InternLM / lmdeploy

LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
https://lmdeploy.readthedocs.io/en/latest/
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[Bug] Using the turbomind engine, prompting more than 10k tokens will result in garbage output. #1896

Open dafu-wu opened 5 months ago

dafu-wu commented 5 months ago

Checklist

Describe the bug

model: zephyr_7b engine: turbomind The shorter prompt test is normal, the test result of more than 10k tokens is garbage output, the stop reason is “length”, and the delay is very large.

Reproduction

As above

Environment

sys.platform: linux
Python: 3.8.10 (default, Nov 22 2023, 10:22:35) [GCC 9.4.0]
CUDA available: True
MUSA available: False
numpy_random_seed: 2147483648
GPU 0,1,2,3: NVIDIA A100-PCIE-40GB
CUDA_HOME: /usr/local/cuda
NVCC: Cuda compilation tools, release 11.8, V11.8.89
GCC: x86_64-linux-gnu-gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0
PyTorch: 2.1.0+cu118
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 v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - LAPACK is enabled (usually provided by MKL)
  - NNPACK is enabled
  - CPU capability usage: AVX512
  - CUDA Runtime 11.8
  - 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_37,code=sm_37;-gencode;arch=compute_90,code=sm_90
  - CuDNN 8.7
  - Magma 2.6.1
  - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.8, CUDNN_VERSION=8.7.0, 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 -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF,

TorchVision: 0.16.0+cu118
LMDeploy: 0.4.2+eb3125a
transformers: 4.41.2
gradio: 3.50.2
fastapi: 0.111.0
pydantic: 2.7.4
triton: 2.1.0

Error traceback

No response

lvhan028 commented 5 months ago

Can you share the reproducible code?

lzhangzz commented 5 months ago

It seems that Zephyr 7B supports 8k context length.

dafu-wu commented 5 months ago

@lzhangzz We support 16k content length through finetuning, which can work normally in vllm

dafu-wu commented 5 months ago

Can you share the reproducible code?

@lvhan028 Sorry, because the model and test data contain sensitive data, we cannot share it. Our test is to start the openai api-server through the latest docker image. output like this: 1.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n 18.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n1 1.\n\n opportunities.\n pipeline, 1.\n 1.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n contact with the 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not................'.... is3\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n.'.... will. will. not. in is. is\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n3\n3\n\n\n3\n\n\n\n\n\n3\n\n\n\n\n\n\n\n3\n3\n3\n3\n3\n3\n3\n3\n3\n\n\n3\n3\n3\n3\n3\n\n\n\n\n3\n3\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n3\n3\n3\n3\n\n\n\n\n\n3\n3\n\n\n\n\n\n3\n3\n3\n\n3\n3\n3\n3\n3\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n3\n3\n\n3\n3\n3\n\n3\n3\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n3\n\n\n\n\n\n\n3\n\n\n\n\n3\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n could\n that\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n to that\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n.\n\n\n\n\n. that\n. and\n\n\n is\n\n\n\n\n\n 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lvhan028 commented 5 months ago

Can you share the config.json?

lvhan028 commented 5 months ago

Oh, what's the chat template of the Zephyr 7B like? I am afraid it's due to its chat template not being registered to lmdeploy's chat template registry

dafu-wu commented 5 months ago

@lvhan028 { "model_name": "xxx", "system": "xxx", "meta_instruction": "", "eosys": " ", "user": "User: ", "eoh": " ", "assistant": "Assistant:", "eoa": "", "separator": "</s>", "capability": "chat", "stop_words": ["</s>"] }

startup.sh: lmdeploy serve api_server /models --model-name=zephyr --chat-template=xxx.json --session-len=16384

lvhan028 commented 5 months ago

log_level设置为INFO,可以看到拼接后的prompt和token_ids。可以拿来和vllm的对比下,我感觉是没有设置对对话模板

dafu-wu commented 5 months ago

@lvhan028 I conducted a comparative test and the prompts of the two are the same.

lvhan028 commented 5 months ago

Can https://huggingface.co/HuggingFaceH4/zephyr-7b-beta be used to reproduce your issue?

dafu-wu commented 5 months ago

@lvhan028 Can be reproduced

dafu-wu commented 5 months ago

@lvhan028 I wonder if there is a bug when fetching the kv cache. For more than 10000 tokens ,continue to generate tokens until the maximum sension_len is reached. @lzhangzz

lvhan028 commented 5 months ago

The architecture of zephyr-7b-beta is MistralForCausalLM. Turbomind engine doesn't support slide window attention. According to the following config, I am afraid the generation result is not right when the session_len is over 4096:

{
  "_name_or_path": "HuggingFaceH4/zephyr-7b-beta",
  "architectures": [
    "MistralForCausalLM"
  ],
  "bos_token_id": 1,
  "eos_token_id": 2,
  "hidden_act": "silu",
  "hidden_size": 4096,
  "initializer_range": 0.02,
  "intermediate_size": 14336,
  "max_position_embeddings": 32768,
  "model_type": "mistral",
  "num_attention_heads": 32,
  "num_hidden_layers": 32,
  "num_key_value_heads": 8,
  "pad_token_id": 2,
  "rms_norm_eps": 1e-05,
  "rope_theta": 10000.0,
  "sliding_window": 4096,
  "tie_word_embeddings": false,
  "torch_dtype": "bfloat16",
  "transformers_version": "4.35.0",
  "use_cache": true,
  "vocab_size": 32000
}
dafu-wu commented 5 months ago

@lvhan028 I don't think so, I used llama2-13b for testing, and the output was {"role":"assistant","content":"None"}.still garbage output.

{"id":"202","object":"chat.completion","created":1720158256,"model":"llama2","choices":[{"index":0,"message":{"role":"assistant","content":"None"},"logprobs":null,"finish_reason":"stop"}],"usage":{"prompt_tokens":13603,"total_tokens":13604,"completion_tokens":1}}

Or

{"role":"assistant","content":"OOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOttotOttotOttotOOOOOttotOOttotOttotOttotOttotO////tOMDbOttotOMDbOttotOttotOttotOttotOttotOttotOttotOttotOOOOOOOOOOOOOOOOOOOOOOOttotO////tO////tOtOtOttotOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOttotOtOttotOttotOtOtOtOttotOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOttotOtOtOtOtOtOttotOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOtOt"}

dafu-wu commented 4 months ago

@lvhan028 Can you help confirm this issue?

lvhan028 commented 4 months ago

Sorry, @dafu-wu I am busy with a survey. @AllentDan Do you have time to investigate this issue. According to the log, as far as I remember, llama2-13b doesn't support a context window with size > 4096

dafu-wu commented 4 months ago

@lvhan028 @AllentDan lmdeploy does not support inference of models that extend the context length after finetuning?

lvhan028 commented 4 months ago

It supports. Since we cannot access your model, even the model config.json file, it's hard for us to do a comparison check with transformers. Would you mind debugging yourself? You can open the debug level, getting the input tokens, and output logits. And compare them to transformers input and output

lvhan028 commented 4 months ago

So, llama2-13b isn't the official model, is it?

dafu-wu commented 4 months ago

@lvhan028 yes, this issue is similar to https://github.com/InternLM/lmdeploy/issues/883

dafu-wu commented 4 months ago

It supports. Since we cannot access your model, even the model config.json file, it's hard for us to do a comparison check with transformers. Would you mind debugging yourself? You can open the debug level, getting the input tokens, and output logits. And compare them to transformers input and output

@lvhan028 Ok, I will do it, what do similarities and differences mean after comparison?