Added online model.

This commit is contained in:
Patrick_Pluto 2024-09-16 11:44:35 +02:00
parent c4655fb49e
commit b3ae2625ac
5 changed files with 26 additions and 8 deletions

View file

@ -1,10 +1,20 @@
import requests
import json
from transformers import AutoTokenizer, LlamaForCausalLM
class API:
@staticmethod
def process_text(prompt, model):
def process_text_transformers(prompt, model):
model = LlamaForCausalLM.from_pretrained(model)
tokenizer = AutoTokenizer.from_pretrained(model)
inputs = tokenizer(prompt, return_tensors="pt")
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]
@staticmethod
def process_text_local(prompt, model):
ollama_url = "http://localhost:11434"
response = requests.post(
@ -26,13 +36,15 @@ class API:
def send_message(self, message, model):
if model == 1:
answer = self.process_text(message, "phi3.5")
answer = self.process_text_local(message, "phi3.5")
elif model == 2:
answer = self.process_text(message, "gemma2:2b")
answer = self.process_text_local(message, "gemma2:2b")
elif model == 3:
answer = self.process_text(message, "qwen2:0.5b")
answer = self.process_text_local(message, "qwen2:0.5b")
elif model == 4:
answer = self.process_text(message, "codegemma:2b")
answer = self.process_text_local(message, "codegemma:2b")
elif model == 5:
answer = self.process_text_transformers(message, "meta-llama/Meta-Llama-3.1-8B")
else:
return "Invalid choice"
return answer