Spaces:
Build error
Build error
File size: 4,377 Bytes
4ffd659 |
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 |
import openai
import os
import json
import requests
from dotenv import load_dotenv
load_dotenv()
TOGETHER_API_KEY = os.getenv('TOGETHER_API_KEY')
COHERE_API_KEY = os.getenv('COHERE_API_KEY')
AI21_API_KEY = os.getenv('AI21_API_KEY')
ALEPH_API_KEY = os.getenv('ALEPH_API_KEY')
OPEN_ROUTER_API_KEY = os.getenv('OPEN_ROUTER_API_KEY')
OPENAI_API_KEY = os.getenv('OPENAI_API_KEY')
MAX_TOKENS = 300
def together(model, params):
def format_prompt(prompt, prompt_type):
if prompt_type == "language":
return f"Q: {prompt}\nA: "
if prompt_type == "code":
return f"# {prompt}"
if prompt_type == "chat":
return f"\n<human>: {prompt}\n<bot>: "
url = "https://api.together.xyz/inference"
headers = {
"Content-Type": "application/json",
"Authorization": f"Bearer {TOGETHER_API_KEY}",
}
data = {
"model": model['api_id'],
"prompt": format_prompt(params['text'], model['type']),
"stop": params['stop'] if model['type'] == "chat" else params.get('stop', None),
"temperature": 0,
"max_tokens": MAX_TOKENS,
}
response = requests.post(url, headers=headers, data=json.dumps(data))
result = response.json()
return result['output']['choices'][0]['text'].rstrip(params['stop'])
def cohere(model, params):
options = {
"method": "POST",
"headers": {
"accept": "application/json",
"content-type": "application/json",
"authorization": f"Bearer {COHERE_API_KEY}",
},
"body": json.dumps({
"max_tokens": MAX_TOKENS,
"truncate": "END",
"return_likelihoods": "NONE",
"prompt": params['text'],
"stop_sequences": [params['stop']] if params.get('stop') else [],
"model": model['api_id'],
"temperature": 0,
}),
}
response = requests.post("https://api.cohere.ai/v1/generate", headers=options['headers'], data=options['body'])
json_response = response.json()
return json_response['generations'][0]['text']
def openai_func(model, params):
openai.api_key = OPENAI_API_KEY
completion = openai.ChatCompletion.create(
model=model['api_id'],
messages=[{"role": "user", "content": params['text']}],
temperature=0,
max_tokens=MAX_TOKENS,
stop=[params['stop']] if params.get('stop') else []
)
return completion.choices[0].message.content
def ai21(model, params):
options = {
"headers": {
"accept": "application/json",
"content-type": "application/json",
"Authorization": f"Bearer {AI21_API_KEY}",
},
"body": json.dumps({
"prompt": params['text'],
"maxTokens": MAX_TOKENS,
"temperature": 0,
"stopSequences": [params['stop']] if params.get('stop') else [],
}),
}
response = requests.post(f"https://api.ai21.com/studio/v1/{model['api_id']}/complete", headers=options['headers'], data=options['body'])
json_response = response.json()
return json_response['completions'][0]['data']['text']
def openrouter(model, params):
openai.api_key = OPEN_ROUTER_API_KEY
openai.api_base ="https://openrouter.ai/api/v1"
completion = openai.ChatCompletion.create(
messages=[{"role": "user", "content": params['text']}],
temperature=0,
model=model['api_id'],
max_tokens=MAX_TOKENS,
headers={"HTTP-Referer": "https://benchmarks.llmonitor.com"},
stop=[params['stop']] if params.get('stop') else []
)
return completion.choices[0].message.content
def alephalpha(model, params):
options = {
"headers": {
"Content-Type": "application/json",
"Accept": "application/json",
"Authorization": f"Bearer {ALEPH_API_KEY}",
},
"body": json.dumps({
"model": model['api_id'],
"prompt": params['text'],
"maximum_tokens": MAX_TOKENS,
"stop_sequences": [params['stop']] if params.get('stop') else [],
}),
}
response = requests.post("https://api.aleph-alpha.com/complete", headers=options['headers'], data=options['body'])
json_response = response.json()
return json_response['completions'][0]['completion']
|