Create README.md

README.md

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+A Moe model built on top of Qwen1.5-7B-Chat, Qwen1.5-7B and Crystalcareai/CrystalQwen-1.5-7B.
+
+```
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model_id = "mzbac/qwen-1.5-2x3-hf"
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_id,
+    torch_dtype=torch.bfloat16,
+    load_in_4bit=True,
+    trust_remote_code=True,
+)
+
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+
+chat = [
+    {"role": "user", "content": "how backpropagation works?"},
+    {"role": "assistant", "content": "\n"},
+]
+
+text = tokenizer.apply_chat_template(chat, tokenize=False)
+
+inputs = tokenizer.encode(text, return_tensors="pt").to("cuda")
+
+generate_kwargs = dict(
+    input_ids=inputs,
+    temperature=0.6,
+    max_new_tokens=500,
+    do_sample=True,
+)
+
+outputs = model.generate(**generate_kwargs)
+print(tokenizer.decode(outputs[0]))
+```