[Bug]: openai.serving_chat tries to call _create_chat_logprobs when the output.text is empty #8988

CatherineSue · 2024-10-01T05:46:50Z

Your current environment

The output of `python send_llama3_128k.py`

Your output of `python send_llama3_128k.py` here

b'data: {"id":"chat-9307f8bb26c94c7ba34890b5b2db2707","object":"chat.completion.chunk","created":1727754209,"model":"vllm-model","choices":[{"index":0,"delta":{"role":"assistant"},"logprobs":null,"finish_reason":null}]}'
Request aborted due to an exception: Response ended prematurely

Model Input Dumps

server start command

# Version: vllm/vllm-openai:v0.6.2
# server:
docker run -tid --gpus \"device=0,1,2,3\" --shm-size 5g \
        -p 8081:8000 -v /mnt/data/models:/models \
        --ulimit nofile=65535:65535 \
        --name vllm-v0.6.2-llama3.1-70b-4gpus-128k \
        vllm/vllm-openai:v0.6.2 \
        --tensor-parallel-size=4 \
        --disable-log-requests \
        --model=/models/Meta-Llama-3.1-70B-Instruct \
        --enable-chunked-prefill \
        --served-model-name=vllm-model

The input prompt is too long and github doesn't support .py so I had to override it to .txt
send_llama3_128k.py.txt

🐛 Describe the bug

When I try to run the above script send_llama3_128k.py, the server raises an error:

ERROR:    Exception in ASGI application
Traceback (most recent call last):
  File "/usr/local/lib/python3.12/dist-packages/starlette/responses.py", line 257, in __call__
    await wrap(partial(self.listen_for_disconnect, receive))
  File "/usr/local/lib/python3.12/dist-packages/starlette/responses.py", line 253, in wrap
    await func()
  File "/usr/local/lib/python3.12/dist-packages/starlette/responses.py", line 230, in listen_for_disconnect
    message = await receive()
              ^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/dist-packages/uvicorn/protocols/http/httptools_impl.py", line 555, in receive
    await self.message_event.wait()
  File "/usr/lib/python3.12/asyncio/locks.py", line 212, in wait
    await fut
asyncio.exceptions.CancelledError: Cancelled by cancel scope 7fdb0f1c8950

  +-+---------------- 1 ----------------
    | Traceback (most recent call last):
    |   File "/usr/local/lib/python3.12/dist-packages/starlette/responses.py", line 253, in wrap
    |     await func()
    |   File "/usr/local/lib/python3.12/dist-packages/starlette/responses.py", line 242, in stream_response
    |     async for chunk in self.body_iterator:
    |   File "/usr/local/lib/python3.12/dist-packages/vllm/entrypoints/openai/serving_chat.py", line 408, in chat_completion_stream_generator
    |     logprobs = self._create_chat_logprobs(
    |                ^^^^^^^^^^^^^^^^^^^^^^^^^^^
    |   File "/usr/local/lib/python3.12/dist-packages/vllm/entrypoints/openai/serving_chat.py", line 777, in _create_chat_logprobs
    |     step_top_logprobs = top_logprobs[i]
    |                         ~~~~~~~~~~~~^^^
    | IndexError: list index out of range
    +------------------------------------

Upon debugging, I think the issue here is that for the first few chunks, the output.text is empty, aka '', output.logprobs is [], essentially there is no logprobs available.

I am uncertain why the output.text is empty, but here we should add a check, if the output.text is empty, we can skip create logprobs.

                    if output.text and request.logprobs and request.top_logprobs is not None:  # check output.text is not empty
                        assert output.logprobs is not None, (
                            "Did not output logprobs")
                        logprobs = self._create_chat_logprobs(
                            token_ids=output.token_ids,
                            top_logprobs=output.logprobs,
                            tokenizer=tokenizer,
                            num_output_top_logprobs=request.top_logprobs,
                        )
                    else:
                        logprobs = None

After adding the above line, the new output of python send_llama3_128k.py is:

b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"role":"assistant","content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":""},"logprobs":null,"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":"B"},"logprobs":{"content":[{"token":"B","logprob":-0.8135526776313782,"bytes":[66],"top_logprobs":[{"token":"B","logprob":-0.8135526776313782,"bytes":[66]},{"token":"The","logprob":-1.6885526180267334,"bytes":[84,104,101]},{"token":"This","logprob":-1.9385526180267334,"bytes":[84,104,105,115]},{"token":"**","logprob":-2.3135526180267334,"bytes":[42,42]},{"token":"Here","logprob":-2.8135526180267334,"bytes":[72,101,114,101]}]}]},"finish_reason":null}]}'
b'data: {"id":"chat-4c7bcc2aac344da2b71fa7c07460e4c2","object":"chat.completion.chunk","created":1727761213,"model":"vllm-model","choices":[{"index":0,"delta":{"content":"TS"},"logprobs":{"content":[{"token":"TS","logprob":-0.000028729025871143676,"bytes":[84,83],"top_logprobs":[{"token":"TS","logprob":-0.000028729025871143676,"bytes":[84,83]},{"token":"ts","logprob":-12.437528610229492,"bytes":[116,115]},{"token":" TS","logprob":-12.562528610229492,"bytes":[32,84,83]},{"token":" BTS","logprob":-13.062528610229492,"bytes":[32,66,84,83]},{"token":"IO","logprob":-13.437528610229492,"bytes":[73,79]}]}]},"finish_reason":null}]}'

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The text was updated successfully, but these errors were encountered:

ywang96 · 2024-10-01T06:51:12Z

This is an interesting bug, but I don't think adding output.text check here is the right way to fix it. If anything, we should probably build a check around token_ids.

Did you check what's in output.token_ids in this case? It seems to be a bigger issue that the model should have sampled something out but didn't.

CatherineSue · 2024-10-01T07:26:47Z

For the chunks with empty text, the token_ids list are quite long. It has 13834 elements. I checked that the output.token_ids here is the same as prompt_token_ids.
And this doesn't happen with non-streaming chat. So I wonder if this is due to some setting in streaming generator? That at the beginning, there is no sampling happening because the request is still in prefill stage.

INFO 10-01 07:22:42 serving_chat.py:405] token_ids: [128000, 128006, 9125, 128007, 271, 38766, 1303, 33025, 2696, 25, 6790, 220, 2366, 18, 198, 15724, 2696, 25, 220, 1627, 10263, 220, 2366, 19, 271, 128009, 128006, 882, 128007, 271, 3915, 27685, 11, 279, 1949, 83708, 198, 2520, 1023, 5829, 11, 1518, 83168, 320, 4338, 3042, 343, 4090, 4390, 33, 10155, 198, 33, 10155, 520, 279, 5929, 4783, 304, 220, 2366, 17, 320, 2414, 311, 1314, 1680, 650, 11, 50432, 74, 1982, 11, 11641, 258, 11, 31915, 11, 39611, 11, 622, 11529, 2862, 11, 323, 328, 38060, 198, 33, 10155, 520, 279, 5929, 4783, 304, 220, 2366, 17, 320, 2414, 311, 1314, 1680, 650, 11, 50432, 74, 1982, 11, 11641, 258, 11, 31915, 11, 39611, 11, 622, 11529, 2862, 11, 323, 328, 38060, 198, 8879, 2038, 198, 13699, 3967, 439, 1602, 63919, 53691, 30857, 198, 63919, 53691, 21533, 68, 2159, 276, 198, 56441, 279, 17952, 198, 45758, 16157, 16576, 70407, 198, 13601, 197, 1542, 11206, 11, 4987, 12126, 198, 88928, 1602, 42, 2320, 4880, 454, 2200, 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CatherineSue · 2024-10-01T08:09:39Z

Did a bit deep dive, when in streaming and for the first few chunks with empty generation, it executes this line: https://github.com/vllm-project/vllm/blob/main/vllm/sequence.py#L531. It returns the cached_token_ids, and with num_new_tokens=0, it just returns the prompt_token_ids. Not sure if this is the right behavior tho.

CatherineSue · 2024-10-02T03:14:43Z

@njhill I tried to change https://github.com/vllm-project/vllm/blob/main/vllm/sequence.py#L531 to:

        if num_new_tokens == 0:
            return []

        return self.data._cached_all_token_ids[-num_new_tokens:]

It fixed both logprobs and the completion_tokens usage info issue I mentioned.

But I don't think it is the correct fix. Since the logic there seems tricky. Kindly ask for your input. Thanks!

njhill · 2024-10-02T17:23:13Z

@CatherineSue sorry for the delay, I will look at this today.

njhill · 2024-10-02T21:11:20Z

@njhill I tried to change https://github.com/vllm-project/vllm/blob/main/vllm/sequence.py#L531 to:
        if num_new_tokens == 0:
            return []

        return self.data._cached_all_token_ids[-num_new_tokens:]
It fixed both logprobs and the completion_tokens usage info issue I mentioned.

But I don't think it is the correct fix. Since the logic there seems tricky. Kindly ask for your input. Thanks!

@CatherineSue actually this is the correct fix I think! This is why negative indexing is a bit precarious.

Would you like to open another PR with this? It would be great to have a unit test for this case too.

Thanks for finding the bug.

CatherineSue · 2024-10-03T02:51:50Z

@njhill thank you for verifying. Opened a PR.

CatherineSue added the bug Something isn't working label Oct 1, 2024

CatherineSue mentioned this issue Oct 1, 2024

[Bugfix] Fix IndexError when output.logprobs is [] #8989

Closed

njhill self-assigned this Oct 1, 2024

CatherineSue mentioned this issue Oct 3, 2024

[Bugfix] Fix vLLM UsageInfo and logprobs None AssertionError with empty token_ids #9034

Merged

simon-mo closed this as completed in #9034 Oct 15, 2024

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[Bug]: openai.serving_chat tries to call _create_chat_logprobs when the output.text is empty #8988

[Bug]: openai.serving_chat tries to call _create_chat_logprobs when the output.text is empty #8988

CatherineSue commented Oct 1, 2024

ywang96 commented Oct 1, 2024 •

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njhill commented Oct 2, 2024

njhill commented Oct 2, 2024

CatherineSue commented Oct 3, 2024

[Bug]: openai.serving_chat tries to call _create_chat_logprobs when the output.text is empty #8988

[Bug]: openai.serving_chat tries to call _create_chat_logprobs when the output.text is empty #8988

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CatherineSue commented Oct 1, 2024

Your current environment

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