This file contains ambiguous Unicode characters that may be confused with others in your current locale. If your use case is intentional and legitimate, you can safely ignore this warning. Use the Escape button to highlight these characters.
" 'A wrapper around Arxiv.org Useful for when you need to answer questions about Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance, Statistics, Electrical Engineering, and Economics from scientific articles on arxiv.org.',\n",
" 'parameters': [{\n",
" \"name\": \"query\",\n",
" \"type\": \"string\",\n",
" \"description\": \"the document id of arxiv to search\",\n",
" 'required': True\n",
" }], \n",
" 'tool_api': tool_wrapper_for_qwen(arxiv)\n",
" },\n",
" {\n",
" 'name_for_human':\n",
" 'python',\n",
" 'name_for_model':\n",
" 'python',\n",
" 'description_for_model':\n",
" \"A Python shell. Use this to execute python commands. When using this tool, sometimes output is abbreviated - Make sure it does not look abbreviated before using it in your answer. \"\n",
" \"Don't add comments to your python code.\",\n",
"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"Search: Call this tool to interact with the google search API. What is the google search API useful for? useful for when you need to answer questions about current events. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"search query of google\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [Search]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",
"\n",
"Begin!\n",
"\n",
"Question: 加拿大2023年人口统计数字是多少?\n"
]
}
],
"source": [
"TOOL_DESC = \"\"\"{name_for_model}: Call this tool to interact with the {name_for_human} API. What is the {name_for_human} API useful for? {description_for_model} Parameters: {parameters} Format the arguments as a JSON object.\"\"\"\n",
"\n",
"REACT_PROMPT = \"\"\"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"{tool_descs}\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [{tool_names}]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",
"A new version of the following files was downloaded from https://huggingface.co/Qwen/Qwen-7B-Chat:\n",
"- tokenization_qwen.py\n",
". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n",
"A new version of the following files was downloaded from https://huggingface.co/Qwen/Qwen-7B-Chat:\n",
"- configuration_qwen.py\n",
". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n",
"A new version of the following files was downloaded from https://huggingface.co/Qwen/Qwen-7B-Chat:\n",
"- qwen_generation_utils.py\n",
". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n",
"A new version of the following files was downloaded from https://huggingface.co/Qwen/Qwen-7B-Chat:\n",
"- modeling_qwen.py\n",
"- qwen_generation_utils.py\n",
". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "23435445dded44d6951aa6a7b771a963",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading shards: 0%| | 0/8 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"The model is automatically converting to bf16 for faster inference. If you want to disable the automatic precision, please manually add bf16/fp16/fp32=True to \"AutoModelForCausalLM.from_pretrained\".\n",
"Try importing flash-attention for faster inference...\n",
"Warning: import flash_attn rotary fail, please install FlashAttention rotary to get higher efficiency https://github.com/Dao-AILab/flash-attention/tree/main/csrc/rotary\n",
"Warning: import flash_attn rms_norm fail, please install FlashAttention layer_norm to get higher efficiency https://github.com/Dao-AILab/flash-attention/tree/main/csrc/layer_norm\n",
"Warning: import flash_attn fail, please install FlashAttention to get higher efficiency https://github.com/Dao-AILab/flash-attention\n"
"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"Search: Call this tool to interact with the google search API. What is the google search API useful for? useful for when you need to answer questions about current events. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"search query of google\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [Search]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",
"Observation: 根据加拿大统计局预测,加拿大人口今天(2023年6月16日)预计将超过4000万。 联邦统计局使用模型来实时估计加拿大的人口,该计数模型预计加拿大人口将在北美东部时间今天下午3点前达到4000万。 加拿大的人口增长率目前为2.7%。 Thought: I now know the final answer.\n",
"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"Search: Call this tool to interact with the google search API. What is the google search API useful for? useful for when you need to answer questions about current events. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"search query of google\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Math: Call this tool to interact with the Wolfram Alpha API. What is the Wolfram Alpha API useful for? Useful for when you need to answer questions about Math, Science, Technology, Culture, Society and Everyday Life. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the problem to solved by Wolfram Alpha\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Arxiv: Call this tool to interact with the arxiv API. What is the arxiv API useful for? A wrapper around Arxiv.org Useful for when you need to answer questions about Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance, Statistics, Electrical Engineering, and Economics from scientific articles on arxiv.org. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the document id of arxiv to search\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"python: Call this tool to interact with the python API. What is the python API useful for? A Python shell. Use this to execute python commands. When using this tool, sometimes output is abbreviated - Make sure it does not look abbreviated before using it in your answer. Don't add comments to your python code. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"a valid python command.\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [Search,Math,Arxiv,python]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",
"\u001B[32mThought: I now know the final answer.\n",
"Final Answer: 加拿大2022年的人口数量约为3956.62万人。\u001B[0m\n",
"==========\n",
"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"Search: Call this tool to interact with the google search API. What is the google search API useful for? useful for when you need to answer questions about current events. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"search query of google\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Math: Call this tool to interact with the Wolfram Alpha API. What is the Wolfram Alpha API useful for? Useful for when you need to answer questions about Math, Science, Technology, Culture, Society and Everyday Life. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the problem to solved by Wolfram Alpha\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Arxiv: Call this tool to interact with the arxiv API. What is the arxiv API useful for? A wrapper around Arxiv.org Useful for when you need to answer questions about Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance, Statistics, Electrical Engineering, and Economics from scientific articles on arxiv.org. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the document id of arxiv to search\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"python: Call this tool to interact with the python API. What is the python API useful for? A Python shell. Use this to execute python commands. When using this tool, sometimes output is abbreviated - Make sure it does not look abbreviated before using it in your answer. Don't add comments to your python code. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"a valid python command.\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [Search,Math,Arxiv,python]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",
"Observation:\u001B[0m\u001B[34m Assumption: 2 x + 5 = -3 x + 7 \n",
"Answer: x = 2/5\u001B[0m\n",
"\u001B[32mThought: I now know the final answer.\n",
"Final Answer: x = 2/5\u001B[0m\n",
"==========\n",
"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"Search: Call this tool to interact with the google search API. What is the google search API useful for? useful for when you need to answer questions about current events. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"search query of google\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Math: Call this tool to interact with the Wolfram Alpha API. What is the Wolfram Alpha API useful for? Useful for when you need to answer questions about Math, Science, Technology, Culture, Society and Everyday Life. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the problem to solved by Wolfram Alpha\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Arxiv: Call this tool to interact with the arxiv API. What is the arxiv API useful for? A wrapper around Arxiv.org Useful for when you need to answer questions about Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance, Statistics, Electrical Engineering, and Economics from scientific articles on arxiv.org. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the document id of arxiv to search\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"python: Call this tool to interact with the python API. What is the python API useful for? A Python shell. Use this to execute python commands. When using this tool, sometimes output is abbreviated - Make sure it does not look abbreviated before using it in your answer. Don't add comments to your python code. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"a valid python command.\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [Search,Math,Arxiv,python]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",
"Title: Heat-bath random walks with Markov bases\n",
"Authors: Caprice Stanley, Tobias Windisch\n",
"Summary: Graphs on lattice points are studied whose edges come from a finite set of\n",
"allowed moves of arbitrary length. We show that the diameter of these graphs on\n",
"fibers of a fixed integer matrix can be bounded from above by a constant. We\n",
"then study the mixing behaviour of heat-bath random walks on these graphs. We\n",
"also state explicit conditions on the set of moves so that the heat-bath random\n",
"walk, a generalization of the Glauber dynamics, is an expander in fixed\n",
"dimension.\u001B[0m\n",
"\u001B[32mThought: I now know the final answer.\n",
"Final Answer: 这篇论文的题目是《热浴随机游走的马尔可夫基》,作者是Caprice Stanley和Tobias Windisch。摘要中提到,该论文研究了在有限的允许移动集合中,由任意长度的边构成的图的边。我们证明了这些图在固定整数矩阵纤维上的直径可以被一个常数所限制。然后,我们研究了热浴随机游走在这类图上的混合行为。我们还给出了一个明确的条件,使得热浴随机游走(一个Glauber动力学的推广)在固定维度下是一个扩张。\u001B[0m\n",
"==========\n",
"Answer the following questions as best you can. You have access to the following tools:\n",
"\n",
"Search: Call this tool to interact with the google search API. What is the google search API useful for? useful for when you need to answer questions about current events. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"search query of google\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Math: Call this tool to interact with the Wolfram Alpha API. What is the Wolfram Alpha API useful for? Useful for when you need to answer questions about Math, Science, Technology, Culture, Society and Everyday Life. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the problem to solved by Wolfram Alpha\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Arxiv: Call this tool to interact with the arxiv API. What is the arxiv API useful for? A wrapper around Arxiv.org Useful for when you need to answer questions about Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance, Statistics, Electrical Engineering, and Economics from scientific articles on arxiv.org. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"the document id of arxiv to search\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"python: Call this tool to interact with the python API. What is the python API useful for? A Python shell. Use this to execute python commands. When using this tool, sometimes output is abbreviated - Make sure it does not look abbreviated before using it in your answer. Don't add comments to your python code. Parameters: [{\"name\": \"query\", \"type\": \"string\", \"description\": \"a valid python command.\", \"required\": true}] Format the arguments as a JSON object.\n",
"\n",
"Use the following format:\n",
"\n",
"Question: the input question you must answer\n",
"Thought: you should always think about what to do\n",
"Action: the action to take, should be one of [Search,Math,Arxiv,python]\n",
"Action Input: the input to the action\n",
"Observation: the result of the action\n",
"... (this Thought/Action/Action Input/Observation can be repeated zero or more times)\n",
"Thought: I now know the final answer\n",
"Final Answer: the final answer to the original input question\n",