../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [651,0,0], thread: [127,0,0] Asse

文章讲述了CUDA运行时错误的原因,主要是由于数据集标签超出预设模型类别数。解决方案包括检查class_map中的类别设置,修正错误标签(如02标签),并提供了一些Linux命令用于数据处理和监控Nvidia显存。

RuntimeError: CUDA error: device-side assert triggered

问题

在这里插入图片描述

原因

Assertion `index >= -sizes[i] && index < sizes[i] && “index out of bounds”

数据超出了边界。在给出label的时候,我的数据集在某个标签上会给进去一个小于零或者大于类别数的一个标签,大白话就是设定了模型分类数量为4,但是数据集中有大于4个类别则会报错,少于4个是不会报错。

解决方法:修改预设的类别数量,class_map里面预先写好的类别个数和实际的数据集里面的标签种类和个数不同。可以要修改class_map或者修改数据集。

在这里插入图片描述
这里有96的类别
但是,代码中最高95.。。

在这里插入图片描述
是之前02标签转换的时候类别错了。。。
参考1

一样的问题

解决方案

删掉02的图像和标签


                
": operator() : block: [4,0,0], thread: [24,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [25,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [26,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [27,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [28,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [29,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [30,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [4,0,0], thread: [31,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [0,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [1,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [2,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [3,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [4,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [5,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [6,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [7,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [8,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. 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index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [15,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [16,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [17,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [18,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [19,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [20,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [21,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [22,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [23,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [24,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [25,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of 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Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [53,0,0], thread: [64,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [53,0,0], thread: [65,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [53,0,0], thread: [66,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [53,0,0], thread: [67,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [53,0,0], thread: [68,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. 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06-08
import torch from transformers import AutoModelForCausalLM, AutoTokenizer MODEL_PATH = "/home/cyk/model/llama2-7b-chat" # 选择设备 choice = input("键盘输入0选auto,键盘输入1选gpu0: ").strip() if choice == "1": device = torch.device("cuda:0") else: device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"使用设备: {device}") # 加载 tokenizer 和模型 tokenizer = AutoTokenizer.from_pretrained(MODEL_PATH) model = AutoModelForCausalLM.from_pretrained( MODEL_PATH, device_map="auto" if choice == "0" else None, torch_dtype=torch.float16 ) # 如果手动选择 GPU0 if choice == "1": model.to(device) # 交互 while True: user_input = input("输入内容: ").strip() if user_input.lower() in ["exit", "quit"]: break inputs = tokenizer(user_input, return_tensors="pt").to(device) outputs = model.generate(**inputs, max_new_tokens=128) answer = tokenizer.decode(outputs[0], skip_special_tokens=True) print("模型回答:", answer)(dragin) cyk@gpuadmin-R5300-G5:~/daima$ CUDA_LAUNCH_BLOCKING=1 python rag.py 键盘输入0选auto,键盘输入1选gpu0: 0 使用设备: cuda Loading checkpoint shards: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:02<00:00, 1.23s/it] 输入内容: hello ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [32,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [33,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [34,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [0,0,0], thread: [35,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. 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Traceback (most recent call last): File "/home/cyk/daima/rag.py", line 33, in <module> outputs = model.generate(**inputs, max_new_tokens=128) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context return func(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/generation/utils.py", line 1525, in generate return self.sample( File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/generation/utils.py", line 2622, in sample outputs = self( File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl return self._call_impl(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl return forward_call(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward output = module._old_forward(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/models/llama/modeling_llama.py", line 1183, in forward outputs = self.model( File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl return self._call_impl(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl return forward_call(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/models/llama/modeling_llama.py", line 1070, in forward layer_outputs = decoder_layer( File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl return self._call_impl(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl return forward_call(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward output = module._old_forward(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/models/llama/modeling_llama.py", line 798, in forward hidden_states, self_attn_weights, present_key_value = self.self_attn( File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl return self._call_impl(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl return forward_call(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward output = module._old_forward(*args, **kwargs) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/models/llama/modeling_llama.py", line 404, in forward query_states, key_states = apply_rotary_pos_emb(query_states, key_states, cos, sin, position_ids) File "/home/cyk/miniconda3/envs/dragin/lib/python3.9/site-packages/transformers/models/llama/modeling_llama.py", line 232, in apply_rotary_pos_emb cos = cos[position_ids].unsqueeze(unsqueeze_dim) RuntimeError: CUDA error: device-side assert triggered Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.
最新发布
11-26
rf-detr训练自己的数据集Loading pretrain weights num_classes mismatch: model has 90 classes, but your dataset has 40 classes reinitializing your detection head with 40 classes. TensorBoard logging initialized. To monitor logs, use 'tensorboard --logdir output_waste_plus' and open http://localhost:6006/ in browser. Not using distributed mode fatal: not a git repository (or any parent up to mount point /) Stopping at filesystem boundary (GIT_DISCOVERY_ACROSS_FILESYSTEM not set). git: sha: N/A, status: clean, branch: N/A Namespace(num_classes=40, grad_accum_steps=4, amp=True, lr=0.0001, lr_encoder=0.00015, batch_size=2, weight_decay=0.0001, epochs=2, lr_drop=100, clip_max_norm=0.1, lr_vit_layer_decay=0.8, lr_component_decay=0.7, do_benchmark=False, dropout=0, drop_path=0.0, drop_mode='standard', drop_schedule='constant', cutoff_epoch=0, pretrained_encoder=None, pretrain_weights='rf-detr-base.pth', pretrain_exclude_keys=None, pretrain_keys_modify_to_load=None, pretrained_distiller=None, encoder='dinov2_windowed_small', vit_encoder_num_layers=12, window_block_indexes=None, position_embedding='sine', out_feature_indexes=[2, 5, 8, 11], freeze_encoder=False, layer_norm=True, rms_norm=False, backbone_lora=False, force_no_pretrain=False, dec_layers=3, dim_feedforward=2048, hidden_dim=256, sa_nheads=8, ca_nheads=16, num_queries=300, group_detr=13, two_stage=True, projector_scale=['P4'], lite_refpoint_refine=True, num_select=300, dec_n_points=2, decoder_norm='LN', bbox_reparam=True, freeze_batch_norm=False, set_cost_class=2, set_cost_bbox=5, set_cost_giou=2, cls_loss_coef=1.0, bbox_loss_coef=5, giou_loss_coef=2, focal_alpha=0.25, aux_loss=True, sum_group_losses=False, use_varifocal_loss=False, use_position_supervised_loss=False, ia_bce_loss=True, dataset_file='roboflow', coco_path=None, dataset_dir='/data/mq/rf-detr-develop/coco_split', square_resize_div_64=True, output_dir='output_waste_plus', dont_save_weights=False, checkpoint_interval=10, seed=42, resume='', start_epoch=0, eval=False, use_ema=True, ema_decay=0.993, ema_tau=100, num_workers=2, device='cuda', world_size=1, dist_url='env://', sync_bn=True, fp16_eval=False, encoder_only=False, backbone_only=False, resolution=560, use_cls_token=False, multi_scale=True, expanded_scales=True, warmup_epochs=0, lr_scheduler='step', lr_min_factor=0.0, early_stopping=False, early_stopping_patience=10, early_stopping_min_delta=0.001, early_stopping_use_ema=False, gradient_checkpointing=False, tensorboard=True, wandb=False, project=None, run=None, class_names=['Disposable food box', 'Contaminated plastic', 'Cigarette butt', 'Used mask', 'Broken flower pots and dishes', 'Construction waste', 'Withered plants', 'Silicone products', 'Leftovers', 'Large bones', 'Fruits', 'Tea leaves', 'Vegetable leaves and roots', 'Eggshells', 'Nut shells', 'Moldy flour products', 'Seashells', 'Wooden sticks', 'Waste paper', 'Foam boxes', 'Plastic bags', 'Plastic bottles', 'Plugs and wires', 'Old clothes', 'Cans', 'Steel pipes', 'Plush toys', 'Glass cups', 'Broken wooden boards', 'Cardboard boxes', 'Paper bags', 'Glass bottles', 'Metal food cans', 'Dry batteries', 'Ointments', 'Expired medicine', 'Power banks', 'Used light tubes', 'Pesticides', 'Used cotton swabs'], run_test=True, distributed=False) number of params: 31991032 [392, 448, 504, 560, 616, 672, 728, 784] loading annotations into memory... Done (t=0.02s) creating index... index created! [392, 448, 504, 560, 616, 672, 728, 784] loading annotations into memory... Done (t=0.01s) creating index... index created! [392, 448, 504, 560, 616, 672, 728, 784] loading annotations into memory... Done (t=0.00s) creating index... index created! Get benchmark Start training Grad accum steps: 4 Total batch size: 8 LENGTH OF DATA LOADER: 175 UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3595.) Epoch: [0] [ 0/175] eta: 0:47:52 lr: 0.000100 class_error: 100.00 loss: 10.2891 (10.2891) loss_ce: 1.3603 (1.3603) loss_bbox: 0.8382 (0.8382) loss_giou: 0.2727 (0.2727) loss_ce_0: 1.3282 (1.3282) loss_bbox_0: 0.9468 (0.9468) loss_giou_0: 0.3088 (0.3088) loss_ce_1: 1.3688 (1.3688) loss_bbox_1: 0.8349 (0.8349) loss_giou_1: 0.2684 (0.2684) loss_ce_enc: 1.3087 (1.3087) loss_bbox_enc: 1.0503 (1.0503) loss_giou_enc: 0.4031 (0.4031) loss_ce_unscaled: 1.3603 (1.3603) class_error_unscaled: 100.0000 (100.0000) loss_bbox_unscaled: 0.1676 (0.1676) loss_giou_unscaled: 0.1364 (0.1364) cardinality_error_unscaled: 3899.0000 (3899.0000) loss_ce_0_unscaled: 1.3282 (1.3282) loss_bbox_0_unscaled: 0.1894 (0.1894) loss_giou_0_unscaled: 0.1544 (0.1544) cardinality_error_0_unscaled: 3898.5000 (3898.5000) loss_ce_1_unscaled: 1.3688 (1.3688) loss_bbox_1_unscaled: 0.1670 (0.1670) loss_giou_1_unscaled: 0.1342 (0.1342) cardinality_error_1_unscaled: 3899.0000 (3899.0000) loss_ce_enc_unscaled: 1.3087 (1.3087) loss_bbox_enc_unscaled: 0.2101 (0.2101) loss_giou_enc_unscaled: 0.2015 (0.2015) cardinality_error_enc_unscaled: 3899.0000 (3899.0000) time: 16.4160 data: 1.3399 max mem: 2677 ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [36,0,0], thread: [34,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [36,0,0], thread: [35,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [36,0,0], thread: [39,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [36,0,0], thread: [40,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [36,0,0], thread: [44,0,0] Assertion 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`-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [13,0,0], thread: [61,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [98,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [99,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [103,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [104,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [108,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [109,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [113,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [114,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [118,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [119,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [123,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [44,0,0], thread: [124,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [2,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [3,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [7,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [8,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [12,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [13,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [17,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [18,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [22,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [23,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [27,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [42,0,0], thread: [28,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [66,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [67,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [71,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [72,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [76,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [77,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [81,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [82,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [86,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [87,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [91,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. ../aten/src/ATen/native/cuda/IndexKernel.cu:93: operator(): block: [20,0,0], thread: [92,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed. Traceback (most recent call last): File "/data/mq/rf-detr-develop/train_waste.py", line 6, in <module> model.train(dataset_dir='/data/mq/rf-detr-develop/coco_split', epochs=2, batch_size=2, grad_accum_steps=4, lr=1e-4, output_dir='output_waste_plus') File "/data/mq/rf-detr-develop/rfdetr/detr.py", line 58, in train self.train_from_config(config, **kwargs) File "/data/mq/rf-detr-develop/rfdetr/detr.py", line 159, in train_from_config self.model.train( File "/data/mq/rf-detr-develop/rfdetr/main.py", line 332, in train train_stats = train_one_epoch( File "/data/mq/rf-detr-develop/rfdetr/engine.py", line 119, in train_one_epoch loss_dict = criterion(outputs, new_targets) File "/data1/Anaconda/envs/py3.9/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl return self._call_impl(*args, **kwargs) File "/data1/Anaconda/envs/py3.9/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1747, in _call_impl return forward_call(*args, **kwargs) File "/data/mq/rf-detr-develop/rfdetr/models/lwdetr.py", line 438, in forward indices = self.matcher(outputs_without_aux, targets, group_detr=group_detr) File "/data1/Anaconda/envs/py3.9/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl return self._call_impl(*args, **kwargs) File "/data1/Anaconda/envs/py3.9/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1747, in _call_impl return forward_call(*args, **kwargs) File "/data1/Anaconda/envs/py3.9/lib/python3.9/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context return func(*args, **kwargs) File "/data/mq/rf-detr-develop/rfdetr/models/matcher.py", line 97, in forward C = C.view(bs, num_queries, -1).cpu() RuntimeError: CUDA error: device-side assert triggered CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect. For debugging consider passing CUDA_LAUNCH_BLOCKING=1 Compile with `TORCH_USE_CUDA_DSA` to enable device-assertions.出现这个问题
07-10
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