Note
Click here to download the full example code or to run this example in your browser via Binder
What is the opset number?#
Every library is versioned. scikit-learn may change the implementation of a specific model. That happens for example with the SVC model where the parameter break_ties was added in 0.22. ONNX does also have a version called opset number. Operator ArgMin was added in opset 1 and changed in opset 11, 12, 13. Sometimes, it is updated to extend the list of types it supports, sometimes, it moves a parameter into the input list. The runtime used to deploy the model does not implement a new version, in that case, a model must be converted by usually using the most recent opset supported by the runtime, we call that opset the targeted opset. An ONNX graph only contains one unique opset, every node must be described following the specifications defined by the latest opset below the targeted opset.
This example considers an IsolationForest and digs into opsets.
Data#
A simple example.
from onnx.defs import onnx_opset_version
from skl2onnx import to_onnx
import numpy
import matplotlib.pyplot as plt
from sklearn.ensemble import IsolationForest
from sklearn.datasets import make_blobs
X, y = make_blobs(n_samples=100, n_features=2)
model = IsolationForest(n_estimators=3)
model.fit(X)
labels = model.predict(X)
fig, ax = plt.subplots(1, 1)
for k in (-1, 1):
ax.plot(X[labels == k, 0], X[labels == k, 1], 'o', label="cl%d" % k)
ax.set_title("Sample")
ONNX#
onx = to_onnx(model, X[:1].astype(numpy.float32),
target_opset={'': 15, 'ai.onnx.ml': 2})
print(onx)
Out:
ir_version: 8
producer_name: "skl2onnx"
producer_version: "1.11.2"
domain: "ai.onnx"
model_version: 0
doc_string: ""
graph {
node {
input: "X"
input: "node_sample0_Gathercst"
output: "node_sample0_output0"
name: "node_sample0_Gather"
op_type: "Gather"
attribute {
name: "axis"
i: 1
type: INT
}
domain: ""
}
node {
input: "node_sample0_output0"
output: "node_sample0_Y0"
name: "node_sample0_TreeEnsembleRegressor"
op_type: "TreeEnsembleRegressor"
attribute {
name: "n_targets"
i: 1
type: INT
}
attribute {
name: "nodes_falsenodeids"
ints: 54
ints: 25
ints: 6
ints: 5
ints: 0
ints: 0
ints: 16
ints: 15
ints: 12
ints: 11
ints: 0
ints: 0
ints: 14
ints: 0
ints: 0
ints: 0
ints: 18
ints: 0
ints: 22
ints: 21
ints: 0
ints: 0
ints: 24
ints: 0
ints: 0
ints: 39
ints: 30
ints: 29
ints: 0
ints: 0
ints: 32
ints: 0
ints: 36
ints: 35
ints: 0
ints: 0
ints: 38
ints: 0
ints: 0
ints: 47
ints: 46
ints: 45
ints: 44
ints: 0
ints: 0
ints: 0
ints: 0
ints: 49
ints: 0
ints: 53
ints: 52
ints: 0
ints: 0
ints: 0
ints: 56
ints: 0
ints: 72
ints: 67
ints: 62
ints: 61
ints: 0
ints: 0
ints: 66
ints: 65
ints: 0
ints: 0
ints: 0
ints: 71
ints: 70
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_featureids"
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_hitrates"
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
type: FLOATS
}
attribute {
name: "nodes_missing_value_tracks_true"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_modes"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
type: STRINGS
}
attribute {
name: "nodes_nodeids"
ints: 0
ints: 1
ints: 2
ints: 3
ints: 4
ints: 5
ints: 6
ints: 7
ints: 8
ints: 9
ints: 10
ints: 11
ints: 12
ints: 13
ints: 14
ints: 15
ints: 16
ints: 17
ints: 18
ints: 19
ints: 20
ints: 21
ints: 22
ints: 23
ints: 24
ints: 25
ints: 26
ints: 27
ints: 28
ints: 29
ints: 30
ints: 31
ints: 32
ints: 33
ints: 34
ints: 35
ints: 36
ints: 37
ints: 38
ints: 39
ints: 40
ints: 41
ints: 42
ints: 43
ints: 44
ints: 45
ints: 46
ints: 47
ints: 48
ints: 49
ints: 50
ints: 51
ints: 52
ints: 53
ints: 54
ints: 55
ints: 56
ints: 57
ints: 58
ints: 59
ints: 60
ints: 61
ints: 62
ints: 63
ints: 64
ints: 65
ints: 66
ints: 67
ints: 68
ints: 69
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "nodes_treeids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_truenodeids"
ints: 1
ints: 2
ints: 3
ints: 4
ints: 0
ints: 0
ints: 7
ints: 8
ints: 9
ints: 10
ints: 0
ints: 0
ints: 13
ints: 0
ints: 0
ints: 0
ints: 17
ints: 0
ints: 19
ints: 20
ints: 0
ints: 0
ints: 23
ints: 0
ints: 0
ints: 26
ints: 27
ints: 28
ints: 0
ints: 0
ints: 31
ints: 0
ints: 33
ints: 34
ints: 0
ints: 0
ints: 37
ints: 0
ints: 0
ints: 40
ints: 41
ints: 42
ints: 43
ints: 0
ints: 0
ints: 0
ints: 0
ints: 48
ints: 0
ints: 50
ints: 51
ints: 0
ints: 0
ints: 0
ints: 55
ints: 0
ints: 57
ints: 58
ints: 59
ints: 60
ints: 0
ints: 0
ints: 63
ints: 64
ints: 0
ints: 0
ints: 0
ints: 68
ints: 69
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_values"
floats: 10.021278381347656
floats: 3.7887494564056396
floats: -7.121064186096191
floats: 4.416437149047852
floats: 0.0
floats: 0.0
floats: -1.7588245868682861
floats: 7.825988292694092
floats: 4.649615287780762
floats: 3.2951412200927734
floats: 0.0
floats: 0.0
floats: 6.6710991859436035
floats: 0.0
floats: 0.0
floats: 0.0
floats: 4.765402317047119
floats: 0.0
floats: 6.541184425354004
floats: -1.2423985004425049
floats: 0.0
floats: 0.0
floats: 7.697707176208496
floats: 0.0
floats: 0.0
floats: 9.153670310974121
floats: 6.013628005981445
floats: 8.105496406555176
floats: 0.0
floats: 0.0
floats: 7.426864147186279
floats: 0.0
floats: 8.715617179870605
floats: 8.431848526000977
floats: 0.0
floats: 0.0
floats: 7.730372905731201
floats: 0.0
floats: 0.0
floats: 6.437074661254883
floats: 9.96568489074707
floats: 9.521824836730957
floats: 9.370474815368652
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.0
floats: 9.491046905517578
floats: 0.0
floats: 8.651312828063965
floats: 9.867877006530762
floats: 0.0
floats: 0.0
floats: 0.0
floats: 5.1377949714660645
floats: 0.0
floats: 11.692091941833496
floats: 10.630556106567383
floats: 10.18297004699707
floats: 8.508511543273926
floats: 0.0
floats: 0.0
floats: 7.681608200073242
floats: 10.399255752563477
floats: 0.0
floats: 0.0
floats: 0.0
floats: 8.249090194702148
floats: 11.212265014648438
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.0
type: FLOATS
}
attribute {
name: "post_transform"
s: "NONE"
type: STRING
}
attribute {
name: "target_ids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "target_nodeids"
ints: 4
ints: 5
ints: 10
ints: 11
ints: 13
ints: 14
ints: 15
ints: 17
ints: 20
ints: 21
ints: 23
ints: 24
ints: 28
ints: 29
ints: 31
ints: 34
ints: 35
ints: 37
ints: 38
ints: 43
ints: 44
ints: 45
ints: 46
ints: 48
ints: 51
ints: 52
ints: 53
ints: 55
ints: 60
ints: 61
ints: 64
ints: 65
ints: 66
ints: 69
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "target_treeids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "target_weights"
floats: 4.0
floats: 5.0
floats: 10.0
floats: 11.0
floats: 13.0
floats: 14.0
floats: 15.0
floats: 17.0
floats: 20.0
floats: 21.0
floats: 23.0
floats: 24.0
floats: 28.0
floats: 29.0
floats: 31.0
floats: 34.0
floats: 35.0
floats: 37.0
floats: 38.0
floats: 43.0
floats: 44.0
floats: 45.0
floats: 46.0
floats: 48.0
floats: 51.0
floats: 52.0
floats: 53.0
floats: 55.0
floats: 60.0
floats: 61.0
floats: 64.0
floats: 65.0
floats: 66.0
floats: 69.0
floats: 70.0
floats: 71.0
floats: 72.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "X"
input: "node_sample0_Gathercst"
output: "node_sample1_output0"
name: "node_sample1_Gather"
op_type: "Gather"
attribute {
name: "axis"
i: 1
type: INT
}
domain: ""
}
node {
input: "X"
input: "node_sample0_Gathercst"
output: "node_sample2_output0"
name: "node_sample2_Gather"
op_type: "Gather"
attribute {
name: "axis"
i: 1
type: INT
}
domain: ""
}
node {
input: "node_sample0_Y0"
output: "node_sample0_output02"
name: "node_sample0_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "node_sample0_Y0"
output: "path_length0_output0"
name: "path_length0_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "node_sample1_output0"
output: "node_sample1_Y0"
name: "node_sample1_TreeEnsembleRegressor"
op_type: "TreeEnsembleRegressor"
attribute {
name: "n_targets"
i: 1
type: INT
}
attribute {
name: "nodes_falsenodeids"
ints: 30
ints: 29
ints: 6
ints: 5
ints: 0
ints: 0
ints: 16
ints: 9
ints: 0
ints: 13
ints: 12
ints: 0
ints: 0
ints: 15
ints: 0
ints: 0
ints: 24
ints: 21
ints: 20
ints: 0
ints: 0
ints: 23
ints: 0
ints: 0
ints: 28
ints: 27
ints: 0
ints: 0
ints: 0
ints: 0
ints: 48
ints: 33
ints: 0
ints: 43
ints: 36
ints: 0
ints: 40
ints: 39
ints: 0
ints: 0
ints: 42
ints: 0
ints: 0
ints: 45
ints: 0
ints: 47
ints: 0
ints: 0
ints: 66
ints: 63
ints: 58
ints: 55
ints: 54
ints: 0
ints: 0
ints: 57
ints: 0
ints: 0
ints: 60
ints: 0
ints: 62
ints: 0
ints: 0
ints: 65
ints: 0
ints: 0
ints: 68
ints: 0
ints: 72
ints: 71
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_featureids"
ints: 1
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_hitrates"
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
type: FLOATS
}
attribute {
name: "nodes_missing_value_tracks_true"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_modes"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
type: STRINGS
}
attribute {
name: "nodes_nodeids"
ints: 0
ints: 1
ints: 2
ints: 3
ints: 4
ints: 5
ints: 6
ints: 7
ints: 8
ints: 9
ints: 10
ints: 11
ints: 12
ints: 13
ints: 14
ints: 15
ints: 16
ints: 17
ints: 18
ints: 19
ints: 20
ints: 21
ints: 22
ints: 23
ints: 24
ints: 25
ints: 26
ints: 27
ints: 28
ints: 29
ints: 30
ints: 31
ints: 32
ints: 33
ints: 34
ints: 35
ints: 36
ints: 37
ints: 38
ints: 39
ints: 40
ints: 41
ints: 42
ints: 43
ints: 44
ints: 45
ints: 46
ints: 47
ints: 48
ints: 49
ints: 50
ints: 51
ints: 52
ints: 53
ints: 54
ints: 55
ints: 56
ints: 57
ints: 58
ints: 59
ints: 60
ints: 61
ints: 62
ints: 63
ints: 64
ints: 65
ints: 66
ints: 67
ints: 68
ints: 69
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "nodes_treeids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_truenodeids"
ints: 1
ints: 2
ints: 3
ints: 4
ints: 0
ints: 0
ints: 7
ints: 8
ints: 0
ints: 10
ints: 11
ints: 0
ints: 0
ints: 14
ints: 0
ints: 0
ints: 17
ints: 18
ints: 19
ints: 0
ints: 0
ints: 22
ints: 0
ints: 0
ints: 25
ints: 26
ints: 0
ints: 0
ints: 0
ints: 0
ints: 31
ints: 32
ints: 0
ints: 34
ints: 35
ints: 0
ints: 37
ints: 38
ints: 0
ints: 0
ints: 41
ints: 0
ints: 0
ints: 44
ints: 0
ints: 46
ints: 0
ints: 0
ints: 49
ints: 50
ints: 51
ints: 52
ints: 53
ints: 0
ints: 0
ints: 56
ints: 0
ints: 0
ints: 59
ints: 0
ints: 61
ints: 0
ints: 0
ints: 64
ints: 0
ints: 0
ints: 67
ints: 0
ints: 69
ints: 70
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_values"
floats: 3.8512446880340576
floats: -0.5676265358924866
floats: -6.980898380279541
floats: 4.714104175567627
floats: 0.0
floats: 0.0
floats: -5.093116760253906
floats: -6.655633926391602
floats: 0.0
floats: 2.331597328186035
floats: -5.791065692901611
floats: 0.0
floats: 0.0
floats: -5.753363609313965
floats: 0.0
floats: 0.0
floats: -3.8087997436523438
floats: 5.919134140014648
floats: 2.3382115364074707
floats: 0.0
floats: 0.0
floats: 6.681684494018555
floats: 0.0
floats: 0.0
floats: -1.0638467073440552
floats: 5.241893768310547
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.0
floats: 9.605061531066895
floats: 7.560668468475342
floats: 0.0
floats: 8.219744682312012
floats: 5.37798547744751
floats: 0.0
floats: 7.676764011383057
floats: 8.128286361694336
floats: 0.0
floats: 0.0
floats: 9.215782165527344
floats: 0.0
floats: 0.0
floats: 8.422836303710938
floats: 0.0
floats: 8.757240295410156
floats: 0.0
floats: 0.0
floats: 10.749845504760742
floats: 8.670648574829102
floats: 10.19068717956543
floats: 7.231447219848633
floats: 5.572278022766113
floats: 0.0
floats: 0.0
floats: 9.892742156982422
floats: 0.0
floats: 0.0
floats: 5.543532371520996
floats: 0.0
floats: 8.146027565002441
floats: 0.0
floats: 0.0
floats: 10.089201927185059
floats: 0.0
floats: 0.0
floats: 7.585289001464844
floats: 0.0
floats: 11.574915885925293
floats: 11.187359809875488
floats: 0.0
floats: 0.0
floats: 0.0
type: FLOATS
}
attribute {
name: "post_transform"
s: "NONE"
type: STRING
}
attribute {
name: "target_ids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "target_nodeids"
ints: 4
ints: 5
ints: 8
ints: 11
ints: 12
ints: 14
ints: 15
ints: 19
ints: 20
ints: 22
ints: 23
ints: 26
ints: 27
ints: 28
ints: 29
ints: 32
ints: 35
ints: 38
ints: 39
ints: 41
ints: 42
ints: 44
ints: 46
ints: 47
ints: 53
ints: 54
ints: 56
ints: 57
ints: 59
ints: 61
ints: 62
ints: 64
ints: 65
ints: 67
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "target_treeids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "target_weights"
floats: 4.0
floats: 5.0
floats: 8.0
floats: 11.0
floats: 12.0
floats: 14.0
floats: 15.0
floats: 19.0
floats: 20.0
floats: 22.0
floats: 23.0
floats: 26.0
floats: 27.0
floats: 28.0
floats: 29.0
floats: 32.0
floats: 35.0
floats: 38.0
floats: 39.0
floats: 41.0
floats: 42.0
floats: 44.0
floats: 46.0
floats: 47.0
floats: 53.0
floats: 54.0
floats: 56.0
floats: 57.0
floats: 59.0
floats: 61.0
floats: 62.0
floats: 64.0
floats: 65.0
floats: 67.0
floats: 70.0
floats: 71.0
floats: 72.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "node_sample2_output0"
output: "node_sample2_Y0"
name: "node_sample2_TreeEnsembleRegressor"
op_type: "TreeEnsembleRegressor"
attribute {
name: "n_targets"
i: 1
type: INT
}
attribute {
name: "nodes_falsenodeids"
ints: 56
ints: 41
ints: 22
ints: 19
ints: 12
ints: 9
ints: 8
ints: 0
ints: 0
ints: 11
ints: 0
ints: 0
ints: 16
ints: 15
ints: 0
ints: 0
ints: 18
ints: 0
ints: 0
ints: 21
ints: 0
ints: 0
ints: 38
ints: 31
ints: 28
ints: 27
ints: 0
ints: 0
ints: 30
ints: 0
ints: 0
ints: 35
ints: 34
ints: 0
ints: 0
ints: 37
ints: 0
ints: 0
ints: 40
ints: 0
ints: 0
ints: 55
ints: 52
ints: 49
ints: 48
ints: 47
ints: 0
ints: 0
ints: 0
ints: 51
ints: 0
ints: 0
ints: 54
ints: 0
ints: 0
ints: 0
ints: 68
ints: 67
ints: 60
ints: 0
ints: 66
ints: 65
ints: 64
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 84
ints: 83
ints: 78
ints: 75
ints: 74
ints: 0
ints: 0
ints: 77
ints: 0
ints: 0
ints: 82
ints: 81
ints: 0
ints: 0
ints: 0
ints: 0
ints: 92
ints: 91
ints: 88
ints: 0
ints: 90
ints: 0
ints: 0
ints: 0
ints: 98
ints: 97
ints: 96
ints: 0
ints: 0
ints: 0
ints: 102
ints: 101
ints: 0
ints: 0
ints: 104
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_featureids"
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 1
ints: 1
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 1
ints: 1
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
ints: 0
ints: 1
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_hitrates"
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
type: FLOATS
}
attribute {
name: "nodes_missing_value_tracks_true"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_modes"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
strings: "BRANCH_LEQ"
strings: "LEAF"
strings: "LEAF"
type: STRINGS
}
attribute {
name: "nodes_nodeids"
ints: 0
ints: 1
ints: 2
ints: 3
ints: 4
ints: 5
ints: 6
ints: 7
ints: 8
ints: 9
ints: 10
ints: 11
ints: 12
ints: 13
ints: 14
ints: 15
ints: 16
ints: 17
ints: 18
ints: 19
ints: 20
ints: 21
ints: 22
ints: 23
ints: 24
ints: 25
ints: 26
ints: 27
ints: 28
ints: 29
ints: 30
ints: 31
ints: 32
ints: 33
ints: 34
ints: 35
ints: 36
ints: 37
ints: 38
ints: 39
ints: 40
ints: 41
ints: 42
ints: 43
ints: 44
ints: 45
ints: 46
ints: 47
ints: 48
ints: 49
ints: 50
ints: 51
ints: 52
ints: 53
ints: 54
ints: 55
ints: 56
ints: 57
ints: 58
ints: 59
ints: 60
ints: 61
ints: 62
ints: 63
ints: 64
ints: 65
ints: 66
ints: 67
ints: 68
ints: 69
ints: 70
ints: 71
ints: 72
ints: 73
ints: 74
ints: 75
ints: 76
ints: 77
ints: 78
ints: 79
ints: 80
ints: 81
ints: 82
ints: 83
ints: 84
ints: 85
ints: 86
ints: 87
ints: 88
ints: 89
ints: 90
ints: 91
ints: 92
ints: 93
ints: 94
ints: 95
ints: 96
ints: 97
ints: 98
ints: 99
ints: 100
ints: 101
ints: 102
ints: 103
ints: 104
type: INTS
}
attribute {
name: "nodes_treeids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_truenodeids"
ints: 1
ints: 2
ints: 3
ints: 4
ints: 5
ints: 6
ints: 7
ints: 0
ints: 0
ints: 10
ints: 0
ints: 0
ints: 13
ints: 14
ints: 0
ints: 0
ints: 17
ints: 0
ints: 0
ints: 20
ints: 0
ints: 0
ints: 23
ints: 24
ints: 25
ints: 26
ints: 0
ints: 0
ints: 29
ints: 0
ints: 0
ints: 32
ints: 33
ints: 0
ints: 0
ints: 36
ints: 0
ints: 0
ints: 39
ints: 0
ints: 0
ints: 42
ints: 43
ints: 44
ints: 45
ints: 46
ints: 0
ints: 0
ints: 0
ints: 50
ints: 0
ints: 0
ints: 53
ints: 0
ints: 0
ints: 0
ints: 57
ints: 58
ints: 59
ints: 0
ints: 61
ints: 62
ints: 63
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 69
ints: 70
ints: 71
ints: 72
ints: 73
ints: 0
ints: 0
ints: 76
ints: 0
ints: 0
ints: 79
ints: 80
ints: 0
ints: 0
ints: 0
ints: 0
ints: 85
ints: 86
ints: 87
ints: 0
ints: 89
ints: 0
ints: 0
ints: 0
ints: 93
ints: 94
ints: 95
ints: 0
ints: 0
ints: 0
ints: 99
ints: 100
ints: 0
ints: 0
ints: 103
ints: 0
ints: 0
type: INTS
}
attribute {
name: "nodes_values"
floats: -1.9907585382461548
floats: 6.839632511138916
floats: 3.6026360988616943
floats: 3.51365327835083
floats: 2.635514974594116
floats: 2.1891138553619385
floats: 2.092236280441284
floats: 0.0
floats: 0.0
floats: 2.345102310180664
floats: 0.0
floats: 0.0
floats: 3.0827603340148926
floats: 2.872518539428711
floats: 0.0
floats: 0.0
floats: -4.910643100738525
floats: 0.0
floats: 0.0
floats: 3.52667498588562
floats: 0.0
floats: 0.0
floats: -2.4622914791107178
floats: -6.068970680236816
floats: -6.634273052215576
floats: -6.811461448669434
floats: 0.0
floats: 0.0
floats: -6.576728343963623
floats: 0.0
floats: 0.0
floats: -3.355783224105835
floats: -4.942788600921631
floats: 0.0
floats: 0.0
floats: 6.617758750915527
floats: 0.0
floats: 0.0
floats: 5.890446186065674
floats: 0.0
floats: 0.0
floats: -2.2357113361358643
floats: 7.418643474578857
floats: 7.022924423217773
floats: -2.456209421157837
floats: -2.7438905239105225
floats: 0.0
floats: 0.0
floats: 0.0
floats: 7.2257399559021
floats: 0.0
floats: 0.0
floats: 7.698291778564453
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.8175256252288818
floats: -0.7507614493370056
floats: 4.318005084991455
floats: 0.0
floats: 6.969293594360352
floats: -1.5351403951644897
floats: -1.659111738204956
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.0
floats: 9.485491752624512
floats: 8.976116180419922
floats: 8.002398490905762
floats: 6.623079299926758
floats: 9.125885009765625
floats: 0.0
floats: 0.0
floats: 7.444906711578369
floats: 0.0
floats: 0.0
floats: 8.453536033630371
floats: 8.412899017333984
floats: 0.0
floats: 0.0
floats: 0.0
floats: 0.0
floats: 7.705773830413818
floats: 7.476274013519287
floats: 4.589108467102051
floats: 0.0
floats: 10.508894920349121
floats: 0.0
floats: 0.0
floats: 0.0
floats: 8.615400314331055
floats: 10.795989990234375
floats: 8.093504905700684
floats: 0.0
floats: 0.0
floats: 0.0
floats: 8.830120086669922
floats: 10.28431224822998
floats: 0.0
floats: 0.0
floats: 8.931217193603516
floats: 0.0
floats: 0.0
type: FLOATS
}
attribute {
name: "post_transform"
s: "NONE"
type: STRING
}
attribute {
name: "target_ids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "target_nodeids"
ints: 7
ints: 8
ints: 10
ints: 11
ints: 14
ints: 15
ints: 17
ints: 18
ints: 20
ints: 21
ints: 26
ints: 27
ints: 29
ints: 30
ints: 33
ints: 34
ints: 36
ints: 37
ints: 39
ints: 40
ints: 46
ints: 47
ints: 48
ints: 50
ints: 51
ints: 53
ints: 54
ints: 55
ints: 59
ints: 63
ints: 64
ints: 65
ints: 66
ints: 67
ints: 73
ints: 74
ints: 76
ints: 77
ints: 80
ints: 81
ints: 82
ints: 83
ints: 87
ints: 89
ints: 90
ints: 91
ints: 95
ints: 96
ints: 97
ints: 100
ints: 101
ints: 103
ints: 104
type: INTS
}
attribute {
name: "target_treeids"
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
ints: 0
type: INTS
}
attribute {
name: "target_weights"
floats: 7.0
floats: 8.0
floats: 10.0
floats: 11.0
floats: 14.0
floats: 15.0
floats: 17.0
floats: 18.0
floats: 20.0
floats: 21.0
floats: 26.0
floats: 27.0
floats: 29.0
floats: 30.0
floats: 33.0
floats: 34.0
floats: 36.0
floats: 37.0
floats: 39.0
floats: 40.0
floats: 46.0
floats: 47.0
floats: 48.0
floats: 50.0
floats: 51.0
floats: 53.0
floats: 54.0
floats: 55.0
floats: 59.0
floats: 63.0
floats: 64.0
floats: 65.0
floats: 66.0
floats: 67.0
floats: 73.0
floats: 74.0
floats: 76.0
floats: 77.0
floats: 80.0
floats: 81.0
floats: 82.0
floats: 83.0
floats: 87.0
floats: 89.0
floats: 90.0
floats: 91.0
floats: 95.0
floats: 96.0
floats: 97.0
floats: 100.0
floats: 101.0
floats: 103.0
floats: 104.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "path_length0_output0"
output: "path_length0_Y0"
name: "path_length0_LabelEncoder"
op_type: "LabelEncoder"
attribute {
name: "keys_int64s"
ints: 4
ints: 5
ints: 10
ints: 11
ints: 13
ints: 14
ints: 15
ints: 17
ints: 20
ints: 21
ints: 23
ints: 24
ints: 28
ints: 29
ints: 31
ints: 34
ints: 35
ints: 37
ints: 38
ints: 43
ints: 44
ints: 45
ints: 46
ints: 48
ints: 51
ints: 52
ints: 53
ints: 55
ints: 60
ints: 61
ints: 64
ints: 65
ints: 66
ints: 69
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "values_floats"
floats: 5.0
floats: 5.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 6.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 6.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 3.0
floats: 7.0
floats: 7.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 7.0
floats: 7.0
floats: 6.0
floats: 4.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "node_sample0_output02"
output: "node_sample0_Y02"
name: "node_sample0_LabelEncoder"
op_type: "LabelEncoder"
attribute {
name: "keys_int64s"
ints: 4
ints: 5
ints: 10
ints: 11
ints: 13
ints: 14
ints: 15
ints: 17
ints: 20
ints: 21
ints: 23
ints: 24
ints: 28
ints: 29
ints: 31
ints: 34
ints: 35
ints: 37
ints: 38
ints: 43
ints: 44
ints: 45
ints: 46
ints: 48
ints: 51
ints: 52
ints: 53
ints: 55
ints: 60
ints: 61
ints: 64
ints: 65
ints: 66
ints: 69
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "values_floats"
floats: 1.0
floats: 1.0
floats: 12.0
floats: 15.0
floats: 21.0
floats: 10.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 7.0
floats: 1.0
floats: 3.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 2.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "node_sample1_Y0"
output: "path_length1_output0"
name: "path_length1_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "node_sample1_Y0"
output: "node_sample1_output02"
name: "node_sample1_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "node_sample2_Y0"
output: "path_length2_output0"
name: "path_length2_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "node_sample2_Y0"
output: "node_sample2_output02"
name: "node_sample2_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "node_sample0_Y02"
input: "path_length0_Reshapecst"
output: "node_sample0_reshaped0"
name: "node_sample0_Reshape"
op_type: "Reshape"
attribute {
name: "allowzero"
i: 0
type: INT
}
domain: ""
}
node {
input: "path_length0_Y0"
input: "path_length0_Reshapecst"
output: "path_length0_reshaped0"
name: "path_length0_Reshape"
op_type: "Reshape"
attribute {
name: "allowzero"
i: 0
type: INT
}
domain: ""
}
node {
input: "path_length1_output0"
output: "path_length1_Y0"
name: "path_length1_LabelEncoder"
op_type: "LabelEncoder"
attribute {
name: "keys_int64s"
ints: 4
ints: 5
ints: 8
ints: 11
ints: 12
ints: 14
ints: 15
ints: 19
ints: 20
ints: 22
ints: 23
ints: 26
ints: 27
ints: 28
ints: 29
ints: 32
ints: 35
ints: 38
ints: 39
ints: 41
ints: 42
ints: 44
ints: 46
ints: 47
ints: 53
ints: 54
ints: 56
ints: 57
ints: 59
ints: 61
ints: 62
ints: 64
ints: 65
ints: 67
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "values_floats"
floats: 5.0
floats: 5.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 3.0
floats: 4.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 7.0
floats: 7.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 6.0
floats: 5.0
floats: 7.0
floats: 7.0
floats: 6.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "node_sample1_output02"
output: "node_sample1_Y02"
name: "node_sample1_LabelEncoder"
op_type: "LabelEncoder"
attribute {
name: "keys_int64s"
ints: 4
ints: 5
ints: 8
ints: 11
ints: 12
ints: 14
ints: 15
ints: 19
ints: 20
ints: 22
ints: 23
ints: 26
ints: 27
ints: 28
ints: 29
ints: 32
ints: 35
ints: 38
ints: 39
ints: 41
ints: 42
ints: 44
ints: 46
ints: 47
ints: 53
ints: 54
ints: 56
ints: 57
ints: 59
ints: 61
ints: 62
ints: 64
ints: 65
ints: 67
ints: 70
ints: 71
ints: 72
type: INTS
}
attribute {
name: "values_floats"
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 14.0
floats: 7.0
floats: 1.0
floats: 6.0
floats: 1.0
floats: 1.0
floats: 5.0
floats: 24.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 2.0
floats: 9.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 2.0
floats: 1.0
floats: 2.0
floats: 1.0
floats: 2.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "path_length2_output0"
output: "path_length2_Y0"
name: "path_length2_LabelEncoder"
op_type: "LabelEncoder"
attribute {
name: "keys_int64s"
ints: 7
ints: 8
ints: 10
ints: 11
ints: 14
ints: 15
ints: 17
ints: 18
ints: 20
ints: 21
ints: 26
ints: 27
ints: 29
ints: 30
ints: 33
ints: 34
ints: 36
ints: 37
ints: 39
ints: 40
ints: 46
ints: 47
ints: 48
ints: 50
ints: 51
ints: 53
ints: 54
ints: 55
ints: 59
ints: 63
ints: 64
ints: 65
ints: 66
ints: 67
ints: 73
ints: 74
ints: 76
ints: 77
ints: 80
ints: 81
ints: 82
ints: 83
ints: 87
ints: 89
ints: 90
ints: 91
ints: 95
ints: 96
ints: 97
ints: 100
ints: 101
ints: 103
ints: 104
type: INTS
}
attribute {
name: "values_floats"
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 7.0
floats: 7.0
floats: 6.0
floats: 6.0
floats: 4.0
floats: 5.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 6.0
floats: 4.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 5.0
floats: 7.0
floats: 8.0
floats: 8.0
floats: 6.0
floats: 8.0
floats: 8.0
floats: 7.0
floats: 8.0
floats: 8.0
floats: 8.0
floats: 8.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "node_sample2_output02"
output: "node_sample2_Y02"
name: "node_sample2_LabelEncoder"
op_type: "LabelEncoder"
attribute {
name: "keys_int64s"
ints: 7
ints: 8
ints: 10
ints: 11
ints: 14
ints: 15
ints: 17
ints: 18
ints: 20
ints: 21
ints: 26
ints: 27
ints: 29
ints: 30
ints: 33
ints: 34
ints: 36
ints: 37
ints: 39
ints: 40
ints: 46
ints: 47
ints: 48
ints: 50
ints: 51
ints: 53
ints: 54
ints: 55
ints: 59
ints: 63
ints: 64
ints: 65
ints: 66
ints: 67
ints: 73
ints: 74
ints: 76
ints: 77
ints: 80
ints: 81
ints: 82
ints: 83
ints: 87
ints: 89
ints: 90
ints: 91
ints: 95
ints: 96
ints: 97
ints: 100
ints: 101
ints: 103
ints: 104
type: INTS
}
attribute {
name: "values_floats"
floats: 1.0
floats: 1.0
floats: 1.0
floats: 2.0
floats: 1.0
floats: 2.0
floats: 3.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 2.0
floats: 2.0
floats: 1.0
floats: 3.0
floats: 9.0
floats: 6.0
floats: 8.0
floats: 2.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 4.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 3.0
floats: 2.0
floats: 1.0
floats: 8.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 6.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
floats: 1.0
type: FLOATS
}
domain: "ai.onnx.ml"
}
node {
input: "node_sample0_reshaped0"
input: "dec_Powcst"
output: "eq2_0_C0"
name: "eq2_0_Equal"
op_type: "Equal"
domain: ""
}
node {
input: "node_sample0_reshaped0"
input: "dec_Powcst"
output: "plus2_0_C0"
name: "plus2_0_Greater"
op_type: "Greater"
domain: ""
}
node {
input: "path_length1_Y0"
input: "path_length0_Reshapecst"
output: "path_length1_reshaped0"
name: "path_length1_Reshape"
op_type: "Reshape"
attribute {
name: "allowzero"
i: 0
type: INT
}
domain: ""
}
node {
input: "node_sample1_Y02"
input: "path_length0_Reshapecst"
output: "node_sample1_reshaped0"
name: "node_sample1_Reshape"
op_type: "Reshape"
attribute {
name: "allowzero"
i: 0
type: INT
}
domain: ""
}
node {
input: "path_length2_Y0"
input: "path_length0_Reshapecst"
output: "path_length2_reshaped0"
name: "path_length2_Reshape"
op_type: "Reshape"
attribute {
name: "allowzero"
i: 0
type: INT
}
domain: ""
}
node {
input: "node_sample2_Y02"
input: "path_length0_Reshapecst"
output: "node_sample2_reshaped0"
name: "node_sample2_Reshape"
op_type: "Reshape"
attribute {
name: "allowzero"
i: 0
type: INT
}
domain: ""
}
node {
input: "plus2_0_C0"
output: "plus2_0_output0"
name: "plus2_0_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 1
type: INT
}
domain: ""
}
node {
input: "eq2_0_C0"
output: "eq2_0_output0"
name: "eq2_0_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 1
type: INT
}
domain: ""
}
node {
input: "node_sample1_reshaped0"
input: "dec_Powcst"
output: "plus2_1_C0"
name: "plus2_1_Greater"
op_type: "Greater"
domain: ""
}
node {
input: "node_sample1_reshaped0"
input: "dec_Powcst"
output: "eq2_1_C0"
name: "eq2_1_Equal"
op_type: "Equal"
domain: ""
}
node {
input: "node_sample2_reshaped0"
input: "dec_Powcst"
output: "eq2_2_C0"
name: "eq2_2_Equal"
op_type: "Equal"
domain: ""
}
node {
input: "node_sample2_reshaped0"
input: "dec_Powcst"
output: "plus2_2_C0"
name: "plus2_2_Greater"
op_type: "Greater"
domain: ""
}
node {
input: "plus2_0_output0"
input: "node_sample0_reshaped0"
output: "eqp2ps0_C0"
name: "eqp2ps0_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "plus2_1_C0"
output: "plus2_1_output0"
name: "plus2_1_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 1
type: INT
}
domain: ""
}
node {
input: "eq2_1_C0"
output: "eq2_1_output0"
name: "eq2_1_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 1
type: INT
}
domain: ""
}
node {
input: "eq2_2_C0"
output: "eq2_2_output0"
name: "eq2_2_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 1
type: INT
}
domain: ""
}
node {
input: "plus2_2_C0"
output: "plus2_2_output0"
name: "plus2_2_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 1
type: INT
}
domain: ""
}
node {
input: "eqp2ps0_C0"
input: "eqp2p_m1_0_Addcst"
output: "eqp2p_m1_0_C0"
name: "eqp2p_m1_0_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp2ps0_C0"
input: "eqp2p_m1_0_Maxcst"
output: "eqp_ns0_max0"
name: "eqp_ns0_Max"
op_type: "Max"
domain: ""
}
node {
input: "plus2_1_output0"
input: "node_sample1_reshaped0"
output: "eqp2ps1_C0"
name: "eqp2ps1_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "plus2_2_output0"
input: "node_sample2_reshaped0"
output: "eqp2ps2_C0"
name: "eqp2ps2_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp2p_m1_0_C0"
input: "eqp2p_m1_0_Maxcst1"
output: "eqp2p_m1_0_max02"
name: "eqp2p_m1_0_Max1"
op_type: "Max"
domain: ""
}
node {
input: "eqp2p_m1_0_C0"
input: "eqp2p_m1_0_Maxcst"
output: "eqp2p_m1_0_max0"
name: "eqp2p_m1_0_Max"
op_type: "Max"
domain: ""
}
node {
input: "eqp2ps1_C0"
input: "eqp2p_m1_0_Addcst"
output: "eqp2p_m1_1_C0"
name: "eqp2p_m1_1_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp2ps1_C0"
input: "eqp2p_m1_0_Maxcst"
output: "eqp_ns1_max0"
name: "eqp_ns1_Max"
op_type: "Max"
domain: ""
}
node {
input: "eqp2ps2_C0"
input: "eqp2p_m1_0_Addcst"
output: "eqp2p_m1_2_C0"
name: "eqp2p_m1_2_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp2ps2_C0"
input: "eqp2p_m1_0_Maxcst"
output: "eqp_ns2_max0"
name: "eqp_ns2_Max"
op_type: "Max"
domain: ""
}
node {
input: "eqp2p_m1_0_max0"
output: "eqp_log0_output0"
name: "eqp_log0_Log"
op_type: "Log"
domain: ""
}
node {
input: "eqp2p_m1_0_max02"
input: "eqp_ns0_max0"
output: "eqp_ns0_C01"
name: "eqp_ns0_Div"
op_type: "Div"
domain: ""
}
node {
input: "eqp2p_m1_1_C0"
input: "eqp2p_m1_0_Maxcst"
output: "eqp2p_m1_1_max0"
name: "eqp2p_m1_1_Max"
op_type: "Max"
domain: ""
}
node {
input: "eqp2p_m1_1_C0"
input: "eqp2p_m1_0_Maxcst1"
output: "eqp2p_m1_1_max02"
name: "eqp2p_m1_1_Max1"
op_type: "Max"
domain: ""
}
node {
input: "eqp2p_m1_2_C0"
input: "eqp2p_m1_0_Maxcst"
output: "eqp2p_m1_2_max0"
name: "eqp2p_m1_2_Max"
op_type: "Max"
domain: ""
}
node {
input: "eqp2p_m1_2_C0"
input: "eqp2p_m1_0_Maxcst1"
output: "eqp2p_m1_2_max02"
name: "eqp2p_m1_2_Max1"
op_type: "Max"
domain: ""
}
node {
input: "eqp_log0_output0"
input: "eqp_log0_Addcst"
output: "eqp_log0_C01"
name: "eqp_log0_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp_ns0_C01"
input: "eqp_ns0_Mulcst"
output: "eqp_ns0_C0"
name: "eqp_ns0_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp2p_m1_1_max02"
input: "eqp_ns1_max0"
output: "eqp_ns1_C01"
name: "eqp_ns1_Div"
op_type: "Div"
domain: ""
}
node {
input: "eqp2p_m1_1_max0"
output: "eqp_log1_output0"
name: "eqp_log1_Log"
op_type: "Log"
domain: ""
}
node {
input: "eqp2p_m1_2_max02"
input: "eqp_ns2_max0"
output: "eqp_ns2_C01"
name: "eqp_ns2_Div"
op_type: "Div"
domain: ""
}
node {
input: "eqp2p_m1_2_max0"
output: "eqp_log2_output0"
name: "eqp_log2_Log"
op_type: "Log"
domain: ""
}
node {
input: "eqp_log0_C01"
input: "dec_Powcst"
output: "eqp_log0_C0"
name: "eqp_log0_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp_log1_output0"
input: "eqp_log0_Addcst"
output: "eqp_log1_C01"
name: "eqp_log1_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp_ns1_C01"
input: "eqp_ns0_Mulcst"
output: "eqp_ns1_C0"
name: "eqp_ns1_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp_ns2_C01"
input: "eqp_ns0_Mulcst"
output: "eqp_ns2_C0"
name: "eqp_ns2_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp_log2_output0"
input: "eqp_log0_Addcst"
output: "eqp_log2_C01"
name: "eqp_log2_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp_log0_C0"
input: "eqp_ns0_C0"
output: "avlog0_C01"
name: "avlog0_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp_log1_C01"
input: "dec_Powcst"
output: "eqp_log1_C0"
name: "eqp_log1_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp_log2_C01"
input: "dec_Powcst"
output: "eqp_log2_C0"
name: "eqp_log2_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "avlog0_C01"
input: "plus2_0_output0"
output: "avlog0_C0"
name: "avlog0_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eqp_log1_C0"
input: "eqp_ns1_C0"
output: "avlog1_C01"
name: "avlog1_Add"
op_type: "Add"
domain: ""
}
node {
input: "eqp_log2_C0"
input: "eqp_ns2_C0"
output: "avlog2_C01"
name: "avlog2_Add"
op_type: "Add"
domain: ""
}
node {
input: "avlog1_C01"
input: "plus2_1_output0"
output: "avlog1_C0"
name: "avlog1_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "eq2_0_output0"
input: "avlog0_C0"
output: "avpl0_C0"
name: "avpl0_Add"
op_type: "Add"
domain: ""
}
node {
input: "avlog2_C01"
input: "plus2_2_output0"
output: "avlog2_C0"
name: "avlog2_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "path_length0_reshaped0"
input: "avpl0_C0"
output: "depth0_C01"
name: "depth0_Add"
op_type: "Add"
domain: ""
}
node {
input: "eq2_1_output0"
input: "avlog1_C0"
output: "avpl1_C0"
name: "avpl1_Add"
op_type: "Add"
domain: ""
}
node {
input: "eq2_2_output0"
input: "avlog2_C0"
output: "avpl2_C0"
name: "avpl2_Add"
op_type: "Add"
domain: ""
}
node {
input: "depth0_C01"
input: "eqp2p_m1_0_Addcst"
output: "depth0_C0"
name: "depth0_Add1"
op_type: "Add"
domain: ""
}
node {
input: "path_length1_reshaped0"
input: "avpl1_C0"
output: "depth1_C01"
name: "depth1_Add"
op_type: "Add"
domain: ""
}
node {
input: "path_length2_reshaped0"
input: "avpl2_C0"
output: "depth2_C01"
name: "depth2_Add"
op_type: "Add"
domain: ""
}
node {
input: "depth1_C01"
input: "eqp2p_m1_0_Addcst"
output: "depth1_C0"
name: "depth1_Add1"
op_type: "Add"
domain: ""
}
node {
input: "depth2_C01"
input: "eqp2p_m1_0_Addcst"
output: "depth2_C0"
name: "depth2_Add1"
op_type: "Add"
domain: ""
}
node {
input: "depth0_C0"
input: "depth1_C0"
input: "depth2_C0"
output: "dec_sum0"
name: "dec_Sum"
op_type: "Sum"
domain: ""
}
node {
input: "dec_sum0"
input: "dec_Divcst"
output: "dec_C0"
name: "dec_Div"
op_type: "Div"
domain: ""
}
node {
input: "dec_C0"
output: "dec_Y01"
name: "dec_Neg"
op_type: "Neg"
domain: ""
}
node {
input: "dec_Powcst"
input: "dec_Y01"
output: "dec_Z0"
name: "dec_Pow"
op_type: "Pow"
domain: ""
}
node {
input: "dec_Z0"
output: "dec_Y0"
name: "dec_Neg1"
op_type: "Neg"
domain: ""
}
node {
input: "dec_Y0"
input: "dec_Addcst"
output: "scores"
name: "dec_Add"
op_type: "Add"
domain: ""
}
node {
input: "scores"
input: "eqp2p_m1_0_Maxcst1"
output: "predict_C01"
name: "predict_Less"
op_type: "Less"
domain: ""
}
node {
input: "predict_C01"
output: "predict_output0"
name: "predict_Cast"
op_type: "Cast"
attribute {
name: "to"
i: 7
type: INT
}
domain: ""
}
node {
input: "predict_output0"
input: "predict_Mulcst"
output: "predict_C0"
name: "predict_Mul"
op_type: "Mul"
domain: ""
}
node {
input: "predict_C0"
input: "predict_Addcst"
output: "label"
name: "predict_Add"
op_type: "Add"
domain: ""
}
name: "ONNX(IsolationForest)"
initializer {
dims: 1
data_type: 1
float_data: 2.0
name: "dec_Powcst"
}
initializer {
dims: 2
data_type: 7
int64_data: 0
int64_data: 1
name: "node_sample0_Gathercst"
}
initializer {
dims: 2
data_type: 7
int64_data: -1
int64_data: 1
name: "path_length0_Reshapecst"
}
initializer {
dims: 1
data_type: 1
float_data: -1.0
name: "eqp2p_m1_0_Addcst"
}
initializer {
dims: 1
data_type: 1
float_data: 1.0
name: "eqp2p_m1_0_Maxcst"
}
initializer {
dims: 1
data_type: 1
float_data: 0.5772156715393066
name: "eqp_log0_Addcst"
}
initializer {
dims: 1
data_type: 1
float_data: 0.0
name: "eqp2p_m1_0_Maxcst1"
}
initializer {
dims: 1
data_type: 1
float_data: -2.0
name: "eqp_ns0_Mulcst"
}
initializer {
dims: 1
dims: 1
data_type: 1
float_data: 25.094013214111328
name: "dec_Divcst"
}
initializer {
dims: 1
data_type: 1
float_data: 0.5
name: "dec_Addcst"
}
initializer {
dims: 1
data_type: 7
int64_data: -2
name: "predict_Mulcst"
}
initializer {
dims: 1
data_type: 7
int64_data: 1
name: "predict_Addcst"
}
input {
name: "X"
type {
tensor_type {
elem_type: 1
shape {
dim {
}
dim {
dim_value: 2
}
}
}
}
}
output {
name: "label"
type {
tensor_type {
elem_type: 7
shape {
dim {
}
dim {
dim_value: 1
}
}
}
}
}
output {
name: "scores"
type {
tensor_type {
elem_type: 1
shape {
dim {
}
dim {
dim_value: 1
}
}
}
}
}
}
opset_import {
domain: "ai.onnx.ml"
version: 2
}
opset_import {
domain: ""
version: 15
}
The last line shows the opsets. Let’s extract it.
domains = onx.opset_import
for dom in domains:
print("domain: %r, version: %r" % (dom.domain, dom.version))
Out:
domain: 'ai.onnx.ml', version: 2
domain: '', version: 15
There are two opsets, one for standard operators, the other for machine learning operators.
ONNX and opset#
The converter can convert a model to an older opset than the default one, from 1 to the last available one.
def get_domain_opset(onx):
domains = onx.opset_import
res = [{'domain': dom.domain, 'version': dom.version}
for dom in domains]
return {d['domain']: d['version'] for d in res}
for opset in range(6, onnx_opset_version() + 1):
try:
onx = to_onnx(model, X[:1].astype(numpy.float32),
target_opset={'': opset, 'ai.onnx.ml': 2})
except RuntimeError as e:
print('target: %r error: %r' % (opset, e))
continue
nodes = len(onx.graph.node)
print('target: %r --> %s %d' % (opset, get_domain_opset(onx), nodes))
Out:
target: 6 --> {'': 6, 'ai.onnx.ml': 2} 91
target: 7 --> {'': 7, 'ai.onnx.ml': 2} 91
target: 8 --> {'': 8, 'ai.onnx.ml': 2} 91
target: 9 --> {'': 9, 'ai.onnx.ml': 2} 91
target: 10 --> {'ai.onnx.ml': 2, '': 10} 91
target: 11 --> {'ai.onnx.ml': 2, '': 11} 91
target: 12 --> {'': 12, 'ai.onnx.ml': 2} 91
target: 13 --> {'': 13, 'ai.onnx.ml': 2} 91
target: 14 --> {'': 14, 'ai.onnx.ml': 2} 91
target: 15 --> {'ai.onnx.ml': 2, '': 15} 91
D:\github\onnx\sklearn-onnx\skl2onnx\common\_topology.py:1405: UserWarning: Parameter target_opset 16 > 15 is higher than the the latest tested version.
warnings.warn(
target: 16 error: RuntimeError("The model is using version 16 of domain '' not supported yet by this library. You need to specify target_opset={'': 15}.")
D:\github\onnx\sklearn-onnx\skl2onnx\common\_topology.py:1405: UserWarning: Parameter target_opset 17 > 15 is higher than the the latest tested version.
warnings.warn(
target: 17 error: RuntimeError("The model is using version 17 of domain '' not supported yet by this library. You need to specify target_opset={'': 15}.")
It shows that the model cannot be converted for opset below 5. Operator Reshape changed in opset 5: a parameter became an input. The converter does not support opset < 5 because runtimes usually do not.
Other opsets#
The previous example changed the opset of the main domain
'' but the other opset domain can be changed as well.
for opset in range(9, onnx_opset_version() + 1):
for opset_ml in range(1, 4):
tops = {'': opset, 'ai.onnx.ml': opset_ml}
try:
print("try target_opset:", tops)
onx = to_onnx(
model, X[:1].astype(numpy.float32), target_opset=tops)
except RuntimeError as e:
print('target: %r error: %r' % (opset, e))
continue
nodes = len(onx.graph.node)
print('target: %r --> %s %d' % (opset, get_domain_opset(onx), nodes))
Out:
try target_opset: {'': 9, 'ai.onnx.ml': 1}
target: 9 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 9, 'ai.onnx.ml': 2}
target: 9 --> {'': 9, 'ai.onnx.ml': 2} 91
try target_opset: {'': 9, 'ai.onnx.ml': 3}
target: 9 --> {'': 9, 'ai.onnx.ml': 2} 91
try target_opset: {'': 10, 'ai.onnx.ml': 1}
target: 10 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 10, 'ai.onnx.ml': 2}
target: 10 --> {'ai.onnx.ml': 2, '': 10} 91
try target_opset: {'': 10, 'ai.onnx.ml': 3}
target: 10 --> {'ai.onnx.ml': 2, '': 10} 91
try target_opset: {'': 11, 'ai.onnx.ml': 1}
target: 11 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 11, 'ai.onnx.ml': 2}
target: 11 --> {'ai.onnx.ml': 2, '': 11} 91
try target_opset: {'': 11, 'ai.onnx.ml': 3}
target: 11 --> {'ai.onnx.ml': 2, '': 11} 91
try target_opset: {'': 12, 'ai.onnx.ml': 1}
target: 12 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 12, 'ai.onnx.ml': 2}
target: 12 --> {'': 12, 'ai.onnx.ml': 2} 91
try target_opset: {'': 12, 'ai.onnx.ml': 3}
target: 12 --> {'': 12, 'ai.onnx.ml': 2} 91
try target_opset: {'': 13, 'ai.onnx.ml': 1}
target: 13 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 13, 'ai.onnx.ml': 2}
target: 13 --> {'': 13, 'ai.onnx.ml': 2} 91
try target_opset: {'': 13, 'ai.onnx.ml': 3}
target: 13 --> {'': 13, 'ai.onnx.ml': 2} 91
try target_opset: {'': 14, 'ai.onnx.ml': 1}
target: 14 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 14, 'ai.onnx.ml': 2}
target: 14 --> {'': 14, 'ai.onnx.ml': 2} 91
try target_opset: {'': 14, 'ai.onnx.ml': 3}
target: 14 --> {'': 14, 'ai.onnx.ml': 2} 91
try target_opset: {'': 15, 'ai.onnx.ml': 1}
target: 15 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 15, 'ai.onnx.ml': 2}
target: 15 --> {'ai.onnx.ml': 2, '': 15} 91
try target_opset: {'': 15, 'ai.onnx.ml': 3}
target: 15 --> {'ai.onnx.ml': 2, '': 15} 91
try target_opset: {'': 16, 'ai.onnx.ml': 1}
D:\github\onnx\sklearn-onnx\skl2onnx\common\_topology.py:1405: UserWarning: Parameter target_opset 16 > 15 is higher than the the latest tested version.
warnings.warn(
target: 16 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 16, 'ai.onnx.ml': 2}
target: 16 error: RuntimeError("The model is using version 16 of domain '' not supported yet by this library. You need to specify target_opset={'': 15}.")
try target_opset: {'': 16, 'ai.onnx.ml': 3}
D:\github\onnx\sklearn-onnx\skl2onnx\common\_topology.py:1405: UserWarning: Parameter target_opset 16 > 15 is higher than the the latest tested version.
warnings.warn(
target: 16 error: RuntimeError("The model is using version 16 of domain '' not supported yet by this library. You need to specify target_opset={'': 15}.")
try target_opset: {'': 17, 'ai.onnx.ml': 1}
D:\github\onnx\sklearn-onnx\skl2onnx\common\_topology.py:1405: UserWarning: Parameter target_opset 17 > 15 is higher than the the latest tested version.
warnings.warn(
target: 17 error: RuntimeError("This converter requires at least opset 2 for domain 'ai.onnx.ml'.")
try target_opset: {'': 17, 'ai.onnx.ml': 2}
target: 17 error: RuntimeError("The model is using version 17 of domain '' not supported yet by this library. You need to specify target_opset={'': 15}.")
try target_opset: {'': 17, 'ai.onnx.ml': 3}
D:\github\onnx\sklearn-onnx\skl2onnx\common\_topology.py:1405: UserWarning: Parameter target_opset 17 > 15 is higher than the the latest tested version.
warnings.warn(
target: 17 error: RuntimeError("The model is using version 17 of domain '' not supported yet by this library. You need to specify target_opset={'': 15}.")
Total running time of the script: ( 0 minutes 5.264 seconds)
