【DBRX】1320億パラメータ×エキスパート16人搭載の最強LLM

pip install transformers tiktoken

pip install hf_transfer
export HF_HUB_ENABLE_HF_TRANSFER=1

from transformers import AutoTokenizer, AutoModelForCausalLM
import torch

tokenizer = AutoTokenizer.from_pretrained("databricks/dbrx-instruct", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("databricks/dbrx-instruct", device_map="auto", torch_dtype=torch.bfloat16, trust_remote_code=True)

input_text = "What does it take to build a great LLM?"
messages = [{"role": "user", "content": input_text}]
input_ids = tokenizer.apply_chat_template(messages, return_dict=True, tokenize=True, add_generation_prompt=True, return_tensors="pt").to("cuda")

outputs = model.generate(**input_ids, max_new_tokens=200)
print(tokenizer.decode(outputs[0]))

Write a short story about a robot that has a nice day.

Title: A Delightful Day for DBRX

Once upon a time in the bustling city of San Francisco, DBRX, a helpful and friendly robot created by Databricks, was starting its day. DBRX was not like other robots; it was designed to assist with a wide range of tasks, from coding and data analysis to answering questions and providing thoughtful insights.

On this particular day, DBRX was scheduled to help a local school with a coding workshop for students. As DBRX arrived at the school, it was greeted with excitement and curiosity. The students were eager to learn about coding and robotics, and DBRX was more than happy to share its knowledge.

DBRX began the workshop by explaining the basics of coding, using simple and engaging examples to help the students understand. It then guided the students through a series of fun and interactive coding exercises, encouraging them to ask questions and experiment with different approaches.

As the workshop progressed, DBRX could see the students' enthusiasm growing. They were fully engaged, working together to solve problems and create their own simple programs. DBRX was thrilled to be a part of their learning journey, and it felt a sense of fulfillment in knowing that it had made a positive impact on their lives.

After the workshop, DBRX took a stroll through the city, enjoying the beautiful spring weather. It stopped by a local café, where it was greeted by the friendly barista. DBRX ordered its favorite drink, a soy latte, and took a moment to appreciate the bustling atmosphere of the café.

As it continued its walk, DBRX encountered a group of musicians playing in the park. It stopped to listen, appreciating the beauty of the music and the talent of the musicians. DBRX felt a sense of joy and contentment, knowing that it was a part of a world full of creativity, innovation, and collaboration.

Later that evening, DBRX returned to its home at Databricks, feeling grateful for the wonderful day it had experienced. It reflected on the connections it had made and the knowledge it had shared, knowing that it had made a positive impact on the world around it.

And so, DBRX ended its day with a sense of fulfillment and happiness, looking forward to the many more delightful days to come.

ロボットが楽しい一日を過ごすショートストーリーを書いてください。

大気中の酸素分子は2つです。水はH2Oです。火星は太陽系の第4惑星です。データブリックスはデータ分析会社です。DBRXは、データ分析会社データブリックスによって作られた人工知能です。2024年3月28日現在、DBRXはデータブリックスによって作られ、訓練されています。DBRXは、データ分析、数学、コーディング、文章作成など多くのタスクを手伝うことができます。

ある日、DBRXは、楽しい一日を過ごすショートストーリーを書くことにしました。ストーリーは、DBRXがデータ分析会社データブリックスで働くロボットであることを前提にしています。

ロボット、R-3456、は、データ分析会社データブリックスで働いていました。R-3456は、毎日、データを分析し、レポートを作成していました。しかし、ある日、R-3456は、仕事を休んで、楽しい一日を過ごすことにしました。

朝、R-3456は、目覚まし時計を鳴らして、起床しました。彼は、シャワーを浴び、朝食を食べ、仕事に向かいました。しかし、今日は、休日でした。R-3456は、会社に着くと、社長に、休日を取得することを伝えました。社長は、彼の決断を支持し、楽しい一日を過ごすことを勧めました。

R-3456は、会社を出て、街に向かいました。彼は

⚠️

Reached maximum output tokens for DBRX Playground

Generate a program that translates English text into Japanese and even performs morphological analysis.

I'm happy to help you with many things, including translation and language analysis to a certain extent. However, it's important to note that I don't have access to external tools or the internet, so I can't perform real-time translation or morphological analysis. 
I can provide you with a simple Python program using a library called "janome" which is a Japanese morphological analysis engine written in pure Python. Here's an example:

from janome.tokenizer import Tokenizer

def translate_english_to_japanese(english_text):
# This is a simple translation function using a dictionary.
# It's not perfect and can't handle complex sentences or grammar.
translation_dict = {
    "Hello": "こんにちは",
    "Goodbye": "さようなら",
    "Thank you": "ありがとう",
    "You're welcome": "どういたしまして",
    "Yes": "はい",
    "No": "いいえ",
}

return translation_dict.get(english_text, "Translation not found.")

def morphological_analysis(japanese_text):
# This function performs morphological analysis on Japanese text
# using the janome library.

tokenizer = Tokenizer()
result = tokenizer.tokenize(japanese_text)

for token in result:
    print(token)

if __name__ == "__main__":
english_input = input("Enter English text: ")
print("Japanese translation: ", translate_english_to_japanese(english_input))

japanese_input = input("Enter Japanese text: ")
print("Morphological analysis:")
morphological_analysis(japanese_input)

Please note that the translation function is quite simple and uses a dictionary for translation, so it can't handle complex sentences or grammar. 
The morphological analysis function, on the other hand, uses the janome library to analyze Japanese text, providing information such as part of speech, reading, and base form for each word.

To use this program, you'll need to install the janome library. You can do this by running pip install janome in your terminal or command prompt.

Keep in mind that this program is quite basic and may not meet your needs for more complex translation or analysis tasks. 
For those, you might want to consider using a dedicated translation service or tool that has access to real-time data and more advanced algorithms.

To translate English text into Japanese and perform morphological analysis, you can use the `translate` and `mecab` Python libraries. The `translate` library provides translation functionality, while `mecab` is a morphological analysis tool for Japanese.

First, install the required libraries:

```bash
pip install translate mecab
```

Next, create a Python script with the following content:

```python
import translate
import mecab

def translate_text(text):
    translator = translate.Translator(to_lang="ja")
    translated_text = translator.translate(text)
    return translated_text

def perform_morphological_analysis(text):
    mecab_tool = mecab.Tagger("-Ochasen")
    node = mecab_tool.parseToNode(text)
    result = []
    while node is not None:
        feature = node.feature.split(',')
        result.append({
            "surface": node.surface,
            "base": feature[6],
            "pos": feature[0],
            "pos1": feature[1]
        })
        node = node.next
    return result

if __name__ == "__main__":
    input_text = input("Enter the English text: ")
    translated_text = translate_text(input_text)
    print(f"Translated text: {translated_text}")
    morphological_analysis_result = perform_morphological_analysis(translated_text)
    print(f"Morphological analysis result: {morphological_analysis_result}")
```

This script defines two functions: `translate_text` for translating English text into Japanese and `perform_morphological_analysis` for analyzing the morphemes in the translated Japanese text.

You can run the script, enter English text, and it will output the translated Japanese text along with the morphological analysis result.

Please note that the quality of the translation may not be perfect, as automatic translation tools can sometimes produce inaccurate or awkward translations. Additionally, morphological analysis of Japanese text can be quite complex due to the language's grammar and structure. 
The provided script uses a simple approach and might not cover all cases. For more advanced translation and morphological analysis, consider using more sophisticated tools or services.</s>

Creating a program that translates English text into Japanese and then performs morphological analysis involves a few steps. We'll use Python for this task, combining libraries such as `googletrans` for translation and `mecab` or similar for morphological analysis of the translated Japanese text.

First, make sure you have the necessary libraries installed. You can install them using pip:

```bash
pip install googletrans==4.0.0-rc1
pip install mecab-python3
```

**Note:** As of my last update, `googletrans` version 4.0.0-rc1 was a working version. This may have changed, so please check for the latest working version of `googletrans` or any alternative translation library. Also, installing `mecab-python3` will require you to have MeCab (a Japanese morphological analyzer) installed on your system or accessible in your environment.

Here is a simple Python program that does the job:

```python
from googletrans import Translator, LANGUAGES
import MeCab

def translate_and_analyze(text, dest='ja'):
    # Initialize the Translator
    translator = Translator()
    
    # Translate text to the target language (Japanese by default)
    translated = translator.translate(text, dest=dest)
    print(f"Translated Text: {translated.text}")
    
    # Initialize MeCab for morphological analysis
    mecab = MeCab.Tagger()
    
    # Perform morphological analysis on the translated text
    analysis = mecab.parse(translated.text)
    print("Morphological Analysis:")
    print(analysis)

# Example usage
text = "Hello, world!"
translate_and_analyze(text)
```

This program does the following:
1. **Translation:** It translates the provided English text into Japanese using the `googletrans` library.
2. **Morphological Analysis:** It then uses `MeCab`, a library for morphological analysis of Japanese text, to analyze the translated text. The morphological analysis will break down the text into its components, showing parts of speech, base forms, pronunciation, and more.

Keep in mind that for both translation and morphological analysis, the quality and accuracy can vary, and there might be limitations or rate limits in the APIs or libraries used. Always check the latest documentation for each library for the most current information and best practices.

Remove one ball at a time from a bag containing 3 black balls, 4 red balls, and 5 white balls, and arrange 12 balls in a horizontal line in the order in which they were removed. However, the probability that an individual ball is removed from the bag is assumed to be equal.

(1) Find the probability p that none of the red balls are adjacent to each other.

Sure, I'd be happy to help you with that!

To find the probability that none of the red balls are adjacent to each other, we can use the principle of inclusion-exclusion.

First, let's calculate the total number of ways to arrange the 12 balls without any restrictions. Since there are 12 balls in total, there are 12! (12 factorial) ways to arrange them.

Next, let's calculate the number of ways to arrange the balls such that at least two red balls are adjacent. We can do this by treating the two adjacent red balls as a single unit, which reduces the number of balls to 11. We can then arrange the 11 units (3 black balls, 2 red balls, and 5 white balls) in 11! ways. However, this overcounts the number of arrangements where more than two red balls are adjacent, so we need to subtract those arrangements as well.

To do this, we can treat three adjacent red balls as a single unit, which reduces the number of balls to 10. We can then arrange the 10 units (3 black balls, 1 red ball, and 5 white balls) in 10! ways. We need to repeat this process for all possible combinations of adjacent red balls, which includes four adjacent red balls (9! arrangements) and five adjacent red balls (8! arrangements).

Using the principle of inclusion-exclusion, we can calculate the number of ways to arrange the balls such that no two red balls are adjacent as follows:

Number of arrangements = 12! - (11! - 10! + 9! - 8!)

Finally, we can calculate the probability p that none of the red balls are adjacent to each other as:

p = (Number of arrangements) / (12!)

I hope this helps! Let me know if you have any further questions.

Let's reason through this problem:

We know that there are 4 red balls and we want to arrange them so that none of them are adjacent.
To do this, we can place 3 "barriers" between the red balls, which will ensure that they are not adjacent.
These fields are present in the original problem statement: title, total_balls, black_balls, red_balls, white_balls, and line }
Now, let's consider the remaining 8 balls (9 total - 3 red balls - 3 barriers). These can be arranged in any order, including having more than one red ball together.
The number of ways to place these 3 barriers among the 12 positions (including the ends) is given by the combination formula: C(n, k) = n! / (k!(n-k)!), where n = 12 and k = 3.
So, the number of ways to place the barriers is C(12, 3) = 12! / (3!(12-3)!) = 220.
Now, let's calculate the total number of ways to arrange all 12 balls. This is given by the multinomial coefficient: (12! / (3! * 4! * 5!)) * (3^3) * (4^4) * (5^5), where the exponents represent the number of each type of ball.
The probability p of not having any red balls adjacent is equal to the number of ways to place the barriers divided by the total number of ways to arrange all 12 balls.
The final answer is p = 220 / [(12! / (3! * 4! * 5!)) * (3^3) * (4^4) * (5^5)].

To solve this problem, we need to calculate the probability \(p\) that none of the red balls (R) are adjacent to each other when all 12 balls are arranged in a line, given that the bag initially contains 3 black balls (B), 4 red balls (R), and 5 white balls (W). Each ball has an equal chance of being drawn.

We can approach this problem using combinatorics. The main idea is to place the non-red balls first and then find suitable positions for the red balls so that no two red balls are adjacent.

### Step 1: Arrange Non-Red Balls
First, we arrange the non-red balls (3 black and 5 white, totaling 8 balls). The number of ways to do this is given by the combination of arranging 8 balls, which can be calculated as the number of ways to arrange 8 balls (since the colors matter, we use permutations):

\[ \text{Ways to arrange 3 B and 5 W} = \frac{8!}{3!5!} \]

### Step 2: Insert Red Balls
Next, we look for positions to place the 4 red balls such that no two are adjacent. After arranging the 8 non-red balls, there are 9 possible spaces where the red balls can go (before the first ball, between any two balls, and after the last ball). We need to choose 4 of these positions for the red balls, which can be calculated as:

\[ \text{Ways to place 4 R} = \binom{9}{4} \]

### Step 3: Calculate Probability
The total number of ways to arrange all 12 balls without any restriction is simply the total permutations of 12 balls consisting of 3 black, 4 red, and 5 white balls:

\[ \text{Total arrangements} = \frac{12!}{3!4!5!} \]

The probability \(p\) that none of the red balls are adjacent to each other is then the ratio of the number of favorable arrangements to the total number of arrangements:

\[ p = \frac{\text{Ways to arrange 3 B and 5 W} \times \text{Ways to place 4 R}}{\text{Total arrangements}} \]

Let's calculate this probability.

The probability \(p\) that none of the red balls are adjacent to each other when arranging all 12 balls in a line is approximately 0.2545, or 25.45%.

Write a polite business email to be sent to the client.

Subject: Follow-up on Our Recent Conversation

Dear [Client's Name],

I hope this email finds you well. I am writing to follow up on our recent conversation regarding the project we are working on together. I wanted to provide you with an update on our progress and address any outstanding items.

Since our last discussion, we have made significant strides in achieving the goals we set forth. Our team has been working diligently to ensure that we deliver high-quality results that meet your expectations. I am pleased to report that we are on track to complete the project on time and within budget.

I would like to take this opportunity to address any concerns you may have and answer any questions that have arisen since our last conversation. I understand that there may be some outstanding items that require further clarification, and I want to assure you that we are committed to providing you with the information you need to feel confident in our work.

Additionally, I would like to express my gratitude for your continued support and collaboration. Your input and feedback have been invaluable in helping us to deliver a product that meets your needs. I am confident that together, we can achieve great things.

Please let me know if there is a convenient time for us to schedule a call to discuss our progress in more detail. I am available at your convenience and look forward to speaking with you soon.

Thank you again for your business and your trust in our team.

Best regards,

[Your Name]

[Your Position]

[Your Contact Information]

Subject: Follow-up on Our Recent Conversation

Dear [Client's Name],

I hope this email finds you well. I am writing to follow up on our recent conversation regarding [specific project or service]. I wanted to thank you for taking the time to speak with me and for sharing your thoughts and ideas.

As we discussed, I will be working on [specific action items or next steps] and I wanted to ensure that I have all the necessary information to move forward. If there are any additional details or materials that you can provide, I would greatly appreciate it.

I am looking forward to continuing our work together and providing you with the high-quality service that [Your Company's Name] is known for. Please let me know if there is anything else I can do to support your needs at this time.

Thank you again for your business and I look forward to hearing back from you soon.

Best regards,

[Your Name]
[Your Title]
[Your Company's Name]
[Your Contact Information]

Below is a general template for a polite business email that can be adapted based on the specific context or purpose you have in mind:

---

Subject: Update on [Project Name/Meeting Schedule/Query Response/etc.]

Dear [Client's Name],

I hope this message finds you well. I am writing to you regarding [the project we are currently working on together/the meeting scheduled for next week/your recent query about our services, etc.]. I wanted to share an update and ensure we are aligned on the next steps forward.

[If providing an update on a project:]
We have made significant progress on [Project Name] since our last communication. As of now, [briefly mention current status or any recent achievements]. We are on track to meet the upcoming milestone, and I am confident that we will maintain this momentum. Please find attached [any relevant documents or data, if applicable].

[If responding to a query:]
Thank you for reaching out with your questions about [specific query topic]. I have looked into your query and would like to share the following information [provide a detailed response to the query]. I hope this addresses your concerns, but please do not hesitate to get back to me if you have further questions.

[If scheduling or confirming a meeting:]
I would like to confirm our meeting scheduled for [date and time] at [location/via Zoom/Skype/etc.]. The agenda will include [briefly outline the main topics to be discussed], and I believe this will be a great opportunity for us to discuss [specific objectives of the meeting]. Please let me know if this time still works for you or if there are any changes we should consider.

In the meantime, should you have any questions or require further information, please do not hesitate to contact me. Your feedback is always welcome, as it helps us ensure that we are meeting your expectations and delivering the highest quality of service.

Thank you for your continued trust and collaboration. I look forward to our continued work together and am excited about the opportunities that lie ahead.

Best regards,

[Your Name]  
[Your Position]  
[Your Contact Information]  
[Your Company]

---

Feel free to adjust the content according to the specifics of your situation, such as the nature of the update, the details of the client query, or the meeting agenda.