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Add comments and groups to ODE-GNN workspace.
Browse files- examples/ODE-GNN.lynxkite.json +516 -111
examples/ODE-GNN.lynxkite.json
CHANGED
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@@ -119,13 +119,6 @@
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"target": "Graph conv 2",
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"targetHandle": "edges"
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},
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{
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"id": "Graph conv 2 x Heterogeneous graph conv 1 cases",
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"source": "Graph conv 2",
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"sourceHandle": "x",
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"target": "Heterogeneous graph conv 1",
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"targetHandle": "cases"
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},
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{
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"id": "Input: tensor 3 output Embedding 1 x",
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"source": "Input: tensor 3",
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@@ -255,6 +248,119 @@
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],
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"env": "PyTorch model",
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"nodes": [
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{
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"data": {
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"__execution_delay": 0.0,
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@@ -313,13 +419,16 @@
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"status": "done",
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"title": "Graph conv"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Graph conv 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -376,13 +485,16 @@
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"status": "done",
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"title": "Repeat"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Repeat 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -429,7 +541,7 @@
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"status": "done",
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"title": "Concatenate"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Concatenate 1",
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"position": {
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@@ -477,18 +589,23 @@
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"status": "done",
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"title": "Input: graph edges"
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},
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"dragHandle": ".
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"height": 179.0,
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"id": "Input: graph edges 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 255.0
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},
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{
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"data": {
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"display": null,
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"error": null,
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"input_metadata": null,
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@@ -536,13 +653,16 @@
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"status": "done",
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"title": "Activation"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Activation 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -608,13 +728,16 @@
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"status": "done",
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"title": "LSTM"
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},
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"dragHandle": ".
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"height": 312.0,
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"id": "LSTM 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 204.0
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},
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@@ -651,18 +774,21 @@
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"type": "basic"
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},
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"params": {
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"name": "future volumes"
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},
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"status": "done",
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"title": "Input: sequential"
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},
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"dragHandle": ".
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"height": 176.0,
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"id": "Input: sequential 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 230.0
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},
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@@ -709,13 +835,16 @@
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"status": "done",
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"title": "MSE loss"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "MSE loss 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -773,13 +902,16 @@
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"status": "done",
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"title": "Optimizer"
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},
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"dragHandle": ".
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"height": 247.0,
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"id": "Optimizer 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 190.0
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},
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@@ -821,13 +953,16 @@
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"status": "done",
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"title": "Input: tensor"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Input: tensor 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -869,12 +1004,12 @@
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"status": "done",
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"title": "Input: sequential"
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},
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"dragHandle": ".
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"height": 206.0,
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"id": "Input: sequential 2",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 237.0
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@@ -989,12 +1124,12 @@
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"mlp_activation": "ReLU",
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"mlp_hidden_size": "64",
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"mlp_layers": "3",
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-
"relative_tolerance": "0.001"
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},
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"status": "done",
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"title": "Neural ODE with MLP"
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},
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"dragHandle": ".
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"height": 531.0,
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"id": "Neural ODE with MLP 1",
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"position": {
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@@ -1042,13 +1177,16 @@
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"status": "done",
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"title": "Input: sequential"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Input: sequential 3",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -1085,17 +1223,17 @@
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"type": "basic"
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},
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"params": {
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"name": "current volume"
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},
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"status": "done",
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"title": "Input: tensor"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Input: tensor 2",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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"status": "done",
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"title": "Output"
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},
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"dragHandle": ".
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"height": 155.0,
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"id": "Output 1",
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"position": {
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"status": "done",
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"title": "Linear"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Linear 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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@@ -1255,13 +1396,16 @@
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"status": "done",
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"title": "Concatenate"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Concatenate 2",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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"status": "done",
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"title": "Concatenate"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Concatenate 3",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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"status": "done",
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"title": "Graph conv"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Graph conv 2",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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"status": "done",
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"title": "Input: tensor"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Input: tensor 3",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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"status": "done",
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"title": "Input: graph edges"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Input: graph edges 2",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 200.0
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},
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"edge_modules_order": "disease-assoc-gene, drug-targets-gene",
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"node_embedding_order": "gene, disease, drug",
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"node_embeddings": "gene, disease, drug",
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"node_embeddings_order": "gene, disease, drug"
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},
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"status": "done",
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"title": "Heterogeneous graph conv"
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},
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"dragHandle": ".
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"height": 226.0,
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"id": "Heterogeneous graph conv 1",
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"position": {
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"x":
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"type": "basic",
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"width": 719.0
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},
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"status": "done",
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"title": "Graph conv"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Graph conv 3",
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"position": {
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"type": "basic",
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"width": 200.0
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},
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"type": "basic"
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},
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"params": {
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"embedding_dim": "64",
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"num_embeddings": "6"
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},
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"status": "done",
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"title": "Embedding"
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},
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"dragHandle": ".
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"height": 227.0,
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"id": "Embedding 1",
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"position": {
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"x":
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"y":
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},
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"type": "basic",
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"width": 202.0
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},
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"status": "done",
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"title": "Embedding"
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},
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"dragHandle": ".
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"height": 237.0,
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"id": "Embedding 2",
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"position": {
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},
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"type": "basic",
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"width": 200.0
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},
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"status": "done",
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"title": "Input: tensor"
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},
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"dragHandle": ".
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"height": 200.0,
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"id": "Input: tensor 4",
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"position": {
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| 1797 |
-
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| 1798 |
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"y":
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| 1799 |
},
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| 1800 |
"type": "basic",
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| 1801 |
"width": 200.0
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|
@@ -1838,15 +2009,18 @@
|
|
| 1838 |
"status": "done",
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| 1839 |
"title": "Input: graph edges"
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| 1840 |
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| 1841 |
-
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| 1842 |
-
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| 1843 |
"id": "Input: graph edges 3",
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| 1844 |
"position": {
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| 1845 |
-
"x":
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| 1846 |
-
"y":
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| 1847 |
},
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| 1848 |
"type": "basic",
|
| 1849 |
-
"width":
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| 1850 |
},
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| 1851 |
{
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| 1852 |
"data": {
|
|
@@ -1889,18 +2063,21 @@
|
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| 1889 |
"type": "basic"
|
| 1890 |
},
|
| 1891 |
"params": {
|
| 1892 |
-
"index": "disease"
|
| 1893 |
},
|
| 1894 |
"status": "done",
|
| 1895 |
"title": "Pick element by constant"
|
| 1896 |
},
|
| 1897 |
-
"dragHandle": ".
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| 1898 |
"height": 200.0,
|
| 1899 |
"id": "Pick element by constant 1",
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| 1900 |
"position": {
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| 1901 |
-
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-
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| 1904 |
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| 1905 |
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@@ -1950,13 +2127,16 @@
|
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| 1950 |
"status": "done",
|
| 1951 |
"title": "Pick element by constant"
|
| 1952 |
},
|
| 1953 |
-
"dragHandle": ".
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|
| 1954 |
"height": 200.0,
|
| 1955 |
"id": "Pick element by constant 2",
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| 1956 |
"position": {
|
| 1957 |
-
"x":
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| 1958 |
-
"y":
|
| 1959 |
},
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| 1960 |
"type": "basic",
|
| 1961 |
"width": 270.0
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| 1962 |
},
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|
@@ -2006,13 +2186,16 @@
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|
| 2006 |
"status": "done",
|
| 2007 |
"title": "Pick element by constant"
|
| 2008 |
},
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-
"dragHandle": ".
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"id": "Pick element by constant 3",
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"position": {
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"x":
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| 2014 |
-
"y":
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| 2015 |
},
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| 2016 |
"type": "basic",
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| 2017 |
"width": 247.0
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| 2018 |
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@@ -2024,7 +2207,7 @@
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| 2024 |
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| 2029 |
"inputs": [
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| 2030 |
{
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@@ -2052,13 +2235,16 @@
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|
| 2052 |
"status": "done",
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| 2053 |
"title": "Mean pool"
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| 2054 |
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| 2055 |
-
"dragHandle": ".
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| 2056 |
"height": 200.0,
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| 2060 |
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| 2061 |
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| 2062 |
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{
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@@ -2098,13 +2284,16 @@
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| 2098 |
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| 2099 |
"title": "Mean pool"
|
| 2100 |
},
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| 2101 |
-
"dragHandle": ".
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"height": 200.0,
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| 2107 |
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|
| 2108 |
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| 2110 |
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@@ -2116,7 +2305,7 @@
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{
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@@ -2144,15 +2333,231 @@
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| 2144 |
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"title": "Mean pool"
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"dragHandle": ".drag-handle",
|
| 2288 |
+
"extent": "parent",
|
| 2289 |
"height": 200.0,
|
| 2290 |
"id": "Mean pool 2",
|
| 2291 |
+
"parentId": "Group 3",
|
| 2292 |
"position": {
|
| 2293 |
+
"x": 500.14194620596317,
|
| 2294 |
+
"y": 301.77073327896215
|
| 2295 |
},
|
| 2296 |
+
"selected": false,
|
| 2297 |
"type": "basic",
|
| 2298 |
"width": 200.0
|
| 2299 |
},
|
|
|
|
| 2305 |
"error": null,
|
| 2306 |
"input_metadata": null,
|
| 2307 |
"meta": {
|
| 2308 |
+
"color": "orange",
|
| 2309 |
"doc": null,
|
| 2310 |
"inputs": [
|
| 2311 |
{
|
|
|
|
| 2333 |
"status": "done",
|
| 2334 |
"title": "Mean pool"
|
| 2335 |
},
|
| 2336 |
+
"dragHandle": ".drag-handle",
|
| 2337 |
+
"extent": "parent",
|
| 2338 |
"height": 200.0,
|
| 2339 |
"id": "Mean pool 3",
|
| 2340 |
+
"parentId": "Group 3",
|
| 2341 |
"position": {
|
| 2342 |
+
"x": 785.4145357661607,
|
| 2343 |
+
"y": 300.1249006428384
|
| 2344 |
},
|
| 2345 |
+
"selected": false,
|
| 2346 |
"type": "basic",
|
| 2347 |
"width": 200.0
|
| 2348 |
+
},
|
| 2349 |
+
{
|
| 2350 |
+
"data": {
|
| 2351 |
+
"__execution_delay": 0.0,
|
| 2352 |
+
"collapsed": null,
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| 2353 |
+
"display": null,
|
| 2354 |
+
"error": "Unknown operation.",
|
| 2355 |
+
"input_metadata": null,
|
| 2356 |
+
"meta": {},
|
| 2357 |
+
"params": {
|
| 2358 |
+
"text": "# Past tumor volume embedding with LSTM"
|
| 2359 |
+
},
|
| 2360 |
+
"status": "done",
|
| 2361 |
+
"title": "Comment"
|
| 2362 |
+
},
|
| 2363 |
+
"dragHandle": ".drag-handle",
|
| 2364 |
+
"extent": "parent",
|
| 2365 |
+
"height": 130.0,
|
| 2366 |
+
"id": "Comment 1",
|
| 2367 |
+
"parentId": "Group 1",
|
| 2368 |
+
"position": {
|
| 2369 |
+
"x": 10.0,
|
| 2370 |
+
"y": 406.3216561052855
|
| 2371 |
+
},
|
| 2372 |
+
"selected": false,
|
| 2373 |
+
"type": "comment",
|
| 2374 |
+
"width": 400.0
|
| 2375 |
+
},
|
| 2376 |
+
{
|
| 2377 |
+
"data": {
|
| 2378 |
+
"__execution_delay": 0.0,
|
| 2379 |
+
"collapsed": null,
|
| 2380 |
+
"display": null,
|
| 2381 |
+
"error": "Unknown operation.",
|
| 2382 |
+
"input_metadata": null,
|
| 2383 |
+
"meta": {},
|
| 2384 |
+
"params": {
|
| 2385 |
+
"text": "# Gene-gene graph embedding"
|
| 2386 |
+
},
|
| 2387 |
+
"status": "done",
|
| 2388 |
+
"title": "Comment"
|
| 2389 |
+
},
|
| 2390 |
+
"dragHandle": ".drag-handle",
|
| 2391 |
+
"extent": "parent",
|
| 2392 |
+
"height": 90.0,
|
| 2393 |
+
"id": "Comment 2",
|
| 2394 |
+
"parentId": "Group 2",
|
| 2395 |
+
"position": {
|
| 2396 |
+
"x": 10.0,
|
| 2397 |
+
"y": 214.69868480627042
|
| 2398 |
+
},
|
| 2399 |
+
"selected": false,
|
| 2400 |
+
"type": "comment",
|
| 2401 |
+
"width": 400.0
|
| 2402 |
+
},
|
| 2403 |
+
{
|
| 2404 |
+
"data": {
|
| 2405 |
+
"__execution_delay": 0.0,
|
| 2406 |
+
"collapsed": null,
|
| 2407 |
+
"display": null,
|
| 2408 |
+
"error": "Unknown operation.",
|
| 2409 |
+
"input_metadata": null,
|
| 2410 |
+
"meta": {},
|
| 2411 |
+
"params": {
|
| 2412 |
+
"text": "# Learned initial drug & disease embeddings"
|
| 2413 |
+
},
|
| 2414 |
+
"status": "done",
|
| 2415 |
+
"title": "Comment"
|
| 2416 |
+
},
|
| 2417 |
+
"dragHandle": ".drag-handle",
|
| 2418 |
+
"extent": "parent",
|
| 2419 |
+
"height": 90.0,
|
| 2420 |
+
"id": "Comment 3",
|
| 2421 |
+
"parentId": "Group 4",
|
| 2422 |
+
"position": {
|
| 2423 |
+
"x": 886.9430712292642,
|
| 2424 |
+
"y": 1852.533426575776
|
| 2425 |
+
},
|
| 2426 |
+
"selected": false,
|
| 2427 |
+
"type": "comment",
|
| 2428 |
+
"width": 400.0
|
| 2429 |
+
},
|
| 2430 |
+
{
|
| 2431 |
+
"data": {
|
| 2432 |
+
"__execution_delay": 0.0,
|
| 2433 |
+
"collapsed": null,
|
| 2434 |
+
"display": null,
|
| 2435 |
+
"error": "Unknown operation.",
|
| 2436 |
+
"input_metadata": null,
|
| 2437 |
+
"meta": {},
|
| 2438 |
+
"params": {
|
| 2439 |
+
"text": "# Extracting the graph embedding\n\nWe mean-pool the node embeddings of each node type, then concatenate these vectors."
|
| 2440 |
+
},
|
| 2441 |
+
"status": "done",
|
| 2442 |
+
"title": "Comment"
|
| 2443 |
+
},
|
| 2444 |
+
"dragHandle": ".drag-handle",
|
| 2445 |
+
"extent": "parent",
|
| 2446 |
+
"height": 178.0,
|
| 2447 |
+
"id": "Comment 4",
|
| 2448 |
+
"parentId": "Group 3",
|
| 2449 |
+
"position": {
|
| 2450 |
+
"x": 10.0,
|
| 2451 |
+
"y": 141.970585886959
|
| 2452 |
+
},
|
| 2453 |
+
"selected": false,
|
| 2454 |
+
"type": "comment",
|
| 2455 |
+
"width": 400.0
|
| 2456 |
+
},
|
| 2457 |
+
{
|
| 2458 |
+
"data": {
|
| 2459 |
+
"__execution_delay": 0.0,
|
| 2460 |
+
"collapsed": null,
|
| 2461 |
+
"display": null,
|
| 2462 |
+
"error": "Unknown operation.",
|
| 2463 |
+
"input_metadata": null,
|
| 2464 |
+
"meta": {},
|
| 2465 |
+
"params": {
|
| 2466 |
+
"text": "# Knowledge graph embedding with GNN\n\nThis heterogeneous graph convolution creates node embeddings for all genes, diseases, and drugs in the graph."
|
| 2467 |
+
},
|
| 2468 |
+
"status": "done",
|
| 2469 |
+
"title": "Comment"
|
| 2470 |
+
},
|
| 2471 |
+
"dragHandle": ".drag-handle",
|
| 2472 |
+
"extent": "parent",
|
| 2473 |
+
"height": 206.0,
|
| 2474 |
+
"id": "Comment 5",
|
| 2475 |
+
"parentId": "Group 4",
|
| 2476 |
+
"position": {
|
| 2477 |
+
"x": 686.3753672347915,
|
| 2478 |
+
"y": 977.8926090141683
|
| 2479 |
+
},
|
| 2480 |
+
"selected": false,
|
| 2481 |
+
"type": "comment",
|
| 2482 |
+
"width": 400.0
|
| 2483 |
+
},
|
| 2484 |
+
{
|
| 2485 |
+
"data": {
|
| 2486 |
+
"__execution_delay": 0.0,
|
| 2487 |
+
"collapsed": null,
|
| 2488 |
+
"display": null,
|
| 2489 |
+
"error": "Unknown operation.",
|
| 2490 |
+
"input_metadata": null,
|
| 2491 |
+
"meta": {},
|
| 2492 |
+
"params": {
|
| 2493 |
+
"text": "# Tumor volume trajectory predictions with ODE\n\nAn MLP is used to predict the derivative of the tumor volume at different stages, based on the knowledge graph embedding and the past tumor volume embeddings."
|
| 2494 |
+
},
|
| 2495 |
+
"status": "done",
|
| 2496 |
+
"title": "Comment"
|
| 2497 |
+
},
|
| 2498 |
+
"dragHandle": ".drag-handle",
|
| 2499 |
+
"height": 274.0,
|
| 2500 |
+
"id": "Comment 6",
|
| 2501 |
+
"position": {
|
| 2502 |
+
"x": -0.7721924881518737,
|
| 2503 |
+
"y": -865.6155529412208
|
| 2504 |
+
},
|
| 2505 |
+
"type": "comment",
|
| 2506 |
+
"width": 400.0
|
| 2507 |
+
},
|
| 2508 |
+
{
|
| 2509 |
+
"data": {
|
| 2510 |
+
"__execution_delay": 0.0,
|
| 2511 |
+
"collapsed": null,
|
| 2512 |
+
"display": null,
|
| 2513 |
+
"error": "Unknown operation.",
|
| 2514 |
+
"input_metadata": null,
|
| 2515 |
+
"meta": {},
|
| 2516 |
+
"params": {
|
| 2517 |
+
"text": "# Training configuration\n\nThe loss for the whole model is simply the MSE loss over the future volume measurements."
|
| 2518 |
+
},
|
| 2519 |
+
"status": "done",
|
| 2520 |
+
"title": "Comment"
|
| 2521 |
+
},
|
| 2522 |
+
"dragHandle": ".drag-handle",
|
| 2523 |
+
"extent": "parent",
|
| 2524 |
+
"height": 138.0,
|
| 2525 |
+
"id": "Comment 7",
|
| 2526 |
+
"parentId": "Group 5",
|
| 2527 |
+
"position": {
|
| 2528 |
+
"x": 276.18914557042024,
|
| 2529 |
+
"y": 267.8721350317928
|
| 2530 |
+
},
|
| 2531 |
+
"selected": false,
|
| 2532 |
+
"type": "comment",
|
| 2533 |
+
"width": 400.0
|
| 2534 |
+
},
|
| 2535 |
+
{
|
| 2536 |
+
"data": {
|
| 2537 |
+
"__execution_delay": 0.0,
|
| 2538 |
+
"collapsed": null,
|
| 2539 |
+
"display": null,
|
| 2540 |
+
"error": "Unknown operation.",
|
| 2541 |
+
"input_metadata": null,
|
| 2542 |
+
"meta": {},
|
| 2543 |
+
"params": {
|
| 2544 |
+
"text": "## Disease-gene and drug-gene edges"
|
| 2545 |
+
},
|
| 2546 |
+
"status": "done",
|
| 2547 |
+
"title": "Comment"
|
| 2548 |
+
},
|
| 2549 |
+
"dragHandle": ".drag-handle",
|
| 2550 |
+
"extent": "parent",
|
| 2551 |
+
"height": 74.0,
|
| 2552 |
+
"id": "Comment 8",
|
| 2553 |
+
"parentId": "Group 4",
|
| 2554 |
+
"position": {
|
| 2555 |
+
"x": 1615.9956563920114,
|
| 2556 |
+
"y": 1872.1215872934476
|
| 2557 |
+
},
|
| 2558 |
+
"selected": false,
|
| 2559 |
+
"type": "comment",
|
| 2560 |
+
"width": 400.0
|
| 2561 |
}
|
| 2562 |
]
|
| 2563 |
}
|