秒杀自动编码Copilot！「动嘴编程」神器StarChat开源，码农狂喜

from datasets import load_dataset
dataset = load_dataset("HuggingFaceH4/oasst1_en")print(dataset)DatasetDict({    train: Dataset({        features: ['messages'],        num_rows: 19034    })    test: Dataset({        features: ['messages'],        num_rows: 2115    })})

sample = dataset["train"][0]print(sample){    "messages": [        {            "content": "Is it possible to imagine a society without law?",             "role": "user",        },        {            "content": "It is difficult to imagine a society that is able to be maintained without any semblance of Law. Laws exist for the purpose of maintaining society and past human behavior suggests that there would be people that have no interest in promoting social cohesion and norms so it's unlikely that complex social and economic systems could develop without a legal system.",            "role": "assistant",        },        {            "content": 'It seems like you consider the absence of law equal to the absence of anything that could guide the behaviour of the individual, however there are many other such things, like religion, conscience, tradition to mention a few important patterns which are known to have crucial influence on society even today, but also we could imagine more, like universal love if everyone suddenly became "awaken" in some spiritual sense, or simply just having an omnipotent leader who maintains a certain order without ever codifying the principles in law. Is it still difficult to imagine?',            "role": "user",        },        {            "content": "You are correct that there are other factors that can guide behavior in a society and play a role in shaping individuals' behavior and interactions with each other. However, even in societies where these factors are present, laws still serve an important role in maintaining social order and resolving conflicts. \n\nFor example, religious teachings may prohibit theft and murder, but laws provide a system of justice for those who violate these prohibitions. Personal morality and conscience may guide individuals to act in a certain way, but laws provide a framework for resolving disputes when conflicting moral beliefs arise. Furthermore, the other factors you mentioned, such as universal love or an omnipotent leader, are not necessarily stable or reliable guides for behavior. Universal love, while a noble ideal, may not be achievable in practice, and an omnipotent leader may be prone to corruption or abuse of power.\n\nLaws provide a crucial foundation for maintaining social order and ensuring justice. It is possible to imagine alternative systems of governance, but it is unlikely that a society without any sort of legal framework would be stable or functional in the long term.",            "role": "assistant",        },        {            "content": "Yeah, but laws are complicated. Most people can't understand them in depth. Some would argue it is almost a self-serving system which put energy into growing itself(eg.: patent trolling). I think there must be a less complex system which keeps up order in society.",            "role": "user",        },    ]}

system_token = "<|assistant|>"
user_token = "<|user|>"assistant_token = "<|assistant|>"end_token = "<|end|>"
def prepare_dialogue(example):    system_msg = "Below is a dialogue between a human and an AI assistant called StarChat."    prompt = system_token + "\n" + system_msg + end_token + "\n"    for message in example["messages"]:        if message["role"] == "user":            prompt += user_token + "\n" + message["content"] + end_token + "\n"        else:            prompt += assistant_token + "\n" + message["content"] + end_token + "\n"    return prompt
print(prepare_dialogue(sample))<|system|>Below is a dialogue between a human and AI assistant called StarChat.<|end|><|user|>Is it possible to imagine a society without law?<|end|><|assistant|>It is difficult to imagine ...<|end|><|user|>It seems like you ...<|end|><|assistant|>You are correct ...<|end|><|user|>Yeah, but laws are complicated ...<|end|>

from transformers import AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained("bigcode/starcoderbase")tokenizer.add_special_tokens({"additional_special_tokens": ["<|system|>", "<|assistant|>", "<|user|>", "<|end|>"]})# Check the tokens have been addedtokenizer.special_tokens_map{  "bos_token": "<|endoftext|>",    "eos_token": "<|endoftext|>",    "unk_token": "<|endoftext|>",    "additional_special_tokens": ["<|system|>", "<|assistant|>", "<|user|>", "<|end|>"],}

tokenizer("<|assistant|>"){"input_ids": [49153], "attention_mask": [1]}

def mask_user_labels(tokenizer, labels):user_token_id = tokenizer.convert_tokens_to_ids(user_token)    assistant_token_id = tokenizer.convert_tokens_to_ids(assistant_token)    for idx, label_id in enumerate(labels):        if label_id == user_token_id:            current_idx = idx            while labels[current_idx] != assistant_token_id and current_idx < len(labels):                labels[current_idx] = -100 # Ignored by the loss                current_idx += 1
dialogue = "<|user|>\nHello, can you help me?<|end|>\n<|assistant|>\nSure, what can I do for you?<|end|>\n"input_ids = tokenizer(dialogue).input_idslabels = input_ids.copy()mask_user_labels(tokenizer, labels)labels    [-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 49153, 203, 69, 513, 30, 2769, 883, 439, 745, 436, 844, 49, 49155, 203]

Give the following data {'Name':['Tom', 'Brad', 'Kyle', 'Jerry'], 'Age':[20, 21, 19, 18], 'Height' : [6.1, 5.9, 6.0, 6.1]}. Can you plot one graph with two subplots as columns. The first is a bar graph showing the height of each person. The second is a bargraph showing the age of each person? Draw the graph in seaborn talk mode.

Write a Python function called reverse_string that takes a string as its argument and returns the string reversed.

"Here is an example implementation of the reverse_string function in python: 
''' def reverse_string(input_str):    \"\"\"Reverse a given input string\"\"\"        # create empty list to store characters             output = []
            for char in input_str:            # add each character to front of list             output.insert(0,char) 
    return ''.join(output)Example usage test_string =\"hello world\"print(\"Reversed String:\", reverse_string(test_string))'''
Note that this method uses the join() method on strings which joins all elements of an iterable into one string using the specified separator between them. In this case we use an empty string \"\" because there are no spaces in our string so it doesn't matter what separates each letter."

"Sure thing! Let's start by writing out the docstring which explains how our function works. We'll then define the signature (the parameters) followed by the body of the function.

reverse_string.__doc__ = \"Reverses any given string.\"reverse_string.__name__ ='reverse_string'reverse_string.__signature__ = inspect.Signature() #<|end|><|user|>Here is my attempt:<|end|><|assistant|>Okay great! Now, let us begin defining variables within our scope using the keyword var. Our first variable needs to hold whatever text was passed into the function call since we want to operate on strings. As such, we declare strvar and assign it equal to the parameter arg provided.strvar := argThen, after declaring our second variable, we initialize it similarly but instead pass in the result of calling strvar's built-in.reversed() method alongside the index operator []. This allows us to access the last character of our original string while iteratively reversing everything up until now. Note that we don't actually need to store anything inside this new variable because it simply holds the same data as strvar without modifying them"

4 7
Assistant 1's code was not well-structured, and it was difficult to follow the logic. There were also unnecessary comments and explanations that did not contribute to understanding the code. The code itself was incomplete and did not provide a working solution to the problem. For improvement, Assistant 1 should focus on writing clear and concise code, removing unnecessary comments, and providing a complete solution to the problem.
Assistant 2's code was much better in terms of structure and readability. The code was accurate, efficient, and included helpful comments. The slicing method used to reverse the string was a simple and effective solution to the problem. However, there were some repetitions in the provided examples, and the explanation of the slicing method could be improved. Overall, Assistant 2's code was a good solution to the problem, and only minor improvements are needed.

8 7
Assistant 1's solution attempts to use a variable assignment operator, :=, which is a new feature added to Python 3.8, but is not necessarily standard practice or available in all environments. Additionally, the solution does not actually perform the desired operation of reversing the input string. Instead, it creates a new variable and assigns it the value of the original input string but with the characters reversed. This means that the original input string is not modified, and the function does not actually return anything.
Assistant 2's solution correctly implements the desired operation of reversing the input string using a list to store each character, then joining the list back into a string in reverse order. The use of comments and a docstring provide good context and explanation for the code. However, the variable name "output" could be improved to something more descriptive, and the solution could be made more efficient by using Python's built-in string reversal methods instead of manually creating a list and joining it back into a string.
Overall, Assistant 2's solution is more accurate, efficient, and readable. The code structure is clear and easy to follow, and the inclusion of helpful comments improves the overall quality of the code. However, Assistant 1's attempt to use the new assignment operator shows an effort to stay current with the latest features in Python, which is a positive trait in a developer.