Mistral Massive 2 is now obtainable in Amazon Bedrock

$ aws bedrock-runtime invoke-model  
--model-id mistral.mistral-large-2407-v1:0 
--body "{"immediate":"<s>[INST] that is the place you place your enter textual content [/INST]", "max_tokens":200, "temperature":0.5, "top_p":0.9, "top_k":50}"  
--cli-binary-format raw-in-base64-out 
--region us-west-2  
invoke-model-output.txt

# Outline the instrument configuration
import json
tool_list = [
    {
        "toolSpec": {
            "name": "travel_agent",
            "description": "Converts trip details as a json structure.",
            "inputSchema": {
                "json": {
                    "type": "object",
                    "properties": {
                        "origin_airport": {
                            "type": "string",
                            "description": "Origin airport (IATA code)"
                        },
                        "destination_airport": {
                            "type": "boolean",
                            "description": "Destination airport (IATA code)"
                        },
                        "departure_date": {
                            "type": "string",
                            "description": "Departure date",
                        }, 
                        "return_date": {
                            "type": "string",
                            "description": "Return date",
                        }
                    },
                    "required": [
                        "origin_airport",
                        "destination_airport",
                        "departure_date",
                        "return_date"
                    ]
                }
            }
        }
    }
]
content material = """
I wish to guide a flight from New York (JFK) to London (LHR) for a round-trip.
The departure date is June 15, 2023, and the return date is June 25, 2023.

For the flight preferences, I would favor to fly with Delta or United Airways. 
My most well-liked departure time vary is between 8 AM and 11 AM, and my most well-liked arrival time vary is between 9 AM and 1 PM (native time in London). 
I'm open to flights with one cease, however not more than that.
Please embody continuous flight choices if obtainable.
"""

message = {
    "position": "consumer",
    "content material": [
        { "text": f"<content>{content}</content>" },
        { "text": "Please create a well-structured JSON object representing the flight booking request, ensuring proper nesting and organization of the data. Include sample data for better understanding. Create the JSON based on the content within the <content> tags." }
    ],
}
# Bedrock shopper configuration
response = bedrock_client.converse(
    modelId=model_id,
    messages=[message],
    inferenceConfig={
        "maxTokens": 500,
        "temperature": 0.1
    },
    toolConfig={
        "instruments": tool_list
    }
)

response_message = response['output']['message']
response_content_blocks = response_message['content']
content_block = subsequent((block for block in response_content_blocks if 'toolUse' in block), None)
tool_use_block = content_block['toolUse']
tool_result_dict = tool_use_block['input']

print(json.dumps(tool_result_dict, indent=4))

{
    "origin_airport": "JFK",
    "destination_airport": "LHR",
    "departure_date": "2023-06-15",
    "return_date": "2023-06-25"
}

# Outline the instrument configuration
toolConfig = {
    "instruments": [
        {
            "toolSpec": {
                "name": "shinkansen_schedule",
                "description": "Fetches Shinkansen train schedule departure times for a specified station and time.",
                "inputSchema": {
                    "json": {
                        "type": "object",
                        "properties": {
                            "station": {
                                "type": "string",
                                "description": "The station name."
                            },
                            "departure_time": {
                                "type": "string",
                                "description": "The departure time in HH:MM format."
                            }
                        },
                        "required": ["station", "departure_time"]
                    }
                }
            }
        }
    ]
}
# Outline shikansen schedule instrument
def shinkansen_schedule(station, departure_time):
    schedule = {
        "Tokyo": {"09:00": "Hikari", "12:00": "Nozomi", "15:00": "Kodama"},
        "Osaka": {"10:00": "Nozomi", "13:00": "Hikari", "16:00": "Kodama"}
    }
    return schedule.get(station, {}).get(departure_time, "No prepare discovered")
def prompt_mistral(immediate):
    messages = [{"role": "user", "content": [{"text": prompt}]}]
    converse_api_params = {
        "modelId": model_id,
        "messages": messages,
        "toolConfig": toolConfig,  
        "inferenceConfig": {"temperature": 0.0, "maxTokens": 400},
    }

    response = bedrock_client.converse(**converse_api_params)
    
    if response['output']['message']['content'][0].get('toolUse'):
        tool_use = response['output']['message']['content'][0]['toolUse']
        tool_name = tool_use['name']
        tool_inputs = tool_use['input']

        if tool_name == "shinkansen_schedule":
            print("Mistral desires to make use of the shinkansen_schedule instrument")
            station = tool_inputs["station"]
            departure_time = tool_inputs["departure_time"]
            
            attempt:
                consequence = shinkansen_schedule(station, departure_time)
                print("Practice schedule consequence:", consequence)
            besides ValueError as e:
                print(f"Error: {str(e)}")

    else:
        print("Mistral responded with:")
        print(response['output']['message']['content'][0]['text'])
prompt_mistral("What prepare departs Tokyo at 9:00?")

Mistral desires to make use of the shinkansen_schedule instrument
Practice schedule consequence: Hikari

emails= """
"I just lately purchased your RGB gaming keyboard and completely love the customizable lighting options! Are you able to information me on easy methods to arrange completely different profiles for every sport I play?"
"I am attempting to make use of the macro keys on the gaming keyboard I simply bought, however they aren't registering my inputs. May you assist me work out what is perhaps going flawed?"
"I am contemplating shopping for your gaming keyboard and I am inquisitive about the important thing swap sorts. What choices can be found and what are their essential variations?"
"I wished to report a small difficulty the place my keyboard's area bar is a bit squeaky. Nevertheless, your quick-start information was tremendous useful and I mounted it simply by following the lubrication ideas. Simply thought you would possibly need to know!"
"My new gaming keyboard stopped working inside per week of buy. Not one of the keys reply, and the lights do not activate. I would like an answer or a alternative as quickly as attainable."
"I've seen that the letters on the keys of my gaming keyboard are beginning to fade after a number of months of use. Is that this coated by the guarantee?"
"I had a problem the place my keyboard settings would reset each time I restarted my PC. I found out it was resulting from a software program battle and resolved it by updating the firmware. Simply wished to ask if there are any new updates coming quickly?"
"I have been having hassle with the keyboard software program not saving my configurations, and it is beginning to get irritating. What could be executed to make sure my settings are saved completely?"
"""
def converse(immediate, inference_config):
    messages = [{"role": "user", "content": [{"text": prompt}]}]
    response = bedrock_client.converse(
        messages=messages,
        modelId=model_id,
        inferenceConfig=inference_config
    )
    generated_text = response['output']['message']['content'][0]['text']
    print(generated_text)
    return generated_text

immediate=f"""

emails={emails}

Translate the next buyer emails into these languages:

1. Hindi
2. Japanese

Label every language part accordingly""".format(emails=emails)

inference_config = {"temperature": 0.0, "maxTokens": 4000, "topP": 0.1}

response = converse(immediate, inference_config) 

1. "मैंने हाल ही में आपका RGB गेमिंग कीबोर्ड खरीदा और कस्टमाइजेबल लाइटिंग फीचर्स से बहुत प्रेम करता हूँ! क्या आप मुझे बता सकते हैं कि मैं हर गेम के लिए अलग-अलग प्रोफाइल कैसे सेट कर सकता हूँ?"
2. "मैं अपने नए गेमिंग कीबोर्ड पर मैक्रो कीज का उपयोग करने की कोशिश कर रहा हूँ, लेकिन वे मेरे इनपुट्स को रजिस्टर नहीं कर रहे हैं। क्या आप मुझे बता सकते हैं कि क्या गलत हो सकता है?"
3. "मैं आपका गेमिंग कीबोर्ड खरीदने के बारे में सोच रहा हूँ और मुझे की स्विच टाइप्स के बारे में जानना है। क्या विकल्प उपलब्ध हैं और उनके मुख्य अंतर क्या हैं?"
4. "मैं यह रिपोर्ट करना चाहता था कि मेरे कीबोर्ड का स्पेस बार थोड़ा सा चरमरा रहा है। हालाँकि, आपका क्विक-स्टार्ट गाइड बहुत मददगार था और मैंने लुब्रिकेशन टिप्स का पालन करके इसे आसानी से ठीक कर दिया। बस यह जानना चाहता था कि शायद आपको पता चलना चाहिए!"
5. "मेरा नया गेमिंग कीबोर्ड खरीद के एक सप्ताह के भीतर काम करना बंद हो गया। कोई भी की जवाब नहीं दे रहा है, और लाइट्स भी नहीं चालू हो रहे हैं। मुझे एक समाधान या एक रिप्लेसमेंट जितनी जल्दी हो सके चाहिए।"
6. "मैंने नोट किया है कि मेरे गेमिंग कीबोर्ड के कीज पर अक्षर कुछ महीनों के उपयोग के बाद फेड होने लगे हैं। क्या यह वारंटी के तहत कवर है?"
7. "मेरे कीबोर्ड सेटिंग्स हर बार मेरे पीसी को रीस्टार्ट करने पर रीसेट हो जाती थीं। मैंने पता लगाया कि यह एक सॉफ्टवेयर कॉन्फ्लिक्ट के कारण था और फर्मवेयर अपडेट करके इसे सुलझा दिया। बस पूछना चाहता था कि क्या कोई नए अपडेट आने वाले हैं?"
8. "मेरे कीबोर्ड सॉफ्टवेयर मेरी कॉन्फ़िगरेशन को सेव नहीं कर रहे हैं, और यह अब परेशान करने लगा है। मेरे सेटिंग्स को स्थायी रूप से सेव करने के लिए क्या किया जा सकता है?"

### Japanese

1. "最近、あなたのRGBゲーミングキーボードを購入し、カスタマイズ可能なライティング機能が大好きです！ 各ゲームごとに異なるプロファイルを設定する方法を教えていただけますか？"
2. "新しく購入したゲーミングキーボードのマクロキーを使おうとしていますが、入力が認識されません。何が問題か教えていただけますか？"
3. "あなたのゲーミングキーボードを購入しようと考えていますが、キースイッチの種類について知りたいです。どのようなオプションがあり、その主な違いは何ですか？"
4. "キーボードのスペースバーが少しきしむようになりました。ただし、クイックスタートガイドが非常に役立ち、潤滑のヒントに従って簡単に修理できました。ただ、知っておいてほしいと思いました！"
5. "新しいゲーミングキーボードが購入後1週間で動作しなくなりました。どのキーも反応せず、ライトも点きません。できるだけ早く解決策や交換をお願いします。"
6. "ゲーミングキーボードのキーの文字が数ヶ月の使用後に消え始めました。これは保証に含まれますか？"
7. "キーボードの設定がPCを再起動するたびにリセットされていました。ソフトウェアの競合が原因であることがわかり、ファームウェアを更新して解決しました。新しいアップデートが近々来るのか教えていただけますか？"
8. "キーボードソフトウェアが設定を保存しないため、非常に困っています。設定を永続的に保存するために何ができますか？"

immediate = """
Write a Python operate known as palindrome_prime_finder that finds all prime numbers inside a given vary which are additionally palindromes when written in base 10 (decimal system).
"""

inference_config = {"temperature": 0.0, "maxTokens": 1000, "topP": 0.1}

response = converse(immediate, inference_config)

Actually! Under is a Python operate known as `palindrome_prime_finder` that finds all prime numbers inside a given vary which are additionally palindromes when written in base 10.

```python
def is_prime(n):
    """Examine if a quantity is prime."""
    if n <= 1:
        return False
    if n <= 3:
        return True
    if n % 2 == 0 or n % 3 == 0:
        return False
    i = 5
    whereas i * i <= n:
        if n % i == 0 or n % (i + 2) == 0:
            return False
        i += 6
    return True

def is_palindrome(n):
    """Examine if a quantity is a palindrome."""
    return str(n) == str(n)[::-1]

def palindrome_prime_finder(begin, finish):
    """Discover all prime numbers inside a given vary which are additionally palindromes."""
    palindrome_primes = []
    for num in vary(begin, finish + 1):
        if is_prime(num) and is_palindrome(num):
            palindrome_primes.append(num)
    return palindrome_primes

# Instance utilization:
start_range = 1
end_range = 1000
print(palindrome_prime_finder(start_range, end_range))
```

### Clarification:
1. **is_prime(n)**: This operate checks if a quantity `n` is prime. It makes use of a fundamental primality take a look at that eliminates even numbers and numbers divisible by 3 early, then checks divisibility as much as the sq. root of `n`.

2. **is_palindrome(n)**: This operate checks if a quantity `n` is a palindrome by changing it to a string and evaluating it to its reverse.

3. **palindrome_prime_finder(begin, finish)**: This operate iterates by all numbers within the given vary `[start, end]`. For every quantity, it checks whether it is each a first-rate and a palindrome. If each situations are met, the quantity is added to the record `palindrome_primes`.

### Instance Utilization:
The instance utilization finds all palindromic prime numbers between 1 and 1000. You'll be able to regulate the `start_range` and `end_range` variables to seek out palindromic primes in any desired vary.