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Added a large number of low-level PyTorch wrapper nodes.

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HowToSD
2025-02-26 19:39:04 -08:00
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docs/reference/node_reference.md
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| [Pandas Show Series](pandas_show_series.md) | Displays a Pandas Series as text. |
| [Pandas Show Text](pandas_show_text.md) | Displays a string. |
| [Pandas To String](pandas_to_string.md) | Converts a pandas DataFrame to a string representation. |
| [Pt Show Text](pt_show_text.md) | Displays PyTorch tensor as a string. Note that the tensor is partially printed out when |
## IO
| Node | Description |
| --- | --- |
@@ -122,7 +123,6 @@
| Node | Description |
| --- | --- |
| [Pt Flatten](pt_flatten.md) | Flattens a PyTorch tensor into a 1D tensor. |
| [Pt To Rgb Tensors](pt_to_rgb_tensors.md) | Splits a PyTorch tensor into R, G, and B tensors. |
## Numpy
| Node | Description |
| --- | --- |
@@ -140,21 +140,87 @@
| [SNS Histogram](sns_histogram.md) | Generates a histogram from a Pandas DataFrame using Seaborn. |
| [SNS Line Plot](sns_line.md) | Generates a line plot from a pandas DataFrame using Seaborn. |
| [SNS Scatter Plot](sns_scatter.md) | Generates a scatter plot from a pandas DataFrame using Seaborn. |
## PyTorch wrapper
## PyTorch wrapper - Arithmetic operations
| Node | Description |
| --- | --- |
| [Pt Add](pt_add.md) | Adds two PyTorch tensors. |
| [Pt Div](pt_div.md) | Divides one PyTorch tensor by another element-wise. |
| [Pt Floor Div](pt_floor_divide.md) | Performs element-wise floor division on two PyTorch tensors. |
| [Pt Mul](pt_mul.md) | Multiplies two PyTorch tensors element-wise. |
| [Pt Pow](pt_pow.md) | Raises one PyTorch tensor to the power of another element-wise. |
| [Pt Remainder](pt_remainder.md) | Computes the element-wise remainder of division between two PyTorch tensors. |
| [Pt Sub](pt_sub.md) | Subtracts one PyTorch tensor from another. |
## PyTorch wrapper - Bitwise operations
| Node | Description |
| --- | --- |
| [Pt Bitwise And](pt_bitwise_and.md) | Performs a bitwise AND operation on two PyTorch tensors element-wise. |
| [Pt Bitwise Left Shift](pt_bitwise_left_shift.md) | Performs a bitwise left shift operation on two PyTorch tensors element-wise. |
| [Pt Bitwise Not](pt_bitwise_not.md) | Performs a bitwise NOT operation on a PyTorch tensor element-wise. |
| [Pt Bitwise Or](pt_bitwise_or.md) | Performs a bitwise OR operation on two PyTorch tensors element-wise. |
| [Pt Bitwise Right Shift](pt_bitwise_right_shift.md) | Performs a bitwise right shift operation on two PyTorch tensors element-wise. |
| [Pt Bitwise Xor](pt_bitwise_xor.md) | Performs a bitwise XOR operation on two PyTorch tensors element-wise. |
## PyTorch wrapper - Comparison operations
| Node | Description |
| --- | --- |
| [Pt Eq](pt_eq.md) | Tests whether two PyTorch tensors are equal element-wise. |
| [Pt Ge](pt_ge.md) | Tests whether elements in the first PyTorch tensor are greater than or equal to the corresponding elements in the second tensor. |
| [Pt Gt](pt_gt.md) | Tests whether elements in the first PyTorch tensor are greater than the corresponding elements in the second tensor. |
| [Pt Le](pt_le.md) | Tests whether elements in the first PyTorch tensor are less than or equal to the corresponding elements in the second tensor. |
| [Pt Lt](pt_lt.md) | Tests whether elements in the first PyTorch tensor are less than the corresponding elements in the second tensor. |
| [Pt Ne](pt_ne.md) | Tests whether two PyTorch tensors are not equal element-wise. |
## PyTorch wrapper - Logical operations
| Node | Description |
| --- | --- |
| [Pt Logical And](pt_logical_and.md) | Performs a logical AND operation on two PyTorch tensors element-wise. |
| [Pt Logical Not](pt_logical_not.md) | Performs a logical NOT operation on a PyTorch tensor element-wise. |
| [Pt Logical Or](pt_logical_or.md) | Performs a logical OR operation on two PyTorch tensors element-wise. |
| [Pt Logical Xor](pt_logical_xor.md) | Performs a logical XOR operation on two PyTorch tensors element-wise. |
## PyTorch wrapper - Math operations
| Node | Description |
| --- | --- |
| [Pt Abs](pt_abs.md) | Computes the absolute value of each element in a PyTorch tensor. |
| [Pt Acos](pt_acos.md) | Computes the arccosine (inverse cosine) of a PyTorch tensor element-wise. |
| [Pt Asin](pt_asin.md) | Computes the arcsine (inverse sine) of a PyTorch tensor element-wise. |
| [Pt Atan](pt_atan.md) | Computes the arc tangent (inverse tangent) of a PyTorch tensor element-wise. |
| [Pt Cos](pt_cos.md) | Computes the cosine of a PyTorch tensor element-wise. |
| [Pt Cosh](pt_cosh.md) | Computes the hyperbolic cosine of a PyTorch tensor element-wise. |
| [Pt Exp](pt_exp.md) | Performs an exponential operation on a PyTorch tensor element-wise. |
| [Pt Log](pt_log.md) | Computes the natural logarithm (log base e) of a PyTorch tensor element-wise. |
| [Pt Neg](pt_neg.md) | Computes the negation of each element in a PyTorch tensor. |
| [Pt Sin](pt_sin.md) | Computes the sine of a PyTorch tensor element-wise. |
| [Pt Sinh](pt_sinh.md) | Computes the hyperbolic sine of a PyTorch tensor element-wise. |
| [Pt Tan](pt_tan.md) | Computes the tangent of a PyTorch tensor element-wise. |
| [Pt Tanh](pt_tanh.md) | Computes the hyperbolic tangent of a PyTorch tensor element-wise. |
## PyTorch wrapper - Matrix operations
| Node | Description |
| --- | --- |
| [Pt Bmm](pt_bmm.md) | Performs batched matrix multiplication on two 3D PyTorch tensors. |
| [Pt Einsum](pt_einsum.md) | Performs Tensor operations specified in the Einstein summation equation. |
| [Pt Mat Mul](pt_matmul.md) | Performs matrix multiplication on two PyTorch tensors. |
| [Pt Mm](pt_mm.md) | Performs 2D matrix multiplication on two PyTorch tensors. |
## PyTorch wrapper - Size object support
| Node | Description |
| --- | --- |
| [Pt Size](pt_size.md) | Extracts the PyTorch Size object of a PyTorch tensor using the size() method. |
| [Pt Size Create](pt_size_create.md) | Creates a PyTorch Size using values entered in the text field. |
| [Pt Size To Numpy](pt_size_to_numpy.md) | Converts PyTorch Size object to NumPy ndarray. |
| [Pt Size To String](pt_size_to_string.md) | Converts PyTorch Size object to a Python string. |
## PyTorch wrapper - Tensor creation
| Node | Description |
| --- | --- |
| [Pt Bool Create](pt_bool_create.md) | Creates a PyTorch tensor of dtype bool from True or False values entered as a list in the text field. |
| [Pt Float Create](pt_float_create.md) | Creates a PyTorch tensor with 32-bit floating point precision |
| [Pt From Image](pt_from_image.md) | Casts an Image tensor as a PyTorch tensor. |
| [Pt From Latent](pt_from_latent.md) | Casts a latent tensor as a PyTorch tensor. |
| [Pt From Numpy](pt_from_numpy.md) | Converts a NumPy ndarray to a PyTorch tensor while preserving its data type. |
| [Pt Int Create](pt_int_create.md) | Creates a PyTorch tensor with 32-bit integer |
| [Pt Size](pt_size.md) | Extracts the PyTorch Size object of a PyTorch tensor using the size() method. |
| [Pt Size Create](pt_size_create.md) | Creates a PyTorch Size using values entered in the text field. |
| [Pt Size To Numpy](pt_size_to_numpy.md) | Converts PyTorch Size object to NumPy ndarray. |
| [Pt Size To String](pt_size_to_string.md) | Converts PyTorch Size object to a Python string. |
## PyTorch wrapper - Tensor data conversion
| Node | Description |
| --- | --- |
| [Pt To Image](pt_to_image.md) | Casts a PyTorch tensor as an Image tensor. |
| [Pt To Latent](pt_to_latent.md) | Casts a PyTorch tensor as a latent tensor. |
| [Pt To Numpy](pt_to_numpy.md) | Converts PyTorch tensor to NumPy ndarray. |
| [Pt To Rgb Tensors](pt_to_rgb_tensors.md) | Splits a PyTorch tensor into R, G, and B tensors. |
## Python wrapper
| Node | Description |
| --- | --- |
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# Pt Abs
Computes the absolute value of each element in a PyTorch tensor.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Acos
Computes the arccosine (inverse cosine) of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Add
Adds two PyTorch tensors.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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# Pt Asin
Computes the arcsine (inverse sine) of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Atan
Computes the arc tangent (inverse tangent) of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Bitwise And
Performs a bitwise AND operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Bitwise operations
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# Pt Bitwise Left Shift
Performs a bitwise left shift operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Bitwise operations
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# Pt Bitwise Not
Performs a bitwise NOT operation on a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Bitwise operations
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# Pt Bitwise Or
Performs a bitwise OR operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Bitwise operations
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# Pt Bitwise Right Shift
Performs a bitwise right shift operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Bitwise operations
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# Pt Bitwise Xor
Performs a bitwise XOR operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Bitwise operations
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# Pt Bmm
Performs batched matrix multiplication on two 3D PyTorch tensors.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Matrix operations
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# Pt Bool Create
Creates a PyTorch tensor of dtype bool from True or False values entered as a list in the text field.
For example, entering:
```
[True, False, False]
```
will create a 1D boolean tensor.
## Input
| Name | Data type |
|---|---|
| data | String |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Tensor creation
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# Pt Cos
Computes the cosine of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Cosh
Computes the hyperbolic cosine of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Div
Divides one PyTorch tensor by another element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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# Pt Einsum
Performs Tensor operations specified in the Einstein summation equation.
Specify Einstein summation notation in the first socket.
Specify two tensors in tens_a, tens_b. If you specify the third tensor, specify in tens_c.
Otherwise, leave the socket unconnected.
Sublist format is not supported.
## Input
| Name | Data type |
|---|---|
| equation | String |
| tens_a | Tensor |
| tens_b | Tensor |
| tens_c | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Matrix operations
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# Pt Eq
Tests whether two PyTorch tensors are equal element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Comparison operations
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# Pt Exp
Performs an exponential operation on a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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| Tensor |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor creation
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# Pt Floor Div
Performs element-wise floor division on two PyTorch tensors.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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| Tensor |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor creation
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| Tensor |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor creation
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| Tensor |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor creation
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# Pt Ge
Tests whether elements in the first PyTorch tensor are greater than or equal to the corresponding elements in the second tensor.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Comparison operations
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# Pt Gt
Tests whether elements in the first PyTorch tensor are greater than the corresponding elements in the second tensor.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Comparison operations
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_int_create.md
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| Tensor |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor creation
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# Pt Le
Tests whether elements in the first PyTorch tensor are less than or equal to the corresponding elements in the second tensor.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Comparison operations
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# Pt Log
Computes the natural logarithm (log base e) of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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# Pt Logical And
Performs a logical AND operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Logical operations
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# Pt Logical Not
Performs a logical NOT operation on a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Logical operations
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# Pt Logical Or
Performs a logical OR operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Logical operations
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# Pt Logical Xor
Performs a logical XOR operation on two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Logical operations
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# Pt Lt
Tests whether elements in the first PyTorch tensor are less than the corresponding elements in the second tensor.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Comparison operations
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# Pt Mat Mul
Performs matrix multiplication on two PyTorch tensors.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Matrix operations
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# Pt Mm
Performs 2D matrix multiplication on two PyTorch tensors.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Matrix operations
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# Pt Mul
Multiplies two PyTorch tensors element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_ne.md
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# Pt Ne
Tests whether two PyTorch tensors are not equal element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_neg.md
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# Pt Neg
Computes the negation of each element in a PyTorch tensor.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_pow.md
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# Pt Pow
Raises one PyTorch tensor to the power of another element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_remainder.md
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# Pt Remainder
Computes the element-wise remainder of division between two PyTorch tensors.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_show_text.md
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# Pt Show Text
Displays PyTorch tensor as a string. Note that the tensor is partially printed out when
the tensor contains more elements than the threshold set internally.
## Input
| Name | Data type |
|---|---|
| tens | Tensor |
## Output
| Data type |
|---|
| String |
<HR>
Category: Display data
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docs/reference/pt_sin.md
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# Pt Sin
Computes the sine of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_sinh.md
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# Pt Sinh
Computes the hyperbolic sine of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_size.md
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| Ptsize |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Size object support
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docs/reference/pt_size_create.md
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| Ptsize |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Size object support
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docs/reference/pt_size_to_numpy.md
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| Ndarray |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Size object support
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docs/reference/pt_size_to_string.md
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| String |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Size object support
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docs/reference/pt_sub.md
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# Pt Sub
Subtracts one PyTorch tensor from another.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
| tens_b | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_tan.md
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# Pt Tan
Computes the tangent of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_tanh.md
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# Pt Tanh
Computes the hyperbolic tangent of a PyTorch tensor element-wise.
## Input
| Name | Data type |
|---|---|
| tens_a | Tensor |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_to_image.md
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| Image |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor data conversion
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docs/reference/pt_to_latent.md
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| Latent |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor data conversion
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docs/reference/pt_to_numpy.md
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| Ndarray |
<HR>
Category: PyTorch wrapper
Category: PyTorch wrapper - Tensor data conversion
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docs/reference/pt_to_rgb_tensors.md
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# Pt To Rgb Tensors
Splits a PyTorch tensor into R, G, and B tensors.
Category: PyTorch wrapper
## Input
| Name | Data type |
|---|---|
@@ -16,6 +14,6 @@ Category: PyTorch wrapper
| Tensor |
<HR>
Category: Miscellaneous
Category: PyTorch wrapper - Tensor data conversion
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