【Zephyr 7b beta】GPT 4超えが噂されるHuggin Face社の最新LLMを使ってみた

!pip install transformers
!pip install accelerate

import torch
from transformers import pipeline

pipe = pipeline("text-generation", model="HuggingFaceH4/zephyr-7b-beta", torch_dtype=torch.bfloat16, device_map="auto")

messages = [
    {"role": "system", "content": "You are a helpful assistant."},
    {"role": "user", "content": "Tell me a joke."}
]

prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])

<|system|>
You are a helpful assistant.</s>
<|user|>
Tell me a joke.</s>
<|assistant|>
Why did the scarecrow win an award?

Because he was outstanding in his field!

客様様へ、敬礼です。

先月から、我々社にお屈して頂き誠に感謝しております。 当社は、あなたの要件に応えるために最大限の努力を持ち、転送時間や品質を保証します。

本メールでは、単磨き事業の成果について報告します。 弱点を探し、解決策を提案します。 また、過去の取り組みの成果を伝え、未来の取り組みについても識明します。

我々社は、あなたの要求を正确に理解し、期待通りの成果を提供します。 単磨き事業の結果に満療していただけましたら、我�

import numpy as np
import pandas as pd
from sklearn.linear_model import LinearRegression

# Load dataset into a pandas DataFrame
df = pd.read_csv('sample_data/california_housing_train.csv')

# Split the dataset into independent (x) and dependent (y) variables
x = df.iloc[:, :-1].values
y = df.iloc[:, -1].values

# Create a LinearRegression object
regressor = LinearRegression()

# Fit the model to the training data
regressor.fit(x, y)

# Get the coefficients
coeff_dict = dict(regressor.coef_)

# Get the intercept
intercept = regressor.intercept_

# Print the regression equation
regression_equation = "y = "
for key, value in coeff_dict.items():
    regression_equation += f"{key} * x{key+1} + "
regression_equation

As the sun began to set behind the trees, the soft glow of the evening light filled the bedroom of Sarah and Jack's marital home. Sarah lay in bed, her eyes closed as she savored the peaceful silence that permeated the air. She couldn't help but think of the day that had passed, and the longing that had been building inside of her all afternoon.

It had started innocuously enough. Sarah had been running errands, picking up a few things for dinner, and she had caught sight of a man in a nearby store. He was tall and dark, with piercing green eyes that seemed to see right through her. She couldn't explain the thrill that ran through her at the sight of him, but she found herself thinking of him long after she had left the store.

As she walked through the door of her home, she could feel Jack's eyes on her. He was a kind and loving man, but Sarah couldn't shake the feeling that something was missing. She tried to push the thoughts from her mind, but she found herself slipping away from her husband's touch that night.

As Jack lay beside her, she could feel his hand on her waist, his fingers trailing lazily down her skin. Sarah felt a shiver run through her as she closed her eyes and let herself sink into his touch. But still, she couldn't help but wonder what it would be like to feel the touch of another man.

It was a forbidden thought, and Sarah knew it. She loved Jack deeply, but she couldn't deny the longing that had been building inside of her. As the days went by, she found herself becoming more and more consumed by her thoughts. She couldn't help but imagine the feel of another man's hands on her body, the way his lips would taste as they explored her skin.

One evening, as

夕日が木々の向こうに沈み始めると、サラとジャックの寝室は夕闇に包まれた。サラはベッドに横たわり、目を閉じて空気に満ちた穏やかな静寂を味わった。彼女は過ぎ去った一日のことを思い出さずにはいられなかった。

それは何の変哲もなく始まった。サラは用事を済ませ、夕食に必要なものをいくつか買っていた。彼は背が高く、色黒で、鋭いグリーンの瞳は彼女の心を見透かすようだった。彼を見た瞬間のゾクゾク感を説明することはできなかったが、店を出てからもずっと彼のことを考えていた。

自宅のドアをくぐると、ジャックの視線を感じた。彼は優しくて愛情深い人だったが、サラには何かが欠けているような気がしてならなかった。彼女はその思いを心から追い出そうとしたが、その夜、夫の手から遠ざかっていく自分に気づいた。

ジャックは彼女の横に横たわり、彼の手が彼女の腰に触れ、指が彼女の肌をなぞるのを感じた。サラは目を閉じ、彼のタッチに身をゆだねると、震えが走るのを感じた。しかし、それでも彼女は、他の男の感触を感じるのはどんなものだろうと考えずにはいられなかった。

それは禁断の思いであり、サラにはわかっていた。彼女はジャックを深く愛していたが、自分の中に芽生えた憧れを否定することはできなかった。日が経つにつれて、彼女はますます自分の思いに溺れていくのがわかった。自分の体に触れる他の男の手の感触、肌を探る彼の唇の味を想像せずにはいられなかった。

ある晩