text-generation-inference
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Is bert-base-uncased supported?
Hi,
I'm trying to deploy bert-base-uncased model by v0.5.0, but got an error: ValueError: BertLMHeadModel does not support device_map='auto' yet.
root@nick-test1-8zjwg-135105-worker-0:/usr/local/bin# ./text-generation-launcher --model-id bert-base-uncased
2023-04-14T07:24:23.167920Z INFO text_generation_launcher: Args { model_id: "bert-base-uncased", revision: None, sharded: None, num_shard: Some(1), quantize: false, max_concurrent_requests: 128, max_best_of: 2, max_stop_sequences: 4, max_input_length: 1000, max_total_tokens: 1512, max_batch_size: 32, max_waiting_tokens: 20, port: 80, shard_uds_path: "/tmp/text-generation-server", master_addr: "localhost", master_port: 29500, huggingface_hub_cache: Some("/data"), weights_cache_override: None, disable_custom_kernels: false, json_output: false, otlp_endpoint: None, cors_allow_origin: [], watermark_gamma: None, watermark_delta: None }
2023-04-14T07:24:23.168401Z INFO text_generation_launcher: Starting shard 0
2023-04-14T07:24:29.874262Z ERROR shard-manager: text_generation_launcher: "Error when initializing model
Traceback (most recent call last):
File \"/opt/miniconda/envs/text-generation/bin/text-generation-server\", line 8, in <module>
sys.exit(app())
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/typer/main.py\", line 311, in __call__
return get_command(self)(*args, **kwargs)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/click/core.py\", line 1130, in __call__
return self.main(*args, **kwargs)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/typer/core.py\", line 778, in main
return _main(
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/typer/core.py\", line 216, in _main
rv = self.invoke(ctx)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/click/core.py\", line 1657, in invoke
return _process_result(sub_ctx.command.invoke(sub_ctx))
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/click/core.py\", line 1404, in invoke
return ctx.invoke(self.callback, **ctx.params)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/click/core.py\", line 760, in invoke
return __callback(*args, **kwargs)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/typer/main.py\", line 683, in wrapper
return callback(**use_params) # type: ignore
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/text_generation_server/cli.py\", line 55, in serve
server.serve(model_id, revision, sharded, quantize, uds_path)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/text_generation_server/server.py\", line 135, in serve
asyncio.run(serve_inner(model_id, revision, sharded, quantize))
File \"/opt/miniconda/envs/text-generation/lib/python3.9/asyncio/runners.py\", line 44, in run
return loop.run_until_complete(main)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/asyncio/base_events.py\", line 634, in run_until_complete
self.run_forever()
File \"/opt/miniconda/envs/text-generation/lib/python3.9/asyncio/base_events.py\", line 601, in run_forever
self._run_once()
File \"/opt/miniconda/envs/text-generation/lib/python3.9/asyncio/base_events.py\", line 1905, in _run_once
handle._run()
File \"/opt/miniconda/envs/text-generation/lib/python3.9/asyncio/events.py\", line 80, in _run
self._context.run(self._callback, *self._args)
> File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/text_generation_server/server.py\", line 104, in serve_inner
model = get_model(model_id, revision, sharded, quantize)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/text_generation_server/models/__init__.py\", line 130, in get_model
return CausalLM(model_id, revision, quantize=quantize)
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/text_generation_server/models/causal_lm.py\", line 308, in __init__
self.model = AutoModelForCausalLM.from_pretrained(
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/transformers-4.28.0.dev0-py3.9-linux-x86_64.egg/transformers/models/auto/auto_factory.py\", line 471, in from_pretrained
return model_class.from_pretrained(
File \"/opt/miniconda/envs/text-generation/lib/python3.9/site-packages/transformers-4.28.0.dev0-py3.9-linux-x86_64.egg/transformers/modeling_utils.py\", line 2644, in from_pretrained
raise ValueError(f\"{model.__class__.__name__} does not support `device_map='{device_map}'` yet.\")
ValueError: BertLMHeadModel does not support `device_map='auto'` yet.
" rank=0
2023-04-14T07:24:30.475420Z ERROR text_generation_launcher: Shard 0 failed to start.
2023-04-14T07:24:30.475495Z INFO text_generation_launcher: Shutting down shards
I don't think that model is in supported list but the error was resolved by adding CUDA_VISIBLE_DEVICES env variable (https://github.com/huggingface/text-generation-inference/issues/337#issuecomment-1551571575)
CUDA_VISIBLE_DEVICES=0 text-generation-launcher ...