I am new in pytorch. I have a problem with my model when I run my code I have this error.

pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [53,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [54,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [55,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [56,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [57,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [58,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [59,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [60,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [61,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [62,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [63,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [0,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [1,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [2,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [3,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [4,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [5,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [6,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [7,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [8,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [9,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [10,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [11,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [12,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [13,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [14,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [15,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [16,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [17,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [18,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [19,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [20,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [21,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [22,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [23,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [24,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [25,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [26,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [27,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [28,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [29,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [30,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"failed. /pytorch/aten/src/ATen/native/cuda/ScatterGatherKernel.cu:115: operator(): block: [4,0,0], thread: [31,0,0] Assertionidx_dim >= 0 && idx_dim < index_size && "index out of bounds"` failed.

Traceback (most recent call last): File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main "main", mod_spec) File "/usr/lib/python3.7/runpy.py", line 85, in _run_code exec(code, run_globals) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/experiments.py", line 414, in run_experiment(args) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/experiments.py", line 405, in run_experiment demo(args) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/experiments.py", line 362, in demo output = t2sql.process(text, schema.name) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/demos/demos.py", line 153, in process sql_query = self.translate(example) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/demos/demos.py", line 125, in translate model_ensemble=self.model_ensemble, verbose=False) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/semantic_parser/learn_framework.py", line 157, in inference outputs = self.forward(formatted_batch, model_ensemble) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/semantic_parser/learn_framework.py", line 129, in forward decoder_ptr_value_ids=decoder_ptr_value_ids) File "/usr/local/lib/python3.7/dist-packages/torch/nn/modules/module.py", line 1051, in _call_impl return forward_call(*input, **kwargs) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/semantic_parser/bridge.py", line 100, in forward no_from=(self.dataset_name == 'wikisql')) File "/content/gdrive/MyDrive/textTosql/spider_model/TabularSemanticParsing/src/semantic_parser/decoding_algorithms.py", line 218, in beam_search m_field_masks.scatteradd(index=db_scope_update_idx, src=db_scope_update_mask.long(), dim=1) RuntimeError: CUDA error: device-side assert triggered ` I don't have a very advanced knowledge in ML and in Pytorch some blog talks about Inconsistency between the number of labels/classes and the number of output units. where I can change that. Here is the configuration used

!/usr/bin/env bash

data_dir="/notebooks/TabularSemanticParsing/data/spider" db_dir="/notebooks/TabularSemanticParsing/data/spider/database" dataset_name="spider" model="bridge" question_split="True" query_split="False" question_only="True" normalize_variables="False" denormalize_sql="True" omit_from_clause="False" no_join_condition="False" table_shuffling="True" use_lstm_encoder="True" use_meta_data_encoding="True" use_graph_encoding="False" use_typed_field_markers="False" use_picklist="True" anchor_text_match_threshold=0.85 no_anchor_text="False" top_k_picklist_matches=2 sql_consistency_check="True" atomic_value_copy="False" process_sql_in_execution_order="True" share_vocab="False" sample_ground_truth="False" save_nn_weights_for_visualizations="False" vocab_min_freq=0 text_vocab_min_freq=0 program_vocab_min_freq=0 max_in_seq_len=512 max_out_seq_len=60

num_steps=100000 curriculum_interval=0 num_peek_steps=1000 num_accumulation_steps=2 save_best_model_only="True" train_batch_size=8 dev_batch_size=8 encoder_input_dim=1024 encoder_hidden_dim=400 decoder_input_dim=400 num_rnn_layers=1 num_const_attn_layers=0

use_oracle_tables="False" num_random_tables_added=0 use_additive_features="False"

schema_augmentation_factor=1 random_field_order="False" data_augmentation_factor=1 augment_with_wikisql="False" num_values_per_field=0 pretrained_transformer="bert-large-uncased" fix_pretrained_transformer_parameters="False" bert_finetune_rate=0.00006 learning_rate=0.0005 learning_rate_scheduler="inverse-square" trans_learning_rate_scheduler="inverse-square" warmup_init_lr=0.0005 warmup_init_ft_lr=0.00003 num_warmup_steps=4000 emb_dropout_rate=0.3 pretrained_lm_dropout_rate=0 rnn_layer_dropout_rate=0 rnn_weight_dropout_rate=0 cross_attn_dropout_rate=0 cross_attn_num_heads=8 res_input_dropout_rate=0.2 res_layer_dropout_rate=0 ff_input_dropout_rate=0.4 ff_hidden_dropout_rate=0.0

grad_norm=0.3 decoding_algorithm="beam-search" beam_size=16 bs_alpha=1.05

data_parallel="False" `

salesforce / TabularSemanticParsing

RuntimeError: CUDA error: device-side assert triggered #45

!/usr/bin/env bash