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examples/syntetic_norm/8DevicesTest/8DevicesExperimentNotebook.ipynb
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examples/syntetic_norm/8DevicesTest/conn_synt_8d_8w_4c_6r_4s.json
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{ | ||
"connectionsMap": | ||
{ | ||
"r1":["mainServer", "r2" , "s1"], | ||
"r2":["r3" ,"s2"], | ||
"r3":["r4", "s3","c1"], | ||
"r4":["r5", "s4","c2"], | ||
"r5":["r6","c3"], | ||
"r6":["r1","c4"] | ||
} | ||
} |
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examples/syntetic_norm/8DevicesTest/dc_synt_8d_8w_4c_6r_4s.json
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{ | ||
"nerlnetSettings": { | ||
"frequency": "300", | ||
"batchSize": "50" | ||
}, | ||
"mainServer": { | ||
"port": "8900", | ||
"args": "" | ||
}, | ||
"apiServer": { | ||
"port": "8901", | ||
"args": "" | ||
}, | ||
"devices": [ | ||
{ | ||
"name": "c0vm0", | ||
"ipv4": "10.0.0.5", | ||
"entities": "mainServer,apiServer" | ||
}, | ||
{ | ||
"name": "c0vm2", | ||
"ipv4": "10.0.0.9", | ||
"entities": "r2,s3,s4" | ||
}, | ||
{ | ||
"name": "c0vm3", | ||
"ipv4": "10.0.0.7", | ||
"entities": "r3" | ||
}, | ||
{ | ||
"name": "c0vm4", | ||
"ipv4": "10.0.0.10", | ||
"entities": "r4,c3" | ||
}, | ||
{ | ||
"name": "c0vm5", | ||
"ipv4": "10.0.0.11", | ||
"entities": "r5,c4" | ||
}, | ||
{ | ||
"name": "c0vm6", | ||
"ipv4": "10.0.0.8", | ||
"entities": "c1,r6" | ||
}, | ||
{ | ||
"name": "c0vm7", | ||
"ipv4": "10.0.0.12", | ||
"entities": "c2" | ||
}, | ||
{ | ||
"name": "c0vm1", | ||
"ipv4": "10.0.0.4", | ||
"entities": "r1,s1,s2" | ||
} | ||
], | ||
"routers": [ | ||
{ | ||
"name": "r1", | ||
"port": "8902", | ||
"policy": "0" | ||
}, | ||
{ | ||
"name": "r2", | ||
"port": "8902", | ||
"policy": "0" | ||
}, | ||
{ | ||
"name": "r3", | ||
"port": "8902", | ||
"policy": "0" | ||
}, | ||
{ | ||
"name": "r4", | ||
"port": "8902", | ||
"policy": "0" | ||
}, | ||
{ | ||
"name": "r5", | ||
"port": "8902", | ||
"policy": "0" | ||
}, | ||
{ | ||
"name": "r6", | ||
"port": "8902", | ||
"policy": "0" | ||
} | ||
], | ||
"sources": [ | ||
{ | ||
"name": "s1", | ||
"port": "8903", | ||
"frequency": "120", | ||
"policy": "0", | ||
"epochs": "1", | ||
"type": "0" | ||
}, | ||
{ | ||
"name": "s2", | ||
"port": "8904", | ||
"frequency": "120", | ||
"policy": "0", | ||
"epochs": "1", | ||
"type": "0" | ||
}, | ||
{ | ||
"name": "s3", | ||
"port": "8903", | ||
"frequency": "120", | ||
"policy": "0", | ||
"epochs": "1", | ||
"type": "0" | ||
}, | ||
{ | ||
"name": "s4", | ||
"port": "8904", | ||
"frequency": "120", | ||
"policy": "0", | ||
"epochs": "1", | ||
"type": "0" | ||
} | ||
], | ||
"clients": [ | ||
{ | ||
"name": "c1", | ||
"port": "8900", | ||
"workers": "w1,w2" | ||
}, | ||
{ | ||
"name": "c2", | ||
"port": "8900", | ||
"workers": "w3,w4" | ||
}, | ||
{ | ||
"name": "c3", | ||
"port": "8903", | ||
"workers": "w5,w6" | ||
}, | ||
{ | ||
"name": "c4", | ||
"port": "8904", | ||
"workers": "w7,w8" | ||
} | ||
], | ||
"workers": [ | ||
{ | ||
"name": "w1", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w2", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w3", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w4", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w5", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w6", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w7", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
}, | ||
{ | ||
"name": "w8", | ||
"model_sha": "168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9" | ||
} | ||
], | ||
"model_sha": { | ||
"168d565575dda125c6e99e43f88295f337236d1efb809358fd6ea2d1eb3df7e9": { | ||
"modelType": "0", | ||
"_doc_modelType": " nn:0 | approximation:1 | classification:2 | forecasting:3 | image_classification:4 | text_classification:5 | text_generation:6 | auto_association:7 | autoencoder:8 | ae_classifier:9 |", | ||
"layersSizes": "5,16,8,3", | ||
"_doc_layersSizes": "List of postive integers [L0, L1, ..., LN]", | ||
"layerTypesList": "1,3,3,3", | ||
"_doc_LayerTypes": " Default:0 | Scaling:1 | Conv:2 | Perceptron:3 | Pooling:4 | Probabilistic:5 | LSTM:6 | Reccurrent:7 | Unscaling:8 | Bounding:9 |", | ||
"layers_functions": "1,7,7,11", | ||
"_doc_layers_functions_activation": " Threshold:1 | Sign:2 | Logistic:3 | Tanh:4 | Linear:5 | ReLU:6 | eLU:7 | SeLU:8 | Soft-plus:9 | Soft-sign:10 | Hard-sigmoid:11 |", | ||
"_doc_layer_functions_pooling": " none:1 | Max:2 | Avg:3 |", | ||
"_doc_layer_functions_probabilistic": " Binary:1 | Logistic:2 | Competitive:3 | Softmax:4 |", | ||
"_doc_layer_functions_scaler": " none:1 | MinMax:2 | MeanStd:3 | STD:4 | Log:5 |", | ||
"lossMethod": "2", | ||
"_doc_lossMethod": " SSE:1 | MSE:2 | NSE:3 | MinkowskiE:4 | WSE:5 | CEE:6 |", | ||
"lr": "0.01", | ||
"_doc_lr": "Positve float", | ||
"epochs": "50", | ||
"_doc_epochs": "Positve Integer", | ||
"optimizer": "5", | ||
"_doc_optimizer": " GD:0 | CGD:1 | SGD:2 | QuasiNeuton:3 | LVM:4 | ADAM:5 |", | ||
"optimizerArgs": "none", | ||
"_doc_optimizerArgs": "String", | ||
"infraType": "0", | ||
"_doc_infraType": " opennn:0 | wolfengine:1 |", | ||
"distributedSystemType": "0", | ||
"_doc_distributedSystemType": " none:0 | fedClientAvg:1 | fedServerAvg:2 |", | ||
"distributedSystemArgs": "none", | ||
"_doc_distributedSystemArgs": "String", | ||
"distributedSystemToken": "none", | ||
"_doc_distributedSystemToken": "Token that associates distributed group of workers and parameter-server" | ||
} | ||
} | ||
} |
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examples/syntetic_norm/8DevicesTest/exp_synt_8d_8w_4c_6r_4s.json
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{ | ||
"experimentName": "synthetic_3_gausians", | ||
"batchSize": 50, | ||
"csvFilePath": "/tmp/nerlnet/data/NerlnetData-master/nerlnet/synthetic/synthetic_full.csv", | ||
"numOfFeatures": "5", | ||
"numOfLabels": "3", | ||
"headersNames": "Norm(0:1),Norm(4:1),Norm(10:3)", | ||
"Phases": | ||
[ | ||
{ | ||
"phaseName": "training_phase1", | ||
"phaseType": "training", | ||
"sourcePieces": | ||
[ | ||
{ | ||
"sourceName": "s1", | ||
"startingSample": "0", | ||
"numOfBatches": "200", | ||
"workers": "w1,w2,w3,w4" | ||
}, | ||
{ | ||
"sourceName": "s2", | ||
"startingSample": "0", | ||
"numOfBatches": "200", | ||
"workers": "w5,w6,w7,w8" | ||
}, | ||
{ | ||
"sourceName": "s3", | ||
"startingSample": "10000", | ||
"numOfBatches": "200", | ||
"workers": "w1,w3,w5,w7" | ||
}, | ||
{ | ||
"sourceName": "s4", | ||
"startingSample": "10000", | ||
"numOfBatches": "200", | ||
"workers": "w2,w4,w6,w8" | ||
} | ||
] | ||
}, | ||
{ | ||
"phaseName": "training_phase2", | ||
"phaseType": "training", | ||
"sourcePieces": | ||
[ | ||
{ | ||
"sourceName": "s1", | ||
"startingSample": "20000", | ||
"numOfBatches": "200", | ||
"workers": "w1,w2,w3,w4" | ||
}, | ||
{ | ||
"sourceName": "s2", | ||
"startingSample": "20000", | ||
"numOfBatches": "200", | ||
"workers": "w5,w6,w7,w8" | ||
}, | ||
{ | ||
"sourceName": "s3", | ||
"startingSample": "30000", | ||
"numOfBatches": "200", | ||
"workers": "w1,w3,w5,w7" | ||
}, | ||
{ | ||
"sourceName": "s4", | ||
"startingSample": "30000", | ||
"numOfBatches": "200", | ||
"workers": "w2,w4,w6,w8" | ||
} | ||
] | ||
}, | ||
{ | ||
"phaseName": "prediction_phase", | ||
"phaseType": "prediction", | ||
"sourcePieces": | ||
[ | ||
{ | ||
"sourceName": "s1", | ||
"startingSample": "40000", | ||
"numOfBatches": "200", | ||
"workers": "w1,w8" | ||
}, | ||
{ | ||
"sourceName": "s2", | ||
"startingSample": "40000", | ||
"numOfBatches": "200", | ||
"workers": "w2,w7" | ||
}, | ||
{ | ||
"sourceName": "s3", | ||
"startingSample": "40000", | ||
"numOfBatches": "200", | ||
"workers": "w3,w6" | ||
}, | ||
{ | ||
"sourceName": "s4", | ||
"startingSample": "40000", | ||
"numOfBatches": "200", | ||
"workers": "w4,w5" | ||
} | ||
] | ||
} | ||
] | ||
} | ||
|
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inputJsonsFiles/ConnectionMap/conn_synt_8d_8w_4c_6r_4s.json
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{ | ||
"connectionsMap": | ||
{ | ||
"r1":["mainServer", "r2" , "s1"], | ||
"r2":["r3" ,"s2"], | ||
"r3":["r4", "s3","c1"], | ||
"r4":["r5", "s4","c2"], | ||
"r5":["r6","c3"], | ||
"r6":["r1","c4"] | ||
} | ||
} |
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inputJsonsFiles/ConnectionMap/conn_synt_dc_8d_8w_2c_4s_4r.json
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{ | ||
"connectionsMap": | ||
{ | ||
"r1":["mainServer", "r3" , "s1"], | ||
"r2":["mainServer", "r4" , "s2"], | ||
"r3":["r1", "s3","c1"], | ||
"r4":["r2", "s4","c2"] | ||
} | ||
} |
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