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?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5c1035090124458eacc143afc83662bc"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Loading checkpoint shards: 0%| | 0/16 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1be3864ca5404c81a27d614045a94247"}},"metadata":{}}],"source":["from transformers import AutoModelForCausalLM, AutoTokenizer\n","\n","class QwenChatbot:\n"," def __init__(self, model_name=\"Qwen/Qwen3-30B-A3B\"):\n"," self.tokenizer = AutoTokenizer.from_pretrained(model_name)\n"," self.model = AutoModelForCausalLM.from_pretrained(model_name)\n"," self.history = []\n","\n"," def generate_response(self, user_input):\n"," messages = self.history + [{\"role\": \"user\", \"content\": user_input}]\n","\n"," text = self.tokenizer.apply_chat_template(\n"," messages,\n"," tokenize=False,\n"," add_generation_prompt=True\n"," )\n","\n"," inputs = self.tokenizer(text, return_tensors=\"pt\")\n"," response_ids = self.model.generate(**inputs, max_new_tokens=32768)[0][len(inputs.input_ids[0]):].tolist()\n"," response = self.tokenizer.decode(response_ids, skip_special_tokens=True)\n","\n"," # Update history\n"," self.history.append({\"role\": \"user\", \"content\": user_input})\n"," self.history.append({\"role\": \"assistant\", \"content\": response})\n","\n"," return response\n","\n","# Example Usage\n","if __name__ == \"__main__\":\n"," chatbot = QwenChatbot()\n","\n"," # First input (without /think or /no_think tags, thinking mode is enabled by default)\n"," user_input_1 = \"How many r's in strawberries?\"\n"," print(f\"User: {user_input_1}\")\n"," response_1 = chatbot.generate_response(user_input_1)\n"," print(f\"Bot: {response_1}\")\n"," print(\"----------------------\")\n","\n"," # Second input with /no_think\n"," user_input_2 = \"Then, how many r's in blueberries? /no_think\"\n"," print(f\"User: {user_input_2}\")\n"," response_2 = chatbot.generate_response(user_input_2)\n"," print(f\"Bot: {response_2}\")\n"," print(\"----------------------\")\n","\n"," # Third input with /think\n"," user_input_3 = \"Really? /think\"\n"," print(f\"User: {user_input_3}\")\n"," response_3 = chatbot.generate_response(user_input_3)\n"," print(f\"Bot: {response_3}\")\n"]},{"cell_type":"code","source":[],"metadata":{"id":"Ig6-HnTIkyrW"},"execution_count":null,"outputs":[]}]} |