#quantize

"Hey man your drumming was tight as hell! Did you play to a click?" "No!" "Oh dang, so you're just that dead on?" "Also no!"

NEW REALEASE — "WILHELM" OUT NOW !

Why is this so much fun!!? Generative quantized melodies

import torch import torch.nn as nn from transformers import GPT2Tokenizer, GPT2LMHeadModel # Load the GPT-2 model and tokenizer model_name = 'gpt2' tokenizer = GPT2Tokenizer.from_pretrained(model_name) model = GPT2LMHeadModel.from_pretrained(model_name) # Generate some sample text prompt = "The quick brown fox jumps over the lazy dog." input_ids = tokenizer.encode(prompt, return_tensors='pt') output = model.generate(input_ids, max_length=100, do_sample=True, num_return_sequences=1) sample_text = tokenizer.decode(output[0], skip_special_tokens=True) print("Sample text: ", sample_text) # Quantize the model down quantization_config = { 'activation': { 'dtype': torch.quint8, 'qscheme': torch.per_tensor_affine, 'reduce_range': True }, 'weight': { 'dtype': torch.qint8, 'qscheme': torch.per_tensor_symmetric, 'reduce_range': True } } quantized_model = torch.quantization.quantize_dynamic(model, quantization_config, dtype=torch.qint8) # Save the quantized model torch.save(quantized_model.state_dict(), 'quantized_model.pt') ## ------------------------------- Generate using Quantized Model # Load the quantized model quantized_model = GPT2LMHeadModel.from_pretrained(model_name) quantized_model.load_state_dict(torch.load('quantized_model.pt')) # Generate some sample text using the quantized model output_quantized = quantized_model.generate(input_ids, max_length=100, do_sample=True, num_return_sequences=1) sample_text_quantized = tokenizer.decode(output_quantized[0], skip_special_tokens=True) print("Sample text (quantized): ", sample_text_quantized)

v. To limit the number of possible values of a quantity, or states of a system, by applying the rules of quantum mechanics

Get your Pre Orders now! Quantize Recordings - DJ Spen presents an incredible EP by Lomax entitled “To The Max”. Release preview today exclusively on Radio Deep! #release #releasepreview #radio #house #quantize #djspen #djlomax #housecafe #radiodeep https://www.instagram.com/p/CIIlVw4AJis/?igshid=1cgmy21k0d0lo