Abs |
13, 6, 1 |
13/6, 13/1, 6/1 |
Acos |
22, 7 |
22/7 |
Acosh |
22, 9 |
22/9 |
Add |
14, 13, 7, 6, 1 |
14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1 |
AffineGrid |
20 |
|
And |
7, 1 |
7/1 |
ArgMax |
13, 12, 11, 1 |
13/12, 13/11, 12/11, 13/1, 12/1, 11/1 |
ArgMin |
13, 12, 11, 1 |
13/12, 13/11, 12/11, 13/1, 12/1, 11/1 |
Asin |
22, 7 |
22/7 |
Asinh |
22, 9 |
22/9 |
Atan |
22, 7 |
22/7 |
Atanh |
22, 9 |
22/9 |
AveragePool |
22, 19, 11, 10, 7, 1 |
22/19, 22/11, 19/11, 22/10, 19/10, 11/10, 22/7, 19/7, 11/7, 10/7, 22/1, 19/1, 11/1, 10/1, 7/1 |
BatchNormalization |
15, 14, 9, 7, 6, 1 |
15/14, 15/9, 14/9, 15/7, 14/7, 9/7, 15/6, 14/6, 9/6, 7/6, 15/1, 14/1, 9/1, 7/1, 6/1 |
Bernoulli |
22, 15 |
22/15 |
BitShift |
11 |
|
BitwiseAnd |
18 |
|
BitwiseNot |
18 |
|
BitwiseOr |
18 |
|
BitwiseXor |
18 |
|
BlackmanWindow |
17 |
|
Cast |
23, 21, 19, 13, 9, 6, 1 |
23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/9, 21/9, 19/9, 13/9, 23/6, 21/6, 19/6, 13/6, 9/6, 23/1, 21/1, 19/1, 13/1, 9/1, 6/1 |
CastLike |
23, 21, 19, 15 |
23/21, 23/19, 21/19, 23/15, 21/15, 19/15 |
Ceil |
13, 6, 1 |
13/6, 13/1, 6/1 |
Celu |
12 |
|
CenterCropPad |
18 |
|
Clip |
13, 12, 11, 6, 1 |
13/12, 13/11, 12/11, 13/6, 12/6, 11/6, 13/1, 12/1, 11/1, 6/1 |
Col2Im |
18 |
|
Compress |
11, 9 |
11/9 |
Concat |
13, 11, 4, 1 |
13/11, 13/4, 11/4, 13/1, 11/1, 4/1 |
ConcatFromSequence |
11 |
|
Constant |
23, 21, 19, 13, 12, 11, 9, 1 |
23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/12, 21/12, 19/12, 13/12, 23/11, 21/11, 19/11, 13/11, 12/11, 23/9, 21/9, 19/9, 13/9, 12/9, 11/9, 23/1, 21/1, 19/1, 13/1, 12/1, 11/1, 9/1 |
ConstantOfShape |
23, 21, 20, 9 |
23/21, 23/20, 21/20, 23/9, 21/9, 20/9 |
Conv |
22, 11, 1 |
22/11, 22/1, 11/1 |
ConvInteger |
10 |
|
ConvTranspose |
22, 11, 1 |
22/11, 22/1, 11/1 |
Cos |
22, 7 |
22/7 |
Cosh |
22, 9 |
22/9 |
CumSum |
14, 11 |
14/11 |
DFT |
20, 17 |
20/17 |
DeformConv |
22, 19 |
22/19 |
DepthToSpace |
13, 11, 1 |
13/11, 13/1, 11/1 |
DequantizeLinear |
23, 21, 19, 13, 10 |
23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/10, 21/10, 19/10, 13/10 |
Det |
22, 11 |
22/11 |
Div |
14, 13, 7, 6, 1 |
14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1 |
Dropout |
22, 13, 12, 10, 7, 6, 1 |
22/13, 22/12, 13/12, 22/10, 13/10, 12/10, 22/7, 13/7, 12/7, 10/7, 22/6, 13/6, 12/6, 10/6, 7/6, 22/1, 13/1, 12/1, 10/1, 7/1, 6/1 |
DynamicQuantizeLinear |
11 |
|
Einsum |
12 |
|
Elu |
22, 6, 1 |
22/6, 22/1, 6/1 |
Equal |
19, 13, 11, 7, 1 |
19/13, 19/11, 13/11, 19/7, 13/7, 11/7, 19/1, 13/1, 11/1, 7/1 |
Erf |
13, 9 |
13/9 |
Exp |
13, 6, 1 |
13/6, 13/1, 6/1 |
Expand |
13, 8 |
13/8 |
EyeLike |
22, 9 |
22/9 |
Flatten |
23, 21, 13, 11, 9, 1 |
23/21, 23/13, 21/13, 23/11, 21/11, 13/11, 23/9, 21/9, 13/9, 11/9, 23/1, 21/1, 13/1, 11/1, 9/1 |
向下取整 |
13, 6, 1 |
13/6, 13/1, 6/1 |
GRU |
22, 14, 7, 3, 1 |
22/14, 22/7, 14/7, 22/3, 14/3, 7/3, 22/1, 14/1, 7/1, 3/1 |
收集 |
13, 11, 1 |
13/11, 13/1, 11/1 |
收集元素 |
13, 11 |
13/11 |
收集ND |
13, 12, 11 |
13/12, 13/11, 12/11 |
Gelu |
20 |
|
Gemm |
13, 11, 9, 7, 6, 1 |
13/11, 13/9, 11/9, 13/7, 11/7, 9/7, 13/6, 11/6, 9/6, 7/6, 13/1, 11/1, 9/1, 7/1, 6/1 |
全局平均池化 |
22, 1 |
22/1 |
全局 Lp 池化 |
22, 2, 1 |
22/2, 22/1, 2/1 |
全局最大池化 |
22, 1 |
22/1 |
大於 |
13, 9, 7, 1 |
13/9, 13/7, 9/7, 13/1, 9/1, 7/1 |
大於等於 |
16, 12 |
16/12 |
網格取樣 |
22, 20, 16 |
22/20, 22/16, 20/16 |
群組正規化 |
21, 18 |
21/18 |
漢明窗 |
17 |
|
漢寧窗 |
17 |
|
硬 Sigmoid |
22, 6, 1 |
22/6, 22/1, 6/1 |
硬 Swish |
22, 14 |
22/14 |
Hardmax |
13, 11, 1 |
13/11, 13/1, 11/1 |
恆等 |
23, 21, 19, 16, 14, 13, 1 |
23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/14, 21/14, 19/14, 16/14, 23/13, 21/13, 19/13, 16/13, 14/13, 23/1, 21/1, 19/1, 16/1, 14/1, 13/1 |
If |
23, 21, 19, 16, 13, 11, 1 |
23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/13, 21/13, 19/13, 16/13, 23/11, 21/11, 19/11, 16/11, 13/11, 23/1, 21/1, 19/1, 16/1, 13/1, 11/1 |
影像解碼器 |
20 |
|
實例正規化 |
22, 6, 1 |
22/6, 22/1, 6/1 |
是無限大 |
20, 10 |
20/10 |
是 NaN |
20, 13, 9 |
20/13, 20/9, 13/9 |
LRN |
13, 1 |
13/1 |
LSTM |
22, 14, 7, 1 |
22/14, 22/7, 14/7, 22/1, 14/1, 7/1 |
層正規化 |
17 |
|
LeakyRelu |
16, 6, 1 |
16/6, 16/1, 6/1 |
小於 |
13, 9, 7, 1 |
13/9, 13/7, 9/7, 13/1, 9/1, 7/1 |
小於等於 |
16, 12 |
16/12 |
對數 |
13, 6, 1 |
13/6, 13/1, 6/1 |
對數 Softmax |
13, 11, 1 |
13/11, 13/1, 11/1 |
迴圈 |
23, 21, 19, 16, 13, 11, 1 |
23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/13, 21/13, 19/13, 16/13, 23/11, 21/11, 19/11, 16/11, 13/11, 23/1, 21/1, 19/1, 16/1, 13/1, 11/1 |
Lp 正規化 |
22, 1 |
22/1 |
Lp 池化 |
22, 18, 11, 2, 1 |
22/18, 22/11, 18/11, 22/2, 18/2, 11/2, 22/1, 18/1, 11/1, 2/1 |
矩陣乘法 |
13, 9, 1 |
13/9, 13/1, 9/1 |
整數矩陣乘法 |
10 |
|
最大值 |
13, 12, 8, 6, 1 |
13/12, 13/8, 12/8, 13/6, 12/6, 8/6, 13/1, 12/1, 8/1, 6/1 |
最大池化 |
22, 12, 11, 10, 8, 1 |
22/12, 22/11, 12/11, 22/10, 12/10, 11/10, 22/8, 12/8, 11/8, 10/8, 22/1, 12/1, 11/1, 10/1, 8/1 |
最大 ROI 池化 |
22, 1 |
22/1 |
最大反池化 |
22, 11, 9 |
22/11, 22/9, 11/9 |
平均值 |
13, 8, 6, 1 |
13/8, 13/6, 8/6, 13/1, 8/1, 6/1 |
均值變異數正規化 |
13, 9 |
13/9 |
梅爾權重矩陣 |
17 |
|
最小值 |
13, 12, 8, 6, 1 |
13/12, 13/8, 12/8, 13/6, 12/6, 8/6, 13/1, 12/1, 8/1, 6/1 |
Mish |
22, 18 |
22/18 |
模數 |
13, 10 |
13/10 |
乘法 |
14, 13, 7, 6, 1 |
14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1 |
多項式 |
22, 7 |
22/7 |
負號 |
13, 6, 1 |
13/6, 13/1, 6/1 |
負對數似然損失 |
22, 13, 12 |
22/13, 22/12, 13/12 |
非最大抑制 |
11, 10 |
11/10 |
非零 |
13, 9 |
13/9 |
非 |
1 |
|
獨熱編碼 |
11, 9 |
11/9 |
可選 |
15 |
|
可選取得元素 |
18, 15 |
18/15 |
可選具有元素 |
18, 15 |
18/15 |
或 |
7, 1 |
7/1 |
PRelu |
16, 9, 7, 6, 1 |
16/9, 16/7, 9/7, 16/6, 9/6, 7/6, 16/1, 9/1, 7/1, 6/1 |
填充 |
23, 21, 19, 18, 13, 11, 2, 1 |
23/21, 23/19, 21/19, 23/18, 21/18, 19/18, 23/13, 21/13, 19/13, 18/13, 23/11, 21/11, 19/11, 18/11, 13/11, 23/2, 21/2, 19/2, 18/2, 13/2, 11/2, 23/1, 21/1, 19/1, 18/1, 13/1, 11/1, 2/1 |
冪次 |
15, 13, 12, 7, 1 |
15/13, 15/12, 13/12, 15/7, 13/7, 12/7, 15/1, 13/1, 12/1, 7/1 |
量化線性卷積 |
10 |
|
量化線性矩陣乘法 |
21, 10 |
21/10 |
線性量化 |
23, 21, 19, 13, 10 |
23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/10, 21/10, 19/10, 13/10 |
遞迴神經網路 |
22, 14, 7, 1 |
22/14, 22/7, 14/7, 22/1, 14/1, 7/1 |
隨機常態分佈 |
22, 1 |
22/1 |
隨機常態分佈（依樣） |
22, 1 |
22/1 |
隨機均勻分佈 |
22, 1 |
22/1 |
隨機均勻分佈（依樣） |
22, 1 |
22/1 |
範圍 |
11 |
|
倒數 |
13, 6, 1 |
13/6, 13/1, 6/1 |
減少 L1 範數 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
減少 L2 範數 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
減少對數和 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
減少對數和指數 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
減少最大值 |
20, 18, 13, 12, 11, 1 |
20/18, 20/13, 18/13, 20/12, 18/12, 13/12, 20/11, 18/11, 13/11, 12/11, 20/1, 18/1, 13/1, 12/1, 11/1 |
減少平均值 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
減少最小值 |
20, 18, 13, 12, 11, 1 |
20/18, 20/13, 18/13, 20/12, 18/12, 13/12, 20/11, 18/11, 13/11, 12/11, 20/1, 18/1, 13/1, 12/1, 11/1 |
減少乘積 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
減少總和 |
13, 11, 1 |
13/11, 13/1, 11/1 |
減少平方和 |
18, 13, 11, 1 |
18/13, 18/11, 13/11, 18/1, 13/1, 11/1 |
正規表示式完全匹配 |
20 |
|
ReLU |
14, 13, 6, 1 |
14/13, 14/6, 13/6, 14/1, 13/1, 6/1 |
調整形狀 |
23, 21, 19, 14, 13, 5, 1 |
23/21, 23/19, 21/19, 23/14, 21/14, 19/14, 23/13, 21/13, 19/13, 14/13, 23/5, 21/5, 19/5, 14/5, 13/5, 23/1, 21/1, 19/1, 14/1, 13/1, 5/1 |
調整大小 |
19, 18, 13, 11, 10 |
19/18, 19/13, 18/13, 19/11, 18/11, 13/11, 19/10, 18/10, 13/10, 11/10 |
反轉序列 |
10 |
|
感興趣區域對齊 |
22, 16, 10 |
22/16, 22/10, 16/10 |
四捨五入 |
22, 11 |
22/11 |
短時距傅立葉變換 |
17 |
|
掃描 |
23, 21, 19, 16, 11, 9, 8 |
23/21, 23/19, 21/19, 23/16, 21/16, 19/16, 23/11, 21/11, 19/11, 16/11, 23/9, 21/9, 19/9, 16/9, 11/9, 23/8, 21/8, 19/8, 16/8, 11/8, 9/8 |
散佈 |
11, 9 |
11/9 |
散佈元素 |
18, 16, 13, 11 |
18/16, 18/13, 16/13, 18/11, 16/11, 13/11 |
散佈多維 |
18, 16, 13, 11 |
18/16, 18/13, 16/13, 18/11, 16/11, 13/11 |
SELU |
22, 6, 1 |
22/6, 22/1, 6/1 |
序列取值 |
11 |
|
序列建構 |
11 |
|
序列空白 |
11 |
|
序列清除 |
11 |
|
序列插入 |
11 |
|
序列長度 |
11 |
|
序列映射 |
17 |
|
形狀 |
23, 21, 19, 15, 13, 1 |
23/21, 23/19, 21/19, 23/15, 21/15, 19/15, 23/13, 21/13, 19/13, 15/13, 23/1, 21/1, 19/1, 15/1, 13/1 |
收縮 |
9 |
|
Sigmoid |
13, 6, 1 |
13/6, 13/1, 6/1 |
符號 |
13, 9 |
13/9 |
正弦 |
22, 7 |
22/7 |
雙曲正弦 |
22, 9 |
22/9 |
大小 |
23, 21, 19, 13, 1 |
23/21, 23/19, 21/19, 23/13, 21/13, 19/13, 23/1, 21/1, 19/1, 13/1 |
切片 |
13, 11, 10, 1 |
13/11, 13/10, 11/10, 13/1, 11/1, 10/1 |
Softmax |
13, 11, 1 |
13/11, 13/1, 11/1 |
Softmax 交叉熵損失 |
13, 12 |
13/12 |
Softplus |
22, 1 |
22/1 |
Softsign |
22, 1 |
22/1 |
空間到深度 |
13, 1 |
13/1 |
分割 |
18, 13, 11, 2, 1 |
18/13, 18/11, 13/11, 18/2, 13/2, 11/2, 18/1, 13/1, 11/1, 2/1 |
分割成序列 (SplitToSequence) |
11 |
|
平方根 (Sqrt) |
13, 6, 1 |
13/6, 13/1, 6/1 |
擠壓 (Squeeze) |
23, 21, 13, 11, 1 |
23/21, 23/13, 21/13, 23/11, 21/11, 13/11, 23/1, 21/1, 13/1, 11/1 |
字串串接 (StringConcat) |
20 |
|
字串正規化器 (StringNormalizer) |
10 |
|
字串分割 (StringSplit) |
20 |
|
減法 (Sub) |
14, 13, 7, 6, 1 |
14/13, 14/7, 13/7, 14/6, 13/6, 7/6, 14/1, 13/1, 7/1, 6/1 |
總和 (Sum) |
13, 8, 6, 1 |
13/8, 13/6, 8/6, 13/1, 8/1, 6/1 |
正切 (Tan) |
22, 7 |
22/7 |
雙曲正切 (Tanh) |
13, 6, 1 |
13/6, 13/1, 6/1 |
詞頻-逆文檔頻率向量化器 (TfIdfVectorizer) |
9 |
|
閾值 ReLU (ThresholdedRelu) |
22, 10 |
22/10 |
平鋪 (Tile) |
13, 6, 1 |
13/6, 13/1, 6/1 |
前 K 個 (TopK) |
11, 10, 1 |
11/10, 11/1, 10/1 |
轉置 (Transpose) |
23, 21, 13, 1 |
23/21, 23/13, 21/13, 23/1, 21/1, 13/1 |
下三角矩陣 (Trilu) |
14 |
|
唯一值 (Unique) |
11 |
|
擴展維度 (Unsqueeze) |
23, 21, 13, 11, 1 |
23/21, 23/13, 21/13, 23/11, 21/11, 13/11, 23/1, 21/1, 13/1, 11/1 |
上採樣 (Upsample) |
10, 9, 7, 1 |
10/9, 10/7, 9/7, 10/1, 9/1, 7/1 |
條件 (Where) |
16, 9 |
16/9 |
互斥或 (Xor) |
7, 1 |
7/1 |