Instructions to use JabaleNurAdnan/CS_Checkpoints_Dataset with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use JabaleNurAdnan/CS_Checkpoints_Dataset with Keras:
# !pip install -U keras tensorflow huggingface_hub # Keras needs TensorFlow installed to read "hf://" paths, so the tensorflow backend is selected here; # "jax" and "torch" also work for computation once TensorFlow is installed. import os os.environ["KERAS_BACKEND"] = "tensorflow" import keras model = keras.saving.load_model("hf://JabaleNurAdnan/CS_Checkpoints_Dataset") - Notebooks
- Google Colab
- Kaggle
Add files using upload-large-folder tool
Browse files- Edge_IIoTset/metadata.json +7 -7
- Edge_IIoTset__CNN__FedNova__iid/DONE.flag +1 -0
- Edge_IIoTset__CNN__FedNova__iid/config.json +27 -0
- Edge_IIoTset__CNN__FedNova__iid/model.keras +0 -0
- Edge_IIoTset__CNN__FedNova__iid/round_metrics.csv +31 -0
- UNSW_NB15__Transformer__FedNova__iid/DONE.flag +1 -0
- UNSW_NB15__Transformer__FedNova__iid/config.json +27 -0
- UNSW_NB15__Transformer__FedNova__iid/round_metrics.csv +31 -0
- all_results_summary.csv +7 -0
- grid_progress.json +7 -7
Edge_IIoTset/metadata.json
CHANGED
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"features": [
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"tcp.dstport",
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"tcp.srcport",
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"tcp.seq",
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"tcp.ack",
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"tcp.len",
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"tcp.ack_raw",
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"mqtt.msgtype",
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"mqtt.len",
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"tcp.connection.syn",
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"tcp.connection.rst",
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"mqtt.topic_len",
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"mqtt.ver",
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"mqtt.proto_len",
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"mqtt.conflag.cleansess",
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-
"tcp.connection.fin",
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"tcp.flags.ack",
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"http.content_length",
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"tcp.connection.synack",
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"
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"arp.opcode",
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-
"http.
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],
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"n_clients": 30,
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"alpha": 0.5
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"features": [
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"tcp.dstport",
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"tcp.srcport",
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"tcp.ack",
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"tcp.seq",
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"tcp.len",
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"tcp.ack_raw",
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"mqtt.msgtype",
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"mqtt.len",
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"tcp.connection.syn",
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"tcp.connection.rst",
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+
"mqtt.conflag.cleansess",
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"tcp.connection.fin",
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"mqtt.topic_len",
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"mqtt.ver",
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"mqtt.proto_len",
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"tcp.connection.synack",
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"tcp.flags.ack",
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"arp.opcode",
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"http.content_length",
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"http.response",
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"arp.hw.size"
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],
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"n_clients": 30,
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"alpha": 0.5
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Edge_IIoTset__CNN__FedNova__iid/DONE.flag
ADDED
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done
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Edge_IIoTset__CNN__FedNova__iid/config.json
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{
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"tag": "Edge_IIoTset__CNN__FedNova__iid",
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| 3 |
+
"dataset": "Edge_IIoTset",
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| 4 |
+
"model": "CNN",
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| 5 |
+
"fl_algo": "FedNova",
|
| 6 |
+
"partition": "iid",
|
| 7 |
+
"n_clients": 30,
|
| 8 |
+
"n_rounds": 30,
|
| 9 |
+
"max_cap": 2000,
|
| 10 |
+
"total_time_s": 4235.9,
|
| 11 |
+
"model_params": 8993,
|
| 12 |
+
"model_mb": 0.036,
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| 13 |
+
"final": {
|
| 14 |
+
"accuracy": 0.99987,
|
| 15 |
+
"precision": 0.9997600527883865,
|
| 16 |
+
"recall": 0.99998,
|
| 17 |
+
"f1_binary": 0.9998700142984271,
|
| 18 |
+
"f1_macro": 0.999869999998427,
|
| 19 |
+
"f1_weighted": 0.999869999998427,
|
| 20 |
+
"fpr": 0.00024,
|
| 21 |
+
"auc_roc": 0.9998799962,
|
| 22 |
+
"threshold": 1.0,
|
| 23 |
+
"round": 30,
|
| 24 |
+
"comm_mb": 0,
|
| 25 |
+
"round_time_s": 0
|
| 26 |
+
}
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| 27 |
+
}
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Edge_IIoTset__CNN__FedNova__iid/model.keras
ADDED
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Binary file (80.8 kB). View file
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Edge_IIoTset__CNN__FedNova__iid/round_metrics.csv
ADDED
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accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
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| 2 |
+
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0.8061,0.8480257116620753,0.7431100382216858,0.7921089310603624,0.8052177748152931,0.8052938061090718,0.1316365082521376,0.8657491037998518,0.9361475110054016,3,2.158,143.69
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0.9989,0.997792051384986,1.0,0.9988948055862554,0.9988999757004633,0.9989000056871257,0.0021873135812288725,0.9989063432093855,1.0,21,2.158,139.04
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0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999992999764512,0.9999997615814209,22,2.158,138.08
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0.9989,0.9979919678714859,0.99979883323275,0.9988945834589489,0.9988999735883659,0.9989000048511165,0.001988466892026248,0.999996839893694,0.9999998807907104,23,2.158,137.94
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| 25 |
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0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999996999899077,0.9999991655349731,24,2.158,138.24
|
| 26 |
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0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999005766553988,1.0,25,2.158,140.52
|
| 27 |
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0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999996999899077,0.9999996423721313,26,2.158,138.75
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0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999997199905803,0.9999998807907104,27,2.158,137.73
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0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999005566547258,0.9999996423721313,28,2.158,138.26
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| 30 |
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UNSW_NB15__Transformer__FedNova__iid/DONE.flag
ADDED
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done
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UNSW_NB15__Transformer__FedNova__iid/config.json
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{
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| 2 |
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"tag": "UNSW_NB15__Transformer__FedNova__iid",
|
| 3 |
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"dataset": "UNSW_NB15",
|
| 4 |
+
"model": "Transformer",
|
| 5 |
+
"fl_algo": "FedNova",
|
| 6 |
+
"partition": "iid",
|
| 7 |
+
"n_clients": 30,
|
| 8 |
+
"n_rounds": 30,
|
| 9 |
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"max_cap": 2000,
|
| 10 |
+
"total_time_s": 6535.8,
|
| 11 |
+
"model_params": 615,
|
| 12 |
+
"model_mb": 0.0025,
|
| 13 |
+
"final": {
|
| 14 |
+
"accuracy": 0.6390802367323178,
|
| 15 |
+
"precision": 0.6390802367323178,
|
| 16 |
+
"recall": 1.0,
|
| 17 |
+
"f1_binary": 0.7798034805256304,
|
| 18 |
+
"f1_macro": 0.3899017402628152,
|
| 19 |
+
"f1_weighted": 0.4983569929390053,
|
| 20 |
+
"fpr": 1.0,
|
| 21 |
+
"auc_roc": 0.5,
|
| 22 |
+
"threshold": 0.49993813037872314,
|
| 23 |
+
"round": 30,
|
| 24 |
+
"comm_mb": 0,
|
| 25 |
+
"round_time_s": 0
|
| 26 |
+
}
|
| 27 |
+
}
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UNSW_NB15__Transformer__FedNova__iid/round_metrics.csv
ADDED
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accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
|
| 2 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.500001847743988,1,0.148,216.47
|
| 3 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49993300437927246,2,0.148,216.47
|
| 4 |
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0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49981820583343506,3,0.148,217.67
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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| 11 |
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|
| 12 |
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|
| 13 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.4998168349266052,12,0.148,215.76
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| 14 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.4999186396598816,13,0.148,215.55
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| 15 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49996674060821533,14,0.148,215.54
|
| 16 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5001038908958435,15,0.148,216.0
|
| 17 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000736117362976,16,0.148,214.81
|
| 18 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000675320625305,17,0.148,215.12
|
| 19 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000597834587097,18,0.148,217.02
|
| 20 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49994707107543945,19,0.148,215.55
|
| 21 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000767707824707,20,0.148,215.55
|
| 22 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000540018081665,21,0.148,215.85
|
| 23 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000817775726318,22,0.148,215.51
|
| 24 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000643730163574,23,0.148,214.67
|
| 25 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000776648521423,24,0.148,214.24
|
| 26 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.5000600814819336,25,0.148,216.59
|
| 27 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.4999876618385315,26,0.148,214.88
|
| 28 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49992460012435913,27,0.148,215.6
|
| 29 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.4999268054962158,28,0.148,215.24
|
| 30 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49988698959350586,29,0.148,214.72
|
| 31 |
+
0.6409,0.6409,1.0,0.7811566823084892,0.3905783411542446,0.5006433176915107,1.0,0.5,0.49993813037872314,30,0.148,214.28
|
all_results_summary.csv
CHANGED
|
@@ -25,6 +25,9 @@ CICIDS2017__Transformer__FedProx__iid,CICIDS2017,Transformer,FedProx,iid,30,30,7
|
|
| 25 |
CICIDS2017__Transformer__FedProx__non_iid,CICIDS2017,Transformer,FedProx,non_iid,30,30,6568.2,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
|
| 26 |
Edge_IIoTset__CNN__FedAvg__iid,Edge_IIoTset,CNN,FedAvg,iid,30,30,648.6,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.999999514,0.9958939552307128,30,0,0
|
| 27 |
Edge_IIoTset__CNN__FedAvg__non_iid,Edge_IIoTset,CNN,FedAvg,non_iid,30,30,551.5,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.9999982762,0.999739944934845,30,0,0
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|
| 28 |
UNSW_NB15__BiLSTM__FedAvg__iid,UNSW_NB15,BiLSTM,FedAvg,iid,30,30,914.4,79233,0.3169,0.900067915009217,0.9294037647204276,0.9129801123424928,0.9211187354490872,0.8924052202469086,0.9003921852303807,0.1227956989247311,0.9677508843584056,0.4156851172447204,30,0,0
|
| 29 |
UNSW_NB15__BiLSTM__FedAvg__non_iid,UNSW_NB15,BiLSTM,FedAvg,non_iid,30,30,801.9,79233,0.3169,0.891956922479868,0.9208883147242471,0.9090329436769394,0.9149222259572778,0.8834657908438313,0.8922157277284972,0.1382795698924731,0.963207006795725,0.5130255222320557,30,0,0
|
| 30 |
UNSW_NB15__BiLSTM__FedNova__iid,UNSW_NB15,BiLSTM,FedNova,iid,30,30,6769.2,79233,0.3169,0.8947899485786359,0.9116370926718332,0.9250341581903748,0.91828676492751,0.8853063631806087,0.8944802073455806,0.158763440860215,0.963432517781032,0.3926438391208648,30,0,0
|
|
@@ -45,3 +48,7 @@ UNSW_NB15__CNN__FedProx__iid,UNSW_NB15,CNN,FedProx,iid,30,30,4776.9,8993,0.036,0
|
|
| 45 |
UNSW_NB15__CNN__FedProx__non_iid,UNSW_NB15,CNN,FedProx,non_iid,30,30,3849.1,8993,0.036,0.936877850004851,0.956786703601108,0.9438591164414756,0.9502789453572792,0.9319332035857986,0.9370362638030136,0.0754838709677419,0.985823227079732,0.4236730635166168,30,0,0
|
| 46 |
UNSW_NB15__Transformer__FedAvg__iid,UNSW_NB15,Transformer,FedAvg,iid,30,30,610.3,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.5001528263092041,30,0,0
|
| 47 |
UNSW_NB15__Transformer__FedAvg__non_iid,UNSW_NB15,Transformer,FedAvg,non_iid,30,30,579.9,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.507195234298706,30,0,0
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 25 |
CICIDS2017__Transformer__FedProx__non_iid,CICIDS2017,Transformer,FedProx,non_iid,30,30,6568.2,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
|
| 26 |
Edge_IIoTset__CNN__FedAvg__iid,Edge_IIoTset,CNN,FedAvg,iid,30,30,648.6,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.999999514,0.9958939552307128,30,0,0
|
| 27 |
Edge_IIoTset__CNN__FedAvg__non_iid,Edge_IIoTset,CNN,FedAvg,non_iid,30,30,551.5,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.9999982762,0.999739944934845,30,0,0
|
| 28 |
+
Edge_IIoTset__CNN__FedNova__iid,Edge_IIoTset,CNN,FedNova,iid,30,30,4235.9,8993,0.036,0.99987,0.9997600527883865,0.99998,0.9998700142984271,0.999869999998427,0.999869999998427,0.00024,0.9998799962,1.0,30,0,0
|
| 29 |
+
Edge_IIoTset__CNN__FedProx__iid,Edge_IIoTset,CNN,FedProx,iid,30,30,5021.4,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.9999660574,0.9999899864196776,30,0,0
|
| 30 |
+
Edge_IIoTset__CNN__FedProx__non_iid,Edge_IIoTset,CNN,FedProx,non_iid,30,30,4078.3,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.9999530782,0.9999220371246338,30,0,0
|
| 31 |
UNSW_NB15__BiLSTM__FedAvg__iid,UNSW_NB15,BiLSTM,FedAvg,iid,30,30,914.4,79233,0.3169,0.900067915009217,0.9294037647204276,0.9129801123424928,0.9211187354490872,0.8924052202469086,0.9003921852303807,0.1227956989247311,0.9677508843584056,0.4156851172447204,30,0,0
|
| 32 |
UNSW_NB15__BiLSTM__FedAvg__non_iid,UNSW_NB15,BiLSTM,FedAvg,non_iid,30,30,801.9,79233,0.3169,0.891956922479868,0.9208883147242471,0.9090329436769394,0.9149222259572778,0.8834657908438313,0.8922157277284972,0.1382795698924731,0.963207006795725,0.5130255222320557,30,0,0
|
| 33 |
UNSW_NB15__BiLSTM__FedNova__iid,UNSW_NB15,BiLSTM,FedNova,iid,30,30,6769.2,79233,0.3169,0.8947899485786359,0.9116370926718332,0.9250341581903748,0.91828676492751,0.8853063631806087,0.8944802073455806,0.158763440860215,0.963432517781032,0.3926438391208648,30,0,0
|
|
|
|
| 48 |
UNSW_NB15__CNN__FedProx__non_iid,UNSW_NB15,CNN,FedProx,non_iid,30,30,3849.1,8993,0.036,0.936877850004851,0.956786703601108,0.9438591164414756,0.9502789453572792,0.9319332035857986,0.9370362638030136,0.0754838709677419,0.985823227079732,0.4236730635166168,30,0,0
|
| 49 |
UNSW_NB15__Transformer__FedAvg__iid,UNSW_NB15,Transformer,FedAvg,iid,30,30,610.3,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.5001528263092041,30,0,0
|
| 50 |
UNSW_NB15__Transformer__FedAvg__non_iid,UNSW_NB15,Transformer,FedAvg,non_iid,30,30,579.9,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.507195234298706,30,0,0
|
| 51 |
+
UNSW_NB15__Transformer__FedNova__iid,UNSW_NB15,Transformer,FedNova,iid,30,30,6535.8,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.4999381303787231,30,0,0
|
| 52 |
+
UNSW_NB15__Transformer__FedNova__non_iid,UNSW_NB15,Transformer,FedNova,non_iid,30,30,4969.7,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.5072342753410339,30,0,0
|
| 53 |
+
UNSW_NB15__Transformer__FedProx__iid,UNSW_NB15,Transformer,FedProx,iid,30,30,7893.1,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.4999258518218994,30,0,0
|
| 54 |
+
UNSW_NB15__Transformer__FedProx__non_iid,UNSW_NB15,Transformer,FedProx,non_iid,30,30,5902.4,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.5072551369667053,30,0,0
|
grid_progress.json
CHANGED
|
@@ -46,16 +46,16 @@
|
|
| 46 |
"UNSW_NB15__CNN_BiLSTM__FedNova__iid",
|
| 47 |
"UNSW_NB15__CNN_BiLSTM__FedNova__non_iid",
|
| 48 |
"UNSW_NB15__Transformer__FedAvg__iid",
|
| 49 |
-
"UNSW_NB15__Transformer__FedAvg__non_iid"
|
| 50 |
-
],
|
| 51 |
-
"pending": [
|
| 52 |
"UNSW_NB15__Transformer__FedProx__iid",
|
| 53 |
"UNSW_NB15__Transformer__FedProx__non_iid",
|
| 54 |
"UNSW_NB15__Transformer__FedNova__iid",
|
| 55 |
"UNSW_NB15__Transformer__FedNova__non_iid",
|
| 56 |
"Edge_IIoTset__CNN__FedProx__iid",
|
| 57 |
"Edge_IIoTset__CNN__FedProx__non_iid",
|
| 58 |
-
"Edge_IIoTset__CNN__FedNova__iid"
|
|
|
|
|
|
|
| 59 |
"Edge_IIoTset__CNN__FedNova__non_iid",
|
| 60 |
"Edge_IIoTset__BiLSTM__FedAvg__iid",
|
| 61 |
"Edge_IIoTset__BiLSTM__FedAvg__non_iid",
|
|
@@ -76,7 +76,7 @@
|
|
| 76 |
"Edge_IIoTset__Transformer__FedNova__iid",
|
| 77 |
"Edge_IIoTset__Transformer__FedNova__non_iid"
|
| 78 |
],
|
| 79 |
-
"completed_count":
|
| 80 |
-
"pending_count":
|
| 81 |
-
"updated_at": "2026-05-
|
| 82 |
}
|
|
|
|
| 46 |
"UNSW_NB15__CNN_BiLSTM__FedNova__iid",
|
| 47 |
"UNSW_NB15__CNN_BiLSTM__FedNova__non_iid",
|
| 48 |
"UNSW_NB15__Transformer__FedAvg__iid",
|
| 49 |
+
"UNSW_NB15__Transformer__FedAvg__non_iid",
|
|
|
|
|
|
|
| 50 |
"UNSW_NB15__Transformer__FedProx__iid",
|
| 51 |
"UNSW_NB15__Transformer__FedProx__non_iid",
|
| 52 |
"UNSW_NB15__Transformer__FedNova__iid",
|
| 53 |
"UNSW_NB15__Transformer__FedNova__non_iid",
|
| 54 |
"Edge_IIoTset__CNN__FedProx__iid",
|
| 55 |
"Edge_IIoTset__CNN__FedProx__non_iid",
|
| 56 |
+
"Edge_IIoTset__CNN__FedNova__iid"
|
| 57 |
+
],
|
| 58 |
+
"pending": [
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| 59 |
"Edge_IIoTset__CNN__FedNova__non_iid",
|
| 60 |
"Edge_IIoTset__BiLSTM__FedAvg__iid",
|
| 61 |
"Edge_IIoTset__BiLSTM__FedAvg__non_iid",
|
|
|
|
| 76 |
"Edge_IIoTset__Transformer__FedNova__iid",
|
| 77 |
"Edge_IIoTset__Transformer__FedNova__non_iid"
|
| 78 |
],
|
| 79 |
+
"completed_count": 53,
|
| 80 |
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"pending_count": 19,
|
| 81 |
+
"updated_at": "2026-05-11 02:29:38"
|
| 82 |
}
|