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import openai
import os
import json
import requests
from dotenv import load_dotenv
from llmonitor import monitor
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
monitor(openai)
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']
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