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max_tokens is None leads to internal server error

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#983 4 commenti 1 reazione 0 assegnatari Vedi su GitHub

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Valutazione

Difficoltà
2/5
Tempo stimato
1-3 ore
Idoneità per principianti
65/100
Tipo di issue
Bug
Chiarezza
Specificata chiaramente
Stato di attività
Ferma
Stack tecnologico
python

Direzione di ricerca

L'errore si verifica in llama_cpp/server/app.py alla riga 209, nella funzione context_length_exceeded, dove completion_tokens è None quando max_tokens non è impostato. Inizia esaminando il flusso di gestione degli errori in app.py intorno alla riga 209 e la funzione create_chat_completion. Controlla come viene ricavato completion_tokens quando max_tokens è None. La correzione probabilmente consiste nell'aggiungere un controllo su None o nell'impostare un valore predefinito per completion_tokens prima dell'addizione. Avvia il server e riproduci l'errore con una richiesta che superi la finestra di contesto senza max_tokens per verificare la correzione.

Scritto dal modello di indicizzazione a partire dal testo della issue.

Descrizione

bug

Prerequisites

Please answer the following questions for yourself before submitting an issue.

  • I am running the latest code. Development is very rapid so there are no tagged versions as of now.
  • I carefully followed the README.md.
  • I searched using keywords relevant to my issue to make sure that I am creating a new issue that is not already open (or closed).
  • I reviewed the Discussions, and have a new bug or useful enhancement to share.

Expected Behavior

When a large query, comes in and max_tokens is not set but the model still fails with token limit exceeded this should be reflected in the error response.

Current Behavior

When the input tokens are too big, in the error handling another error happens, due to line 209 in app.py which combines the None of completion_tokens with the prompt_tokens:
completion_tokens + prompt_tokens
Essentially completion_tokens should be checked for None in the function or set a non None value for the max_tokens number

Environment and Context

Irrelevant

  • Physical (or virtual) hardware you are using, e.g. for Linux:

Irrelevant

  • Operating System, e.g. for Linux:

Irrelevant

  • SDK version, e.g. for Linux:

Irrelevant

Failure Information (for bugs)

Please help provide information about the failure if this is a bug. If it is not a bug, please remove the rest of this template.

Steps to Reproduce

Spin up a llamacpp server
Send a request with more than ~2048 tokens without specifying a max_tokens parameter

Failure Logs

INFO:     130.233.8.131:0 - "POST /v1/chat/completions HTTP/1.0" 500 Internal Server Error
ERROR:    Exception in ASGI application
Traceback (most recent call last):
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/server/app.py", line 304, in custom_route_handler
    response = await original_route_handler(request)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/fastapi/routing.py", line 274, in app
    raw_response = await run_endpoint_function(
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/fastapi/routing.py", line 191, in run_endpoint_function
    return await dependant.call(**values)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/server/app.py", line 852, in create_chat_completion
    first_response = await run_in_threadpool(next, iterator_or_completion)
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/starlette/concurrency.py", line 41, in run_in_threadpool
    return await anyio.to_thread.run_sync(func, *args)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/anyio/to_thread.py", line 33, in run_sync
    return await get_asynclib().run_sync_in_worker_thread(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/anyio/_backends/_asyncio.py", line 877, in run_sync_in_worker_thread
    return await future
           ^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/anyio/_backends/_asyncio.py", line 807, in run
    result = context.run(func, *args)
             ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/llama_chat_format.py", line 222, in _convert_text_completion_chunks_to_chat
    for i, chunk in enumerate(chunks):
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/llama.py", line 1415, in _create_completion
    raise ValueError(
ValueError: Requested tokens (6692) exceed context window of 2048

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.12/site-packages/uvicorn/protocols/http/h11_impl.py", line 408, in run_asgi
    result = await app(  # type: ignore[func-returns-value]
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/uvicorn/middleware/proxy_headers.py", line 84, in __call__
    return await self.app(scope, receive, send)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/fastapi/applications.py", line 1106, in __call__
    await super().__call__(scope, receive, send)
  File "/usr/local/lib/python3.12/site-packages/starlette/applications.py", line 122, in __call__
    await self.middleware_stack(scope, receive, send)
  File "/usr/local/lib/python3.12/site-packages/starlette/middleware/errors.py", line 184, in __call__
    raise exc
  File "/usr/local/lib/python3.12/site-packages/starlette/middleware/errors.py", line 162, in __call__
    await self.app(scope, receive, _send)
  File "/usr/local/lib/python3.12/site-packages/starlette/middleware/cors.py", line 83, in __call__
    await self.app(scope, receive, send)
  File "/usr/local/lib/python3.12/site-packages/starlette_context/middleware/raw_middleware.py", line 92, in __call__
    await self.app(scope, receive, send_wrapper)
  File "/usr/local/lib/python3.12/site-packages/starlette/middleware/exceptions.py", line 79, in __call__
    raise exc
  File "/usr/local/lib/python3.12/site-packages/starlette/middleware/exceptions.py", line 68, in __call__
    await self.app(scope, receive, sender)
  File "/usr/local/lib/python3.12/site-packages/fastapi/middleware/asyncexitstack.py", line 20, in __call__
    raise e
  File "/usr/local/lib/python3.12/site-packages/fastapi/middleware/asyncexitstack.py", line 17, in __call__
    await self.app(scope, receive, send)
  File "/usr/local/lib/python3.12/site-packages/starlette/routing.py", line 718, in __call__
    await route.handle(scope, receive, send)
  File "/usr/local/lib/python3.12/site-packages/starlette/routing.py", line 276, in handle
    await self.app(scope, receive, send)
  File "/usr/local/lib/python3.12/site-packages/starlette/routing.py", line 66, in app
    response = await func(request)
               ^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/server/app.py", line 334, in custom_route_handler
    ) = self.error_message_wrapper(error=exc, body=body)
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/server/app.py", line 283, in error_message_wrapper
    return callback(body, match)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/usr/local/lib/python3.12/site-packages/llama_cpp/server/app.py", line 209, in context_length_exceeded
    completion_tokens + prompt_tokens,
    ~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~
TypeError: unsupported operand type(s) for +: 'NoneType' and 'int'

Lingua principale
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PR unite (30g)
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