dfa977b60c47844bfb996114f246c1c72d36ece4 --- /dev/null +++ b/CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6868dd7e09cb8335466b8ba5ca72abf2e55649a4493c47b77fd78df636d5fff +size 481849 diff --git a/CICIDS2017__CNN_BiLSTM__FedNova__iid/model.keras b/CICIDS2017__CNN_BiLSTM__FedNova__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..1fa1a919f475971a10fe8d7381f675533ccb7709 --- /dev/null +++ b/CICIDS2017__CNN_BiLSTM__FedNova__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d30a26ab4e668dc8712691c1587ea5bea7e70cdcbb0b71e97d6d2c5892e210c +size 481893 diff --git a/CICIDS2017__CNN_BiLSTM__FedNova__non_iid/model.keras b/CICIDS2017__CNN_BiLSTM__FedNova__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..21d6c2009ab864ee6554a2aaa0658191737261f1 --- /dev/null +++ b/CICIDS2017__CNN_BiLSTM__FedNova__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4dcd033efba1985e5fb659bb634708a57dffd096a5528c33ed3a70bdcdfbb45c +size 481849 diff --git a/CICIDS2017__CNN_BiLSTM__FedProx__iid/model.keras b/CICIDS2017__CNN_BiLSTM__FedProx__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..c150459fa247a59a69d0b6f0014288017a809dce --- /dev/null +++ b/CICIDS2017__CNN_BiLSTM__FedProx__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f89106945a40a0fda223d16ea8df4aec663aedf1eaf874155ef745ea5e6e76f0 +size 481868 diff --git a/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/model.keras b/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..8dcb09434000e303710f3d91d17f165dce9ff6ab --- /dev/null +++ b/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:81b08c7ff7917846a90f53de68f6f43a61a6803d70ef61128bfb1b2fe6e51ead +size 481890 diff --git a/Edge_IIoTset/X_test.npy b/Edge_IIoTset/X_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..6b424b5bc731b8d1755901b5eb8133c314b8782d --- /dev/null +++ b/Edge_IIoTset/X_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c396d02341e689f98830479a21d37863a9fc43454cd743e086652e58bcd2f072 +size 8400128 diff --git a/Edge_IIoTset/X_train.npy b/Edge_IIoTset/X_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..d2009bbdbbefc6d2bc49a984ac8b8658dfdce125 --- /dev/null +++ b/Edge_IIoTset/X_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:123ac5776f9a2b0d577d6146e2ac41944545365835532ed907cd9226563a27f8 +size 33600128 diff --git a/Edge_IIoTset/non_iid/client_2.npz b/Edge_IIoTset/non_iid/client_2.npz new file mode 100644 index 0000000000000000000000000000000000000000..3312c42231ee3723f5d0f57fbaac55b71c442636 --- /dev/null +++ b/Edge_IIoTset/non_iid/client_2.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:011aa8652149d693ea8d7936d5be0140ee96ed3f0eb11fc497cf46f1c63b2795 +size 36298 diff --git a/Edge_IIoTset/y_test.npy b/Edge_IIoTset/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..83b9e9a610507c9e126a00d5cdd7dca818082746 --- /dev/null +++ b/Edge_IIoTset/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42af700c752ec7571f27d152b3744d92f714b2d64a04efda085b6fac8edd4b28 +size 400128 diff --git a/Edge_IIoTset/y_train.npy b/Edge_IIoTset/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..995903da3918b3c32ae9685e9b966ec5dae4998f --- /dev/null +++ b/Edge_IIoTset/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2de172aa211607ec1e32b9256bb8485795c528815c0c104a28d555a6b06b4ff +size 1600128 diff --git a/UNSW_NB15/X_test.npy b/UNSW_NB15/X_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..294a67aa533c326faa7861ae6d286c1d1caa131b --- /dev/null +++ b/UNSW_NB15/X_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5fe20a341065d0da1eca99223323449a8ba37c035e8c85f2ed7469af35150bc6 +size 6184328 diff --git a/UNSW_NB15/X_train.npy b/UNSW_NB15/X_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..e8ddabc285c45b1a14e12290967db8057e0bbe2d --- /dev/null +++ b/UNSW_NB15/X_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4bd5d8781b98a69622cacc84791c2c646a172238e78f20d6d9f0cadd1ba4b1f3 +size 24736688 diff --git a/UNSW_NB15/y_test.npy b/UNSW_NB15/y_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..818f7a05d560799c48d1a1db85349e03dafe4d92 --- /dev/null +++ b/UNSW_NB15/y_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6450e14bc8ad89125b6fdaa9e2e7718d1bc96a55fa214132a211d3b8d4d1e234 +size 206268 diff --git a/UNSW_NB15/y_train.npy b/UNSW_NB15/y_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..969d3cac1b3c288bbfc91a5b22e283cf4ffbe6fe --- /dev/null +++ b/UNSW_NB15/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:046676caa51d73fd730c002abf1a271377a62dae4fe5fa95aa35a271d164c25a +size 824680 diff --git a/UNSW_NB15__BiLSTM__FedAvg__iid/model.keras b/UNSW_NB15__BiLSTM__FedAvg__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..ebdb66c339c65e505de645b9c04fb6c02afb6211 --- /dev/null +++ b/UNSW_NB15__BiLSTM__FedAvg__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b571770b0bb84bc87c2e546f52e0503b48174b0b0d3fc3ec2a5592532d4e86d7 +size 373937 diff --git a/UNSW_NB15__BiLSTM__FedAvg__non_iid/model.keras b/UNSW_NB15__BiLSTM__FedAvg__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..1c03d2220ea828c8a3c26343dc5a946d54d4cefe --- /dev/null +++ b/UNSW_NB15__BiLSTM__FedAvg__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79d91a36287a57209f514bf5349e6de8754397213537aaa561416c8a32db1a90 +size 373947 diff --git a/UNSW_NB15__BiLSTM__FedNova__iid/model.keras b/UNSW_NB15__BiLSTM__FedNova__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..c13537ca5373e90f809eaf97d794f6b71d820124 --- /dev/null +++ b/UNSW_NB15__BiLSTM__FedNova__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:03555466fbee2c7854ea60a281152107552d1f8e59435963f1c686a0f0189a9b +size 373957 diff --git a/UNSW_NB15__BiLSTM__FedNova__non_iid/model.keras b/UNSW_NB15__BiLSTM__FedNova__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..f4faad7bf5fccf08e712e4abf210884e65e2ec63 --- /dev/null +++ b/UNSW_NB15__BiLSTM__FedNova__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a6e41d5f00f30617842113a79684ef282b821efa1836899a28085b0601debe1 +size 373957 diff --git a/UNSW_NB15__BiLSTM__FedProx__iid/model.keras b/UNSW_NB15__BiLSTM__FedProx__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..0a7eb0c86083f78609bd5d7ffaea74535fd3bba6 --- /dev/null +++ b/UNSW_NB15__BiLSTM__FedProx__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:78779e470be0dba4c19c30ee54131af80db96e9fa2a9c090073a62d6bb89a6a5 +size 373957 diff --git a/UNSW_NB15__BiLSTM__FedProx__non_iid/model.keras b/UNSW_NB15__BiLSTM__FedProx__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..112e185105d381c5044d1ca631ab62464d9c8543 --- /dev/null +++ b/UNSW_NB15__BiLSTM__FedProx__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d9d16249336166e9f86e1a31f3ea34d82a31fc74c050d7b2026f80781f6fe29c +size 373957 diff --git a/UNSW_NB15__CNN_BiLSTM__FedAvg__iid/model.keras b/UNSW_NB15__CNN_BiLSTM__FedAvg__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..7dad3b82519fa132377c6a891fb4c63a2491223a --- /dev/null +++ b/UNSW_NB15__CNN_BiLSTM__FedAvg__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3efa98cb85a0be3aff30220f1e3d101f3b41bece4e257c7e3ad6962cccafac6d +size 481849 diff --git a/UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/model.keras b/UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..180d72d1b54a140a2abb31eacf9eef2387954aea --- /dev/null +++ b/UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e7c95cb3d8983669fa8990b1c734a9572ed1e327d3f6134fc521460dccadfbc4 +size 481868 diff --git a/UNSW_NB15__CNN_BiLSTM__FedNova__iid/model.keras b/UNSW_NB15__CNN_BiLSTM__FedNova__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..1092a6d711a0c2ebec0c9725fc9d6211538d0a73 --- /dev/null +++ b/UNSW_NB15__CNN_BiLSTM__FedNova__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a677a881a6004c9df54e14598d547ffe843ade1629affff2cf6f2effc37590c3 +size 481893 diff --git a/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/model.keras b/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..7d5b9fc8c7eee17758536524e8d0eeaf02a8525f --- /dev/null +++ b/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:36f6efbd6832b2c2eb5809ee3ff890f8cb712d49cbb44066e5a658450aa898fd +size 481893 diff --git a/UNSW_NB15__CNN_BiLSTM__FedProx__iid/model.keras b/UNSW_NB15__CNN_BiLSTM__FedProx__iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..4daa5f95e5f1e69d980af1ff6125ca579e71d672 --- /dev/null +++ b/UNSW_NB15__CNN_BiLSTM__FedProx__iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d8b71c92d7e2947b1623fddb73cefe463d2fd2de3409640700f427f978cf05ff +size 481890 diff --git a/UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/model.keras b/UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/model.keras new file mode 100644 index 0000000000000000000000000000000000000000..ac8334eedac8b154f6f5d899718938436f7f4662 --- /dev/null +++ b/UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/model.keras @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b67fb321361730884db84081c1d8e4fd0d6c4e6ddeb70c7d2b14c1c72d1bf74 +size 481893 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedAvg__iid/latest_weights.npz b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..42c12fa99dc320cd0a73b62c990af696616ac2d9 --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:84251136ab1ccc49c6c214a0da0270749c1e593c3629a3708dec87ddb84c1a6b +size 297424 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/history.csv b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..06a1e9be12b99de0749755de53dde25b07025a95 --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8677,0.8467078189300411,0.41211817726589883,0.5543954193331088,0.7383567725518811,0.8488439612950759,0.018618018243158816,0.592874848947168,0.8520298600196838,1,19.016,124.87 +0.8622,0.7493956486704271,0.4656985478217326,0.5744286596664607,0.7461094497473217,0.8492209322698869,0.038860427339747594,0.7495341788141414,0.3630409836769104,2,19.016,23.91 +0.8601,0.7361769352290679,0.46670005007511267,0.5712534477474717,0.7438330929960397,0.8474844279323297,0.04173434961889291,0.7735594394966185,0.3562472462654114,3,19.016,23.54 +0.8607,0.7370486656200942,0.47020530796194293,0.5741363497401406,0.7454338871063068,0.8483151880484262,0.04185930276146445,0.7962680619705016,0.4037182629108429,4,19.016,23.93 +0.8406,0.5917995444191344,0.6504757135703555,0.6197519083969466,0.7594584440770158,0.8433661894064653,0.11195801574409596,0.8068914567653054,0.4223867654800415,5,19.016,23.67 +0.841,0.5884398087787919,0.6780170255383074,0.6300604932526757,0.764399753695501,0.8450839135174619,0.11833062601524429,0.8120687216004563,0.4267912805080414,6,19.016,23.8 +0.8396,0.5823209049015501,0.6960440660991487,0.6341240875912408,0.7657044618284072,0.8447316345952495,0.12457828314382106,0.8165194812085679,0.42940980195999146,7,19.016,23.65 +0.8421,0.5880370682392586,0.6990485728592889,0.6387554335392359,0.7688626486270624,0.8470050420088111,0.12220417343496189,0.8178501977632199,0.4134678542613983,8,19.016,23.65 +0.8471,0.5986509274873525,0.7110665998998498,0.6500343327992676,0.7761079475396759,0.8518277605527653,0.11895539172810196,0.8234131779951571,0.4227566123008728,9,19.016,23.42 +0.8783,0.7963525835866262,0.5247871807711567,0.6326592212496227,0.7798640985495432,0.8682753478558755,0.03348744220917156,0.825351578536116,0.4186452031135559,10,19.016,23.78 +0.8759,0.7647058823529411,0.5468202303455183,0.6376642335766424,0.7813962193524238,0.8677216500093582,0.04198425590403598,0.8270250558894695,0.4256845712661743,11,19.016,23.84 +0.8544,0.6191105239982386,0.7040560841261893,0.6588566073102156,0.7831531955951028,0.8578057265190059,0.10808446832437836,0.8290291553787009,0.41859951615333557,12,19.016,23.72 +0.8547,0.6183637946040035,0.7115673510265398,0.6616996507566938,0.784590672242403,0.85839901974672,0.10958390603523678,0.8296931214640277,0.4028947949409485,13,19.016,24.02 +0.8511,0.6066330814441646,0.7235853780671007,0.6599680292304179,0.78232381360375,0.8558106976983733,0.11708109458952892,0.8292266276460798,0.39805367588996887,14,19.016,23.79 +0.8677,0.673890608875129,0.6539809714571858,0.6637865311308767,0.790716794977203,0.8669511114433066,0.07897038610521055,0.8306476958972133,0.400864839553833,15,19.016,23.38 +0.8691,0.6784232365145229,0.6549824737105658,0.6664968152866242,0.7925330110647739,0.8682303502491308,0.07747094839435212,0.8314256653003999,0.3981766700744629,16,19.016,23.32 +0.8715,0.6903743315508022,0.6464697045568353,0.6677010602534265,0.7940253271266513,0.8698956818107101,0.07234786954891916,0.8329797582791781,0.3879612386226654,17,19.016,23.87 +0.8782,0.7322599880739415,0.614922383575363,0.668481219379423,0.7969381473596857,0.8740893783046316,0.056103961014619515,0.8331130645737442,0.386216402053833,18,19.016,23.37 +0.8817,0.750924784217016,0.6099148723084626,0.6731141199226306,0.8004481533011603,0.8769249737483052,0.05048106959890041,0.8345885690963034,0.39162853360176086,19,19.016,23.21 +0.8801,0.7358156028368794,0.6234351527290937,0.6749796692870697,0.8007354970799274,0.8762644472523178,0.055854054729476445,0.8349776945813573,0.39285311102867126,20,19.016,23.31 +0.8807,0.7359154929577465,0.627941912869304,0.6776546879221832,0.802230006701137,0.8770499431597766,0.05622891415719106,0.8369311120247783,0.3972645401954651,21,19.016,23.43 +0.8786,0.7274840209180709,0.6269404106159239,0.6734803657880581,0.7994597505147145,0.8751229689815444,0.05860302386605023,0.836440340881183,0.38263699412345886,22,19.016,23.29 +0.8811,0.7407628128724673,0.6224336504757135,0.6764625850340136,0.8018147534664708,0.8771012658270047,0.05435461701861802,0.8383925069160658,0.37861672043800354,23,19.016,23.26 +0.8802,0.7340363210310487,0.6274411617426139,0.6765658747300216,0.8015254508652563,0.8765761722920783,0.0567287267274772,0.8419279863191013,0.38292720913887024,24,19.016,23.67 +0.8814,0.7418008348240906,0.6229344016024037,0.6771910724006532,0.802273105721336,0.8773973749337382,0.05410471073347495,0.8420204028396713,0.38237714767456055,25,19.016,23.4 +0.8814,0.7426690604428486,0.6214321482223335,0.6766630316248636,0.8020224293563946,0.877313283633952,0.05372985130576034,0.8451168881273927,0.3903031349182129,26,19.016,23.26 +0.8796,0.7381381381381381,0.6154231347020531,0.671217913708356,0.7987623416013931,0.8753655249939511,0.05447957016118955,0.849279417063869,0.3860589563846588,27,19.016,23.3 +0.8704,0.6845708267509215,0.6509764646970456,0.6673511293634496,0.7934371146072092,0.8691643573446112,0.07484693240034987,0.8546589408040587,0.36671704053878784,28,19.016,23.47 +0.869,0.6791862284820032,0.6519779669504256,0.6653040367910067,0.7919333810711219,0.867986965245759,0.07684618268149444,0.8694145804487062,0.3821827173233032,29,19.016,23.37 +0.8643,0.6595214356929212,0.6624937406109164,0.6610042468148888,0.7880879207444451,0.8644143753065365,0.08534299637635887,0.8809732779852022,0.3526556193828583,30,19.016,23.28 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..e02688112001a7ae7e92719250cce946d4a3c8c8 --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:131cad072b4bd4b56db79b42e9a9bd13193973911f639ea4322ffffddac04aa1 +size 297370 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/state.json b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..cc523edee5c6dfe226238ff90c65e386f9e0a513 --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedAvg__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__BiLSTM__FedAvg__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-07 15:23:48" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedNova__iid/latest_weights.npz b/_checkpoints/CICIDS2017__BiLSTM__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..87d3b469ca043b40f1bc6dbd97cc6b249fbece49 --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cd1d4a6f55a08b45b226c298cefb2cc386f750a33337f0bfafb08ce6496fee2 +size 297368 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedNova__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__BiLSTM__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..72516b1bdbe4d8aa563d471718084d413b343e8f --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec42611a2f5f798514f8c9f8d8e5083f4d1543b124007314e8ffbef36fde0f53 +size 297351 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedProx__iid/latest_weights.npz b/_checkpoints/CICIDS2017__BiLSTM__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..2abadc115cec5f819024ce7d07fb364580dc06bb --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4007c04ed3c100efa55652ca2a3588f82105cb59044c9525d1b9e0a8638a04d6 +size 296908 diff --git a/_checkpoints/CICIDS2017__BiLSTM__FedProx__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__BiLSTM__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..c705e1cce3a4a9998a02eb8935c0dd1e681110fb --- /dev/null +++ b/_checkpoints/CICIDS2017__BiLSTM__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b83af249a4725ade0360ddfb75877009e9cd04576561f53619cca9da0d774f5d +size 296901 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/history.csv b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..3637fe4f42c9f93cfc135191a706ca2834cc3285 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.7874,0.4462051709758132,0.2679018527791687,0.33479349186483104,0.6041379980152529,0.7659063084091964,0.08296888666749969,0.47381089752834926,0.9547303318977356,1,24.461,178.29 +0.836,0.7441860465116279,0.27240861291937907,0.39882697947214074,0.6519378065494099,0.8039561692920177,0.02336623766087717,0.5783042926253682,0.9867691993713379,2,24.461,30.18 +0.8396,0.7680763983628922,0.2819228843264897,0.41245421245421243,0.6597881948200419,0.8083369846289592,0.021242034237161065,0.6964211467770193,0.9944281578063965,3,24.461,29.2 +0.8457,0.8673139158576052,0.2684026039058588,0.40994263862332697,0.6605939825270791,0.8111351796756726,0.010246157690865926,0.7230150799108821,0.9974396228790283,4,24.461,29.03 +0.7921,0.477765726681128,0.4411617426139209,0.4587347045040354,0.6650378764181171,0.7889435614697144,0.12032987629638886,0.7986004997750279,0.9985820055007935,5,24.461,28.71 +0.7994,0.49745906267645396,0.4411617426139209,0.4676220806794055,0.6720195174220093,0.7947806179296172,0.11120829688866675,0.8167623170354682,0.9991349577903748,6,24.461,28.99 +0.7469,0.4237142857142857,0.7426139208813219,0.5395670365653993,0.6825257095534711,0.768386688550107,0.25203048856678745,0.8389265455098803,0.9993659853935242,7,24.461,29.6 +0.8073,0.5170399221032133,0.5317976965448172,0.5243149839545791,0.701746180923305,0.8083113578227218,0.12395351743096339,0.8462860478397216,0.9995879530906677,8,24.461,29.7 +0.8383,0.6162790697674418,0.5042563845768653,0.5546681354998623,0.727941924063695,0.832010161475133,0.07834562039235286,0.8546646972833359,0.9996517896652222,9,24.461,30.29 +0.8462,0.6267255659856433,0.5683525287931898,0.5961134453781513,0.7505641337562693,0.8433272171961669,0.08446832437835812,0.8116270682419982,0.999739944934845,10,24.461,30.51 +0.857,0.6526655896607432,0.6069103655483225,0.628956927867151,0.7701950500849443,0.8550226662889511,0.08059477695864051,0.8794256610456106,0.9997734427452087,11,24.461,30.79 +0.8383,0.5578915295551493,0.9168753129694541,0.6936919871187724,0.7919244529031808,0.8509228718532964,0.18130700987129827,0.9212177944537698,0.9996442794799805,12,24.461,32.44 +0.9254,0.8,0.8352528793189785,0.8172464478196962,0.885190631875673,0.9259979088196928,0.052105460452330374,0.9723520367393524,0.9993811845779419,13,24.461,29.26 +0.9127,0.7838383838383839,0.7771657486229344,0.7804878048780488,0.8630018129426754,0.9125597261862902,0.053479945020617266,0.9540544103672691,0.9817026853561401,14,24.461,29.15 +0.9296,0.8597662771285476,0.7736604907361042,0.8144438587243016,0.885501578874677,0.9281788455969925,0.03148819192802699,0.9712369691611015,0.984981894493103,15,24.461,28.59 +0.9422,0.8432510885341074,0.8728092138207311,0.8577755905511811,0.910752755114948,0.9425708401519465,0.040484818193177556,0.9810664390938526,0.8573353290557861,16,24.461,28.39 +0.9549,0.8964102564102564,0.8753129694541812,0.8857360020268559,0.9288207824250021,0.9546975015321288,0.025240534799450206,0.9880100357959156,0.9264736175537109,17,24.461,28.55 +0.9578,0.9182156133828996,0.8657986980470707,0.8912371134020619,0.9325292266762171,0.9573292699086745,0.019242783956016495,0.9911440946250064,0.9160625338554382,18,24.461,28.33 +0.9616,0.9269454737956591,0.8768152228342514,0.901183736489964,0.9386767633672359,0.9611950753097255,0.017243533674871924,0.9914591992950066,0.9320849776268005,19,24.461,28.26 +0.9582,0.9046642747309073,0.8838257386079119,0.8941236068895644,0.9340416190440844,0.9580163771440892,0.023241284518305635,0.9912321937861184,0.8907004594802856,20,24.461,28.36 +0.9615,0.8633904418394951,0.9589384076114171,0.9086595492289442,0.9421346526632526,0.9622397997858981,0.03786080219917531,0.9931438454695661,0.7386404275894165,21,24.461,28.0 +0.9597,0.8548530721282279,0.9614421632448673,0.905020032995522,0.9397220492451114,0.9605640802046148,0.04073472447832063,0.9922978307270978,0.7880650162696838,22,24.461,27.95 +0.9636,0.8699592206615315,0.9614421632448673,0.9134157944814463,0.9451859929611587,0.9642671741680738,0.03586155191803074,0.9934403667227695,0.7638223171234131,23,24.461,27.72 +0.966,0.8887846081651807,0.9484226339509264,0.9176356589147286,0.9481071439734934,0.9664083178997874,0.029613894789453955,0.99437285379525,0.6470175981521606,24,24.461,28.02 +0.9668,0.8782371649250341,0.9679519278918377,0.9209147212958552,0.9499523612807589,0.967392367855692,0.03348744220917156,0.9944704949464682,0.6681784987449646,25,24.461,27.9 +0.9582,0.8473383194016718,0.9644466700050075,0.9021077283372365,0.937767150881905,0.9591842000622328,0.04335874047232288,0.9921057395164345,0.7753043174743652,26,24.461,27.94 +0.9538,0.8786383818450912,0.8918377566349525,0.8851888667992047,0.9281352446164276,0.9539288391334517,0.030738473072597777,0.9889502503161215,0.8792420029640198,27,24.461,28.22 +0.9613,0.8577777777777778,0.9664496745117677,0.9088768542500588,0.9421550525297142,0.9621419384164752,0.039985005622891416,0.9930866873845694,0.7725293636322021,28,24.461,27.87 +0.9608,0.8584189370254578,0.9624436654982473,0.9074598677998111,0.9412965413599411,0.9616188475001552,0.03961014619517681,0.9932136114955891,0.7787165641784668,29,24.461,28.53 +0.965,0.9034786869181773,0.9233850776164246,0.9133234274393264,0.9456981753159543,0.9651424488906573,0.024615769086592527,0.9942415184691319,0.7684532403945923,30,24.461,28.13 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..7234611cd74a649d160acf88233ef5183d8109d8 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fde62d276b40fd11a1677f010a35cceb55b2d1832de1d9fbb6c139761362bf68 +size 383837 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/state.json b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..f106f779f6edc7e04c2562674ee5ef199c7c3ff5 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__CNN_BiLSTM__FedAvg__iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-08 02:52:35" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..27154c76bce16e77f3725fb9501e75dde46e9149 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:508693bfc650fa059a527db6b351244029ecf6c02ba5a87e30a1376bf0945964 +size 383633 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/history.csv b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..5f40454991e9c956eb959e4ed8fc1b5f80694e07 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8752,0.8833162743091095,0.43214822233350025,0.5803631472763954,0.7535317439659317,0.8575368031376672,0.014244658253155067,0.7788048748119054,0.9003122448921204,1,24.461,306.94 +0.8245,0.5807743658210948,0.4356534802203305,0.4978540772532189,0.6957613312652038,0.814624428024802,0.0784705735349244,0.8012060887783006,0.9783323407173157,2,24.461,306.12 +0.8493,0.7145359019264448,0.40861291937906863,0.5199107996177127,0.7152664726989577,0.8325970899515535,0.04073472447832063,0.8227990805400904,0.9897415637969971,3,24.461,305.83 +0.8466,0.6966864910790145,0.41061592388582874,0.516698172652804,0.7127648714208986,0.8305225307010161,0.04460827189803824,0.7662102925724336,0.99427729845047,4,24.461,301.87 +0.8397,0.6689536878216124,0.3905858788182273,0.49320265570660765,0.6989978355446977,0.8225984205554547,0.04823191303261277,0.6996896694535744,0.9967629909515381,5,24.461,299.81 +0.8113,0.5345911949685535,0.4256384576865298,0.47393364928909953,0.6794819041546942,0.8029341860269703,0.0924653255029364,0.666533287373269,0.9983083009719849,6,24.461,304.36 +0.8053,0.5153751537515375,0.41962944416624937,0.46260005520287056,0.6718569061506201,0.7975365708298385,0.09846307634637011,0.6556760981782558,0.998976469039917,7,24.461,305.82 +0.8044,0.5123123123123123,0.4271407110665999,0.4658656471873293,0.6730723755584094,0.7975207366180801,0.10146195176808696,0.7753223925604764,0.9992030262947083,8,24.461,302.73 +0.7962,0.4932454695222405,0.7496244366549825,0.5949920508744038,0.7294174578262986,0.8101533572416066,0.19217793327502186,0.8571645422651033,0.9992076754570007,9,24.461,297.3 +0.83,0.5631646108039132,0.6629944917376064,0.609015639374425,0.7502016607298907,0.8349979851559834,0.12832687742096713,0.8810134481992888,0.9992772936820984,10,24.461,299.44 +0.8951,0.7108540925266904,0.800200300450676,0.7528857479387515,0.8431518552451612,0.897365679293391,0.08121954267149818,0.9364912982368716,0.9992702603340149,11,24.461,305.9 +0.8789,0.6523255813953488,0.842764146219329,0.7354162114922438,0.8284485583169576,0.8843237858198809,0.1120829688866675,0.9345414473077853,0.997632622718811,12,24.461,298.49 +0.9089,0.9248826291079812,0.5918878317476214,0.7218320610687022,0.833681351909538,0.900858035988544,0.011995501686867424,0.9511109097733819,0.9991424083709717,13,24.461,299.84 +0.9219,0.7324159021406728,0.9594391587381071,0.8306958595274225,0.8899693634414911,0.925569029892281,0.08746719980007497,0.9752841808007525,0.842431366443634,14,24.461,298.27 +0.9304,0.7588539594110625,0.9549323985978968,0.8456762749445677,0.9003720303063703,0.9332223009766689,0.07572160439835061,0.9761712730284982,0.7920158505439758,15,24.461,300.36 +0.955,0.8667614983404457,0.9153730595893841,0.8904042864101315,0.9310458578143523,0.9554551855997273,0.03511183306260152,0.9885673505885467,0.8355501294136047,16,24.461,299.88 +0.9579,0.897979797979798,0.8903355032548823,0.8941413125471461,0.9339332912358149,0.9578323536362293,0.025240534799450206,0.9905880938113406,0.8541697263717651,17,24.461,299.16 +0.9582,0.8801155512758787,0.9153730595893841,0.8973981345115366,0.9355758724799301,0.9585054219037472,0.031113332500312382,0.990641966948924,0.8155354857444763,18,24.461,299.08 +0.9605,0.8595152603231598,0.9589384076114171,0.906508875739645,0.940734628044149,0.9612906148782342,0.039110333624890664,0.9921157507847427,0.7438217997550964,19,24.461,297.77 +0.9581,0.8466608084358523,0.9649474211316975,0.9019424292066464,0.9376501743540703,0.9590962460896131,0.04360864675746595,0.9920475803046066,0.775626540184021,20,24.461,297.52 +0.9613,0.9263771186440678,0.8758137205808713,0.9003861003861003,0.9381856037146139,0.9608879854137192,0.01736848681744346,0.9926482564030977,0.9071065187454224,21,24.461,296.9 +0.961,0.8831664282308059,0.927391086629945,0.9047386419149975,0.9401097962498413,0.9613537115433485,0.03061351993002624,0.9932072918824694,0.8287605047225952,22,24.461,297.31 +0.958,0.8478164975738862,0.9624436654982473,0.9015009380863039,0.9374052733136147,0.9589694170511375,0.043108834187179805,0.9921216636900873,0.7938036918640137,23,24.461,297.08 +0.9648,0.873015873015873,0.9639459188783175,0.9162303664921466,0.9469745325307929,0.9654394786536039,0.03498687992002999,0.9941534818784469,0.6736382842063904,24,24.461,297.75 +0.9619,0.9208333333333333,0.885327991987982,0.9027316824100077,0.9395210361313235,0.9616167219763458,0.01899287767087342,0.9932473995261292,0.9022022485733032,25,24.461,297.76 +0.9593,0.864010989010989,0.9449173760640961,0.9026548672566371,0.9384631564932279,0.9599696150087242,0.0371110833437461,0.9922077918827509,0.8422272801399231,26,24.461,298.38 +0.9596,0.8641975308641975,0.9464196294441662,0.9034416826003824,0.9389489647195134,0.9602746383602635,0.0371110833437461,0.9925765819790537,0.8335394859313965,27,24.461,297.57 +0.9583,0.8597449908925319,0.9454181271907862,0.9005485332697353,0.9370839079330266,0.9590270539557996,0.03848556791203299,0.9926325512259393,0.7961134910583496,28,24.461,312.99 +0.9581,0.8649398704902868,0.9364046069103655,0.8992546285164703,0.9364021390799004,0.9587129339242966,0.036486317630888415,0.9923522669985235,0.8426465392112732,29,24.461,333.93 +0.9672,0.889044289044289,0.9549323985978968,0.920811202317721,0.9500638178318331,0.9676329387096088,0.02973884793202549,0.994889622951233,0.7283005118370056,30,24.461,329.55 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..55b6eb1ff82ac673e13cee33b493f87ac72caba0 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4328eeddb8c1f616e0e09b13183f2fa2560231c85f9dad863979b396e3160899 +size 383731 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/state.json b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..9a15f11eb6bd0e7ddb183259deffef517491819a --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__CNN_BiLSTM__FedNova__iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-08 13:12:55" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..e2039d00871af52bb69db26903248faa16c0b5c9 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f6f0c3a92a5aa9c2b807cf3737013f70afab7d7638778a5e0e1628add801206 +size 383729 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..37b40bdf769decce4716501d9a4bcac14ee92cdc --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7f4bc5dc46dc8aeef5d20a716ed7468933b3a38be01db6469b791105c682f0de +size 383471 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/history.csv b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..b51280d9ac3620b31dd90c50b2e2e765ff597b9c --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.879,0.9538638985005767,0.414121181772659,0.577513966480447,0.7534511942579639,0.8591190932611406,0.004998125702861427,0.7665443873670057,0.8443716764450073,1,24.461,309.42 +0.8726,0.9075535512965051,0.4031046569854782,0.558252427184466,0.7419095741905036,0.8522140566823299,0.010246157690865926,0.7749282614412685,0.9885783195495605,2,24.461,302.81 +0.8484,0.7093124456048738,0.40811216825237856,0.5181182453909726,0.7140846359267667,0.8317820500825647,0.04173434961889291,0.7947897417787309,0.9943695664405823,3,24.461,303.69 +0.8432,0.6751020408163265,0.414121181772659,0.5133457479826194,0.709945016082143,0.8280225365027167,0.049731350743471195,0.789619171979261,0.9973005652427673,4,24.461,305.62 +0.8394,0.6509652509652509,0.42213319979969954,0.5121506682867558,0.708014524950177,0.8256503572622278,0.05647882044233413,0.7991980160669593,0.9984909296035767,5,24.461,307.22 +0.8445,0.678513731825525,0.42063094641962945,0.5193199381761978,0.7132835897263333,0.8297781588473448,0.049731350743471195,0.8043915492131113,0.9991727471351624,6,24.461,303.77 +0.8427,0.6677215189873418,0.42263395092638956,0.5176326280282122,0.71183023360309,0.8284653155113614,0.052480319880044986,0.8212829990956696,0.9995080232620239,7,24.461,305.57 +0.8562,0.7480035492457853,0.42213319979969954,0.5396927016645326,0.727241468158647,0.8398832573150121,0.03548669249031613,0.8207219300774227,0.9996559619903564,8,24.461,309.08 +0.8173,0.5336500395882818,0.6750125187781673,0.5960645589210701,0.7390092129747821,0.8248617721994415,0.147194801949269,0.8665857714473747,0.9997463822364807,9,24.461,300.52 +0.8583,0.6378326996197718,0.6720080120180271,0.6544745184101438,0.7826747081012289,0.8596717420296945,0.09521429463951019,0.9004632151275771,0.9998156428337097,10,24.461,301.32 +0.8803,0.7079002079002079,0.6820230345518278,0.6947207345065034,0.8101379031696644,0.8794574546687589,0.07022366612520305,0.9283780725442782,0.9998125433921814,11,24.461,306.94 +0.8899,0.7458836443468716,0.6805207811717576,0.7117046347211312,0.8218309342569255,0.8879727897581237,0.05785330501062102,0.9388258321507,0.999754011631012,12,24.461,314.56 +0.9094,0.7787429739397036,0.7631447170756134,0.7708649468892261,0.8572011385324854,0.909054655233427,0.05410471073347495,0.9483614087881792,0.9991862177848816,13,24.461,307.47 +0.9246,0.8541310541310542,0.7506259389083625,0.7990405117270789,0.8763174001274489,0.922729899300711,0.031988004498313134,0.9554803278264892,0.9982767105102539,14,24.461,301.91 +0.9246,0.8447032723239046,0.7626439659489234,0.8015789473684211,0.8775178687459388,0.9231267849252761,0.03498687992002999,0.960566302408755,0.9902016520500183,15,24.461,306.5 +0.9286,0.7935926773455377,0.8683024536805208,0.8292682926829268,0.8920649214078435,0.9297805766200284,0.05635386729976259,0.9753087396933211,0.8123051524162292,16,24.461,302.18 +0.9392,0.8158253751705321,0.8983475212819229,0.8551000953288846,0.908314411116733,0.9402749291789145,0.05060602274147195,0.9806506586069282,0.8427907228469849,17,24.461,304.95 +0.9372,0.8030101814962373,0.9083625438157236,0.8524436090225563,0.9062776988202212,0.9386104531526988,0.055604148444333375,0.980368653692772,0.6145419478416443,18,24.461,302.3 +0.9449,0.8199115044247788,0.927891837756635,0.8705661263800799,0.9177832219907768,0.9461418096145613,0.05085592902661502,0.9859851629249446,0.827477216720581,19,24.461,300.65 +0.9583,0.9059609455292909,0.8828242363545318,0.8942429622115141,0.9341364901360865,0.9580965430075846,0.022866425090591027,0.9891494119850274,0.8534754514694214,20,24.461,300.75 +0.9547,0.8560885608856088,0.929394091136705,0.8912364945978392,0.931314489799709,0.955385333717952,0.03898538048231913,0.9888920598190802,0.815022349357605,21,24.461,301.09 +0.9597,0.9120992761116856,0.8833249874812218,0.8974815568557619,0.9362011057662343,0.959456066841864,0.021242034237161065,0.9905465470478616,0.828578531742096,22,24.461,301.29 +0.9551,0.8583333333333333,0.928392588883325,0.8919894154438297,0.9318244116921225,0.9557493104388471,0.03823566162688992,0.9892835004099302,0.855324923992157,23,24.461,304.08 +0.9604,0.9124162802679031,0.8868302453680521,0.8994413407821229,0.9373934384149688,0.960187468253256,0.021242034237161065,0.9912010962839362,0.8346498012542725,24,24.461,309.74 +0.9572,0.8705715635333019,0.9228843264897346,0.8959649975692756,0.9345115180468813,0.9576625582457313,0.03423716106460077,0.9907796844585884,0.8138546943664551,25,24.461,302.65 +0.9613,0.9132443531827515,0.8908362543815723,0.9019011406844106,0.9388982501927192,0.9611187141634093,0.02111708109458953,0.9922142366367244,0.8329648971557617,26,24.461,304.4 +0.9611,0.9157187176835574,0.8868302453680521,0.9010429916051895,0.9384174445237348,0.9608645409466131,0.020367362239160317,0.9923227337570144,0.7867689728736877,27,24.461,309.72 +0.9584,0.8692199906585708,0.9318978467701552,0.8994683421942967,0.9366210706054071,0.9589349992891201,0.03498687992002999,0.9907811861488346,0.8716750741004944,28,24.461,307.48 +0.9627,0.9215991692627207,0.8888332498748123,0.9049197043079276,0.9408594291894803,0.962444827953341,0.018867924528301886,0.9919749673241587,0.7799341082572937,29,24.461,306.98 +0.9602,0.8734236338159739,0.9364046069103655,0.903818269695505,0.9393634281272885,0.9607118502814177,0.033862301636886166,0.9921022042873131,0.8277685642242432,30,24.461,307.12 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..2d2c110c2beccbc7015d93a5b0e9452ca921ba5e --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b98bd2f53cd1b786d701bebfb3d27241db67b99881e2ead1ffb7eaa29926e1f +size 383397 diff --git a/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/state.json b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..cf8cb8a2f53fdf400de0a588e1422d5e2fc22c31 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN_BiLSTM__FedProx__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__CNN_BiLSTM__FedProx__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-08 10:15:21" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__CNN__FedAvg__iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..1665dfb5cd94ebb2cd67461b2d10d67a31f90204 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63fe68064b092390b68e4e69e1a339ac7517cc59e9226a30e5bc24d6627e5729 +size 36594 diff --git a/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/history.csv b/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..3fdcf3af553803239d66b458778c901041917cad --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8339,0.6198288159771754,0.43515272909364044,0.511326860841424,0.7056363236199168,0.8223385869646797,0.06660002499062852,0.7035997892878303,0.5098108053207397,1,2.158,207.59 +0.8727,0.8951965065502183,0.41061592388582874,0.5629934775145897,0.7442461974100718,0.8531065809792983,0.011995501686867424,0.7293598150568349,0.5172722935676575,2,2.158,15.26 +0.8374,0.5731178557351202,0.728092138207311,0.6413762681958536,0.7681212131099532,0.8442442270253614,0.13532425340497314,0.8946115662310159,0.4785633087158203,3,2.158,14.72 +0.8743,0.8413284132841329,0.45668502754131196,0.5920155793573515,0.7588602041239739,0.8590670857588073,0.021491940522304135,0.8740611854930966,0.4321381151676178,4,2.158,13.91 +0.8111,0.5178926441351889,0.7826740110165248,0.6233300099700897,0.7486353086220152,0.8238936709923615,0.18180682244158441,0.8618219719933518,0.3978108763694763,5,2.158,14.47 +0.8645,0.6777408637873754,0.6129193790686029,0.6437023402576912,0.7800224364127253,0.8618962861634389,0.07272272897663376,0.8412967758522703,0.38070592284202576,6,2.158,14.63 +0.8672,0.6681749622926093,0.6654982473710566,0.6668339187155042,0.7919532401120921,0.8670999045428828,0.08246907409721355,0.8346413785366291,0.36937060952186584,7,2.158,13.96 +0.8824,0.6951973371374227,0.7320981472208312,0.713170731707317,0.8196042337781868,0.8835281951219512,0.08009496438835437,0.9287739556354399,0.36255815625190735,8,2.158,12.83 +0.8717,0.6178217821782178,0.9374061091637457,0.7447781977322459,0.8295453133855912,0.8804564430469906,0.1446957390978383,0.9373059339102369,0.36972931027412415,9,2.158,12.19 +0.8997,0.8079306071871127,0.6529794692038057,0.7222376073109942,0.8305190111117178,0.8955528222344323,0.03873547419717606,0.9392149263505404,0.395029753446579,10,2.158,11.8 +0.9096,0.8201523140011716,0.7010515773660491,0.755939524838013,0.850232894475953,0.9068654922804997,0.038360614769461454,0.9457561639222549,0.4073036313056946,11,2.158,11.59 +0.9054,0.7658067779463834,0.758137205808713,0.7619526925012582,0.8514618073762998,0.90522098177025,0.05785330501062102,0.9496889342510577,0.44579270482063293,12,2.158,11.38 +0.8884,0.6491703352522858,0.9599399098647972,0.7745454545454545,0.8501963153125944,0.8956322222893385,0.12945145570411096,0.9507850429899504,0.3925098180770874,13,2.158,11.27 +0.9131,0.8230240549828178,0.7195793690535803,0.7678332888057707,0.8571896960114233,0.9108571541791382,0.038610521054604524,0.9582844215091849,0.5731585621833801,14,2.158,11.18 +0.9001,0.6782142857142858,0.9509263895843766,0.7917448405253283,0.863017062767433,0.9058231594460409,0.11258278145695365,0.9654570572590112,0.5652324557304382,15,2.158,11.11 +0.9384,0.8929994308480365,0.785678517776665,0.8359083644112946,0.8989956693409421,0.9368859046816884,0.023491190803448705,0.9750562993058874,0.8543328642845154,16,2.158,11.07 +0.9411,0.8893805309734514,0.8052078117175764,0.845203679369251,0.9044172148004019,0.9399808641803513,0.024990628514307136,0.9784046305619869,0.8467298746109009,17,2.158,11.11 +0.9483,0.8457943925233645,0.9063595393089634,0.875030215131738,0.9212193249270239,0.9489605042700727,0.04123453704860677,0.9832878769610118,0.8871632218360901,18,2.158,11.03 +0.9508,0.8541176470588235,0.9088632949424136,0.8806404657933042,0.924827097741091,0.9513655888889316,0.03873547419717606,0.9839945786479295,0.8854403495788574,19,2.158,10.85 +0.949,0.8572801537722249,0.8933400100150225,0.8749386954389407,0.9214537717867985,0.949390726641322,0.0371110833437461,0.9845855876154606,0.8728074431419373,20,2.158,10.86 +0.948,0.9091412742382271,0.8217325988983475,0.8632298790110469,0.9155635751395523,0.9469951930343328,0.02049231538173185,0.9836260388333345,0.9293186068534851,21,2.158,10.81 +0.945,0.8257541647906349,0.9183775663495243,0.869606448553817,0.9173783098173977,0.9460700896923043,0.0483568661751843,0.9847836230166819,0.8283565640449524,22,2.158,10.83 +0.9469,0.8129803586678053,0.9534301452178268,0.8776215717907352,0.9218578454701074,0.9484261514419384,0.05472947644633262,0.9861685568462654,0.8087560534477234,23,2.158,11.02 +0.9486,0.8539379474940334,0.8958437656484727,0.8743890518084066,0.9210391323915053,0.9490571707897143,0.03823566162688992,0.9862636638951929,0.8363903760910034,24,2.158,10.92 +0.948,0.8316120341266278,0.927391086629945,0.8768939393939394,0.9219662394738459,0.949036662901838,0.046857428464325876,0.9862148589621905,0.7925753593444824,25,2.158,10.75 +0.9493,0.8677196446199408,0.8803204807210816,0.8739746457867263,0.9211207647159831,0.9494367237448949,0.03348744220917156,0.9864726491211264,0.9027018547058105,26,2.158,10.96 +0.9473,0.828125,0.928893340010015,0.8756195421288647,0.9210934099656567,0.9484050149884341,0.04810695989004123,0.9863496043765762,0.7994032502174377,27,2.158,10.85 +0.9472,0.8071936428272689,0.9664496745117677,0.8796718322698268,0.9229258469573577,0.9489042081786887,0.05760339872547795,0.9871609238173141,0.8043074607849121,28,2.158,10.98 +0.9478,0.8115758343895226,0.9619429143715573,0.8803849679193401,0.9235002353027245,0.9493952648931853,0.05572910158690491,0.9867743011493375,0.8006452322006226,29,2.158,10.89 +0.9544,0.890522047643183,0.8798197295943916,0.8851385390428211,0.9283459382675117,0.9542963022418608,0.026989878795451706,0.9879072638696892,0.814286470413208,30,2.158,10.73 diff --git a/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..6dd8875ff888e5c4b7f49d8dac0cfa3c8d327e7f --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e8dbaeb0696e5a1c40c8dee8745d802ae0632b56dae6a4c7258425e75d0bf618 +size 36550 diff --git a/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/state.json b/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..ddb0a3db01cfa362706a53b099cd8fd2197b14b0 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedAvg__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__CNN__FedAvg__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-07 06:07:30" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__CNN__FedNova__iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..35b76a9b2d70fa64254833ce95574ddcb0b658a8 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59b19ea62bf1d8245167fac1733c2849cb3783f94e741e5f1f378ecd8ca457ab +size 36606 diff --git a/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/history.csv b/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c3314b7cdd135c475362f25b4f672f4416421fa --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8473,0.6968174204355109,0.4166249374061092,0.521466624882482,0.715311217135155,0.8317342792421103,0.045233037610895914,0.6818543759660484,0.5564589500427246,1,2.158,129.64 +0.859,0.7730232558139535,0.4161241862794191,0.541015625,0.7288608370746692,0.8416806714467155,0.030488566787454704,0.6976904504576432,0.6351819634437561,2,2.158,130.4 +0.8675,0.8407707910750507,0.4151226840260391,0.5558162923231647,0.738976489582867,0.848982504057044,0.0196176433837311,0.7334355588111644,0.7440441846847534,3,2.158,130.64 +0.8689,0.852880658436214,0.4151226840260391,0.5584371842371169,0.7407299537532246,0.850214991124599,0.017868299387729603,0.7473366741352814,0.8168480396270752,4,2.158,140.15 +0.8709,0.851593625498008,0.42814221331998,0.5698100633122293,0.7469322097254129,0.8533117708611709,0.018618018243158816,0.7726046460669387,0.8596503138542175,5,2.158,138.41 +0.875,0.8058968058968059,0.4927391086629945,0.6115599751398384,0.7685377041710395,0.8628185282271789,0.029613894789453955,0.8026274073111417,0.9006013870239258,6,2.158,139.32 +0.8743,0.7239709443099274,0.5988983475212819,0.6555220608385859,0.7893230143958081,0.8696838671022759,0.05697863301262027,0.853109415466446,0.9227890968322754,7,2.158,126.71 +0.8863,0.804101838755304,0.5693540310465699,0.6666666666666666,0.7990636365463057,0.878581256656017,0.03461202049231538,0.8421012751164734,0.9459294080734253,8,2.158,126.23 +0.89,0.819672131147541,0.5758637956935403,0.6764705882352942,0.8051027639971651,0.8823592487597449,0.03161314507059852,0.8436590284652269,0.9568495154380798,9,2.158,124.76 +0.9021,0.8891437308868502,0.5823735603405108,0.7037821482602118,0.8225709183948557,0.893915453737723,0.018118205672872673,0.8559130711561532,0.961715579032898,10,2.158,124.02 +0.8951,0.7851985559566786,0.6534802203304958,0.713309647444657,0.8245576448471066,0.8913731920870179,0.04460827189803824,0.872928379198812,0.9618245959281921,11,2.158,123.6 +0.8997,0.8090796019900498,0.6514772158237356,0.7217753120665742,0.830299061949725,0.8954784261295454,0.038360614769461454,0.8828687239280764,0.954983651638031,12,2.158,123.01 +0.9002,0.8018126888217523,0.6644967451176765,0.7267250821467689,0.8328389296224424,0.8965709064163319,0.0409846307634637,0.900673326621195,0.9422187805175781,13,2.158,122.67 +0.9088,0.8462029355456286,0.6639959939909865,0.7441077441077442,0.8443098954172208,0.9044913074936926,0.0301137073597401,0.9356640859076945,0.9174106121063232,14,2.158,122.41 +0.9148,0.7807748896517901,0.7971957936905358,0.7888999008919723,0.8677649091029643,0.9151312330344861,0.055854054729476445,0.9485205879542793,0.8966877460479736,15,2.158,122.59 +0.9261,0.794200187090739,0.8502754131196795,0.8212817412333736,0.8873506090345878,0.9270315710359972,0.0549793827314757,0.9581325943682486,0.859715461730957,16,2.158,122.18 +0.9347,0.8203050524308866,0.8617926890335503,0.8405372405372405,0.8997404844622701,0.9352979527636428,0.047107334749468946,0.9677632154842284,0.8236041069030762,17,2.158,122.46 +0.9401,0.8269410664172123,0.885327991987982,0.8551390568319226,0.9086914950090909,0.940855089378298,0.0462326627514682,0.9764329738391166,0.7620975375175476,18,2.158,122.99 +0.9417,0.8366666666666667,0.8798197295943916,0.8577007566512082,0.9105205034592266,0.9422440433921225,0.042858927902036735,0.9786942064978013,0.7611937522888184,19,2.158,122.63 +0.9469,0.8857894736842106,0.842764146219329,0.8637413394919169,0.9153830587417977,0.9463990753232762,0.02711483193802324,0.9809394836976193,0.7165337204933167,20,2.158,122.27 +0.9446,0.844062947067239,0.8863294942413621,0.8646800195407914,0.9149251977497745,0.9451024517820897,0.04085967762089217,0.9818497582685412,0.7463963031768799,21,2.158,121.57 +0.9442,0.8305006890215894,0.9053580370555834,0.8663152850982271,0.9155284248061589,0.9450858365147428,0.046107709608896666,0.9819152069351058,0.7559844851493835,22,2.158,121.6 +0.9468,0.903137039075399,0.8217325988983475,0.8605138961719979,0.9138229928160125,0.9458404362604077,0.02199175309259028,0.9820314002179079,0.8752001523971558,23,2.158,121.88 +0.9491,0.8823227132579651,0.8597896845267902,0.870910474258179,0.9196054519886523,0.9488516556135747,0.02861426964888167,0.9832728600585497,0.7992227673530579,24,2.158,123.57 +0.948,0.8417399352151782,0.9108662994491737,0.8749398749398749,0.9210578682867535,0.9487563350908887,0.0427339747594652,0.983956379402291,0.7758057117462158,25,2.158,121.7 +0.945,0.8064379500211775,0.9534301452178268,0.8737953189536485,0.9193167874655725,0.9466569814538339,0.0571035861551918,0.9839799684532422,0.689403235912323,26,2.158,121.75 +0.9506,0.8982511923688394,0.8487731597396094,0.872811534500515,0.9210793835322133,0.9500690536606513,0.02399100337373485,0.9844062607718901,0.839154064655304,27,2.158,122.96 +0.9461,0.8104770017035775,0.9529293940911367,0.8759493670886076,0.9207597362431221,0.9476728439573235,0.055604148444333375,0.9844908559890942,0.8385145664215088,28,2.158,127.93 +0.95,0.825859817152808,0.9499248873309964,0.8835584536562645,0.9258617430639657,0.951269098682231,0.04998125702861427,0.9855703209944244,0.7594134211540222,29,2.158,130.12 +0.947,0.809624314056564,0.9604406609914873,0.8786074209803023,0.9223534738264694,0.9486273531658773,0.05635386729976259,0.9852326909707307,0.6504504680633545,30,2.158,128.12 diff --git a/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..7248da0ceb2e7f74cae7594288e6051fd2246891 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:018c260cd3a7dfa31220292f22952eea35fa63b41fa7d2ffde456da3e96a0563 +size 36627 diff --git a/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/state.json b/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..059bb5a54bccaaac0a81ecd8153490225ae2fdc6 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedNova__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__CNN__FedNova__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-07 13:34:46" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__CNN__FedProx__iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..14e684fd84c7503f7a8d1c9a38af39d9122df28e --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27883fe50d8c2a1d3382324537aee830cf62b9162e4c109474758609ab1cd424 +size 36609 diff --git a/_checkpoints/CICIDS2017__CNN__FedProx__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__CNN__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..97d6acba9e053a59669f831463be839b2bab0d01 --- /dev/null +++ b/_checkpoints/CICIDS2017__CNN__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7c07a71a4c9f793698ffbc9d6962e9d72a14d2da7f7d8f135c805287fcbf953 +size 36582 diff --git a/_checkpoints/CICIDS2017__Transformer__FedAvg__iid/latest_weights.npz b/_checkpoints/CICIDS2017__Transformer__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..346618020e3a09d212d64a75b7177c43d105b476 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ac4cdb90d32a850cf38c1b0a109188dd62ca2999997290655622c9f7582f3da6 +size 5381 diff --git a/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/history.csv b/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..d3a3a16890ea3427c7e5f941af537c1f9c9c27e3 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,1,0.148,294.9 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,2,0.148,9.59 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,3,0.148,9.65 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,4,0.148,9.63 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,5,0.148,9.6 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,6,0.148,9.69 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,7,0.148,9.68 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,8,0.148,9.65 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,9,0.148,9.68 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,10,0.148,9.81 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,11,0.148,9.67 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,12,0.148,9.62 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,13,0.148,9.76 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,14,0.148,9.68 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,15,0.148,9.74 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,16,0.148,9.7 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,17,0.148,9.68 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,18,0.148,9.81 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,19,0.148,9.79 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,20,0.148,9.87 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,21,0.148,9.72 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,22,0.148,9.77 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,23,0.148,9.76 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,24,0.148,9.72 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,25,0.148,9.73 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,26,0.148,9.78 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,27,0.148,9.81 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,28,0.148,9.79 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,29,0.148,9.88 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,30,0.148,9.66 diff --git a/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..a17355b9b01db74f6d8209fe331739fc1eb600dc --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:924b01c376540f418084fd7e7c20149a7f398f9dfb241e26805b40ce914436be +size 5380 diff --git a/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/state.json b/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..af7da58919152e33de495c42db0c6bb7492c46a4 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedAvg__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__Transformer__FedAvg__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 02:43:25" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__Transformer__FedNova__iid/history.csv b/_checkpoints/CICIDS2017__Transformer__FedNova__iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..bba94475f153bf2ece48c8708821a57dea6a615d --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedNova__iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,1,0.148,218.35 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,2,0.148,216.74 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,3,0.148,217.34 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,4,0.148,217.56 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,5,0.148,216.96 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,6,0.148,216.38 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,7,0.148,215.16 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,8,0.148,215.87 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,9,0.148,213.9 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,10,0.148,213.91 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,11,0.148,214.82 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,12,0.148,214.84 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,13,0.148,214.21 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,14,0.148,214.36 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,15,0.148,214.47 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,16,0.148,215.2 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,17,0.148,214.97 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,18,0.148,214.6 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,19,0.148,214.65 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,20,0.148,214.14 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,21,0.148,214.49 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,22,0.148,214.15 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,23,0.148,213.9 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,24,0.148,214.2 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,25,0.148,214.2 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,26,0.148,214.55 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,27,0.148,214.12 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,28,0.148,214.12 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,29,0.148,213.82 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,30,0.148,213.95 diff --git a/_checkpoints/CICIDS2017__Transformer__FedNova__iid/latest_weights.npz b/_checkpoints/CICIDS2017__Transformer__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..bab8145080fd797a23600ac43d9e5c5d845d0578 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:270fcf7697bbab455cc0b61a256d70710c6b9c83ef8d9291a1fd5bb2174be173 +size 5381 diff --git a/_checkpoints/CICIDS2017__Transformer__FedNova__iid/state.json b/_checkpoints/CICIDS2017__Transformer__FedNova__iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..2739be2d30decfd0017b501d710e9e9e73caa27c --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedNova__iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__Transformer__FedNova__iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 08:24:12" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/history.csv b/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..c063b0e256597f987df43a4a99b3514019883e4b --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,1,0.148,191.03 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,2,0.148,189.67 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,3,0.148,189.86 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,4,0.148,190.28 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,5,0.148,190.04 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,6,0.148,190.01 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,7,0.148,193.92 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,8,0.148,189.03 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,9,0.148,188.62 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,10,0.148,189.01 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,11,0.148,189.06 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,12,0.148,189.1 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,13,0.148,189.47 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,14,0.148,189.37 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,15,0.148,189.16 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,16,0.148,191.22 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,17,0.148,193.96 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,18,0.148,191.28 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,19,0.148,189.03 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,20,0.148,189.16 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,21,0.148,189.43 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,22,0.148,189.02 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,23,0.148,192.31 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,24,0.148,191.64 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,25,0.148,193.2 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,26,0.148,190.56 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,27,0.148,189.02 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,28,0.148,189.17 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,29,0.148,188.84 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,30,0.148,189.38 diff --git a/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..b366697ef7b9104bcf8b54c7f6000914789ac26a --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eda061622f1c39b817ffb551ed79bfa2d4d720d103714e8ab2e47af5e19436a3 +size 5376 diff --git a/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/state.json b/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..9be68c12fd3342899cb448c69fa2d733415ebb52 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedNova__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__Transformer__FedNova__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 09:59:25" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__Transformer__FedProx__iid/history.csv b/_checkpoints/CICIDS2017__Transformer__FedProx__iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..58039950a74bf5efd90074704c87347408116d59 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedProx__iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,1,0.148,250.93 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,2,0.148,248.26 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,3,0.148,245.9 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,4,0.148,246.37 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,5,0.148,247.02 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,6,0.148,247.62 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,7,0.148,247.42 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,8,0.148,248.12 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,9,0.148,246.77 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,10,0.148,248.07 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,11,0.148,246.22 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,12,0.148,245.41 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,13,0.148,245.66 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,14,0.148,246.11 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,15,0.148,246.09 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,16,0.148,247.71 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,17,0.148,245.75 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,18,0.148,246.21 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,19,0.148,245.85 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,20,0.148,248.57 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,21,0.148,247.88 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,22,0.148,246.06 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,23,0.148,247.07 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,24,0.148,246.31 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,25,0.148,245.71 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,26,0.148,245.57 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,27,0.148,244.65 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,28,0.148,245.85 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,29,0.148,247.94 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,30,0.148,249.62 diff --git a/_checkpoints/CICIDS2017__Transformer__FedProx__iid/latest_weights.npz b/_checkpoints/CICIDS2017__Transformer__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..94a41182e0b64e22efcddecb5ed2ae95e0372100 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f49546b388b07eb2de0e5f4ed0ca4c7bb3d39f77ec37d62f3e88e5c21d6579e7 +size 5378 diff --git a/_checkpoints/CICIDS2017__Transformer__FedProx__iid/state.json b/_checkpoints/CICIDS2017__Transformer__FedProx__iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..16fb150b6f455751911ab1c47df1375db235a111 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedProx__iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__Transformer__FedProx__iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 04:47:00" +} \ No newline at end of file diff --git a/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/history.csv b/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..7527342aff8fba4d82f19fbc83c4b556fd1e6c41 --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,1,0.148,218.97 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,2,0.148,219.02 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,3,0.148,219.45 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,4,0.148,218.81 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,5,0.148,219.24 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,6,0.148,219.15 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,7,0.148,219.89 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,8,0.148,218.43 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,9,0.148,218.53 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,10,0.148,219.01 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,11,0.148,219.52 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,12,0.148,217.26 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,13,0.148,217.62 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,14,0.148,217.84 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,15,0.148,218.4 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,16,0.148,218.9 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,17,0.148,218.8 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,18,0.148,219.07 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,19,0.148,218.92 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,20,0.148,218.44 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,21,0.148,220.05 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,22,0.148,219.45 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,23,0.148,218.94 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,24,0.148,219.54 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,25,0.148,218.54 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,26,0.148,219.21 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,27,0.148,218.76 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,28,0.148,218.55 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,29,0.148,217.69 +0.8003,0.0,0.0,0.0,0.44453702160750985,0.7115259567849803,0.0,0.5,inf,30,0.148,218.59 diff --git a/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/latest_weights.npz b/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..832e365b7c1d9f005aadcd41f62e677d0c4c3c7c --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c2078f9feb9a4cdb3dcf5586d9640ecf308ea6d77dec285237d0f6f53ae2a7fa +size 5381 diff --git a/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/state.json b/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..b3b0b34f94943049be5bc60ca8656c6d0c04a9ef --- /dev/null +++ b/_checkpoints/CICIDS2017__Transformer__FedProx__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "CICIDS2017__Transformer__FedProx__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 06:36:33" +} \ No newline at end of file diff --git a/_checkpoints/Edge_IIoTset__CNN__FedAvg__iid/latest_weights.npz b/_checkpoints/Edge_IIoTset__CNN__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..66dfa0e1f0889841090ac22dc17e078e22f42ea0 --- /dev/null +++ b/_checkpoints/Edge_IIoTset__CNN__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0a425ab525fd6d9086c1e8a0c43e3e997524e4027726e9b971d6d97b5582a604 +size 36598 diff --git a/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/history.csv b/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e613a765cfb7915764c9ea1c43dd5fea3eefec9 --- /dev/null +++ b/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.7356,0.7058927623429482,0.8024542345604506,0.7510826586330258,0.7345731058147001,0.7344773504083538,0.3304831974547624,0.8014890820927216,0.6248353719711304,1,2.158,207.69 +0.6071,0.5840051596259271,0.7286260309796821,0.6483486977535129,0.6016185541560133,0.6013475193231478,0.513024458142772,0.5556706727614317,0.7950775623321533,2,2.158,17.23 +0.5773,0.5464535464535465,0.8803057734862201,0.6743200554742276,0.5361345327933735,0.5353330567618246,0.7222111751839332,0.4764202667777744,0.9176149368286133,3,2.158,17.38 +0.6227,0.5823028304479253,0.8525447596057132,0.6919748550902114,0.6025994776031627,0.6020811004137379,0.6044939351759793,0.5964903059338915,0.9811156988143921,4,2.158,14.55 +0.6351,0.5872031662269129,0.8953932810299738,0.7092661939287707,0.6097008912991954,0.6091234125439438,0.6221912905150129,0.5898232416538493,0.9954419136047363,5,2.158,12.0 +0.6802,0.6309260079751883,0.8593844296922148,0.7276443536024527,0.6701917578135781,0.6698585327580026,0.49691787631735934,0.641519060701202,0.9981281161308289,6,2.158,10.81 +0.716,0.6547117758094961,0.9070609535304768,0.7604992410187216,0.7058452972472631,0.7055283043733885,0.4728574269238417,0.7317800970824658,0.9990559220314026,7,2.158,10.54 +0.739,0.6882474884388455,0.8682357674512171,0.7678349048212062,0.7349108298940468,0.7347198702594693,0.38874527739113146,0.7554807143712314,0.9994826316833496,8,2.158,10.19 +0.7803,0.7544954128440367,0.8271977469322068,0.7891757029075904,0.7799099101238025,0.7798561685256565,0.26605687015311197,0.8301169051326887,0.9996602535247803,9,2.158,10.05 +0.7784,0.7175801611119886,0.9139006236169784,0.8039285082286322,0.7745786482279053,0.7744084190399011,0.3555378802942931,0.8335379402163089,0.9997503161430359,10,2.158,10.25 +0.8151,0.7523440025864856,0.936230134781734,0.8342744465358071,0.8125912547051986,0.812465492192581,0.30463312785842117,0.8935033174515992,0.9998420476913452,11,2.158,10.33 +0.8351,0.8206563706563706,0.8551599275799638,0.8375529504482317,0.8350623925761314,0.8350479473404732,0.18472857426923842,0.9019953431233426,0.9998946189880371,12,2.158,10.49 +0.8392,0.8414213197969543,0.8336350834842085,0.8375101050929669,0.839182605990664,0.8391923064958706,0.15529926426724994,0.9223650683608997,0.9999423027038574,13,2.158,10.25 +0.9101,0.863961387200572,0.9722389861194931,0.9149077141504969,0.9098120976687831,0.9097825430931891,0.15132233048319746,0.961286037662307,0.9999662637710571,14,2.158,10.23 +0.9245,0.8855157278712509,0.9740494870247435,0.9276750646613661,0.9243542146860853,0.9243349537562286,0.1244780274408431,0.9665192937090406,0.9999840259552002,15,2.158,10.11 +0.9896,0.9923123609144244,0.9867229933614967,0.9895097841436352,0.9895992307591069,0.9895997495494766,0.007556174189699742,0.9969110160865811,0.9999908208847046,16,2.158,10.24 +0.9964,0.9997974478428195,0.9929591631462482,0.9963665724666936,0.9963996952702077,0.9963998873824681,0.00019884668920262477,0.9994410611972987,0.9999910593032837,17,2.158,11.16 +0.9978,1.0,0.9955743311204989,0.9977822580645161,0.9977998591909882,0.9977999612775217,0.0,0.9999132770826411,0.9999872446060181,18,2.158,11.48 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999992599751055,0.9999704360961914,19,2.158,11.21 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993799791426,0.9999722242355347,20,2.158,10.2 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999992599751055,0.9999327659606934,21,2.158,9.52 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993799791426,0.9999284744262695,22,2.158,9.4 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999991799724143,0.9998334646224976,23,2.158,9.43 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999991799724143,0.999874472618103,24,2.158,9.46 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999997399912535,0.9999151229858398,25,2.158,9.44 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999990199670317,0.9995929002761841,26,2.158,9.41 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993399777969,0.9997884035110474,27,2.158,9.6 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993799791425,0.9997003674507141,28,2.158,9.69 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993399777969,0.9998753070831299,29,2.158,9.4 +0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.999998879962322,0.9997428059577942,30,2.158,9.41 diff --git a/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/latest_weights.npz b/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..d1a7a0e1574e90df7f80d7f0fd55a0d4afc3a261 --- /dev/null +++ b/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46c154c941229147c0643993fb340a351b022b845c149dda2bbd522f78d25829 +size 36564 diff --git a/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/state.json b/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..52c1a2770c70b159f035e7484c90898ec9d71aa7 --- /dev/null +++ b/_checkpoints/Edge_IIoTset__CNN__FedAvg__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "Edge_IIoTset__CNN__FedAvg__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-07 06:47:27" +} \ No newline at end of file diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..32ae4b90feac5a1115cc031c8b923a8d21694957 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:61daf7d7fa37b37cc1e826d4930f6b5b1c248fde6f8645c4d3d8ab00e7485acd +size 297577 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/history.csv b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..1c83787d2c03e04a27cbc0a8cbb45dc9da4d095f --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.857,0.8264918032786885,0.9833047277266345,0.8981046031067408,0.8292065087273564,0.8486219917234669,0.3684210526315789,0.8337310353430777,0.6357003450393677,1,19.016,126.41 +0.8602,0.822665808113329,0.9967233577781245,0.9013687032594893,0.8307049489520928,0.850617994915917,0.38345864661654133,0.8495513892652785,0.4673522412776947,2,19.016,22.56 +0.861,0.8237646755257386,0.9962552660321423,0.9018361581920904,0.8319112297809768,0.8516160746072284,0.38039543302701195,0.8647927658816952,0.5369025468826294,3,19.016,22.72 +0.8623,0.8250645994832041,0.9964112966141364,0.9026786345324758,0.8336671244786802,0.8531145680118397,0.3770537454747981,0.8808170979623954,0.5116599798202515,4,19.016,22.52 +0.8636,0.826115061409179,0.9970354189421127,0.9035633484162896,0.835319925574265,0.8545509221311475,0.3745474798106377,0.8932451445529273,0.5434152483940125,5,19.016,22.42 +0.8637,0.8261375387797312,0.9971914495241068,0.9036408624955815,0.8354241887200367,0.8546476473899853,0.3745474798106377,0.9028608170275727,0.4899664521217346,6,19.016,22.68 +0.8638,0.8265821146628705,0.9965673271961304,0.9036502546689303,0.8356927944558841,0.8548432067439203,0.37315510999721524,0.908786329305172,0.47256898880004883,7,19.016,22.84 +0.8723,0.8354248366013072,0.9971914495241068,0.9091685041610357,0.8471107627689541,0.8645986342932427,0.35059871901977163,0.9183995685543673,0.3614450991153717,8,19.016,22.9 +0.8721,0.8353817991631799,0.9968793883601186,0.9090133029807214,0.8469010650861877,0.8644042937248673,0.35059871901977163,0.9181396044852862,0.2814709544181824,9,19.016,22.42 +0.8707,0.8555740895190437,0.960368232173506,0.9049474380651327,0.8514107207521224,0.8664973676909287,0.28933444722918406,0.927879023854256,0.47005319595336914,10,19.016,22.62 +0.8702,0.8838816283611236,0.9180839444531128,0.900658196846778,0.8567323288819988,0.8691106384744735,0.21526037315510999,0.9322994992899978,0.49974074959754944,11,19.016,22.38 +0.8713,0.8750732278851787,0.9322827274145733,0.9027725315403793,0.8562361844453339,0.8693501270567177,0.2375382901698691,0.9323893765550646,0.462767094373703,12,19.016,22.21 +0.8771,0.889356584485869,0.9230769230769231,0.9059030702090192,0.8643941060801545,0.8760913321716686,0.2049568365357839,0.9373523526400649,0.4707460403442383,13,19.016,22.07 +0.8731,0.8779411764705882,0.9315025745046029,0.9039291392232569,0.8585320854414031,0.8713249751971296,0.23113338902812586,0.934763205234007,0.44442880153656006,14,19.016,22.02 +0.8819,0.8860011813349085,0.9361834919644251,0.9104013352552917,0.8686043925139928,0.8803827709784909,0.2149818991924255,0.9398958987941588,0.46352139115333557,15,19.016,22.0 +0.8765,0.8972665847665847,0.9116866905913559,0.9044191626035136,0.8649797465793384,0.8760937740149509,0.18629908103592313,0.9406003175619914,0.4421375095844269,16,19.016,21.84 +0.8839,0.8915249179349448,0.9322827274145733,0.9114484021051026,0.8714594311294855,0.8827283231504145,0.2024505708716235,0.9457369651134999,0.45376718044281006,17,19.016,21.69 +0.8825,0.897841289145637,0.9215166172569824,0.9095249095249095,0.8709894617494789,0.8818487509325953,0.1871345029239766,0.9460473751602182,0.4446006715297699,18,19.016,21.65 +0.8842,0.8912233646252421,0.9332189109065376,0.9117378048780488,0.8717119256948384,0.8829912184486671,0.20328599275967696,0.9490443485319113,0.43462416529655457,19,19.016,21.74 +0.8845,0.8971877834895676,0.9258854735528164,0.9113107578898871,0.8728834139169945,0.8837122394485557,0.1893622946254525,0.951031489891317,0.44036951661109924,20,19.016,21.64 +0.886,0.8946816479400749,0.931814635668591,0.9128706817487007,0.8740177584567679,0.8849665122404345,0.19576719576719576,0.9523673741139311,0.4265957474708557,21,19.016,21.82 +0.8863,0.9103362391033624,0.9124668435013262,0.9114002961115873,0.8763782560507707,0.8862474669399087,0.16040100250626566,0.9558939216246785,0.47213560342788696,22,19.016,21.82 +0.8909,0.9092028316405047,0.9218286784209705,0.9154722243743705,0.8808293026566623,0.8905916779967125,0.1642996379838485,0.957292331051272,0.47131645679473877,23,19.016,21.53 +0.8938,0.9145603969607691,0.9202683726010298,0.9174055062995801,0.8843538312791656,0.8936677932999184,0.15343915343915343,0.9577907512144728,0.449104905128479,24,19.016,21.59 +0.8953,0.9024317021915341,0.9380558589483539,0.9198990130823962,0.8843974788315718,0.8944018111834543,0.18100807574491784,0.9601374668098273,0.42235466837882996,25,19.016,21.5 +0.8932,0.9181149209331455,0.9149633328132314,0.9165364176305095,0.8841427229740555,0.8932712661282444,0.14564188248398774,0.9595641815135783,0.48182258009910583,26,19.016,21.61 +0.8971,0.9067130329603871,0.9357154002184428,0.920985947938263,0.8867506778533225,0.8963981769632589,0.1718184349763297,0.961905639603942,0.4231194853782654,27,19.016,21.52 +0.8968,0.9136790275426989,0.9265095958807926,0.9200495816547877,0.8872667536023515,0.896504954547528,0.15622389306599832,0.9626409950953561,0.45277950167655945,28,19.016,21.61 +0.8972,0.9132237751497466,0.9277578405367451,0.9204334365325078,0.8876178482097568,0.8968652809991079,0.15733778891673628,0.9635891709127538,0.45099207758903503,29,19.016,21.62 +0.8974,0.9043112513144059,0.9393041036043065,0.9214755854890556,0.8867545219051854,0.8965389176231201,0.17738791423001948,0.9634499339314115,0.424034982919693,30,19.016,21.74 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..72108fb7aa095a3e41250a827541a262913d0647 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5ba1cd3f24f6afc67ad983e89bc0c93a17f00ae729b36e2389e9f95c3da6031d +size 297653 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/state.json b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..baeb7f55ff795ca32bddf5425edb7008a34a2cdf --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedAvg__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "UNSW_NB15__BiLSTM__FedAvg__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 16:43:39" +} \ No newline at end of file diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedNova__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__BiLSTM__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..bbd0fa9c1724bb277e210639858ee6e6f4e8cf14 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bfd3d8358061432c94c8865bcc9de7139225dfa833dbf187ff8b87f42ee699b0 +size 297562 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedNova__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__BiLSTM__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..ebf34d52ba0502a5d3d25fb7d53013cb5814e6f5 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37f37d79fa51b1d726d8cfd564f7ef52d9bd77d2ed8ca94c4fe84e83491d3279 +size 297588 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedProx__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..37ef380b83170e6531f046db8372f30675ce51ef --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e24d0660d08078389e7048a7cbff6e0029828b8eb2d416ecb69851af5b834e60 +size 297017 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/history.csv b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..5e435b0a5a4d73fb48f50d22c8aad9405cc73ba1 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8534,0.8299292484314511,0.9700421282571384,0.8945323741007194,0.8271022526241302,0.8461040608562331,0.35477582846003897,0.8365670899566491,0.669221818447113,1,19.016,194.08 +0.8606,0.8240920253328163,0.9948509907941957,0.9014562420472219,0.8316642330837407,0.8513316212096497,0.3790030632135895,0.8503464456811313,0.40352967381477356,2,19.016,192.35 +0.8617,0.823840206185567,0.9975035106880948,0.9023925471098878,0.8326059802947827,0.8522718348232793,0.38067390698969644,0.8567645557610328,0.42584916949272156,3,19.016,193.64 +0.8621,0.824516129032258,0.9970354189421127,0.9026061162511477,0.833258202792583,0.8528004448052067,0.378724589250905,0.8614690016419492,0.513670802116394,4,19.016,195.53 +0.8622,0.8248740798140256,0.9965673271961304,0.9026286037309215,0.8334962444099203,0.8529777432665785,0.37761069340016706,0.867287278197922,0.5315338969230652,5,19.016,194.98 +0.8627,0.8255753814326351,0.9962552660321423,0.9029201725235099,0.8342499104038072,0.8536011902691394,0.37566137566137564,0.8728830015261103,0.5482556819915771,6,19.016,194.35 +0.8629,0.8259575569358178,0.9959432048681541,0.9030204428096484,0.8345905557046707,0.8538740978908534,0.3745474798106377,0.8843414946756466,0.5689548850059509,7,19.016,193.49 +0.8709,0.8343349882414424,0.9964112966141364,0.9081988195975255,0.8453744645402146,0.8630783677953648,0.35310498468393203,0.9093776030895705,0.5269128680229187,8,19.016,192.36 +0.8679,0.8497387957107506,0.9644250273053518,0.9034568442592998,0.8471692959621653,0.8630311270722978,0.30437204121414646,0.9095963326773618,0.5441661477088928,9,19.016,192.6 +0.8683,0.8504955947136564,0.9639569355593697,0.9036787830029986,0.8477616295290005,0.8635190833779732,0.30242272347535504,0.9108892878509618,0.5065395832061768,10,19.016,194.46 +0.867,0.8500344589937974,0.9622405991574349,0.9026639344262295,0.8463761591323067,0.8622380542101342,0.302979671400724,0.9145020845138279,0.49657654762268066,11,19.016,193.85 +0.8691,0.8491237677984665,0.9677016695272274,0.9045431342521695,0.8481678610659606,0.8640544130498343,0.30687830687830686,0.9175710987390286,0.48264795541763306,12,19.016,195.83 +0.8714,0.8497883381127953,0.9709783117491029,0.9063501310806874,0.8505905090629984,0.8663035705475831,0.3063213589529379,0.9177966065977169,0.47388750314712524,13,19.016,195.17 +0.8714,0.8519027338920181,0.9675456389452333,0.9060490940970193,0.8511550920421724,0.8666242218212282,0.3001949317738791,0.921937760786912,0.47219541668891907,14,19.016,194.68 +0.8685,0.8580264267641271,0.9524106724918084,0.9027582636988833,0.8498660856860945,0.8647711014500983,0.2812587023113339,0.9232220475948457,0.4753365218639374,15,19.016,195.92 +0.8716,0.8351863963374755,0.9962552660321423,0.9086381101465775,0.8463473093618861,0.8639008570230122,0.3508771929824561,0.9248343418835572,0.4378643035888672,16,19.016,195.62 +0.8672,0.8596913492850063,0.9474176938679981,0.9014251781472684,0.8489969027991244,0.8637711907922314,0.2759676970203286,0.9268912212223838,0.4670731723308563,17,19.016,195.88 +0.8762,0.8627753613020906,0.9594320486815415,0.9085401891252955,0.8585089559487864,0.8726077574579267,0.2723475355054302,0.9296100030593466,0.46461114287376404,18,19.016,193.89 +0.8796,0.8679485366888167,0.9578717428616009,0.9106957424714434,0.862988251720533,0.8764322226141394,0.2600946811473127,0.932156112790254,0.45986273884773254,19,19.016,191.51 +0.8762,0.8631830313246243,0.9588079263535653,0.9084861028976937,0.8586002825984143,0.8726581067587511,0.27123363965469227,0.9324843375233041,0.4573899805545807,20,19.016,192.12 +0.881,0.867173209511749,0.9616164768294586,0.9119562000591891,0.8642137570314452,0.8776675774766635,0.2628794207741576,0.9356557427444585,0.45087531208992004,21,19.016,191.21 +0.8812,0.8681427161190242,0.9605242627555001,0.912,0.8646153846153846,0.8779683692307692,0.2603731551099972,0.937859636695977,0.4379540979862213,22,19.016,192.28 +0.8827,0.8705066515709029,0.9597441098455297,0.9129499072356215,0.8665898961465464,0.8796541472714478,0.2548036758563074,0.9396935934781564,0.4360042214393616,23,19.016,192.02 +0.8802,0.8711009827659878,0.9542830394757372,0.9107967237527923,0.8642263679646762,0.8773498942257673,0.25201893622946253,0.9424976468320121,0.43882790207862854,24,19.016,191.67 +0.8824,0.8677442023893184,0.9633328132313933,0.9130434782608695,0.8657249509896071,0.8790593119746489,0.26204399888610413,0.9429173999473989,0.40422093868255615,25,19.016,191.62 +0.8849,0.899787104622871,0.9232329536589171,0.9113592606854063,0.8736411413904579,0.8842701074077745,0.18351434140907824,0.9471526026452898,0.49359560012817383,26,19.016,191.86 +0.882,0.9004441721550007,0.9173037915431425,0.9087957953315814,0.8708521599144454,0.8815446763749943,0.18100807574491784,0.9480417510202928,0.46988338232040405,27,19.016,193.25 +0.8808,0.9013694414525312,0.9140271493212669,0.9076541679578556,0.8697887309050417,0.8804592110665246,0.17850181008075744,0.9487260305024797,0.456117182970047,28,19.016,192.24 +0.8842,0.90724367923065,0.9126228740833203,0.9099253266957062,0.8739156308730491,0.884063163155874,0.1665274296853244,0.950165478883318,0.47171851992607117,29,19.016,192.52 +0.8876,0.9037433155080213,0.922920892494929,0.9132314343060058,0.8768541503065652,0.8871052689376077,0.17543859649122806,0.9529595386326464,0.4774731397628784,30,19.016,192.46 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..eaa6d640abe33864e22ad9a739350a18b3092b73 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad5b745a68864979719cb63b5b5200a2df3d7edbfa90dfc0fb32cf5a13aac340 +size 297009 diff --git a/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/state.json b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..d0e2b3bb25273cb98f326c32a66eacdf86aed457 --- /dev/null +++ b/_checkpoints/UNSW_NB15__BiLSTM__FedProx__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "UNSW_NB15__BiLSTM__FedProx__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 20:29:36" +} \ No newline at end of file diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedAvg__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..925f80d53a20a40547ec9acf0f0665fcfeb97976 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a027a7c0d454601f0bfaf32941b3279798580d6ba7508d84032c51b0c3082e4e +size 383674 diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..d0592ef9f33f6301f49da4376faae1bc6db79d14 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5ed907c76a1f6970c8bb66be8b83669c31ca7ac469df7a9f4df4b78d6642a0f +size 383655 diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..58007468fdd1a7bfbbce5006e54ccf7c5cac6b03 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6391faf29084320e8fba2c5cfa727715c538173292efde9fc119aea174376ca +size 383741 diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/history.csv b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..34eb021a14421ec0c9ef1da26e1599f9d2a76cca --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8685,0.8321596244131455,0.995631143704166,0.9065852099168857,0.8422846697904537,0.8604045619980821,0.3583959899749373,0.8384145381049407,0.04634303227066994,1,24.461,235.14 +0.8455,0.8138064516129032,0.9840848806366048,0.8908821244438166,0.8131863113230896,0.8350809914605106,0.4018379281537176,0.8275017826635207,0.012527785263955593,2,24.461,235.01 +0.8517,0.8187111801242236,0.9872054922764862,0.8950979698663083,0.8210778950474301,0.84193675213139,0.39014202172096907,0.8330430408470337,0.006243797950446606,3,24.461,235.21 +0.8575,0.8239729589183568,0.9889218286784209,0.8989433373519609,0.8286884850855414,0.8484863024542184,0.3770537454747981,0.8359266519830201,0.003719324478879571,4,24.461,234.8 +0.8667,0.8296960249415433,0.9965673271961304,0.9055079038775076,0.8396536634608986,0.8582113884102992,0.36507936507936506,0.8364550312345764,0.002477546688169241,5,24.461,233.05 +0.8678,0.8308833094835436,0.9965673271961304,0.9062145289443814,0.8411492698922449,0.859484659893137,0.3620161514898357,0.8267127658608389,0.0017891556490212679,6,24.461,232.91 +0.8697,0.8332028191072827,0.9960992354501482,0.9073981948688793,0.8438154745638038,0.8617330851457741,0.3558897243107769,0.8112377778759757,0.0016716532409191132,7,24.461,233.01 +0.8691,0.8324641460234681,0.9962552660321423,0.907024646636835,0.842973562973881,0.8610231583501016,0.35783904204956835,0.8014392658889297,0.0012842200230807066,8,24.461,233.02 +0.8708,0.8341386966174742,0.9965673271961304,0.9081473055595052,0.8452094802148722,0.8629453593969898,0.353661932609301,0.799980286528808,0.0016805640188977122,9,24.461,233.29 +0.8695,0.8405390979450227,0.9828366359806522,0.9061353664676689,0.8460478374080185,0.8629805030970281,0.33277638540796434,0.7999972973817321,0.0015335155185312033,10,24.461,233.14 +0.8717,0.8522539857064321,0.9675456389452333,0.9062477164778955,0.851540326964205,0.866956869329163,0.29935950988582566,0.805129534712112,0.0015868315240368247,11,24.461,233.77 +0.8736,0.8565488565488566,0.9642689967233578,0.9072225484439225,0.8544895678229649,0.8693497217619508,0.2882205513784461,0.8379123812026557,0.004519629292190075,12,24.461,233.11 +0.879,0.8478522681653954,0.9886097675144329,0.9128367670364501,0.857529857856244,0.873115344863226,0.316624895572264,0.8792007627814182,0.005396468099206686,13,24.461,233.78 +0.8827,0.8515037593984962,0.9895459510063973,0.9153496427798224,0.8622002975416286,0.8771777830297517,0.3079922027290448,0.927283796078501,0.009957963600754738,14,24.461,233.55 +0.8868,0.9279805352798054,0.8926509595880793,0.909972960076348,0.8787677889527983,0.8875614061754146,0.12364243943191311,0.9610505346600147,0.4443506598472595,15,24.461,232.38 +0.9227,0.938667496886675,0.9408644094242472,0.9397646692121874,0.9159546103142002,0.922664284911653,0.10971874129768866,0.9784909170518223,0.37156790494918823,16,24.461,231.7 +0.9336,0.9459711224965067,0.9506943360898736,0.9483268482490272,0.9277298576909472,0.9335340896302141,0.09690893901420217,0.9835355799912222,0.3469633460044861,17,24.461,233.76 +0.941,0.9561059727229974,0.9516305195818381,0.9538629965592743,0.9360274494720942,0.9410535066412616,0.07797270955165692,0.9875834677799021,0.3281250596046448,18,24.461,234.14 +0.9488,0.9521545775187855,0.9687938836011858,0.9604021655065739,0.9439917475340507,0.9486162033187077,0.08688387635756056,0.9907551337037832,0.2655709385871887,19,24.461,231.87 +0.9508,0.9579012536759015,0.9656732719613044,0.9617715617715618,0.9463836770989646,0.9507199829997025,0.075744917850181,0.9915020470160856,0.27297288179397583,20,24.461,232.09 +0.9507,0.9538201902424056,0.9700421282571384,0.961862767850236,0.946080542697916,0.9505279737458397,0.08382066276803118,0.9916069798636256,0.2853550612926483,21,24.461,231.89 +0.9506,0.951457792703404,0.9725386175690436,0.9618827160493827,0.9458561307519641,0.9503724224887766,0.0885547201336675,0.9914443882630068,0.24662615358829498,22,24.461,232.3 +0.9541,0.9618131015212666,0.9667654860352629,0.9642829351801416,0.9500390756471417,0.954052995263541,0.06850459482038429,0.9927950456401402,0.30034196376800537,23,24.461,233.02 +0.956,0.9620684316457656,0.9695740365111561,0.9658066521603978,0.9520564388115506,0.9559312489332559,0.0682261208576998,0.9928971107576853,0.2580496072769165,24,24.461,231.67 +0.9563,0.9616573902288188,0.9705102200031206,0.9660635241127592,0.9523564847855668,0.9562191284679695,0.06906154274575327,0.9932807782706362,0.28711560368537903,25,24.461,231.69 +0.9556,0.9591993841416474,0.9720705258230613,0.9655920644761314,0.951510801121944,0.9554789011351539,0.07379560011138958,0.9931232920984173,0.28162941336631775,26,24.461,231.81 +0.9588,0.9633750579508576,0.9726946481510376,0.9680124223602484,0.9550736269104613,0.9587197794682113,0.06599832915622389,0.9936546042556504,0.26128438115119934,27,24.461,231.93 +0.9575,0.9708844822159269,0.962552660321423,0.9667006189767297,0.9539873137719077,0.9575699231786265,0.05151768309663046,0.9936057876700558,0.38708066940307617,28,24.461,232.5 +0.9586,0.9659567853256645,0.9695740365111561,0.9677620308363183,0.9549623230459882,0.9585692807013032,0.06098579782790309,0.9937114157248672,0.31458553671836853,29,24.461,233.74 +0.9589,0.966697790227202,0.9692619753471681,0.967978184651344,0.9553080037004102,0.9588784606923832,0.05959342801448064,0.9940295599524809,0.28232017159461975,30,24.461,233.23 diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..ba752c1f666922883ea3c3faf1a822f01b7d2908 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f3b7a006bf691c79aaa53eaa82bdaa037293c0ad0dd7f7bc7a624e8e1dfc6e6 +size 383744 diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/state.json b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..b4353691ec824e2b3941e67c55efd85e5f4bcdeb --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedNova__non_iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "UNSW_NB15__CNN_BiLSTM__FedNova__non_iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-10 14:43:33" +} \ No newline at end of file diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedProx__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..fdb35779ac51ccd0fbe6c22dc17c5af03418f72f --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c5bc97ffca05d1be8f7e7298f1318aea9d227fbef5afc0de7266b9cf68ebb6b4 +size 383402 diff --git a/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..19d16f3f7992c0fd49284ef44c22e18af74b4cb1 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c78898901ef9f51630a423913f17881eb3d59e67cde2254197589eeab2c774eb +size 383482 diff --git a/_checkpoints/UNSW_NB15__CNN__FedAvg__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..b52bde2ef20e1e3e6ba718a748b6eb0f3669bbba --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d34524e2cf08303cba3d72e9ffe4936bf3b66ca6a81b1b4f28058cbdb8cdeef +size 36604 diff --git a/_checkpoints/UNSW_NB15__CNN__FedAvg__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..50f45147ba3ed33af841673789073c2e159bd7c7 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e628258a203638020aec30f3132042b3b1d0cee49c5bf9d65fe1032d1dc3543 +size 36576 diff --git a/_checkpoints/UNSW_NB15__CNN__FedNova__iid/history.csv b/_checkpoints/UNSW_NB15__CNN__FedNova__iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..4ae59f39f5cf7642c9a8c9088f34feede369c578 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedNova__iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.8524,0.8178889032091764,0.9901700733343736,0.8958215697346132,0.8213675749907634,0.8423487107095803,0.39348370927318294,0.8574234384525832,0.4226113259792328,1,2.158,142.85 +0.8587,0.8372940858763165,0.9675456389452333,0.8977198697068404,0.834631963956088,0.8524101357966499,0.3355611250348092,0.861751885825762,0.3152988851070404,2,2.158,143.37 +0.8764,0.8485379328931411,0.9825245748166641,0.9106290672451193,0.8551524590682646,0.8707857672525022,0.3130047340573656,0.8735387123344848,0.32570916414260864,3,2.158,142.5 +0.8797,0.8530927835051546,0.9812763301607115,0.912705899426747,0.8596332198532673,0.874589100957074,0.30158730158730157,0.8831208627835083,0.40604662895202637,4,2.158,141.65 +0.8832,0.8545528345284806,0.9854891558745514,0.9153623188405797,0.863487611033193,0.8781059036933145,0.29935950988582566,0.8904829774371784,0.49651071429252625,5,2.158,141.05 +0.8876,0.8591817316841104,0.9862693087845218,0.9183495568792678,0.8690239924274427,0.8829239364899669,0.2884990253411306,0.9143445983416092,0.6217490434646606,6,2.158,140.89 +0.8862,0.8612748457847841,0.980340146668747,0.916958552247519,0.8681044349547633,0.8818715252078618,0.28181565023670285,0.9112894882618381,0.7388052940368652,7,2.158,140.54 +0.8876,0.8977871443624869,0.9305663910126385,0.9138829298191848,0.8760548788416592,0.886714823607126,0.18908382066276802,0.9421201927340499,0.7955160140991211,8,2.158,139.89 +0.8894,0.8813461815043866,0.9561554064596661,0.9172279598862446,0.8753057545740353,0.8871194320310158,0.2297410192147034,0.9452887302252093,0.8418722748756409,9,2.158,139.88 +0.8969,0.8953249044398707,0.9502262443438914,0.9219589735826206,0.885047832644897,0.8954493921611475,0.19827346143135616,0.9490843664004761,0.8595848679542542,10,2.158,138.95 +0.9042,0.9028824833702882,0.9530347948197847,0.9272810080461515,0.8934676355788918,0.9029962439401655,0.18295739348370926,0.9588684311114118,0.8035023808479309,11,2.158,138.77 +0.9018,0.9017024426350851,0.9503822749258855,0.925402613187481,0.8908756775709201,0.9006053680276669,0.18490671122250069,0.9589660208321467,0.6736090779304504,12,2.158,138.94 +0.9082,0.9044041832375902,0.9580277734435949,0.9304440066676769,0.8977418504376314,0.9069573180632582,0.18072960178223335,0.9652122191889458,0.5463018417358398,13,2.158,138.87 +0.9119,0.9114319738017267,0.9553752535496958,0.9328864173078388,0.9023518366184182,0.9109564814566969,0.16569200779727095,0.9698763647733435,0.3136012554168701,14,2.158,138.64 +0.9181,0.9222054380664653,0.9525667030738024,0.9371402256504721,0.909826747454414,0.9175236856100631,0.14341409078251183,0.9756793467693436,0.31361669301986694,15,2.158,138.97 +0.9232,0.9247101340159615,0.958183804025589,0.9411494252873563,0.9153229140825271,0.922600824940048,0.1392369813422445,0.9786308057899816,0.17511887848377228,16,2.158,138.25 +0.9258,0.9335883703136955,0.9519425807458262,0.9426761433868974,0.9187587066140837,0.9254986402966626,0.12085769980506822,0.9806418666245719,0.16454827785491943,17,2.158,137.8 +0.9311,0.9505356017643353,0.9414885317522235,0.9459904366230305,0.9254320538768888,0.9312254061347514,0.08744082428292954,0.9831712044800549,0.25449636578559875,18,2.158,137.15 +0.9306,0.9395477618827872,0.9530347948197847,0.9462432223082882,0.9241794390808014,0.9303970131943071,0.10944026733500417,0.9839548986020642,0.21327629685401917,19,2.158,137.29 +0.9319,0.9537389100126743,0.9393041036043065,0.9464664727615754,0.9264548327539159,0.9320941129080744,0.08131439710387078,0.9848168035421156,0.22579194605350494,20,2.158,138.32 +0.9375,0.96390760346487,0.9375877672023717,0.9505655303329906,0.9328062122237197,0.9378107880669122,0.06265664160401002,0.9866783079124276,0.33361268043518066,21,2.158,137.72 +0.9397,0.9649263292761051,0.9400842565142769,0.9523433177902474,0.9351345008714406,0.9399839454791603,0.06098579782790309,0.9870251294399901,0.32571256160736084,22,2.158,138.94 +0.9435,0.9547152194211018,0.9572476205336246,0.9559797428905337,0.9385620975443596,0.9434703900029116,0.0810359231411863,0.9878954420429813,0.3444533348083496,23,2.158,139.03 +0.9391,0.9494730316181029,0.9558433452956779,0.9526475390716118,0.9336707368981816,0.9390183997506542,0.09078251183514341,0.9874387343160697,0.22788453102111816,24,2.158,138.98 +0.9429,0.9677884615384615,0.9422686846621938,0.954858091548739,0.9385907924754986,0.9431749173543378,0.055973266499582286,0.9885834799894796,0.29895010590553284,25,2.158,138.74 +0.9457,0.9646704689480355,0.9500702137618974,0.9573146765191416,0.9413582587156775,0.9458547772526935,0.062099693678641044,0.9891186592371604,0.4145536720752716,26,2.158,138.86 +0.9413,0.9779967159277504,0.9293181463566859,0.953036242899432,0.9373900051985495,0.9417991149826583,0.037315510999721524,0.9889295628593162,0.3476165533065796,27,2.158,138.77 +0.9458,0.9551590380139643,0.9605242627555001,0.9578341372335459,0.9409937548748194,0.9457393746235084,0.08047897521581732,0.9895854909199631,0.24705196917057037,28,2.158,138.3 +0.9459,0.9508297480024586,0.9655172413793104,0.9581172098784547,0.9408685724671111,0.9457292384896279,0.08911166805903648,0.9896765847977549,0.19483523070812225,29,2.158,138.07 +0.9467,0.9490981351268725,0.9687938836011858,0.958844876843487,0.9416156573180408,0.9464708513803116,0.09273182957393483,0.9899542983774863,0.19030536711215973,30,2.158,137.82 diff --git a/_checkpoints/UNSW_NB15__CNN__FedNova__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN__FedNova__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..baf840fd77f41946fb826aa9c3c06d4f909b6d75 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedNova__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e4474c89c1cc8d8167d41e33fb4046382fc464bdbc239aef7d35c979d1f28a3 +size 36634 diff --git a/_checkpoints/UNSW_NB15__CNN__FedNova__iid/state.json b/_checkpoints/UNSW_NB15__CNN__FedNova__iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..81c33ed7fd19597f37108bb03234774c272fd40a --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedNova__iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "UNSW_NB15__CNN__FedNova__iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-09 15:21:32" +} \ No newline at end of file diff --git a/_checkpoints/UNSW_NB15__CNN__FedNova__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN__FedNova__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..14444099ad02310dd0227dbca3e9e76c36a9e7b4 --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedNova__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b8f0c4b399366c0c52206d8d3ffee518af7706cb37179b665da4061f9cfa3655 +size 36635 diff --git a/_checkpoints/UNSW_NB15__CNN__FedProx__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..59965095760477624f87f1dc563b60d6daac91de --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:afe4cea59ffff83e9afce0fc33f15f4b42792286a518ca6d01e218389a630cc8 +size 36547 diff --git a/_checkpoints/UNSW_NB15__CNN__FedProx__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__CNN__FedProx__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..e25fea445ed99c00f4550c5fdb7148efda5f11ff --- /dev/null +++ b/_checkpoints/UNSW_NB15__CNN__FedProx__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd29538dfef8eb0bf1cabd01f8348cfa9295b2a91d17677db92805ec2e7e2245 +size 36633 diff --git a/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/history.csv b/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/history.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc1c1e8747c38b493559643b4204029adc1e1e2e --- /dev/null +++ b/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/history.csv @@ -0,0 +1,31 @@ +accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000084638595581,1,0.148,307.96 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.4999959468841553,2,0.148,10.3 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000103712081909,3,0.148,10.24 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.499999463558197,4,0.148,10.34 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000580549240112,5,0.148,10.52 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001667737960815,6,0.148,10.37 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001488327980042,7,0.148,10.29 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000907778739929,8,0.148,10.38 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001868605613708,9,0.148,10.34 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5002263188362122,10,0.148,10.29 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5002192854881287,11,0.148,10.42 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001267194747925,12,0.148,10.39 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000986456871033,13,0.148,10.37 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000128746032715,14,0.148,10.37 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000112056732178,15,0.148,10.36 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000157952308655,16,0.148,10.46 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000995993614197,17,0.148,10.61 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.4999582767486572,18,0.148,10.47 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000696778297424,19,0.148,10.37 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001238584518433,20,0.148,10.46 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001330375671387,21,0.148,10.46 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001380443572998,22,0.148,10.46 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5002366900444031,23,0.148,10.48 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5002430081367493,24,0.148,10.3 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.500108540058136,25,0.148,10.39 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001555681228638,26,0.148,10.34 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001155138015747,27,0.148,10.35 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001471042633057,28,0.148,10.39 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001013875007629,29,0.148,10.37 +0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001528263092041,30,0.148,10.4 diff --git a/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..ca9a95f4d99cd14a0862c58bfb4d46c18adfba94 --- /dev/null +++ b/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72a0bd72bd36c0fff1def7181c705459fdc27d8fb48fe49d3643246989c5b4b4 +size 5383 diff --git a/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/state.json b/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/state.json new file mode 100644 index 0000000000000000000000000000000000000000..cd3c5acf062f992e26a37eeafb7f2ad379a902c7 --- /dev/null +++ b/_checkpoints/UNSW_NB15__Transformer__FedAvg__iid/state.json @@ -0,0 +1,7 @@ +{ + "status": "done", + "tag": "UNSW_NB15__Transformer__FedAvg__iid", + "last_round": 30, + "n_rounds": 30, + "finished_at": "2026-05-10 14:53:49" +} \ No newline at end of file diff --git a/_checkpoints/UNSW_NB15__Transformer__FedAvg__non_iid/latest_weights.npz b/_checkpoints/UNSW_NB15__Transformer__FedAvg__non_iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..00195af082c51fcf9a17c703fffc995d7e839b4e --- /dev/null +++ b/_checkpoints/UNSW_NB15__Transformer__FedAvg__non_iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad02411424f1273d93521d555e6717c83bf9beb316f0a2fff6e42b2c7ebc13e6 +size 5382 diff --git a/_checkpoints/UNSW_NB15__Transformer__FedProx__iid/latest_weights.npz b/_checkpoints/UNSW_NB15__Transformer__FedProx__iid/latest_weights.npz new file mode 100644 index 0000000000000000000000000000000000000000..df0b3b771ee918624df46de9090d05b66083212f --- /dev/null +++ b/_checkpoints/UNSW_NB15__Transformer__FedProx__iid/latest_weights.npz @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:201d7ef10fde9f5e0c3794b151deea1899aa4ec43d0db6b62cc9d11798f1e90f +size 5382