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lark.py
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from mistralrs import Runner, Which, ChatCompletionRequest, Architecture
from json import dumps
runner = Runner(
which=Which.Plain(
model_id="microsoft/Phi-3.5-mini-instruct",
),
num_device_layers=["500"],
)
# see llguidance.py for a better way of dealing with JSON and Lark together
json_lark = r"""
start: object # we only want objects
value: object
| array
| STRING
| NUMBER
| "true"
| "false"
| "null"
object: "{" [pair ("," pair)*] "}"
pair: STRING ":" value
array: "[" [value ("," value)*] "]"
STRING: /"(\\.|[^"\\])*"/
NUMBER: /-?(0|[1-9][0-9]*)(\.[0-9]+)?([eE][+-]?[0-9]+)?/
%import common.WS
%ignore WS
"""
res = runner.send_chat_completion_request(
ChatCompletionRequest(
model="phi",
messages=[{"role": "user", "content": "Give me a sample address."}],
max_tokens=30,
temperature=0.1,
grammar_type="lark",
grammar=json_lark,
)
)
print(res.choices[0].message.content)
print(res.usage)