Tantra Kp Beta 1.5b.1 Free Download [verified]

from transformers import AutoModelForCausalLM, AutoTokenizer import torch # Define model path or Hugging Face ID model_id = "path/to/tantra-kp-beta-1.5b.1" # Load tokenizer and model tokenizer = AutoTokenizer.from_pretrained(model_id) model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float16, device_map="auto") # Test inference inputs = tokenizer("Explain quantum computing in simple terms:", return_tensors="pt").to("cuda") outputs = model.generate(**inputs, max_new_tokens=100) print(tokenizer.decode(outputs[0], skip_special_tokens=True)) Use code with caution. Method 2: Quantized Deployment (GGUF / llama.cpp)

If you absolutely must download the file from an unverified source, run it through an online multi-engine scanner like VirusTotal before opening it. Additionally, test the software inside an isolated virtual machine (VM) rather than on your primary host operating system. Final Verdict Tantra Kp Beta 1.5b.1 Free Download