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OpenDAS
AutoAWQ
Commits
de166044
Unverified
Commit
de166044
authored
Dec 23, 2023
by
Casper
Committed by
GitHub
Dec 23, 2023
Browse files
Add vLLM async example (#273)
parent
78577f54
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examples/basic_vllm.py
examples/basic_vllm.py
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examples/basic_vllm.py
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de166044
import
asyncio
from
transformers
import
AutoTokenizer
,
PreTrainedTokenizer
from
vllm
import
AsyncLLMEngine
,
SamplingParams
,
AsyncEngineArgs
model_path
=
"casperhansen/mixtral-instruct-awq"
# prompting
prompt
=
"You're standing on the surface of the Earth. "
\
"You walk one mile south, one mile west and one mile north. "
\
"You end up exactly where you started. Where are you?"
,
prompt_template
=
"[INST] {prompt} [/INST]"
# sampling params
sampling_params
=
SamplingParams
(
repetition_penalty
=
1.1
,
temperature
=
0.8
,
max_tokens
=
512
)
# tokenizer
tokenizer
=
AutoTokenizer
.
from_pretrained
(
model_path
)
# async engine args for streaming
engine_args
=
AsyncEngineArgs
(
model
=
model_path
,
quantization
=
"awq"
,
dtype
=
"float16"
,
max_model_len
=
512
,
enforce_eager
=
True
,
disable_log_requests
=
True
,
disable_log_stats
=
True
,
)
async
def
generate
(
model
:
AsyncLLMEngine
,
tokenizer
:
PreTrainedTokenizer
):
tokens
=
tokenizer
(
prompt_template
.
format
(
prompt
=
prompt
)).
input_ids
outputs
=
model
.
generate
(
prompt
=
prompt
,
sampling_params
=
sampling_params
,
request_id
=
1
,
prompt_token_ids
=
tokens
,
)
print
(
"
\n
** Starting generation!
\n
"
)
last_index
=
0
async
for
output
in
outputs
:
print
(
output
.
outputs
[
0
].
text
[
last_index
:],
end
=
""
,
flush
=
True
)
last_index
=
len
(
output
.
outputs
[
0
].
text
)
print
(
"
\n\n
** Finished generation!
\n
"
)
if
__name__
==
'__main__'
:
model
=
AsyncLLMEngine
.
from_engine_args
(
engine_args
)
asyncio
.
run
(
generate
(
model
,
tokenizer
))
\ No newline at end of file
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