llama-llm 0.0.15

Build on large language models faster

Llama

Stop prompt tuning. Create your own Generative AI.

Installation

pip install llama-llm

Setup your keys

Go to powerml.co. Log in to get you API key and purchase credits.

Create ~/.powerml/configure_llama.yaml and put a key in it.

production:
    key: "<YOUR-KEY-HERE>"

Try an example

Google Colab Example

Import Llama and initialize an LLM engine.

from llama import LLM

llm = LLM(name="marketing")

Define the LLM interface

Define the input and output types. Be sure to include the Context. This helps the LLM understand your types in natural language.

from llama import Type, Context

class AdAspects(Type):
  tone: str = Context("tone of the marketing copy")
  product_features: list = Context("product features to promote")
  audience: str = Context("target audience for the message")
  subject: str = Context("subject or topic of the message")
  goal: str = Context("goal of this marketing campaign and message")
  
class AdCopy(Type):
  h1: str = Context("google ad h1 tag")
  title: str = Context("google ad title tag")
  keywords: list = Context("keywords for the search engine")

Run the LLM

Generate ad copy from different aspects you want

aspects = AdAspects(
    tone="bold and bright, but not arrogant",
    product_features=[
        'asian sauces and aromatics', 
        'home-cooked seasonings and meal packs that can be easily cooked at home'
    ],
    audience="suburban families",
    subject="delicious asian meals without going to a restaurant",
    goal="get suburban moms and dads to try buy their first omsom pack or free tasting kit"
)

ad_copy = llm(input=aspects, output_type=AdCopy)

print(f"Ad copy: {ad_copy}")

Output:

> title='Delicious Asian Meals Without Going to a Restaurant | Omsom' 
  description="Try Omsom's delicious Asian sauces, aromatics, and home-cooked seasonings and meal packs. Easily cook delicious meals at home for your family." 
  keywords=[
    'Asian sauces', 
    'Aromatics', 
    'Home-cooked seasonings', 
    'Meal packs', 
    'Delicious meals', 
    'Suburban families', 
    'Omsom'
    ]

Extract ad aspects from the copy you already have

ad_copy = AdCopy(
    title="Omsom | Proud, loud Asian home cooking",
    description="An Omsom starter is a pantry shortcut for a specific Asian dish, combining all the sauces, aromatics, and seasonings you need.",
    keywords=[
        "asian sauces", 
        "asian food", 
        "home-cooked asian meals", 
        "home-cooked seasonings", 
        "at home"
    ]
)

ad_aspects = llm(input=ad_copy, output_type=AdAspects)

print(f"Ad aspects: {ad_aspects}")

Output:

> tone='Exciting and proud' 
  product_features=[
    'Ready-made sauces and seasonings', 
    'Variety of Asian dishes', 
    'Easy to use'
    ] 
  audience='Home cooks looking for an easy way to make Asian dishes' 
  subject='Proud, loud Asian home cooking' 
  goal="To encourage home cooks to try out Asian dishes with the help of Omsom's ready-made sauces and seasonings."

Improve the LLM with feedback

llm.improve(on="keywords", to="cite specific {product_features}")

ad_copy = llm(input=aspects, output_type=AdCopy)

print(f"Ad copy after improving: {ad_copy}")

Output:

> Ad copy after improving: 
  title='Delicious Asian Meals From Omsom 🍱' 
  description="Try Omsom's delicious Asian sauces, aromatics, and home-cooked seasonings and meal packs. Easily cook delicious meals at home for your family. 🍲" 
  keywords=[
    'Asian sauces', 
    'Aromatics', 
    'Home-cooked seasonings', 
    'Meal packs', 
    'Delicious meals', 
    'Suburban families', 
    'Omsom', 
    'Emojis', 
    'Gluten-free', 
    'Vegan-friendly', 
    'Low-sodium', 
    'No-MSG'
  ]

Train the LLM on your data

# In the format of [[AdAspects, AdCopy], [AdAspects, AdCopy], ...]
data = get_my_marketing_data() 
 
llm.add_data(data)

ad_copy = llm(input=aspects, output_type=AdCopy)

print(f"Ad copy after adding data: {ad_copy}")

Code for get_my_marketing_data()

def get_my_marketing_data():
    return [
    [
    AdAspects(
        tone='Exciting and modern',
        product_features=['Made from oak', 'Variety of meats and cheeses', 'Perfect for entertaining'],
        audience='Home chefs and entertainers',
        subject='Elevate your entertaining with charcuterie boards',
        goal='To showcase the versatility and convenience of charcuterie boards as an entertaining option.',
    ),
    AdCopy(
        title='🧀 Charcuterie Boards Made from Oak | Boardsy',
        description='Get the perfect charcuterie board made from oak for your next gathering. Our key product feature is charcuterie boards made from oak. Shop now with Brand Name.',
        keywords=['charcuterie boards', 'oak', 'key product feature'],
    ),
    ],
    [
    AdAspects(
        tone='Celebratory',
        product_features=['Anniversary messages', 'Customizable messages', 'Personalized messages'],
        audience='Couples celebrating anniversaries',
        subject='Celebrate Your Anniversary with a Special Message',
        goal='To encourage couples to celebrate their anniversaries with a special message.',
    ),
    AdCopy(
        title='🎉 Anniversary Messages - Key Product Feature 🎉 | Hollamark',
        description='Celebrate your special day with our key product feature - anniversary messages. Send heartfelt wishes to your loved ones with our unique and personalized messages from Brand Name.',
        keywords=['anniversary messages', 'key product feature', 'personalized messages', 'heartfelt wishes'],
    ),
    ],
    [
    AdAspects(
        tone='Exciting and enthusiastic',
        product_features=['Unique flavor combinations', 'All-natural ingredients', 'Hand-crafted in small batches'],
        audience='Home cooks and foodies',
        subject='Unlocking the flavors of the world',
        goal='To introduce customers to the unique flavor combinations of artisanal spice blends and encourage them to explore new culinary experiences.',
    ),
    AdCopy(
        title='🌶️ Artisanal Spices - Spice Blends Key Product Feature 🌶️ | Shop Now with Artisanal Spices!',
        description='Discover the unique flavors of artisanal spice blends with our key product feature. Shop now with Artisanal Spices! 🛒',
        keywords=['artisanal spices', 'artisanal spice blends', 'key product feature', 'unique flavors', 'shop now', 'emojis'],
    ),
    ],
    [
    AdAspects(
        tone='Exciting and energetic',
        product_features=['Comfort', 'Durability', 'Breathability', 'Stylish design'],
        audience='Active women',
        subject='Look and feel your best with yoga pants',
        goal='To promote the benefits of yoga pants and encourage active women to purchase them.',
    ),
    AdCopy(
        title='🧘‍♀️ Zennn Yoga Pants - Key Product Feature 🧘‍♀️',
        description='Get the perfect fit and feel with Zennn\'s key product feature - yoga pants. Shop now for the best selection and prices.',
        keywords=['yoga pants', 'key product feature', 'perfect fit', 'best selection', 'best prices'],
    ),
    ],
    [
    AdAspects(
        tone='Exciting and informative',
        product_features=['Perfect recipes for keto dieters', 'Easy to follow instructions', 'Nutritional information for each recipe'],
        audience='Keto dieters looking for meal ideas',
        subject='Delicious Keto Recipes',
        goal='To promote the key product feature of perfect recipes, keto and encourage keto dieters to try the recipes.',
    ),
    AdCopy(
        title='🍽 Perfect Recipes for Keto Dieters - Key Product Feature 🥗 | Saladmania',
        description='Get the perfect recipes for your keto diet with our key product feature. Enjoy delicious meals and stay on track with your diet. 🍽 | Brand Name',
        keywords=['perfect recipes', 'keto diet', 'key product feature', 'delicious meals'],
    ),
    ],
    [
    AdAspects(
        tone='Fun and exciting',
        product_features=['Unique flavors', 'Variety of toppings', 'Customizable options'],
        audience='Young adults and families',
        subject='Enjoy delicious ice cream at the microcreamery',
        goal='To increase awareness of the microcreamery and encourage customers to visit and try the unique flavors and toppings.',
    ),
    AdCopy(
        title='🍦 Delicious Ice Cream from Microcreamery - Key Product Feature 🍦',
        description='Enjoy delicious ice cream from Microcreamery, with a key product feature that sets it apart from the competition. 🍦',
        keywords=['ice cream, microcreamery, key product feature, delicious, emojis, Microcreamery, brand name'],
    ),
    ],
    [
    AdAspects(
        tone='Exciting and Innovative',
        product_features=['Easy to use interface', 'Comprehensive data tracking', 'Automated reporting', 'Customizable settings'],
        audience='Ohio-based software developers',
        subject='Unlocking the Potential of Ohio Statewide Software Leagues',
        goal='To showcase the features of Ohio statewide software leagues and demonstrate how they can help software developers maximize their potential.',
    ),
    AdCopy(
        title='🎮 Ohio Statewide Software Leagues - Key Product Feature | Ohio Statewide',
        description='Get the most out of your software with Ohio Statewide Software Leagues. Our key product feature is designed to help you 🚀 maximize your software\'s potential. | Ohio Statewide',
        keywords=['Ohio Statewide Software Leagues', 'Key Product Feature', 'Software Leagues', 'Maximize Software Potential', 'Ohio Statewide'],
    ),
    ],
    [
    AdAspects(
        tone='Inspirational',
        product_features=['Variety of scripts', 'Professional guidance', 'Access to industry professionals'],
        audience='Actors and actresses',
        subject='Unlocking Your Potential as an Actor or Actress',
        goal='To inspire and motivate actors and actresses to reach their full potential through practice theater scripts.',
    ),
    AdCopy(
        title='🎭 Practice Theater Scripts for Actors & Actresses by Brand Name 🎭',
        description='Get the best 🎭 practice theater scripts for actors and actresses from Brand Name. Improve your performance with our selection of scripts.',
        keywords=['practice theater scripts', 'theater scripts for actors', 'theater scripts for actresses', 'improve performance', 'theater scripts'],
    ),
    ],
    [
    AdAspects(
        tone='Inspirational',
        product_features=['High intensity interval training', 'Strength training', 'Cardio workouts', 'Nutrition advice'],
        audience='Men aged 18-35',
        subject='Get Fit and Healthy with Mens Health Workouts',
        goal='To inspire men to take control of their health and fitness through mens health workouts.',
    ),
    AdCopy(
        title='💪 Mens Health Workouts - Get Fit Now! | Mens Health',
        description='Get fit now with Mens Health Workouts. Get the best results with our tailored programs and expert advice. | Mens Health',
        keywords=['mens health workouts', 'fitness', 'exercise', 'get fit', 'mens health'],
    ),
    ],
    [
    AdAspects(
        tone='Informative and helpful',
        product_features=['Easy to use', 'Accurate calculations', 'Comprehensive loan comparison', 'Customizable repayment plans'],
        audience='College students and recent graduates',
        subject='Student loan calculators',
        goal='To inform college students and recent graduates of the benefits of using student loan calculators to compare and customize their loan repayment plans.',
    ),
    AdCopy(
        title='🤓 ABC Financial - Get the Best Student Loan Calculators 🤓',
        description='Get the best student loan calculators from ABC Financial to help you manage your finances. Our key product feature helps you make the right decisions. 🤓',
        keywords=['student loan calculators', 'ABC Financial', 'key product feature', 'student loan calculator', 'loan calculator', 'student loan repayment calculator', 'student loan repayment'],
    ),
    ],
]      

Output:

> Ad copy after adding data: 
  title='🥢 Delicious Asian Meals at Home with Omsom - Key Product Feature 🥢 | Omsom' 
  description="Get delicious Asian meals at home with Omsom's key product feature. Enjoy the flavors of Asia without going to a restaurant. 🥢 | Omsom" 
  keywords=[
    'Asian meals', 
    'Key product feature', 
    'Asian sauces', 
    'Aromatics', 
    'Home-cooked seasonings', 
    'Meal packs', 
    'Omsom', 
  ]

More advanced training

Coming soon to the docs :)