FIXED THE MERGE CONFLICT (THANKS)

This commit is contained in:
Patrick_Pluto 2024-09-17 12:36:32 +02:00
parent e1df8869fb
commit af1353a41a
5 changed files with 91 additions and 27 deletions

View file

@ -1,19 +1,44 @@
import requests
import json
from transformers import AutoTokenizer, LlamaForCausalLM
from gradio_client import Client
import os
from mistralai import Mistral
class API:
# This method processes a message via transformers. (NOT FINISHED!)
@staticmethod
def process_text_transformers(prompt, model):
model = LlamaForCausalLM.from_pretrained(model)
tokenizer = AutoTokenizer.from_pretrained(model)
def process_text_mistralai(prompt, model, system):
with open("token.txt", "r") as f:
token = f.readlines()[0].strip()
inputs = tokenizer(prompt, return_tensors="pt")
api_key = token
generate_ids = model.generate(inputs.input_ids, max_length=30)
return tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
client = Mistral(api_key=api_key)
chat_response = client.chat.complete(
model=model,
messages=[
{
"role": "user",
"content": prompt,
}, {
"role": "system",
"content": system,
},
]
)
return chat_response.choices[0].message.content
@staticmethod
def process_text_gradio(prompt, model, system):
client = Client(model)
result = client.predict(
message=prompt,
system_message=system,
max_tokens=512,
temperature=0.7,
top_p=0.95,
api_name="/chat"
)
return result;
# This method processes a message via ollama
@staticmethod
@ -38,18 +63,19 @@ class API:
# This method sends a message to a certain AI.
def send_message(self, message, model, system):
if model == 1:
answer = self.process_text_local(message, "phi3.5", system)
elif model == 2:
answer = self.process_text_local(message, "gemma2:2b", system)
answer = self.process_text_local(message, "gemma2:9b", system)
elif model == 3:
answer = self.process_text_local(message, "qwen2:0.5b", system)
elif model == 4:
answer = self.process_text_local(message, "codegemma:2b", system)
elif model == 4:
answer = self.process_text_gradio(message, "PatrickPluto/InterstellarAIChatbot", system)
elif model == 5:
answer = self.process_text_transformers(message, "meta-llama/Meta-Llama-3.1-8B")
answer = self.process_text_mistralai(message, "mistral-large-latest", system)
elif model == 6:
answer = self.process_text_mistralai(message, "codestral-latest", system)
else:
return "Invalid choice"
return answer