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Added various activation function nodes and chained model node.

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2025-03-14 19:12:34 -07:00
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docs/reference/node_reference.md
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| [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 - Callable
| Node | Description |
| --- | --- |
| [Ptf GELU](ptf_gelu.md) | |
| [Ptf LeakyReLU](ptf_leaky_relu.md) | |
| [Ptf Log Softmax](ptf_log_softmax.md) | A PyTorch wrapper for the log_softmax activation function. |
| [Ptf ReLU](ptf_relu.md) | |
| [Ptf SiLU](ptf_silu.md) | |
| [Ptf Sigmoid](ptf_sigmoid.md) | A PyTorch wrapper for the sigmoid activation function. |
| [Ptf Softmax](ptf_softmax.md) | A PyTorch wrapper for the softmax activation function. |
| [Ptf Softplus](ptf_softplus.md) | |
| [Ptf Tanh](ptf_tanh.md) | A PyTorch wrapper for the tanh activation function. |
## PyTorch wrapper - Comparison operations
| Node | Description |
| --- | --- |
@@ -143,6 +155,7 @@
## PyTorch wrapper - Training
| Node | Description |
| --- | --- |
| [Pt Apply Function](pt_apply_function.md) | Applies a function to the input tensor. |
| [Pt Data Loader](pt_data_loader.md) | Loads data from a dataset node and creates a PyTorch DataLoader. |
| [Pt Data Loader From Tensors](pt_data_loader_from_tensors.md) | Creates a Torchvision Dataloader from a pair of tensors. |
| [Pt Evaluate Classification Model](pt_evaluate_classification_model.md) | Performs inference on test data and computes evaluation metrics. |
docs/reference/pt_abs.md
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<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_acos.md
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<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_add.md
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<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_apply_function.md
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# Pt Apply Function
Applies a function to the input tensor.
### Fields:
- tens: Tensor to which the function be applied.
- closure: Differentiable function to apply to the tensor.
## Input
| Name | Data type |
|---|---|
| tens | Tensor |
| closure | Ptcallable |
## Output
| Data type |
|---|
| Tensor |
<HR>
Category: PyTorch wrapper - Training
ComfyUI Pt Wrapper Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_arange.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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ComfyUI Pt Wrapper Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_argmax.md
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<HR>
Category: PyTorch wrapper - Reduction operation & Summary statistics
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_argmin.md
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<HR>
Category: PyTorch wrapper - Reduction operation & Summary statistics
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docs/reference/pt_asin.md
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<HR>
Category: PyTorch wrapper - Math operations
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_atan.md
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<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_bitwise_and.md
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<HR>
Category: PyTorch wrapper - Bitwise operations
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ComfyUI Pt Wrapper Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_bitwise_left_shift.md
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<HR>
Category: PyTorch wrapper - Bitwise operations
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docs/reference/pt_bitwise_not.md
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<HR>
Category: PyTorch wrapper - Bitwise operations
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docs/reference/pt_bitwise_or.md
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<HR>
Category: PyTorch wrapper - Bitwise operations
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docs/reference/pt_bitwise_right_shift.md
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<HR>
Category: PyTorch wrapper - Bitwise operations
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docs/reference/pt_bitwise_xor.md
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<HR>
Category: PyTorch wrapper - Bitwise operations
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
ComfyUI Pt Wrapper Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_bmm.md
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<HR>
Category: PyTorch wrapper - Matrix operations
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docs/reference/pt_bool_create.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_cos.md
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<HR>
Category: PyTorch wrapper - Math operations
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
ComfyUI Pt Wrapper Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_cosh.md
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<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_crop.md
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<HR>
Category: PyTorch wrapper - Image processing
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_data_loader.md
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<HR>
Category: PyTorch wrapper - Training
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docs/reference/pt_data_loader_from_tensors.md
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<HR>
Category: PyTorch wrapper - Training
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docs/reference/pt_div.md
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<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_einsum.md
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<HR>
Category: PyTorch wrapper - Matrix operations
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docs/reference/pt_eq.md
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<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_evaluate_classification_model.md
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<HR>
Category: PyTorch wrapper - Training
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docs/reference/pt_exp.md
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<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_flatten.md
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<HR>
Category: PyTorch wrapper - Transform
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docs/reference/pt_float_create.md
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<HR>
Category: PyTorch wrapper - Tensor creation
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_floor_divide.md
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<HR>
Category: PyTorch wrapper - Arithmetic operations
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_from_image.md
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<HR>
Category: PyTorch wrapper - Image processing
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docs/reference/pt_from_image_transpose.md
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<HR>
Category: PyTorch wrapper - Image processing
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docs/reference/pt_from_latent.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_from_numpy.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_full.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_gather.md
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<HR>
Category: PyTorch wrapper - Indexing and Slicing Operations
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docs/reference/pt_ge.md
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<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_gt.md
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<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_index_select.md
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<HR>
Category: PyTorch wrapper - Indexing and Slicing Operations
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docs/reference/pt_int_create.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_interpolate_by_scale_factor.md
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<HR>
Category: PyTorch wrapper - Image processing
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docs/reference/pt_interpolate_to_size.md
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<HR>
Category: PyTorch wrapper - Image processing
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_le.md
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<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_linspace.md
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<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_load_model.md
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<HR>
Category: PyTorch wrapper - Training
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docs/reference/pt_log.md
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<HR>
Category: PyTorch wrapper - Math operations
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docs/reference/pt_logical_and.md
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<HR>
Category: PyTorch wrapper - Logical operations
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docs/reference/pt_logical_not.md
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<HR>
Category: PyTorch wrapper - Logical operations
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docs/reference/pt_logical_or.md
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<HR>
Category: PyTorch wrapper - Logical operations
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docs/reference/pt_logical_xor.md
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@@ -15,4 +15,4 @@ Performs a logical XOR operation on two PyTorch tensors element-wise.
<HR>
Category: PyTorch wrapper - Logical operations
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docs/reference/pt_lt.md
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<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_masked_select.md
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<HR>
Category: PyTorch wrapper - Indexing and Slicing Operations
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docs/reference/pt_matmul.md
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<HR>
Category: PyTorch wrapper - Matrix operations
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docs/reference/pt_max.md
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<HR>
Category: PyTorch wrapper - Reduction operation & Summary statistics
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
ComfyUI Pt Wrapper Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
docs/reference/pt_mean.md
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<HR>
Category: PyTorch wrapper - Reduction operation & Summary statistics
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_median.md
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Category: PyTorch wrapper - Reduction operation & Summary statistics
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docs/reference/pt_min.md
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<HR>
Category: PyTorch wrapper - Reduction operation & Summary statistics
ComfyUI Data Analysis Node Reference. © 2025 Hide Inada (HowToSD.com). All rights reserved.
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docs/reference/pt_mm.md
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<HR>
Category: PyTorch wrapper - Matrix operations
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docs/reference/pt_mul.md
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<HR>
Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_ne.md
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<HR>
Category: PyTorch wrapper - Comparison operations
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docs/reference/pt_neg.md
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Category: PyTorch wrapper - Math operations
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docs/reference/pt_ones.md
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@@ -17,4 +17,4 @@ For example, if you want to create a 4D tensor of batch size=2, channel=3, heigh
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Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_pad.md
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@@ -20,4 +20,4 @@ This transposition can be performed using the "Pt Permute" node with (0, 2, 3, 1
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Category: PyTorch wrapper - Image processing
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docs/reference/pt_permute.md
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@@ -22,4 +22,4 @@ Specify the new axis order in the `new_axes` field using brackets, as shown belo
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Category: PyTorch wrapper - Transform
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docs/reference/pt_pow.md
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@@ -15,4 +15,4 @@ Raises one PyTorch tensor to the power of another element-wise.
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Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_predict_classification_model.md
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@@ -19,4 +19,4 @@ Performs inference on input data.
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Category: PyTorch wrapper - Training
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docs/reference/pt_predict_regression_model.md
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@@ -16,4 +16,4 @@ Performs inference on input data.
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Category: PyTorch wrapper - Training
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docs/reference/pt_prod.md
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@@ -25,4 +25,4 @@ or
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Category: PyTorch wrapper - Reduction operation & Summary statistics
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docs/reference/pt_rand.md
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@@ -18,4 +18,4 @@ For example, if you want to create a 4D tensor of batch size=2, channel=3, heigh
<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_rand_int.md
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@@ -19,4 +19,4 @@ enter [2,3,96,32] for size, 0 for min_value, and 10 for max_value.
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Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_randn.md
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@@ -18,4 +18,4 @@ For example, if you want to create a 4D tensor of batch size=2, channel=3, heigh
<HR>
Category: PyTorch wrapper - Tensor creation
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docs/reference/pt_remainder.md
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@@ -15,4 +15,4 @@ Computes the element-wise remainder of division between two PyTorch tensors.
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Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_reshape.md
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@@ -24,4 +24,4 @@ Use -1 to automatically infer a dimension, e.g.:
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Category: PyTorch wrapper - Transform
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docs/reference/pt_save_model.md
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@@ -15,4 +15,4 @@ A wrapper class for saving a PyTorch model.
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Category: IO
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docs/reference/pt_scatter.md
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@@ -21,4 +21,4 @@ Generates a new tensor by replacing values at specified positions using an index
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Category: PyTorch wrapper - Indexing and Slicing Operations
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docs/reference/pt_show_size.md
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@@ -14,4 +14,4 @@ Displays PyTorch Size object as a string.
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Category: Display data
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docs/reference/pt_show_text.md
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@@ -15,4 +15,4 @@ the tensor contains more elements than the threshold set internally.
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Category: Display data
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docs/reference/pt_sin.md
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@@ -14,4 +14,4 @@ Computes the sine of a PyTorch tensor element-wise.
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Category: PyTorch wrapper - Math operations
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docs/reference/pt_sinh.md
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@@ -14,4 +14,4 @@ Computes the hyperbolic sine of a PyTorch tensor element-wise.
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Category: PyTorch wrapper - Math operations
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docs/reference/pt_size.md
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@@ -14,4 +14,4 @@ Extracts the PyTorch Size object of a PyTorch tensor using the size() method.
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Category: PyTorch wrapper - Size object support
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docs/reference/pt_size_create.md
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@@ -14,4 +14,4 @@ Creates a PyTorch Size using values entered in the text field.
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Category: PyTorch wrapper - Size object support
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docs/reference/pt_size_to_numpy.md
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@@ -14,4 +14,4 @@ Converts PyTorch Size object to NumPy ndarray.
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Category: PyTorch wrapper - Size object support
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docs/reference/pt_size_to_string.md
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@@ -14,4 +14,4 @@ Converts PyTorch Size object to a Python string.
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Category: PyTorch wrapper - Size object support
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docs/reference/pt_sqrt.md
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@@ -14,4 +14,4 @@ Computes the square root of each element in a PyTorch tensor.
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Category: PyTorch wrapper - Math operations
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docs/reference/pt_squeeze.md
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@@ -17,4 +17,4 @@ Specifying a tuple of dimensions is not supported yet.
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Category: PyTorch wrapper - Transform
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docs/reference/pt_std.md
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@@ -25,4 +25,4 @@ Specify the dimension(s) in the `dim` field using an integer, a list, or a tuple
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Category: PyTorch wrapper - Reduction operation & Summary statistics
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docs/reference/pt_sub.md
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@@ -15,4 +15,4 @@ Subtracts one PyTorch tensor from another.
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Category: PyTorch wrapper - Arithmetic operations
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docs/reference/pt_sum.md
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@@ -21,4 +21,4 @@ Specify the dimension(s) in the `dim` field using an integer, a list, or a tuple
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Category: PyTorch wrapper - Reduction operation & Summary statistics
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docs/reference/pt_tan.md
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@@ -14,4 +14,4 @@ Computes the tangent of a PyTorch tensor element-wise.
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Category: PyTorch wrapper - Math operations
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docs/reference/pt_tanh.md
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@@ -14,4 +14,4 @@ Computes the hyperbolic tangent of a PyTorch tensor element-wise.
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Category: PyTorch wrapper - Math operations
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docs/reference/pt_to_bfloat16.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to bfloat16.
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Category: PyTorch wrapper - Data type conversion
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docs/reference/pt_to_float16.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to float16.
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Category: PyTorch wrapper - Data type conversion
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docs/reference/pt_to_float32.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to float32.
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Category: PyTorch wrapper - Data type conversion
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docs/reference/pt_to_float64.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to float64.
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Category: PyTorch wrapper - Data type conversion
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docs/reference/pt_to_image.md
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@@ -14,4 +14,4 @@ Casts a PyTorch tensor as an Image tensor.
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Category: PyTorch wrapper - Image processing
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docs/reference/pt_to_image_transpose.md
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@@ -14,4 +14,4 @@ Casts a PyTorch tensor as an Image tensor and transposes it from (C, H, W) to (H
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Category: PyTorch wrapper - Image processing
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docs/reference/pt_to_int16.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to int16.
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Category: PyTorch wrapper - Data type conversion
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docs/reference/pt_to_int32.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to int32.
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Category: PyTorch wrapper - Data type conversion
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docs/reference/pt_to_int64.md
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@@ -14,4 +14,4 @@ Converts the input tensor's data type to int64.
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Category: PyTorch wrapper - Data type conversion
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