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import asyncio
import requests
import json
import logging
logger = logging.getLogger(__name__)
class KoboldCppTextWrapper(object):
"""Base Class for koboldcpp"""
def __init__(self, endpoint_name: str, model_name: str):
self.endpoint_name = endpoint_name
self.model_name = model_name
def setup():
os.system("mkdir -p repositories && (cd repositories && git clone https://github.com/LostRuins/koboldcpp.git)")
os.system("apt update && apt-get install libopenblas-dev libclblast-dev libmkl-dev")
os.system("(cd repositories/koboldcpp && make LLAMA_OPENBLAS=1 && cd models && wget https://huggingface.co/concedo/pygmalion-6bv3-ggml-ggjt/resolve/main/pygmalion-6b-v3-ggml-ggjt-q4_0.bin)")
#python3 koboldcpp.py models/pygmalion-6b-v3-ggml-ggjt-q4_0.bin
#python3 koboldcpp.py --smartcontext models/pygmalion-6b-v3-ggml-ggjt-q4_0.bin
async def generate(self, prompt: str, typing_fn, temperature=0.72, max_new_tokens=200, max_context=2048, timeout=180):
# Set the API endpoint URL
endpoint = f"http://{self.endpoint_name}/api/latest/generate"
# Set the headers for the request
headers = {
"Content-Type": "application/json",
}
# Define your inputs
input_data = {
"prompt": prompt,
"max_context_length": max_context,
"max_length": max_new_tokens,
"temperature": temperature,
"top_k": 20,
"top_p": 0.9,
"rep_pen": 1.15,
"rep_pen_range": 1024,
"stop_sequence": ['<|endoftext|>'],
}
logger.info(f"sending request to koboldcpp. endpoint=\"{self.endpoint_name}\"")
TRIES = 30
for i in range(TRIES):
r = requests.post(endpoint, json=input_data, headers=headers, timeout=timeout)
r_json = r.json()
logger.info(r_json)
if r.status_code == 200:
output = r_json["results"][0]["text"]
return output
elif r.status_code == 503:
logger.info(f"api is busy. waiting...")
asyncio.sleep(5)
raise ValueError(f"<ERROR> TIMEOUT / NO OUTOUT")