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Originally created by @jkfnc on GitHub (Feb 16, 2024).
Original GitHub issue: https://github.com/ollama/ollama/issues/2543
Originally assigned to: @mxyng on GitHub.
Ollama crashes when tried with this for llava
What's in this image? C:\Users\test\Downloads\pexels-oleksandr-p-321552.jpg
@jmorganca commented on GitHub (Feb 16, 2024):
Hi there, would it be possible to share your machine specs? Thanks so much!
@jmorganca commented on GitHub (Feb 16, 2024):
If you have the an image handy as well that causes the crash, that will help us debug.
@jkfnc commented on GitHub (Feb 16, 2024):
Systeminfo:
ystem Type: x64-based PC
OS Name: Microsoft Windows 10 Pro for Workstations
OS Version: 10.0.19045 N/A Build 19045
Processor(s): 2 Processor(s) Installed.
[01]: Intel64 Family 6 Model 85 Stepping 7 GenuineIntel ~2295 Mhz
[02]: Intel64 Family 6 Model 85 Stepping 7 GenuineIntel ~2295 Mhz
Windows Directory: C:\Windows
System Directory: C:\Windows\system32
Boot Device: \Device\HarddiskVolume2
Total Physical Memory: 270,039 MB
Available Physical Memory: 254,649 MB
Virtual Memory: Max Size: 308,951 MB
Virtual Memory: Available: 292,091 MB
Virtual Memory: In Use: 16,860 MB
nvidia-smi:
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 528.89 Driver Version: 528.89 CUDA Version: 12.0 |
|-------------------------------+----------------------+----------------------+
| GPU Name TCC/WDDM | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 Quadro RTX 4000 WDDM | 00000000:2D:00.0 On | N/A |
| 30% 36C P8 10W / 125W | 371MiB / 8192MiB | 6% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
link to image:
https://c4.wallpaperflare.com/wallpaper/269/758/332/funny-cats-wallpaper-preview.jpg
Command:
PS C:\Users\test> ollama run llava:34b
Server Log:
[GIN] 2024/02/16 - 12:55:51 | 200 | 14.3987587s | 127.0.0.1 | POST "/api/chat"
[1708106151] all slots are idle and system prompt is empty, clear the KV cache
time=2024-02-16T12:56:03.377-05:00 level=DEBUG source=prompt.go:175 msg="prompt now fits in context window" required=796 window=2048
time=2024-02-16T12:56:03.377-05:00 level=DEBUG source=routes.go:1205 msg="chat handler" prompt="<|im_start|>system\n<|im_end|>\n<|im_start|>user\nWhats in this image ? [img-0]<|im_end|>\n<|im_start|>assistant\n" images=1
time=2024-02-16T12:56:03.377-05:00 level=INFO source=dyn_ext_server.go:166 msg="loaded 1 images"
[1708106163] slot 0 - loaded image
[1708106163] slot 0 is processing [task id: 0]
[1708106163] slot 0 : kv cache rm - [0, end)
[1708106163] slot 0 - encoding image [id: 0]
CUDA error: out of memory
current device: 0, in function ggml_cuda_pool_malloc_vmm at C:\Users\jeff\git\ollama\llm\llama.cpp\ggml-cuda.cu:7834
cuMemSetAccess(g_cuda_pool_addr[device] + g_cuda_pool_size[device], reserve_size, &access, 1)
GGML_ASSERT: C:\Users\jeff\git\ollama\llm\llama.cpp\ggml-cuda.cu:241: !"CUDA error"
clip_model_load: model name: openai/clip-vit-large-patch14-336
clip_model_load: description: image encoder for LLaVA
clip_model_load: GGUF version: 3
clip_model_load: alignment: 32
clip_model_load: n_tensors: 377
clip_model_load: n_kv: 19
clip_model_load: ftype: f16
clip_model_load: loaded meta data with 19 key-value pairs and 377 tensors from C:\Users\test.ollama\models\blobs\sha256-83720bd8438ccdc910deba5efbdc3340820b29258d94a7a60d1addc9a1b5f095
clip_model_load: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
clip_model_load: - kv 0: general.architecture str = clip
clip_model_load: - kv 1: clip.has_text_encoder bool = false
clip_model_load: - kv 2: clip.has_vision_encoder bool = true
clip_model_load: - kv 3: clip.has_llava_projector bool = true
clip_model_load: - kv 4: general.file_type u32 = 1
clip_model_load: - kv 5: general.name str = openai/clip-vit-large-patch14-336
clip_model_load: - kv 6: general.description str = image encoder for LLaVA
clip_model_load: - kv 7: clip.projector_type str = mlp
clip_model_load: - kv 8: clip.vision.image_size u32 = 336
clip_model_load: - kv 9: clip.vision.patch_size u32 = 14
clip_model_load: - kv 10: clip.vision.embedding_length u32 = 1024
clip_model_load: - kv 11: clip.vision.feed_forward_length u32 = 4096
clip_model_load: - kv 12: clip.vision.projection_dim u32 = 768
clip_model_load: - kv 13: clip.vision.attention.head_count u32 = 16
clip_model_load: - kv 14: clip.vision.attention.layer_norm_epsilon f32 = 0.000010
clip_model_load: - kv 15: clip.vision.block_count u32 = 23
clip_model_load: - kv 16: clip.vision.image_mean arr[f32,3] = [0.481455, 0.457828, 0.408211]
clip_model_load: - kv 17: clip.vision.image_std arr[f32,3] = [0.268630, 0.261303, 0.275777]
clip_model_load: - kv 18: clip.use_gelu bool = false
clip_model_load: - type f32: 235 tensors
clip_model_load: - type f16: 142 tensors
clip_model_load: CLIP using CUDA backend
clip_model_load: text_encoder: 0
clip_model_load: vision_encoder: 1
clip_model_load: llava_projector: 1
clip_model_load: model size: 667.51 MB
clip_model_load: metadata size: 0.14 MB
clip_model_load: params backend buffer size = 667.51 MB (377 tensors)
clip_model_load: compute allocated memory: 33.75 MB
@chiragv24 commented on GitHub (Mar 6, 2024):
did anyone manage to find a solution to this bug?
thanks
@hoyyeva commented on GitHub (Mar 11, 2024):
cc @jmorganca @dhiltgen
@dhiltgen commented on GitHub (Mar 11, 2024):
Unfortunately it looks like our memory prediction algorithm didn't work correctly for this setup and we attempted to load too many layers into the GPU and it ran out of VRAM. We're continuing to improve our calculations to avoid this.
In the next release (0.1.29) we'll be adding a new setting that can allow you to set a lower VRAM setting to workaround this type of crash until we get the prediction logic fixed.
OLLAMA_MAX_VRAM=<bytes>For example, I believe your GPUs is an 8G card, so you could start with 7G and experiment until you find a setting that loads the as many layers as possible without hitting the OOM crash.OLLAMA_MAX_VRAM=7516192768@jmorganca commented on GitHub (May 10, 2024):
Hi this should be improved now – memory estimation for image Llava models is much more accurate – please let me know if you're still seeing OOM errors.