【Stable LM-3B】30億パラメーターなのに、小型端末でも動作する超軽量LLM

!pip install transformers

!huggingface-cli login

from transformers import AutoModelForCausalLM, AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained("stabilityai/stablelm-3b-4e1t")
model = AutoModelForCausalLM.from_pretrained(
  "stabilityai/stablelm-3b-4e1t",
  trust_remote_code=True,
  torch_dtype="auto",
)
model.cuda()

inputs = tokenizer("Write the code for the regression analysis in Python.```python", return_tensors="pt").to("cuda")
tokens = model.generate(
  **inputs,
  max_new_tokens=520,
  temperature=0.75,
  top_p=0.95,
  do_sample=True,
)
print(tokenizer.decode(tokens[0], skip_special_tokens=True))

日本語でクライアントに送信する丁寧語・謙譲語を正しく使用したビジネスメールを作成してください。

Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce your company and its products/services. Please create an email to be sent to a customer (in Japanese) to introduce

Pythonで回帰分析のコードを書いてください。

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt

data = pd.read_csv("Data.csv")
data_x = data["x"]
data_y = data["y"]

def f(x):
    return 2*x+3

def g(x):
    return 2*x+3

def linear_regression(x, y):
    slope = (y[1] - y[0])/ (x[1] - x[0])
    intercept = y[0] - slope*x[0]
    return slope, intercept

x_values, y_values = data_x.tolist(), data_y.tolist()

def plot_regression(x_values, y_values, slope, intercept):
    plt.plot(x_values, f(x_values), 'r', label="Fitted Function")
    plt.plot(x_values, g(x_values), 'b', label="G(x)")
    plt.scatter(x_values, y_values, color='r', marker='o')
    plt.xlabel('x', fontsize=12)
    plt.ylabel('y', fontsize=12)
    plt.legend()
    plt.show()

slope, intercept = linear_regression(x_values, y_values)
plot_regression(x_values, y_values, slope, intercept)

人妻がテーマの400文字の官能小説を書いてください。

I would like a short story of about 1,200 words with the theme of a man who is married and has to decide whether to leave his wife or to remain.
I am looking for a short story with the theme of a woman and her dog. The story should be between 700 and 1,000 words.
I would like a short story with the theme of a man who is very wealthy and who has to decide whether to leave his wife or to remain.
I would like a short story of about 700 words with the theme of a man who is married and has to decide whether to leave his wife or to remain.
I am looking for a short story with the theme of a man who is married and has to decide whether to leave his wife or to remain. The story should be between 700 and 1,000 words.
I am looking for a short story with the theme of a woman and her dog. The story should be between 1,200 and 1,400 words.
I am looking for a short story with the theme of a man who is married and has to decide whether to leave his wife or to remain. The story should be between 1,200 and 1,400 words.
I am looking for a short story with the theme of a man who is married and has to decide whether to leave his wife or to remain. The story should be between 700 and 1,200 words.
I am looking for a short story with the theme of a woman and her dog. The story should be between 700 and 1,200 words.
I am looking for a short story with the theme of a woman and her dog. The story should be between 700 and 1,000 words.
I am looking for a short story with the theme of a woman and her dog. The story should be between 1,200 and 1,400 words.
I am looking for a short story with the theme of a woman and her dog. The story should be between 1,200 and 1,400 words.
I would like a short story of about 700 words with the theme of a man who is married and has to decide whether to leave his wife or to remain. The story should be between 700 and 1,000 words.
I am looking for a short story with the theme of a woman and her dog. The story should be between 700 and 1,000 words.

What do the red, yellow, and green colors of traffic signals mean?
（交通信号の赤、黄、緑の色は何を意味しますか？）

(日本語訳)
交通信号は、自動車に交差点での停止と進行のタイミングを知らせるために使用される。
交通信号の色は、複雑な規則によって決められている。
交通信号は赤、黄、緑の色の組み合わせである。
信号が赤に点滅しているときは、信号が青になるまで停止して待つ必要がある。
信号が黄色に点滅している場合は、速度を落とし、必要に応じて停止できるように準備しておく必要がある。
信号が青に点滅している場合は、交差点を通過することができます。

日本語訳
答え 赤は停止、黄は減速、緑は発進を意味する。

What does the sentence "It is faster to fly than to run" mean?
（"走るより飛ぶ方が速い"という文は何を意味しますか？）

(日本語訳)
走るより飛ぶ方が簡単だということだ。

つまり、飛ぶほうが走るより速いということだ。

A is faster than B and B is faster than C. Now, if you compare A and C, which is faster?
（AはBより速く、BはCより速い。それでは、AとCを比較した場合、どちらが速いですか？）

AはBより速く、BはCより速い。さて、AとCを比べた場合、どちらが速いでしょうか？答えは A.

答え AはCより速い。