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pip install transformers | |
pip install huggingface_hub | |
from huggingface_hub import login | |
login(" ") | |
pip install gradio transformers torch | |
from transformers import AutoTokenizer, AutoModelForCausalLM | |
# Load the tokenizer and model | |
tokenizer = AutoTokenizer.from_pretrained("Salesforce/codegen-350M-multi") | |
model = AutoModelForCausalLM.from_pretrained("Salesforce/codegen-350M-multi") | |
# Input text for code generation | |
text = "def bubble_sort(list_elements):" | |
# Tokenize the input text | |
input_ids = tokenizer(text, return_tensors="pt").input_ids | |
# Generate code based on the input text | |
generated_ids = model.generate( | |
input_ids, | |
max_length=200, # Adjust as needed | |
num_return_sequences=1, # Number of generated sequences to return | |
pad_token_id=tokenizer.eos_token_id # Handle padding tokens | |
) | |
# Decode the generated tokens to text | |
generated_code = tokenizer.decode(generated_ids[0], skip_special_tokens=True) | |
print(generated_code) |