Package: llama-llm
LlamaStop prompt tuning. Create your own Generative AI.Installationpipinstallllama-llmSetup your keysGo topowerml.co.  Log in to get you API key and purchase credits.Create~/.powerml/configure_llama.yamland put a key in it.production:key:"<YOUR-KEY-HERE>"Try an exampleGoogle Colab ExampleImport Llama and initialize an LLM engine.fromllamaimportLLMllm=LLM(name="marketing")Define the LLM interfaceDefine the input and output types. Be sure to include theContext. This helps
the LLM understand your types in natural language.fromllamaimportType,ContextclassAdAspects(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")classAdCopy(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 LLMGenerate ad copy from different aspects you wantaspects=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 havead_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 feedbackllm.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:>Adcopyafterimproving: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 forget_my_marketing_data()defget_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:>Adcopyafteraddingdata: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 trainingComing soon to the docs :)