lorax
lorax copied to clipboard
Fix `--compile`
trafficstars
Using --compile option on the main branch is currently broken. I've fixed the first issue, but this just leads to the next issue, which we need to debug, and changes the API of a core function used in all models. The command to repro is lorax-launcher --model-id 'mistralai/Mistral-7B-v0.1' --adapter-id 'predibase/conllpp' --compile and the error is
File "/opt/conda/bin/lorax-server", line 8, in <module>
sys.exit(app())
File "/opt/conda/lib/python3.10/site-packages/typer/main.py", line 311, in __call__
return get_command(self)(*args, **kwargs)
File "/opt/conda/lib/python3.10/site-packages/click/core.py", line 1157, in __call__
return self.main(*args, **kwargs)
File "/opt/conda/lib/python3.10/site-packages/typer/core.py", line 778, in main
return _main(
File "/opt/conda/lib/python3.10/site-packages/typer/core.py", line 216, in _main
rv = self.invoke(ctx)
File "/opt/conda/lib/python3.10/site-packages/click/core.py", line 1688, in invoke
return _process_result(sub_ctx.command.invoke(sub_ctx))
File "/opt/conda/lib/python3.10/site-packages/click/core.py", line 1434, in invoke
return ctx.invoke(self.callback, **ctx.params)
File "/opt/conda/lib/python3.10/site-packages/click/core.py", line 783, in invoke
return __callback(*args, **kwargs)
File "/opt/conda/lib/python3.10/site-packages/typer/main.py", line 683, in wrapper
return callback(**use_params) # type: ignore
File "/usr/src/lorax/server/lorax_server/cli.py", line 87, in serve
server.serve(
File "/usr/src/lorax/server/lorax_server/server.py", line 402, in serve
asyncio.run(
File "/opt/conda/lib/python3.10/asyncio/runners.py", line 44, in run
return loop.run_until_complete(main)
File "/opt/conda/lib/python3.10/asyncio/base_events.py", line 636, in run_until_complete
self.run_forever()
File "/opt/conda/lib/python3.10/asyncio/base_events.py", line 603, in run_forever
self._run_once()
File "/opt/conda/lib/python3.10/asyncio/base_events.py", line 1909, in _run_once
handle._run()
File "/opt/conda/lib/python3.10/asyncio/events.py", line 80, in _run
self._context.run(self._callback, *self._args)
File "/opt/conda/lib/python3.10/site-packages/grpc_interceptor/server.py", line 165, in invoke_intercept_method
return await self.intercept(
> File "/usr/src/lorax/server/lorax_server/interceptor.py", line 38, in intercept
return await response
File "/opt/conda/lib/python3.10/site-packages/opentelemetry/instrumentation/grpc/_aio_server.py", line 82, in _unary_interceptor
raise error
File "/opt/conda/lib/python3.10/site-packages/opentelemetry/instrumentation/grpc/_aio_server.py", line 73, in _unary_interceptor
return await behavior(request_or_iterator, context)
File "/usr/src/lorax/server/lorax_server/server.py", line 156, in Decode
generations, next_batch = self.model.generate_token(batch)
File "/opt/conda/lib/python3.10/contextlib.py", line 79, in inner
return func(*args, **kwds)
File "/usr/src/lorax/server/lorax_server/models/flash_causal_lm.py", line 1067, in generate_token
for j in range(num_accepted_ids):
RuntimeError: CUDA error: an illegal memory access was encountered
CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect.
For debugging consider passing CUDA_LAUNCH_BLOCKING=1
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.
@arnavgarg1