HowToSD 080a23778a Added custom multihead attention code.

2025-04-07 19:32:55 -07:00

..

hf_tokenizer_encode.md

Added Hugging Face pretrained model support.

2025-03-31 00:28:45 -07:00

node_reference.md

Added custom multihead attention code.

2025-04-07 19:32:55 -07:00

pt_abs.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_acos.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_add.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_apply_function.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_arange.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_argmax.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_argmin.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_asin.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_atan.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bitwise_and.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bitwise_left_shift.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bitwise_not.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bitwise_or.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bitwise_right_shift.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bitwise_xor.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bmm.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_bool_create.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_compute_loss.md

Added loss functions.

2025-03-20 21:40:01 -07:00

pt_concat.md

Added cdf for some nodes. Added stack and concat nodes.

2025-03-19 03:15:52 -07:00

pt_cos.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_cosh.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_crop.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_data_loader_from_tensors.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_data_loader.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_div.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_einsum.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_eq.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_evaluate_classification_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_exp.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_flatten.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_float_create.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_floor_divide.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_from_image_transpose.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_from_image.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_from_latent.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_from_numpy.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_full.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_gather.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_ge.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_gt.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_index_select.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_int_create.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_interpolate_by_scale_factor.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_interpolate_to_size.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_le.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_linspace.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_load_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_log.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_logical_and.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_logical_not.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_logical_or.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_logical_xor.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_lt.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_masked_select.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_matmul.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_max.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_mean.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_median.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_min.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_mm.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_mul.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_ne.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_neg.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_ones.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_pad.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_permute.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_pow.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_predict_classification_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_predict_regression_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_prod.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_rand_int.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_rand.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_randn.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_remainder.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_reshape.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_save_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_scatter.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_show_size.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_show_text.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_sin.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_sinh.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_size_create.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_size_to_numpy.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_size_to_string.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_size.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_sqrt.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_squeeze.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_stack.md

Added cdf for some nodes. Added stack and concat nodes.

2025-03-19 03:15:52 -07:00

pt_std.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_sub.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_sum.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_tan.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_tanh.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_to_bfloat16.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_float16.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_float32.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_float64.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_image_transpose.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_to_image.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_to_int8.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_int16.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_int32.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_int64.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_to_latent.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_to_numpy.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_to_rgb_tensors.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_to_uint8.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

pt_tokenizer.md

Added Embedding layer and Embedding RNN Layer node.

2025-03-27 11:51:21 -07:00

pt_train_classification_model_lr.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_train_classification_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_train_classification_transformer_model.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

pt_train_fine_tune_classification_transformer_model.md

Added experimental LoRA training for LLM text classification.

2025-04-01 01:36:11 -07:00

pt_train_model.md

Added Pt Train Model node to allow specifying a Loss node for training.

2025-03-21 16:47:57 -07:00

pt_train_regression_model.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_train_rnn_model.md

Added GRU support.

2025-03-25 19:25:13 -07:00

pt_unsqueeze.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_var.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_view.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_where.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pt_zeros.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptd_bernoulli.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_beta.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_binomial.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_categorical.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_chi2.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_exponential.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_gamma.md

Fixed the docstring for Ptd Gamma

2025-03-18 14:03:12 -07:00

ptd_normal.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_poisson.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_student_t.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptd_uniform.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptdm_cdf_tensor.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_cdf.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_icdf_tensor.md

Implemented icdf for distribution nodes.

2025-03-19 13:40:49 -07:00

ptdm_icdf.md

Implemented icdf for distribution nodes.

2025-03-19 13:40:49 -07:00

ptdm_log_prob_tensor.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_log_prob.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_pdf_tensor.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_pdf.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_pmf_tensor.md

Added distribution method nodes that take 2d tensor as input

2025-03-18 13:45:55 -07:00

ptdm_pmf.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptdm_sample.md

Added distribution-related nodes.

2025-03-18 01:11:46 -07:00

ptf_gelu.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_leaky_relu.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_log_softmax.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_relu.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_sigmoid.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_silu.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_softmax.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_softplus.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptf_tanh.md

Updated docstrings for activation functions and data type conversion functions.

2025-03-14 19:36:21 -07:00

ptn_avg_pool2d.md

Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.

2025-03-19 22:15:19 -07:00

ptn_batch_norm2d.md

Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.

2025-03-19 22:15:19 -07:00

ptn_bce_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_bce_with_logits_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_chained_model_with_attention_mask.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_chained_model.md

Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.

2025-03-15 21:26:57 -07:00

ptn_conv2d.md

Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.

2025-03-19 22:15:19 -07:00

ptn_conv_model.md

Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.

2025-03-15 21:26:57 -07:00

ptn_cross_entropy_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_embedding_rnn_linear.md

Added Embedding layer and Embedding RNN Layer node.

2025-03-27 11:51:21 -07:00

ptn_embedding_transformer_linear.md

Added Transformer support

2025-03-28 19:16:55 -07:00

ptn_embedding.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_gru_linear.md

Added GRU support.

2025-03-25 19:25:13 -07:00

ptn_gru.md

Added GRU support.

2025-03-25 19:25:13 -07:00

ptn_hf_fine_tuned_classification_model.md

Added Hugging Face pretrained model support.

2025-03-31 00:28:45 -07:00

ptn_hf_lora_classification_model.md

Added experimental LoRA training for LLM text classification.

2025-04-01 01:36:11 -07:00

ptn_huber_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_instance_norm2d.md

Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.

2025-03-19 22:15:19 -07:00

ptn_kl_div_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_l1_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_layer_norm.md

Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.

2025-03-19 22:15:19 -07:00

ptn_linear_model.md

Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.

2025-03-15 21:26:57 -07:00

ptn_linear.md

Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.

2025-03-15 21:26:57 -07:00

ptn_lstm_linear.md

Added LSTM support

2025-03-26 02:43:05 -07:00

ptn_lstm.md

Added LSTM support

2025-03-26 02:43:05 -07:00

ptn_masked_mean_pooling.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_max_pool2d.md

Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.

2025-03-19 22:15:19 -07:00

ptn_model_with_closure.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_mse_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_multihead_attention_custom.md

Added custom multihead attention code.

2025-04-07 19:32:55 -07:00

ptn_multihead_attention.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_nll_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

ptn_pre_add_channel_axis.md

Added Ptn Pre Add Channel Axis node and Ptn Pre Flatten node. Also added example workflows to build a model from scratch using Ptn Chained Model node.

2025-03-15 23:51:42 -07:00

ptn_pre_flatten.md

Added Ptn Pre Add Channel Axis node and Ptn Pre Flatten node. Also added example workflows to build a model from scratch using Ptn Chained Model node.

2025-03-15 23:51:42 -07:00

ptn_residual_connection_model_with_attention_mask.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_residual_connection_model.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptn_resnet_model.md

Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.

2025-03-15 21:26:57 -07:00

ptn_rnn_linear.md

Added GRU support.

2025-03-25 19:25:13 -07:00

ptn_rnn.md

Added support for RNN

2025-03-24 23:21:35 -07:00

ptn_smooth_l1_loss.md

Fixed the docstring for Huber and SmoothL1 loss

2025-03-20 21:50:54 -07:00

pto_adam.md

Added Pto AdamW and Pto SGD optimizer nodes.

2025-03-15 15:59:40 -07:00

pto_adamw.md

Added Pto AdamW and Pto SGD optimizer nodes.

2025-03-15 15:59:40 -07:00

pto_lr_scheduler_cosine_annealing.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pto_lr_scheduler_reduce_on_plateau.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pto_lr_scheduler_step.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

pto_sgd.md

Added Pto AdamW and Pto SGD optimizer nodes.

2025-03-15 15:59:40 -07:00

pto_simple.md

Added Pto AdamW and Pto SGD optimizer nodes.

2025-03-15 15:59:40 -07:00

ptv_dataset_len.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptv_dataset_loader.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptv_dataset.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptv_hf_dataset_with_token_encode.md

Added Hugging Face pretrained model support.

2025-03-31 00:28:45 -07:00

ptv_hf_glove_dataset.md

Added Embedding layer and Embedding RNN Layer node.

2025-03-27 11:51:21 -07:00

ptv_hf_local_dataset.md

Added MHA and related nodes.

2025-04-06 18:18:44 -07:00

ptv_image_folder_dataset.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptv_sequential_tensor_dataset.md

Added support for RNN

2025-03-24 23:21:35 -07:00

ptv_transforms_data_augment.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptv_transforms_resize.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

ptv_transforms_to_tensor.md

Added various activation function nodes and chained model node.

2025-03-14 19:12:34 -07:00

sp_encode.md

Added Embedding layer and Embedding RNN Layer node.

2025-03-27 11:51:21 -07:00

sp_load_model.md

Added Embedding layer and Embedding RNN Layer node.

2025-03-27 11:51:21 -07:00