Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed

[maxruby]

Thanks for sharing your script to run the 4-bit quantized molmo-7b. Unfortunately, I am unable to run it on my server (Ubuntu 22.04 with 2x RTX A5000 48 GB VRAM) - the error trace is below. I wonder whether you have any suggestions as to what I could do to get it running :) I followed exactly your instructions in the README, the only point is that I have CUDA Version: 12.2 and not 12.1 or 12.4 so I installed torch and torchvision with pip install torch torchvision --index-url https://download.pytorch.org/whl/cu121

Thanks in advance for any tips.

$ CUDA_LAUNCH_BLOCKING=1 python molmo-7B-D-bnb-4bit.py
2024-10-01 12:50:10.219016: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
processor_config.json: 100%|███████████████████████████████████████████████████████████████████████| 127/127 [00:00<00:00, 1.90MB/s]
preprocessing_molmo.py: 100%|██████████████████████████████████████████████████████████████████| 5.79k/5.79k [00:00<00:00, 31.3MB/s]
image_preprocessing_molmo.py: 100%|████████████████████████████████████████████████████████████| 22.8k/22.8k [00:00<00:00, 82.6MB/s]
A new version of the following files was downloaded from https://huggingface.co/cyan2k/molmo-7B-D-bnb-4bit:
- image_preprocessing_molmo.py
. Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.
A new version of the following files was downloaded from https://huggingface.co/cyan2k/molmo-7B-D-bnb-4bit:
- preprocessing_molmo.py
- image_preprocessing_molmo.py
. Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.
preprocessor_config.json: 100%|████████████████████████████████████████████████████████████████████| 666/666 [00:00<00:00, 4.89MB/s]
tokenizer_config.json: 100%|███████████████████████████████████████████████████████████████████| 95.9k/95.9k [00:00<00:00, 4.69MB/s]
vocab.json: 100%|██████████████████████████████████████████████████████████████████████████████| 2.78M/2.78M [00:00<00:00, 13.6MB/s]
merges.txt: 100%|██████████████████████████████████████████████████████████████████████████████| 1.67M/1.67M [00:00<00:00, 16.9MB/s]
tokenizer.json: 100%|██████████████████████████████████████████████████████████████████████████| 7.11M/7.11M [00:00<00:00, 24.5MB/s]
added_tokens.json: 100%|███████████████████████████████████████████████████████████████████████| 14.7k/14.7k [00:00<00:00, 81.4MB/s]
special_tokens_map.json: 100%|█████████████████████████████████████████████████████████████████| 12.5k/12.5k [00:00<00:00, 66.4MB/s]
config.json: 100%|█████████████████████████████████████████████████████████████████████████████| 1.34k/1.34k [00:00<00:00, 10.7MB/s]
config_molmo.py: 100%|█████████████████████████████████████████████████████████████████████████| 1.98k/1.98k [00:00<00:00, 15.6MB/s]
A new version of the following files was downloaded from https://huggingface.co/cyan2k/molmo-7B-D-bnb-4bit:
- config_molmo.py
. Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.
modeling_molmo.py: 100%|█████████████████████████████████████████████████████████████████████████| 107k/107k [00:00<00:00, 41.6MB/s]
A new version of the following files was downloaded from https://huggingface.co/cyan2k/molmo-7B-D-bnb-4bit:
- modeling_molmo.py
. Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.
Unused kwargs: ['_load_in_4bit', '_load_in_8bit', 'quant_method']. These kwargs are not used in <class 'transformers.utils.quantization_config.BitsAndBytesConfig'>.
model.safetensors.index.json: 100%|██████████████████████████████████████████████████████████████| 220k/220k [00:00<00:00, 2.68MB/s]
model-00001-of-00002.safetensors: 100%|████████████████████████████████████████████████████████| 5.00G/5.00G [08:40<00:00, 9.61MB/s]
model-00002-of-00002.safetensors: 100%|████████████████████████████████████████████████████████| 2.94G/2.94G [06:04<00:00, 8.07MB/s]
Downloading shards: 100%|████████████████████████████████████████████████████████████████████████████| 2/2 [14:45<00:00, 442.79s/it]
Loading checkpoint shards: 100%|██████████████████████████████████████████████████████████████████████| 2/2 [00:01<00:00,  1.39it/s]
generation_config.json: 100%|█████████████████████████████████████████████████████████████████████| 73.0/73.0 [00:00<00:00, 731kB/s]
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [96,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [97,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [98,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [99,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [100,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [101,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [102,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [103,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [104,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [105,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [106,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [107,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [108,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [109,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [110,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [111,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [112,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [113,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [114,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [115,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [116,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [117,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [118,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [119,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [120,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [121,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [122,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [123,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [124,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [125,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [126,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [127,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], thread: [8,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [9,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [10,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [11,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [12,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [13,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [14,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [117,0,0], thread: [96,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [97,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [98,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [99,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [100,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [101,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [102,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [103,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [104,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [105,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [106,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [107,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [108,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [109,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [110,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [111,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [112,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [113,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [114,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [115,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [116,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [117,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [118,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [119,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [120,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [121,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [122,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [123,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [124,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [125,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [126,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [117,0,0], thread: [127,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], 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: [109,0,0], 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: [109,0,0], 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: [109,0,0], thread: [35,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [36,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [37,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [38,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [39,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [40,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [41,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [42,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [43,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [44,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [45,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [46,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [47,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [48,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [49,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [50,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [51,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [52,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [53,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [54,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [55,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [56,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [57,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [58,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [59,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [60,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [61,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [62,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [109,0,0], thread: [63,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], 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: [182,0,0], 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: [182,0,0], 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: [182,0,0], thread: [35,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [36,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [37,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [38,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [39,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [40Traceback (most recent call last):
,0,0  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/molmo-7B-D-bnb-4bit.py", line 30, in <module>
] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [41,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [42,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92    output = model.generate_from_batch(
: operator(): block: [182,0             ^^^^^^^^^^^^^^^^^^^^^^^^^^
,0  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
], thread: [43,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [44,0    return func(*args, **kwargs)
,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0           ^^^^^^^^^^^^^^^^^^^^^
], thread: [45,0  File "/home/maximiliano/.cache/huggingface/modules/transformers_modules/cyan2k/molmo-7B-D-bnb-4bit/51097c4251a023d72485963c1ab69f3b6d6a1ec6/modeling_molmo.py", line 2466, in generate_from_batch
,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [46,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [47,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [48,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [49,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [50,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [51,0,0    out = super().generate(
] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
          ^^^^^^^^^^^^^^^^^
../aten/src/ATen/native/cuda/IndexKernel.cu  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
:92: operator(): block: [182,0,0], thread: [52,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
    return func(*args, **kwargs)
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0           ^^^^^^^^^^^^^^^^^^^^^
,0], thread: [53,0  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/transformers/generation/utils.py", line 2048, in generate
,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [54,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [55,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [56,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [57,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [58,0,0    result = self._sample(
] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu             ^^^^^^^^^^^^^
:92: operator()  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/transformers/generation/utils.py", line 3008, in _sample
: block: [182,0,0], thread: [59,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [60,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [61,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [62,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [182,0,0], thread: [63,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
    outputs = self(**model_inputs, return_dict=True)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1553, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1562, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/accelerate/hooks.py", line 170, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/.cache/huggingface/modules/transformers_modules/cyan2k/molmo-7B-D-bnb-4bit/51097c4251a023d72485963c1ab69f3b6d6a1ec6/modeling_molmo.py", line 2360, in forward
    outputs = self.model.forward(
              ^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/.cache/huggingface/modules/transformers_modules/cyan2k/molmo-7B-D-bnb-4bit/51097c4251a023d72485963c1ab69f3b6d6a1ec6/modeling_molmo.py", line 2199, in forward
    x, cache = block(x, attention_bias=attention_bias, position_ids=position_ids, drop_mask=response_mask, layer_past=layer_past, use_cache=use_cache)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1553, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1562, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/accelerate/hooks.py", line 170, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/.cache/huggingface/modules/transformers_modules/cyan2k/molmo-7B-D-bnb-4bit/51097c4251a023d72485963c1ab69f3b6d6a1ec6/modeling_molmo.py", line 679, in forward
    att, cache = self.attention(q, k, v, attention_bias, position_ids=position_ids, drop_mask=drop_mask, layer_past=layer_past, use_cache=use_cache)
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/.cache/huggingface/modules/transformers_modules/cyan2k/molmo-7B-D-bnb-4bit/51097c4251a023d72485963c1ab69f3b6d6a1ec6/modeling_molmo.py", line 366, in attention
    q, k = self.rotary_emb(q, k, position_ids=position_ids)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1553, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/Documents/development/molmo/molmo-7b-bnb-4bit/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1562, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/maximiliano/.cache/huggingface/modules/transformers_modules/cyan2k/molmo-7B-D-bnb-4bit/51097c4251a023d72485963c1ab69f3b6d6a1ec6/modeling_molmo.py", line 177, in forward
    pos_sin = pos_sin[0, 0][position_ids].view(
              ~~~~~~~~~~~~~^^^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.

[cyan2k]

Thanks for pointing out!

I will take a look!

[maxruby]

By the way, I calculated the memory requirements for molmo-7b, and I don't see why our 2x NVIDIA RTX A5000 GPUs (48 GB VRAM total) should not be sufficient for inference with molmo. Any comments on this?

[cyan2k]

In the small text they say "When performing inference, expect to add up to an additional 20%".

Explanation: Inference is a little bit more than just gradient calculation. All the token juggling and stuff needs some room too.

So it's probably a little bit too much unfortunately.

I tried with 3 PCs now, and can't seem to reproduce your error

Tomorrow I have access to a cuda 12.1 system. then I'll try again!

[maxruby]

Again, thanks for answering and testing so quickly :)

For your information, our server has CUDA version 12.2 so it would be nice to check that pytorch 12.1 is not the issue here.

GPU	Name	Persistence-M	Bus-Id	Disp.A	Volatile Uncorr. ECC	Fan	Temp	Perf	Pwr:Usage/Cap	Memory-Usage	GPU-Util	Compute M.	MIG M.
0	NVIDIA RTX A5000	On	00000000:01:00.0	Off	Off	30%	39C	P8	23W / 230W	12MiB / 24564MiB	0%	Default	N/A
1	NVIDIA RTX A5000	On	00000000:61:00.0	Off	Off	30%	35C	P8	16W / 230W	84MiB / 24564MiB	0%	Default	N/A

Having said that I could agree with you that perhaps this is due to insufficient allocation or incorrect use of GPU VRAM to support loading the tensors. The one thing I find confusing is that I am able to do inference without trouble using the following models on the same system via ollama:

• llama3.1:70b (30 GB VRAM)

Model                                          
    arch                llama                            
    parameters          70.6B                            
    quantization        Q4_0                             
    context length      131072                           
    embedding length    8192                             

• qwen2.5:72b-instruct (47 GB VRAM)

  Model                                                                 
  arch                qwen2                                                   
  parameters          72.7B                                                   
  quantization        Q4_K_M                                                  
  context length      32768                                                   
  embedding length    8192      

I wonder then what GPUs and VRAM are you using to run the molmo-7b Model here? Your information might be useful to compare and figure out if we are not fulfilling the minimal requirements.

Finally, is it also possible that the GPU VRAM workload is not distributed across GPUs when loading via pytorch due to some missing configuration?