[Bug] Serve OpenAI VLM With GLM-4V Doesn't Accept Base64 Encoded Images

[iamthemulti]

Checklist

• [X] 1. I have searched related issues but cannot get the expected help.
• [X] 2. The bug has not been fixed in the latest version.
• [x] 3. Please note that if the bug-related issue you submitted lacks corresponding environment info and a minimal reproducible demo, it will be challenging for us to reproduce and resolve the issue, reducing the likelihood of receiving feedback.

Describe the bug

Using the lmdeploy docker container, I quantized GLM-4V with this command:

lmdeploy lite auto_awq THUDM/glm-4v-9b --calib-seqlen 1024 --work-dir models/glm-4v-9b-awq-128

Then I served with this command:

lmdeploy serve api_server ./models/glm-4v-9b-awq-128

I can successfully describe images from a URL however when slightly modify the sample presented here to use a base64 encoding instead:

from openai import OpenAI
import base64

# Function to encode the image
def encode_image(image_path):
  with open(image_path, "rb") as image_file:
    return base64.b64encode(image_file.read()).decode('utf-8')

# Path to your image
image_path = "/path/to/file.jpeg"

# Getting the base64 string
base64_image = encode_image(image_path)

client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')
model_name = client.models.list().data[0].id
response = client.chat.completions.create(
    model=model_name,
    messages=[{
        'role':
        'user',
        'content': [{
            'type': 'text',
            'text': 'Describe the image please',
        }, {
            'type': 'image_url',
            'image_url': {
                'url':
                f"data:image/jpeg;base64,{base64_image}",
            },
        }],
    }],
    temperature=0.8,
    top_p=0.8)
print(response)

The following error occurs:

lmdeploy - ERROR - async_engine.py:548 - run out of tokens. session_id=24.

I noticed when testing requests that download images from the internet that they incorporate the actual URL itself as tokens in the LLM context, I hypothesize that the same is happening with the base64 string, where it should only be passed to the vision part.

Reproduction

from openai import OpenAI
import base64

# Function to encode the image
def encode_image(image_path):
  with open(image_path, "rb") as image_file:
    return base64.b64encode(image_file.read()).decode('utf-8')

# Path to your image
image_path = "/path/to/file.jpeg"

# Getting the base64 string
base64_image = encode_image(image_path)

client = OpenAI(api_key='YOUR_API_KEY', base_url='http://0.0.0.0:23333/v1')
model_name = client.models.list().data[0].id
response = client.chat.completions.create(
    model=model_name,
    messages=[{
        'role':
        'user',
        'content': [{
            'type': 'text',
            'text': 'Describe the image please',
        }, {
            'type': 'image_url',
            'image_url': {
                'url':
                f"data:image/jpeg;base64,{base64_image}",
            },
        }],
    }],
    temperature=0.8,
    top_p=0.8)
print(response)

Environment

root@4cc4e94bfb09:/opt/lmdeploy# lmdeploy check_env
sys.platform: linux
Python: 3.10.12 (main, Sep 11 2024, 15:47:36) [GCC 11.4.0]
CUDA available: True
MUSA available: False
numpy_random_seed: 2147483648
GPU 0: NVIDIA GeForce RTX 3090
CUDA_HOME: /usr/local/cuda
NVCC: Cuda compilation tools, release 12.4, V12.4.131
GCC: x86_64-linux-gnu-gcc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0
PyTorch: 2.3.1+cu121
PyTorch compiling details: PyTorch built with:
  - GCC 9.3
  - C++ Version: 201703
  - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications
  - Intel(R) MKL-DNN v3.3.6 (Git Hash 86e6af5974177e513fd3fee58425e1063e7f1361)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - LAPACK is enabled (usually provided by MKL)
  - NNPACK is enabled
  - CPU capability usage: AVX2
  - CUDA Runtime 12.1
  - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90
  - CuDNN 8.9.2
  - Magma 2.6.1
  - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=2.3.1, USE_CUDA=ON, USE_CUDNN=ON, USE_CUSPARSELT=1, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_GLOO=ON, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, 

TorchVision: 0.18.0+cu121
LMDeploy: 0.6.1+
transformers: 4.45.1
gradio: 4.44.0
fastapi: 0.115.0
pydantic: 2.9.2
triton: 2.3.1
NVIDIA Topology: 
        GPU0    CPU Affinity    NUMA Affinity   GPU NUMA ID
GPU0     X      0-31    0               N/A

Legend:

  X    = Self
  SYS  = Connection traversing PCIe as well as the SMP interconnect between NUMA nodes (e.g., QPI/UPI)
  NODE = Connection traversing PCIe as well as the interconnect between PCIe Host Bridges within a NUMA node
  PHB  = Connection traversing PCIe as well as a PCIe Host Bridge (typically the CPU)
  PXB  = Connection traversing multiple PCIe bridges (without traversing the PCIe Host Bridge)
  PIX  = Connection traversing at most a single PCIe bridge
  NV#  = Connection traversing a bonded set of # NVLinks

### Error traceback

```Shell
`
lmdeploy - ERROR - async_engine.py:548 - run out of tokens. session_id=24.
`

[irexyc]

Could you turn on the log by lmdeploy serve api_server ./models/glm-4v-9b-awq-128 --log-level INFO and paste the server log when the problem happends.

I use my local image and the problem does happen. You can also upload the image which could repeoduce the problem.

[iamthemulti]

@irexyc

Any image will do, I pulled one off of google, as long as it is saved and loaded in a file path. Here is as much of the error message as I can get:

EDIT, here is what happens just before:

root@4cc4e94bfb09:/opt/lmdeploy# head -26 log.txt
2024-10-09 05:45:24,855 - lmdeploy - WARNING - archs.py:57 - Try to run with pytorch engine because `./models/glm-4v-9b-awq-128` is not explicitly supported by lmdeploy. 
2024-10-09 05:45:24,858 - lmdeploy - INFO - async_engine.py:142 - input backend=pytorch, backend_config=PytorchEngineConfig(dtype='auto', tp=1, session_len=None, max_batch_size=128, cache_max_entry_count=0.8, prefill_interval=16, block_size=64, num_cpu_blocks=0, num_gpu_blocks=0, adapters=None, max_prefill_token_num=8192, thread_safe=False, enable_prefix_caching=False, device_type='cuda', eager_mode=False, custom_module_map=None, download_dir=None, revision=None)
2024-10-09 05:45:24,858 - lmdeploy - INFO - async_engine.py:144 - input chat_template_config=None
2024-10-09 05:45:24,863 - lmdeploy - INFO - async_engine.py:154 - updated chat_template_onfig=ChatTemplateConfig(model_name='glm4', system=None, meta_instruction=None, eosys=None, user=None, eoh=None, assistant=None, eoa=None, separator=None, capability=None, stop_words=None)
2024-10-09 05:45:25,218 - lmdeploy - INFO - __init__.py:98 - Checking environment for PyTorch Engine.
2024-10-09 05:45:25,550 - lmdeploy - WARNING - __init__.py:73 - Engine has not been tested on triton>2.2.0.
2024-10-09 05:45:26,239 - lmdeploy - INFO - __init__.py:221 - Checking model.
2024-10-09 05:45:26,239 - lmdeploy - WARNING - __init__.py:146 - LMDeploy requires transformers version: [4.33.0 ~ 4.44.1], but found version: 4.45.1
2024-10-09 05:45:27,320 - lmdeploy - INFO - model_agent.py:246 - build model.
2024-10-09 05:45:27,487 - lmdeploy - INFO - model_agent.py:248 - loading weights.
2024-10-09 05:45:27,489 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00004-of-00009.bin"
2024-10-09 05:45:27,702 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00007-of-00009.bin"
2024-10-09 05:45:27,811 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00005-of-00009.bin"
2024-10-09 05:45:27,847 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00008-of-00009.bin"
2024-10-09 05:45:27,886 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00003-of-00009.bin"
2024-10-09 05:45:28,206 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00009-of-00009.bin"
2024-10-09 05:45:28,310 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00002-of-00009.bin"
2024-10-09 05:45:28,704 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00006-of-00009.bin"
2024-10-09 05:45:28,861 - lmdeploy - INFO - model_weight_loader.py:152 - loading weights - "pytorch_model-00001-of-00009.bin"
2024-10-09 05:45:29,381 - lmdeploy - INFO - model_agent.py:250 - loading adapters.
2024-10-09 05:45:29,383 - lmdeploy - INFO - cache_engine.py:36 - build CacheEngine with config:CacheConfig(max_batches=128, block_size=64, num_cpu_blocks=409, num_gpu_blocks=2917, window_size=-1, cache_max_entry_count=0.8, max_prefill_token_num=8192, enable_prefix_caching=False)
2024-10-09 05:45:30,574 - lmdeploy - INFO - async_engine.py:168 - updated backend_config=PytorchEngineConfig(dtype='auto', tp=1, session_len=None, max_batch_size=128, cache_max_entry_count=0.8, prefill_interval=16, block_size=64, num_cpu_blocks=0, num_gpu_blocks=0, adapters=None, max_prefill_token_num=8192, thread_safe=False, enable_prefix_caching=False, device_type='cuda', eager_mode=False, custom_module_map=None, download_dir=None, revision=None)
HINT:    Please open http://0.0.0.0:7875 in a browser for detailed api usage!!!
HINT:    Please open http://0.0.0.0:7875 in a browser for detailed api usage!!!
HINT:    Please open http://0.0.0.0:7875 in a browser for detailed api usage!!!
INFO:     192.168.4.153:43270 - "GET /v1/models HTTP/1.1" 200 OK

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2024-10-09 05:40:58,271 - lmdeploy - INFO - async_engine.py:527 - session_id=1, history_tokens=0, input_tokens=791226, max_new_tokens=None, seq_start=True, seq_end=True, step=0, prep=True
2024-10-09 05:40:58,271 - lmdeploy - ERROR - async_engine.py:548 - run out of tokens. session_id=1.
INFO:     192.168.4.153:40390 - "POST /v1/chat/completions HTTP/1.1" 200 OK

[iamthemulti]

Here I was able to capture it while running --log-level DEBUG if that helps log.txt

[irexyc]

Please compare the config.json file in models/glm-4v-9b-awq-128 with original THUDM/glm-4v-9b. It seems the server start a llm engine other than vlm engine. And according to the log, I don't think you will get the correct result with URL and models/glm-4v-9b-awq-128.

Please check these lines, the serve shoud start with VLAsyncEngine instead of AsyncEngine https://github.com/InternLM/lmdeploy/blob/main/lmdeploy/api.py#L72 https://github.com/InternLM/lmdeploy/blob/main/lmdeploy/archs.py#L130

[iamthemulti]

Here is the config for the unquantized model: orig_config.json

Here is the config for the lmdeploy AWQ model: config.json

I changed architectures from ChatGLMForConditionalGeneration to be ChatGLMModel, and ran serve. It now actually uses my GPU during a request, however ends with an internal server error: 500.txt

[irexyc]

Sorry for late reply.

According to your log, issue it not related to base64 format, it should be caused by insufficient cuda memory. I can repeoduce this problem with low gpu memory restriction.

[iamthemulti]

Thanks for taking a look. This being a VRAM issue seems unusual considering I can run inference on this image successfully using the sample code in the GLM-4V repo, and it doesn't come anywhere close to the 24GB VRAM limit I have when loaded in 4bit.

Edit: Also, when I pass the image using the internet url (instead of base64 encoded) I can successfully perform inference, suggesting that the issue lies specifically with loading the image via base64.