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HowToSD-ComfyUI-Pt-Wrapper/tests/pytorch_wrapper
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HowToSD a063925135 Added experimental LoRA training for LLM text classification.
2025-04-01 01:36:11 -07:00
..
__init__.py
Initial commit
2025-03-10 14:34:01 -07:00
hf_dataset_with_tokenize_test.py
Added Transformer support
2025-03-28 19:16:55 -07:00
hf_glove_dataset_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
pt_abs_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_acos_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_add_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_apply_function_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
pt_arange_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_argmax_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_argmin_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_asin_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_atan_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bitwise_and_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bitwise_left_shift_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bitwise_not_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bitwise_or_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bitwise_right_shift_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bitwise_xor_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bmm_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_bool_create_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_compute_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_concat_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
pt_cos_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_cosh_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_crop_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_data_loader_from_tensors_test.py
Added simple optimizer and single layer linear model as well as a workflow to show case those nodes.
2025-03-13 19:58:17 -07:00
pt_data_loader_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_div_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_einsum_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_eq_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_evaluate_classification_conv_model_test2.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_evaluate_classification_conv_model_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_evaluate_classification_model_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_exp_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_flatten_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_float_create_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_floor_divide_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_from_image_transpose_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_from_numpy_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_full_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_gather_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_ge_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_gt_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_index_select_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_int_create_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_interpolate_by_scale_factor_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_interpolate_to_size_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_le_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_linspace_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_log_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_logical_and_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_logical_not_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_logical_or_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_logical_xor_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_lt_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_masked_select_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_matmul_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_max_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_mean_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_median_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_min_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_mm_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_mul_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_ne_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_neg_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_ones_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_pad_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_permute_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_pow_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_predict_classification_conv_model_test.py
Added simple optimizer and single layer linear model as well as a workflow to show case those nodes.
2025-03-13 19:58:17 -07:00
pt_predict_regression_model_test.py
Added simple optimizer and single layer linear model as well as a workflow to show case those nodes.
2025-03-13 19:58:17 -07:00
pt_prod_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_rand_int_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_rand_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_randn_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_remainder_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_reshape_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_scatter_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_sin_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_sinh_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_size_create_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_size_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_size_to_numpy_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_size_to_string_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_sqrt_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_squeeze_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_stack_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
pt_std_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_sub_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_sum_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_tan_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_tanh_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_to_bfloat16_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_float16_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_float32_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_float64_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_image_transpose_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_to_int8_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_int16_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_int32_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_int64_test.py
Added iris classification example workflow as well as data type conversion nodes.
2025-03-14 03:15:16 -07:00
pt_to_numpy_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_to_rgb_tensors_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_to_uint8_test.py
Updated docstrings for activation functions and data type conversion functions.
2025-03-14 19:36:21 -07:00
pt_tokenizer_test.py
Added Embedding layer and Embedding RNN Layer node.
2025-03-27 11:51:21 -07:00
pt_train_classification_conv_model_lr_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pt_train_classification_conv_model_test2.py
Fixed pt_train_classification_conv_model_test2.py
2025-03-10 15:32:34 -07:00
pt_train_classification_conv_model_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_train_classification_model_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_train_classification_model_with_dataset_loader_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_train_embedding_rnn_linear_text_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_embedding_transformer_linear_text_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_fine_tune_classification_transformer_model_text_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_gru_linear_text_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_hf_fine_tuned_text_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_lstm_linear_text_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_model_test.py
Added Pt Train Model node to allow specifying a Loss node for training.
2025-03-21 16:47:57 -07:00
pt_train_rnn_linear_model_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
pt_train_rnn_linear_text_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
pt_train_rnn_model_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
pt_unsqueeze_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_var_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_view_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_where_test.py
Initial commit
2025-03-10 14:34:01 -07:00
pt_zeros_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptd_bernoulli_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_beta_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_binomial_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_categorical_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_chi2_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_exponential_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_gamma_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_normal_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_poisson_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_student_t_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptd_uniform_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptdm_cdf_tensor_bernoulli_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
ptdm_cdf_tensor_beta_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_cdf_tensor_beta.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
ptdm_cdf_tensor_binomial_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
ptdm_cdf_tensor_poisson_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
ptdm_cdf_tensor_student_t_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
ptdm_cdf_tensor_test.py
Added distribution method nodes that take 2d tensor as input
2025-03-18 13:45:55 -07:00
ptdm_cdf_test.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00
ptdm_icdf_tensor_bernoulli_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_beta_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_binomial_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_chi2_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_gamma_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_poisson_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_student_t_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_tensor_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_icdf_test.py
Implemented icdf for distribution nodes.
2025-03-19 13:40:49 -07:00
ptdm_log_prob_tensor_test.py
Added distribution method nodes that take 2d tensor as input
2025-03-18 13:45:55 -07:00
ptdm_log_prob_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptdm_pdf_tensor_test.py
Added distribution method nodes that take 2d tensor as input
2025-03-18 13:45:55 -07:00
ptdm_pdf_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptdm_pmf_tensor_test.py
Added distribution method nodes that take 2d tensor as input
2025-03-18 13:45:55 -07:00
ptdm_pmf_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptdm_sample_test.py
Added distribution-related nodes.
2025-03-18 01:11:46 -07:00
ptf_gelu_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_leaky_relu_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_log_softmax_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_relu_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_sigmoid_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_silu_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_softmax_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_softplus_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptf_tanh_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptn_avg_pool2d_test.py
Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.
2025-03-15 21:26:57 -07:00
ptn_batch_norm2d_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_bce_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_bce_with_logits_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_chained_model_test.py
Added various activation function nodes and chained model node.
2025-03-14 19:12:34 -07:00
ptn_conv2d_test.py
Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.
2025-03-15 21:26:57 -07:00
ptn_conv_model_def_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptn_conv_model_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptn_cross_entropy_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_embedding_rnn_linear_test.py
Added Embedding layer and Embedding RNN Layer node.
2025-03-27 11:51:21 -07:00
ptn_embedding_test.py
Added Embedding layer and Embedding RNN Layer node.
2025-03-27 11:51:21 -07:00
ptn_embedding_transformer_linear_test.py
Added Transformer support
2025-03-28 19:16:55 -07:00
ptn_gru_linear_test.py
Added GRU support.
2025-03-25 19:25:13 -07:00
ptn_gru_test.py
Added GRU support.
2025-03-25 19:25:13 -07:00
ptn_hf_fine_tuned_classification_model_def_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
ptn_hf_fine_tuned_classification_model_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
ptn_hf_lora_classification_model_def_test.py
Added experimental LoRA training for LLM text classification.
2025-04-01 01:36:11 -07:00
ptn_hf_lora_classification_model_test.py
Added experimental LoRA training for LLM text classification.
2025-04-01 01:36:11 -07:00
ptn_huber_loss.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_instance_norm2d_test.py
Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.
2025-03-19 22:15:19 -07:00
ptn_kl_div_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_l1_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_layer_norm_test.py
Added BatchNorm2d, LayerNorm, InstanceNorm2d nodes.
2025-03-19 22:15:19 -07:00
ptn_linear_model_test.py
Added simple optimizer and single layer linear model as well as a workflow to show case those nodes.
2025-03-13 19:58:17 -07:00
ptn_linear_test.py
Added simple optimizer and single layer linear model as well as a workflow to show case those nodes.
2025-03-13 19:58:17 -07:00
ptn_lstm_linear_test.py
Added LSTM support
2025-03-26 02:43:05 -07:00
ptn_lstm_test.py
Added LSTM support
2025-03-26 02:43:05 -07:00
ptn_max_pool2d_test.py
Added Ptn Conv2d, Ptn Max Pool2d, Ptn Avg Pool2d nodes.
2025-03-15 21:26:57 -07:00
ptn_mse_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_nll_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
ptn_pre_add_channel_axis_test.py
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_test.py
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_resnet_model_def_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptn_resnet_model_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptn_rnn_linear_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
ptn_rnn_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
ptn_smooth_l1_loss_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pto_adamw_test.py
Added Pto AdamW and Pto SGD optimizer nodes.
2025-03-15 15:59:40 -07:00
pto_lr_scheduler_cosine_annealing_test.py
Added lr scheduler nodes and cifar10 workflows.
2025-03-12 14:57:44 -07:00
pto_lr_scheduler_reduce_on_plateau_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pto_lr_scheduler_step_test.py
Added loss functions.
2025-03-20 21:40:01 -07:00
pto_sgd_test.py
Added Pto AdamW and Pto SGD optimizer nodes.
2025-03-15 15:59:40 -07:00
pto_simple_test.py
Added simple optimizer and single layer linear model as well as a workflow to show case those nodes.
2025-03-13 19:58:17 -07:00
ptv_dataset_loader_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptv_dataset_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptv_hf_dataset_with_token_encode_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
ptv_hf_glove_dataset_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
ptv_image_folder_dataset_test.py
Initial commit
2025-03-10 14:34:01 -07:00
ptv_sequential_tensor_dataset_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
ptv_transforms_data_augment_test.py
Added data augmentation transform and CIFAR-10 workflows.
2025-03-10 23:08:49 -07:00
ptv_transforms_resize_test.py
Initial commit
2025-03-10 14:34:01 -07:00
rnn_output_reshape_test.py
Added support for RNN
2025-03-24 23:21:35 -07:00
utils_pad_truncate_sequence_test.py
Added Embedding layer and Embedding RNN Layer node.
2025-03-27 11:51:21 -07:00
utils_set_requires_grad_test.py
Added Hugging Face pretrained model support.
2025-03-31 00:28:45 -07:00
utils_test.py
Initial commit
2025-03-10 14:34:01 -07:00
utils.py
Added cdf for some nodes. Added stack and concat nodes.
2025-03-19 03:15:52 -07:00