-
Notifications
You must be signed in to change notification settings - Fork 405
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
11 changed files
with
531 additions
and
20 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,42 @@ | ||
from mmengine.config import read_base | ||
from opencompass.models import ( | ||
BaiChuan, | ||
) | ||
|
||
from opencompass.partitioners import NaivePartitioner | ||
from opencompass.runners import LocalRunner | ||
from opencompass.runners.local_api import LocalAPIRunner | ||
from opencompass.tasks import OpenICLInferTask | ||
|
||
with read_base(): | ||
# from .datasets.collections.chat_medium import datasets | ||
from .summarizers.medium import summarizer | ||
from .datasets.ceval.ceval_gen import ceval_datasets | ||
|
||
datasets = [ | ||
*ceval_datasets, | ||
] | ||
|
||
models = [ | ||
dict( | ||
abbr='Baichuan2-53B', | ||
type=BaiChuan, | ||
path='Baichuan2-53B', | ||
api_key='xxxxxx', | ||
secret_key="xxxxx", | ||
query_per_second=1, | ||
max_out_len=2048, | ||
max_seq_len=2048, | ||
batch_size=8), | ||
] | ||
|
||
infer = dict( | ||
partitioner=dict(type=NaivePartitioner), | ||
runner=dict( | ||
type=LocalAPIRunner, | ||
max_num_workers=2, | ||
concurrent_users=2, | ||
task=dict(type=OpenICLInferTask)), | ||
) | ||
|
||
work_dir = "outputs/api_baichuan53b/" |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,45 @@ | ||
from mmengine.config import read_base | ||
from opencompass.models import PanGu | ||
|
||
from opencompass.partitioners import NaivePartitioner | ||
from opencompass.runners import LocalRunner | ||
from opencompass.runners.local_api import LocalAPIRunner | ||
from opencompass.tasks import OpenICLInferTask | ||
|
||
with read_base(): | ||
# from .datasets.collections.chat_medium import datasets | ||
from .summarizers.medium import summarizer | ||
from .datasets.ceval.ceval_gen import ceval_datasets | ||
|
||
datasets = [ | ||
*ceval_datasets, | ||
] | ||
|
||
models = [ | ||
dict( | ||
abbr='pangu', | ||
type=PanGu, | ||
path='pangu', | ||
access_key="xxxxxx", | ||
secret_key="xxxxxx", | ||
url = "xxxxxx", | ||
# url of token sever, used for generate token, like "https://xxxxxx.myhuaweicloud.com/v3/auth/tokens", | ||
token_url = "xxxxxx", | ||
# scope-project-name, used for generate token | ||
project_name = "xxxxxx", | ||
query_per_second=1, | ||
max_out_len=2048, | ||
max_seq_len=2048, | ||
batch_size=8), | ||
] | ||
|
||
infer = dict( | ||
partitioner=dict(type=NaivePartitioner), | ||
runner=dict( | ||
type=LocalAPIRunner, | ||
max_num_workers=2, | ||
concurrent_users=2, | ||
task=dict(type=OpenICLInferTask)), | ||
) | ||
|
||
work_dir = "outputs/api_pangu/" |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,196 @@ | ||
import hashlib | ||
import json | ||
import sys | ||
import time | ||
from concurrent.futures import ThreadPoolExecutor | ||
from typing import Dict, List, Optional, Union | ||
|
||
import requests | ||
|
||
from opencompass.utils.prompt import PromptList | ||
|
||
from .base_api import BaseAPIModel | ||
|
||
PromptType = Union[PromptList, str] | ||
|
||
|
||
class BaiChuan(BaseAPIModel): | ||
"""Model wrapper around Baichuan. | ||
Documentation: https://platform.baichuan-ai.com/docs/api | ||
Args: | ||
path (str): The name of Baichuan model. | ||
e.g. `Baichuan2-53B` | ||
api_key (str): Provided api key | ||
secretkey (str): secretkey in order to obtain access_token | ||
query_per_second (int): The maximum queries allowed per second | ||
between two consecutive calls of the API. Defaults to 1. | ||
max_seq_len (int): Unused here. | ||
meta_template (Dict, optional): The model's meta prompt | ||
template if needed, in case the requirement of injecting or | ||
wrapping of any meta instructions. | ||
retry (int): Number of retires if the API call fails. Defaults to 2. | ||
""" | ||
|
||
def __init__( | ||
self, | ||
path: str, | ||
api_key: str, | ||
secret_key: str, | ||
url: str = 'https://api.baichuan-ai.com/v1/chat', | ||
query_per_second: int = 2, | ||
max_seq_len: int = 2048, | ||
meta_template: Optional[Dict] = None, | ||
retry: int = 2, | ||
): | ||
super().__init__(path=path, | ||
max_seq_len=max_seq_len, | ||
query_per_second=query_per_second, | ||
meta_template=meta_template, | ||
retry=retry) | ||
|
||
self.api_key = api_key | ||
self.secret_key = secret_key | ||
self.url = url | ||
self.model = path | ||
|
||
def generate( | ||
self, | ||
inputs: List[str or PromptList], | ||
max_out_len: int = 512, | ||
) -> List[str]: | ||
"""Generate results given a list of inputs. | ||
Args: | ||
inputs (List[str or PromptList]): A list of strings or PromptDicts. | ||
The PromptDict should be organized in OpenCompass' | ||
API format. | ||
max_out_len (int): The maximum length of the output. | ||
Returns: | ||
List[str]: A list of generated strings. | ||
""" | ||
with ThreadPoolExecutor() as executor: | ||
results = list( | ||
executor.map(self._generate, inputs, | ||
[max_out_len] * len(inputs))) | ||
self.flush() | ||
return results | ||
|
||
def flush(self): | ||
"""Ensure simultaneous emptying of stdout and stderr when concurrent | ||
resources are available. | ||
When employing multiprocessing with standard I/O redirected to files, | ||
it is crucial to clear internal data for examination or prevent log | ||
loss in case of system failures." | ||
""" | ||
if hasattr(self, 'tokens'): | ||
sys.stdout.flush() | ||
sys.stderr.flush() | ||
|
||
def acquire(self): | ||
"""Acquire concurrent resources if exists. | ||
This behavior will fall back to wait with query_per_second if there are | ||
no concurrent resources. | ||
""" | ||
if hasattr(self, 'tokens'): | ||
self.tokens.acquire() | ||
else: | ||
self.wait() | ||
|
||
def release(self): | ||
"""Release concurrent resources if acquired. | ||
This behavior will fall back to do nothing if there are no concurrent | ||
resources. | ||
""" | ||
if hasattr(self, 'tokens'): | ||
self.tokens.release() | ||
|
||
def _generate( | ||
self, | ||
input: str or PromptList, | ||
max_out_len: int = 512, | ||
) -> str: | ||
"""Generate results given an input. | ||
Args: | ||
inputs (str or PromptList): A string or PromptDict. | ||
The PromptDict should be organized in OpenCompass' | ||
API format. | ||
max_out_len (int): The maximum length of the output. | ||
Returns: | ||
str: The generated string. | ||
""" | ||
|
||
assert isinstance(input, (str, PromptList)) | ||
|
||
if isinstance(input, str): | ||
messages = [{'role': 'user', 'content': input}] | ||
else: | ||
messages = [] | ||
for item in input: | ||
msg = {'content': item['prompt']} | ||
if item['role'] == 'HUMAN': | ||
msg['role'] = 'user' | ||
elif item['role'] == 'BOT': | ||
msg['role'] = 'assistant' | ||
|
||
messages.append(msg) | ||
|
||
data = {'model': self.model, 'messages': messages} | ||
|
||
def calculate_md5(input_string): | ||
md5 = hashlib.md5() | ||
md5.update(input_string.encode('utf-8')) | ||
encrypted = md5.hexdigest() | ||
return encrypted | ||
|
||
json_data = json.dumps(data) | ||
time_stamp = int(time.time()) | ||
signature = calculate_md5(self.secret_key + json_data + | ||
str(time_stamp)) | ||
|
||
headers = { | ||
'Content-Type': 'application/json', | ||
'Authorization': 'Bearer ' + self.api_key, | ||
'X-BC-Request-Id': 'your requestId', | ||
'X-BC-Timestamp': str(time_stamp), | ||
'X-BC-Signature': signature, | ||
'X-BC-Sign-Algo': 'MD5', | ||
} | ||
|
||
max_num_retries = 0 | ||
while max_num_retries < self.retry: | ||
self.acquire() | ||
raw_response = requests.request('POST', | ||
url=self.url, | ||
headers=headers, | ||
json=data) | ||
response = raw_response.json() | ||
self.release() | ||
|
||
if response is None: | ||
print('Connection error, reconnect.') | ||
# if connect error, frequent requests will casuse | ||
# continuous unstable network, therefore wait here | ||
# to slow down the request | ||
self.wait() | ||
continue | ||
if raw_response.status_code == 200 and response['code'] == 0: | ||
# msg = json.load(response.text) | ||
# response | ||
msg = response['data']['messages'][0]['content'] | ||
return msg | ||
|
||
if response['code'] != 0: | ||
print(response) | ||
return '' | ||
print(response) | ||
max_num_retries += 1 | ||
|
||
raise RuntimeError(response) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.