File size: 7,723 Bytes
256a159 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 |
import json
from concurrent.futures import ThreadPoolExecutor
from typing import Dict, List, Optional, Union
from opencompass.utils.prompt import PromptList
from .base_api import BaseAPIModel
PromptType = Union[PromptList, str]
class XunFei(BaseAPIModel):
"""Model wrapper around XunFei.
Args:
path (str): Provided URL.
appid (str): Provided APPID.
api_secret (str): Provided APISecret.
api_key (str): Provided APIKey.
domain (str): Target version domain. Defaults to `general`.
query_per_second (int): The maximum queries allowed per second
between two consecutive calls of the API. Defaults to 2.
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,
appid: str,
api_secret: str,
api_key: str,
domain: str = 'general',
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)
import ssl
import threading
from urllib.parse import urlencode, urlparse
import websocket
self.urlencode = urlencode
self.websocket = websocket
self.websocket.enableTrace(False)
self.threading = threading
self.ssl = ssl
# weird auth keys
self.APISecret = api_secret
self.APIKey = api_key
self.domain = domain
self.appid = appid
self.hostname = urlparse(path).netloc
self.hostpath = urlparse(path).path
self.headers = {
'content-type': 'application/json',
}
def get_url(self):
from datetime import datetime
from time import mktime
from wsgiref.handlers import format_date_time
cur_time = datetime.now()
date = format_date_time(mktime(cur_time.timetuple()))
tmp = f'host: {self.hostname}\n'
tmp += 'date: ' + date + '\n'
tmp += 'GET ' + self.hostpath + ' HTTP/1.1'
import hashlib
import hmac
tmp_sha = hmac.new(self.APISecret.encode('utf-8'),
tmp.encode('utf-8'),
digestmod=hashlib.sha256).digest()
import base64
signature = base64.b64encode(tmp_sha).decode(encoding='utf-8')
authorization_origin = (f'api_key="{self.APIKey}", '
'algorithm="hmac-sha256", '
'headers="host date request-line", '
f'signature="{signature}"')
authorization = base64.b64encode(
authorization_origin.encode('utf-8')).decode(encoding='utf-8')
v = {
'authorization': authorization,
'date': date,
'host': self.hostname
}
url = self.path + '?' + self.urlencode(v)
return url
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 _generate(
self,
input: str or PromptList,
max_out_len: int = 512,
) -> List[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))
# FIXME: messages only contains the last input
if isinstance(input, str):
messages = [{'role': 'user', 'content': input}]
else:
messages = []
# word_ctr = 0
# TODO: Implement truncation in PromptList
for item in input:
msg = {'content': item['prompt']}
# if word_ctr >= self.max_seq_len:
# break
# if len(msg['content']) + word_ctr > self.max_seq_len:
# msg['content'] = msg['content'][word_ctr -
# self.max_seq_len:]
# word_ctr += len(msg['content'])
if item['role'] == 'HUMAN':
msg['role'] = 'user'
elif item['role'] == 'BOT':
msg['role'] = 'assistant'
messages.append(msg)
# in case the word break results in even number of messages
# if len(messages) > 0 and len(messages) % 2 == 0:
# messages = messages[:-1]
data = {
'header': {
'app_id': self.appid,
},
'parameter': {
'chat': {
'domain': self.domain,
'max_tokens': max_out_len,
}
},
'payload': {
'message': {
'text': messages
}
}
}
msg = ''
err_code = None
err_data = None
content_received = self.threading.Event()
def on_open(ws):
nonlocal data
ws.send(json.dumps(data))
def on_message(ws, message):
nonlocal msg, err_code, err_data, content_received
err_data = json.loads(message)
err_code = err_data['header']['code']
if err_code != 0:
content_received.set()
ws.close()
else:
choices = err_data['payload']['choices']
status = choices['status']
msg += choices['text'][0]['content']
if status == 2:
content_received.set()
ws.close()
ws = self.websocket.WebSocketApp(self.get_url(),
on_message=on_message,
on_open=on_open)
ws.appid = self.appid
ws.question = messages[-1]['content']
for _ in range(self.retry):
self.acquire()
ws.run_forever(sslopt={'cert_reqs': self.ssl.CERT_NONE})
content_received.wait()
self.release()
if err_code == 0:
return msg.strip()
if err_code == 10014: # skip safety problem
return 'None'
if err_code == 10013:
return err_data['header']['message']
raise RuntimeError(f'Code: {err_code}, data: {err_data}')
|