Mistral Large 2 ya está disponible en Amazon Bedrock

$ aws bedrock-runtime invoke-model \ 
--model-id mistral.mistral-large-2407-v1:0 \
--body "{\"prompt\":\"<s>[INST] this is where you place your input text [/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

# Define the tool 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 = """
I would like to book 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 prefer to fly with Delta or United Airlines. 
My preferred departure time range is between 8 AM and 11 AM, and my preferred arrival time range is between 9 AM and 1 PM (local time in London). 
I am open to flights with one stop, but no more than that.
Please include non-stop flight options if available.
"""

message = {
    "role": "user",
    "content": [
        { "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 client configuration
response = bedrock_client.converse(
    modelId=model_id,
    messages=[message],
    inferenceConfig={
        "maxTokens": 500,
        "temperature": 0.1
    },
    toolConfig={
        "tools": tool_list
    }
)

response_message = response['output']['message']
response_content_blocks = response_message['content']
content_block = next((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"
}

# Define the tool configuration
toolConfig = {
    "tools": [
        {
            "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"]
                    }
                }
            }
        }
    ]
}
# Define shikansen schedule tool
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 train found")
def prompt_mistral(prompt):
    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 wants to use the shinkansen_schedule tool")
            station = tool_inputs["station"]
            departure_time = tool_inputs["departure_time"]
            
            try:
                result = shinkansen_schedule(station, departure_time)
                print("Train schedule result:", result)
            except ValueError as e:
                print(f"Error: {str(e)}")

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

Mistral wants to use the shinkansen_schedule tool
Train schedule result: Hikari

emails= """
"I recently bought your RGB gaming keyboard and absolutely love the customizable lighting features! Can you guide me on how to set up different profiles for each game I play?"
"I'm trying to use the macro keys on the gaming keyboard I just purchased, but they don't seem to be registering my inputs. Could you help me figure out what might be going wrong?"
"I'm considering buying your gaming keyboard and I'm curious about the key switch types. What options are available and what are their main differences?"
"I wanted to report a small issue where my keyboard's space bar is a bit squeaky. However, your quick-start guide was super helpful and I fixed it easily by following the lubrication tips. Just thought you might want to know!"
"My new gaming keyboard stopped working within a week of purchase. None of the keys respond, and the lights don't turn on. I need a solution or a replacement as soon as possible."
"I've noticed that the letters on the keys of my gaming keyboard are starting to fade after several months of use. Is this covered by the warranty?"
"I had an issue where my keyboard settings would reset every time I restarted my PC. I figured out it was due to a software conflict and resolved it by updating the firmware. Just wanted to ask if there are any new updates coming soon?"
"I've been having trouble with the keyboard software not saving my configurations, and it's starting to get frustrating. What can be done to ensure my settings are saved permanently?"
"""
def converse(prompt, 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

prompt=f"""

emails={emails}

Translate the following customer emails into these languages:

1. Hindi
2. Japanese

Label each language section accordingly""".format(emails=emails)

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

response = converse(prompt, 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？"

prompt = """
Write a Python function called palindrome_prime_finder that finds all prime numbers within a given range that are also palindromes when written in base 10 (decimal system).
"""

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

response = converse(prompt, inference_config)

Certainly! Below is a Python function called `palindrome_prime_finder` that finds all prime numbers within a given range that are also palindromes when written in base 10.

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

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

def palindrome_prime_finder(start, end):
    """Find all prime numbers within a given range that are also palindromes."""
    palindrome_primes = []
    for num in range(start, end + 1):
        if is_prime(num) and is_palindrome(num):
            palindrome_primes.append(num)
    return palindrome_primes

# Example usage:
start_range = 1
end_range = 1000
print(palindrome_prime_finder(start_range, end_range))
```

### Explanation:
1. **is_prime(n)**: This function checks if a number `n` is prime. It uses a basic primality test that eliminates even numbers and numbers divisible by 3 early, then checks divisibility up to the square root of `n`.

2. **is_palindrome(n)**: This function checks if a number `n` is a palindrome by converting it to a string and comparing it to its reverse.

3. **palindrome_prime_finder(start, end)**: This function iterates through all numbers in the given range `[start, end]`. For each number, it checks if it is both a prime and a palindrome. If both conditions are met, the number is added to the list `palindrome_primes`.

### Example Usage:
The example usage finds all palindromic prime numbers between 1 and 1000. You can adjust the `start_range` and `end_range` variables to find palindromic primes in any desired range.