Best Python code snippet using yandex-tank
gnn_architectures.py
Source:gnn_architectures.py
...40 x = self.conv1(x, edge_index)41 for conv in self.convs:42 x = conv(x, edge_index)43 if self.add_pool:44 x = global_add_pool(x, batch)45 else:46 x = global_mean_pool(x, batch)47 x = F.relu(self.lin1(x))48 x = F.dropout(x, p=0.5, training=self.training)49 x = self.lin2(x)50 return F.log_softmax(x, dim=-1)51 def __repr__(self):52 return self.__class__.__name__53class GIN0(torch.nn.Module):54 def __init__(self, dataset, num_layers, hidden, add_pool=False):55 super(GIN0, self).__init__()56 self.conv1 = GINConv(Sequential(57 Linear(dataset.num_features, hidden),58 ReLU(),59 Linear(hidden, hidden),60 ReLU(),61 BN(hidden),62 ),63 train_eps=False)64 self.convs = torch.nn.ModuleList()65 for i in range(num_layers - 1):66 self.convs.append(67 GINConv(Sequential(68 Linear(hidden, hidden),69 ReLU(),70 Linear(hidden, hidden),71 ReLU(),72 BN(hidden),73 ),74 train_eps=False))75 self.lin1 = Linear(hidden, hidden)76 self.lin2 = Linear(hidden, dataset.num_classes)77 self.add_pool = add_pool78 def reset_parameters(self):79 self.conv1.reset_parameters()80 for conv in self.convs:81 conv.reset_parameters()82 self.lin1.reset_parameters()83 self.lin2.reset_parameters()84 def forward(self, data):85 x, edge_index, batch = data.x, data.edge_index, data.batch86 x = self.conv1(x, edge_index)87 for conv in self.convs:88 x = conv(x, edge_index)89 if self.add_pool:90 x = global_add_pool(x, batch)91 else:92 x = global_mean_pool(x, batch)93 x = F.relu(self.lin1(x))94 x = F.dropout(x, p=0.5, training=self.training)95 x = self.lin2(x)96 return F.log_softmax(x, dim=-1)97 def __repr__(self):98 return self.__class__.__name__99class GINE0Conv(MessagePassing):100 def __init__(self, edge_dim, dim_init, dim):101 super(GINE0Conv, self).__init__(aggr="add")102 self.edge_encoder = Sequential(Linear(edge_dim, dim_init), ReLU(), Linear(dim_init, dim_init), ReLU(),103 BN(dim_init))104 self.mlp = Sequential(Linear(dim_init, dim), ReLU(), Linear(dim, dim), ReLU(), BN(dim))...
add_dhcppool.py
Source:add_dhcppool.py
1import requests2import yaml3import json4def main():5 6 # The IOS-XE sandbox uses a self-signed cert at present, so let's7 # ignore any obvious security warnings for now.8 requests.packages.urllib3.disable_warnings()9 # The API path below is what the sandbox uses for API testing,10 api_path = "https://ios-xe-mgmt-latest.cisco.com:9443/restconf"11 # Create 2-tuple for "basic" authentication using Cisco credentials.12 auth = ('root', 'D_Vay!_10&')13 # Read YAML declarative state with list of DHCP pools to add14 with open('config_state.yml', 'r') as handle:15 config_state = yaml.safe_load(handle)16 print(config_state)17 print("#################################################")18 # Create JSON structure to add a new pool along with the HTTP POST19 # headers needed to add it.20 add_pool = {"Cisco-IOS-XE-dhcp:pool": config_state["add_pools"]}21 print(add_pool)22 print("###################################################")23 add_headers = {"Content-Type": "application/yang-data+json",24 "Accept": "application/yang-data+json, application/yang-data.errors+json",}25 26 # Can double-check our HTTP body using this debug; great for learning27 print(json.dumps(add_pool, indent=2))28 29 add_pool_resp = requests.post(30 f"{api_path}/data/Cisco-IOS-XE-native:native/ip/dhcp",31 headers=add_headers,32 auth=auth,33 json=add_pool,34 verify=False,35 )36 37 print(add_pool_resp)38 # HTTP 201 means "created", implying a new resource was added. The39 # response will tell us the URL of the newly-created resource, simplifying40 # future removal.41 if add_pool_resp.status_code == 201:42 print(f"Added DHCP pool at: {add_pool_resp.headers['Location']}")43 # Save configuration whenever the DHCP pool is added. This ensures44 # the configuration will persist across reboots.45 save_config_resp = requests.post(46 f"{api_path}/operations/cisco-ia:save-config",47 headers=add_headers,48 auth=auth,49 verify=False,50 )51 # Optionally print the JSON response, along with success message52 # import json; print(json.dumps(save_config_resp.json(), indent=2))53 if save_config_resp.ok:54 print("Saved configuration")55if __name__=='__main__':...
mutation.py
Source:mutation.py
2def add_convblock(part: str):3 conv_1 = str(random.randint(1, 512))4 conv_2 = str(random.randint(1, 512))5 return f'{conv_1}-{conv_2}-{part}'6def add_pool(part: str):7 return f'{round(random.uniform(0., 1.), 1)}-{part}'8def remove_layer(part: str):9 return ''10MUTATION_OPERATIONS = []11MUTATION_OPERATIONS.append(add_convblock)12MUTATION_OPERATIONS.append(add_pool)...
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