175 lines
5.3 KiB
Python
175 lines
5.3 KiB
Python
# Copyright 2023-2024 SGLang Team
|
||
# Licensed under the Apache License, Version 2.0 (the "License");
|
||
# you may not use this file except in compliance with the License.
|
||
# You may obtain a copy of the License at
|
||
#
|
||
# http://www.apache.org/licenses/LICENSE-2.0
|
||
#
|
||
# Unless required by applicable law or agreed to in writing, software
|
||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||
# See the License for the specific language governing permissions and
|
||
# limitations under the License.
|
||
# ==============================================================================
|
||
"""Completion templates."""
|
||
|
||
|
||
import dataclasses
|
||
import json
|
||
import logging
|
||
import os
|
||
from enum import auto
|
||
|
||
from sglang.srt.openai_api.protocol import ChatCompletionRequest
|
||
|
||
logger = logging.getLogger(__name__)
|
||
completion_template_name = None
|
||
|
||
|
||
class FimPosition:
|
||
"""Postion of fim middle token."""
|
||
|
||
MIDDLE = auto()
|
||
END = auto()
|
||
|
||
|
||
@dataclasses.dataclass
|
||
class CompletionTemplate:
|
||
"""A class that manages completion prompt templates. only for code completion currently."""
|
||
|
||
# The name of this template
|
||
name: str
|
||
|
||
# the fim begin token
|
||
fim_begin_token: str
|
||
|
||
# The fim middle token
|
||
fim_middle_token: str
|
||
|
||
# The fim end token
|
||
fim_end_token: str
|
||
|
||
# The position of the fim middle token
|
||
fim_position: FimPosition
|
||
|
||
|
||
# A global registry for all completion templates
|
||
completion_templates: dict[str, CompletionTemplate] = {}
|
||
|
||
|
||
def load_completion_template_for_openai_api(completion_template_arg):
|
||
global completion_template_name
|
||
|
||
logger.info(
|
||
f"Use completion template for the OpenAI-compatible API server: {completion_template_arg}"
|
||
)
|
||
|
||
if not completion_template_exists(completion_template_arg):
|
||
if not os.path.exists(completion_template_arg):
|
||
raise RuntimeError(
|
||
f"Completion template {completion_template_arg} is not a built-in template name "
|
||
"or a valid completion template file path."
|
||
)
|
||
|
||
assert completion_template_arg.endswith(
|
||
".json"
|
||
), "unrecognized format of completion template file"
|
||
with open(completion_template_arg, "r") as filep:
|
||
template = json.load(filep)
|
||
try:
|
||
fim_position = FimPosition[template["fim_position"]]
|
||
except KeyError:
|
||
raise ValueError(
|
||
f"Unknown fim position: {template['fim_position']}"
|
||
) from None
|
||
register_completion_template(
|
||
CompletionTemplate(
|
||
name=template["name"],
|
||
fim_begin_token=template["fim_begin_token"],
|
||
fim_middle_token=template["fim_middle_token"],
|
||
fim_end_token=template["fim_end_token"],
|
||
fim_position=fim_position,
|
||
),
|
||
override=True,
|
||
)
|
||
completion_template_name = template["name"]
|
||
else:
|
||
completion_template_name = completion_template_arg
|
||
|
||
|
||
def register_completion_template(template: CompletionTemplate, override: bool = False):
|
||
"""Register a new completion template."""
|
||
if not override:
|
||
assert (
|
||
template.name not in completion_templates
|
||
), f"{template.name} has been registered."
|
||
|
||
completion_templates[template.name] = template
|
||
|
||
|
||
def completion_template_exists(template_name: str) -> bool:
|
||
return template_name in completion_templates
|
||
|
||
|
||
def is_completion_template_defined() -> bool:
|
||
global completion_template_name
|
||
return completion_template_name != None
|
||
|
||
|
||
def generate_completion_prompt_from_request(request: ChatCompletionRequest) -> str:
|
||
global completion_template_name
|
||
if request.suffix == "":
|
||
return request.prompt
|
||
|
||
return generate_completion_prompt(
|
||
request.prompt, request.suffix, completion_template_name
|
||
)
|
||
|
||
|
||
def generate_completion_prompt(prompt: str, suffix: str, template_name: str) -> str:
|
||
|
||
completion_template = completion_templates[template_name]
|
||
fim_begin_token = completion_template.fim_begin_token
|
||
fim_middle_token = completion_template.fim_middle_token
|
||
fim_end_token = completion_template.fim_end_token
|
||
fim_position = completion_template.fim_position
|
||
|
||
if fim_position == FimPosition.MIDDLE:
|
||
prompt = f"{fim_begin_token}{prompt}{fim_middle_token}{suffix}{fim_end_token}"
|
||
elif fim_position == FimPosition.END:
|
||
prompt = f"{fim_begin_token}{prompt}{fim_end_token}{suffix}{fim_middle_token}"
|
||
|
||
return prompt
|
||
|
||
|
||
register_completion_template(
|
||
CompletionTemplate(
|
||
name="deepseek_coder",
|
||
fim_begin_token="<|fim▁begin|>",
|
||
fim_middle_token="<|fim▁hole|>",
|
||
fim_end_token="<|fim▁end|>",
|
||
fim_position=FimPosition.MIDDLE,
|
||
)
|
||
)
|
||
|
||
|
||
register_completion_template(
|
||
CompletionTemplate(
|
||
name="star_coder",
|
||
fim_begin_token="<fim_prefix>",
|
||
fim_middle_token="<fim_middle>",
|
||
fim_end_token="<fim_suffix>",
|
||
fim_position=FimPosition.END,
|
||
)
|
||
)
|
||
|
||
register_completion_template(
|
||
CompletionTemplate(
|
||
name="qwen_coder",
|
||
fim_begin_token="<|fim_prefix|>",
|
||
fim_middle_token="<|fim_middle|>",
|
||
fim_end_token="<|fim_suffix|>",
|
||
fim_position=FimPosition.END,
|
||
)
|
||
)
|