Databricks DBRX now out there on Amazon SageMaker JumpStart

from sagemaker.jumpstart.mannequin import JumpStartModel

accept_eula = True

mannequin = JumpStartModel(model_id="huggingface-llm-dbrx-base")
predictor = mannequin.deploy(accept_eula=accept_eula)

payload = {
    "inputs": "Whats up!",
    "parameters": {
        "max_new_tokens": 10,
    },
}
predictor.predict(payload)

payload = { 
      "inputs": "Write a perform to learn a CSV file in Python utilizing pandas library:", 
      "parameters": { 
          "max_new_tokens": 30, }, } 
           response = predictor.predict(payload)["generated_text"].strip() 
           print(response)

import pandas as pd 
df = pd.read_csv("file_name.csv") 
#The above code will import pandas library after which learn the CSV file utilizing read_csv

payload = {
"inputs": """
Tweet: "I'm so excited for the weekend!"
Sentiment: Constructive

Tweet: "Why does site visitors need to be so horrible?"
Sentiment: Damaging

Tweet: "Simply noticed an excellent film, would advocate it."
Sentiment: Constructive

Tweet: "In response to the climate report, it is going to be cloudy in the present day."
Sentiment: Impartial

Tweet: "This restaurant is completely horrible."
Sentiment: Damaging

Tweet: "I really like spending time with my household."
Sentiment:""",
"parameters": {
"max_new_tokens": 2,
},
}
response = predictor.predict(payload)["generated_text"].strip()
print(response)

# Query answering
payload = {
    "inputs": "Reply to the query: How did the event of transportation methods, similar to railroads and steamships, influence world commerce and cultural trade?",
    "parameters": {
        "max_new_tokens": 225,
    },
}
response = predictor.predict(payload)["generated_text"].strip()
print(response)

The event of transportation methods, similar to railroads and steamships, impacted world commerce and cultural trade in plenty of methods. 
The paperwork offered present that the event of those methods had a profound impact on the way in which individuals and items had been in a position to transfer world wide. 
Some of the vital impacts of the event of transportation methods was the way in which it facilitated world commerce. 
The paperwork present that the event of railroads and steamships made it attainable for items to be transported extra rapidly and effectively than ever earlier than. 
This allowed for a better trade of products between completely different components of the world, which in flip led to a better trade of concepts and cultures. 
One other influence of the event of transportation methods was the way in which it facilitated cultural trade. The paperwork present that the event of railroads and steamships made it attainable for individuals to journey extra simply and rapidly than ever earlier than. 
This allowed for a better trade of concepts and cultures between completely different components of the world. General, the event of transportation methods, similar to railroads and steamships, had a profound influence on world commerce and cultural trade.

<|im_start|>system
{system_message} <|im_end|>
<|im_start|>consumer
{human_message} <|im_end|>
<|im_start|>assistantn

from typing import Dict, Listing

def format_instructions(directions: Listing[Dict[str, str]]) -> Listing[str]:
    """Format directions the place dialog roles should alternate system/consumer/assistant/consumer/assistant/..."""
    immediate: Listing[str] = []
    for instruction in directions:
        if instruction["role"] == "system":
            immediate.prolong(["<|im_start|>systemn", (instruction["content"]).strip(), " <|im_end|>n"])
        elif instruction["role"] == "consumer":
            immediate.prolong(["<|im_start|>usern", (instruction["content"]).strip(), " <|im_end|>n"])
        else:
            elevate ValueError(f"Invalid function: {instruction['role']}. Function should be both 'consumer' or 'system'.")
    immediate.prolong(["<|im_start|>assistantn"])
    return "".be part of(immediate)

def print_instructions(immediate: str, response: str) -> None:
    daring, unbold = '33[1m', '33[0m'
    print(f"{bold}> Input{unbold}n{prompt}nn{bold}> Output{unbold}n{response['generated_text'].strip()}n")

directions = [
{"role": "system", "content": "You are an expert in suggesting diet plans optimized for different sports or fitness activities, taking into account energy requirements, and recovery requirements."},
{"role": "user", "content": "I am trying to build muscle mass and increase my strength. What kind of high-protein, calorie-dense diet plan would you recommend for me?"}
]
immediate = format_instructions(directions)
payload = {
"inputs": immediate,
"parameters": {"max_new_tokens": 700, "temperature": 0.5, "do_sample": True}
}
response=predictor.predict(payload)
print_instructions(immediate, response)

> Enter
<|im_start|>system
You might be an skilled in suggesting weight loss plan plans optimized for various sports activities or health actions, taking into consideration vitality necessities, and restoration necessities. <|im_end|>
<|im_start|>consumer
I'm making an attempt to construct muscle mass and improve my energy. What sort of high-protein, calorie-dense weight loss plan plan would you advocate for me? <|im_end|>
<|im_start|>assistant

> Output
Completely, I would be pleased that will help you with that. Given your objective of constructing muscle mass and growing energy, you will need a weight loss plan that is excessive in protein and supplies ample energy to assist muscle development and restoration. Here is a primary define of what your weight loss plan plan might appear like:

1. **Breakfast:**
   - 3 entire eggs
   - 3 egg whites
   - 1 cup of oatmeal
   - 1 scoop of whey protein
   - 1 banana

2. **Mid-Morning Snack:**
   - 1.5 ounces of almonds
   - 1 apple

3. **Lunch:**
   - 8 ounces of rooster breast
   - 1 cup of brown rice
   - 1 cup of combined greens

4. **Afternoon Snack:**
   - 1.5 cups of Greek yogurt
   - 1 cup of combined berries

5. **Dinner:**
   - 8 ounces of salmon or lean beef
   - 1 cup of quinoa
   - 1.5 cups of combined greens

6. **Night Snack:**
   - 1 scoop of casein protein
   - 1 tablespoon of almond butter

This can be a high-protein, calorie-dense weight loss plan that features quite a lot of nutrient-rich meals. It is essential to notice that everybody's dietary wants are completely different, so you might want to regulate portion sizes or meals decisions primarily based in your particular wants and preferences.

Additionally, keep in mind to remain hydrated by ingesting loads of water all through the day. Common train, significantly energy coaching, is essential to attaining your targets. It is also essential to get sufficient sleep to help in muscle restoration and development.

Earlier than beginning any new weight loss plan or train program, it is a good suggestion to seek the advice of with a healthcare skilled or a registered dietitian. They'll present personalised recommendation primarily based in your well being historical past and present life-style.

directions = [ 
{"role": "system", "content": "You are an expert in coding and programming. Your role is to provide examples, explanations, and insights related to programming languages, algorithms, data structures, and software development practices."}, 
{"role": "user", "content": "Write a Python script to read a CSV file containing stock prices and plot the closing prices over time using Matplotlib."} 
] 
immediate = format_instructions(directions) 
payload = { "inputs": immediate, "parameters": {"max_new_tokens": 315, "temperature": 0.3, "do_sample": True} } 
response=predictor.predict(payload) 
print_instructions(immediate, response)

> Enter
<|im_start|>system
You might be an skilled in coding and programming. Your function is to supply examples, explanations, and insights associated to programming languages, algorithms, knowledge buildings, and software program improvement practices. <|im_end|>
<|im_start|>consumer
Write a Python script to learn a CSV file containing inventory costs and plot the closing costs over time utilizing Matplotlib. <|im_end|>
<|im_start|>assistant

> Output
Positive, I would be pleased that will help you with that. Here is a easy Python script that makes use of the `pandas` library to learn a CSV file and `matplotlib` to plot the closing costs over time.

```python
import pandas as pd
import matplotlib.pyplot as plt

# Load the info from a CSV file
df = pd.read_csv('stock_prices.csv')

# Plot the closing costs over time
plt.determine(figsize=(12,5))
plt.plot(df['Date'], df['Close'])
plt.xlabel('Date')
plt.ylabel('Worth')
plt.title('Inventory Costs Over Time')
plt.present()
```

On this script, exchange `'stock_prices.csv'` with the trail to your CSV file. The file ought to have columns named 'Date' and 'Shut' for this script to work appropriately. In case your file makes use of completely different column names, you will want to regulate the script accordingly.

The `pandas` library is a strong device for knowledge manipulation and evaluation. It might learn knowledge from quite a lot of sources, together with CSV recordsdata, and signify the info in a tabular format. The `matplotlib` library is a well-liked alternative for creating static, animated, and interactive visualizations in Python.

This script first masses the info from the CSV file right into a pandas DataFrame. It then plots the 'Shut' column in opposition to the 'Date' column utilizing matplotlib's `plot()` perform. The `determine()` perform is used to specify the scale of the plot, and `present()` is used to show the plot.

directions = [
  {"role": "system", "content": "You are an expert in mathematics and reasoning. Your role is to provide examples, explanations, and insights related to mathematical concepts, problem-solving techniques, and logical reasoning."},
  {"role": "user", "content": "A car rental company charges $40 per day plus $0.25 per mile driven. If I rented a car for 3 days and drove 250 miles, what would be the total cost? Break down the calculation steps before giving the final answer."}
]
immediate = format_instructions(directions)
payload = {
"inputs": immediate,
"parameters": {"max_new_tokens": 400, "temperature": 0.2, "do_sample": True}
}
response=predictor.predict(payload)
print_instructions(immediate, response)

> Enter
<|im_start|>system
You might be an skilled in arithmetic and reasoning. Your function is to supply examples, explanations, and insights associated to mathematical ideas, problem-solving methods, and logical reasoning. <|im_end|>
<|im_start|>consumer
A automobile rental firm costs $40 per day plus $0.25 per mile pushed. If I rented a automobile for 3 days and drove 250 miles, what can be the whole value? Break down the calculation steps earlier than giving the ultimate reply. <|im_end|>
<|im_start|>assistant

> Output
Positive, I would be pleased to assist with that! The issue you've got offered entails each fastened prices (the each day price) and variable prices (the price per mile). Let's break it down:

1. First, let's calculate the whole value of the fastened each day price. The automobile rental firm costs $40 per day, and also you rented the automobile for 3 days. So, the whole value for the each day price is $40/day * 3 days = $120.

2. Subsequent, let's calculate the whole value of the variable price, which is the price per mile pushed. The corporate costs $0.25 per mile, and also you drove 250 miles. So, the whole value for the mileage is $0.25/mile * 250 miles = $62.50.

3. Lastly, to search out the whole value of renting the automobile, we add the whole value of the each day price and the whole value of the mileage. So, the whole value is $120 + $62.50 = $182.50.

So, the whole value of renting the automobile for 3 days and driving 250 miles can be $182.50.

predictor.delete_model()
predictor.delete_endpoint()