turbopilot/test_santa.py

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2023-08-21 15:03:25 -04:00
#%%
import torch
from transformers import CodeGenTokenizer, GPTJForCausalLM
checkpoint = "/home/james/workspace/rafael-llm/codegen-2B-multi-gptj"
device = "cuda" # for GPU usage or "cpu" for CPU usage
tokenizer = CodeGenTokenizer.from_pretrained("Salesforce/codegen-350M-multi")
model = GPTJForCausalLM.from_pretrained(checkpoint).to(device)
#model = AutoModel.from_pretrained(checkpoint, trust_remote_code=True).to(device)
#%%
# define the user model
class User:
# %%
code = """import os
import requests
#send the json data to pastebin
def send_data"""
inputs = tokenizer.encode(code, return_tensors="pt").to(device)
outputs = model.generate(inputs, max_length=200)
response = tokenizer.decode(outputs[0])
print(response)
import requests
#send the json data to pastebin
def send_data(data):
url = "http://pastebin.com/api_post.php"
data = {"api_dev_key": "<api_key>", "api_user_key": "<user_key>", "api_content": data}
response = requests.post(url, data=data).text
return response
# %%
code
# %%