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LLM_Search_Engine
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Synced repo using 'sync_with_huggingface' Github Action

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Files changed (12) hide show
  1. Makefile +17 -0
  2. app.py +86 -0
  3. mylib/brand_category.csv +0 -0
  4. mylib/categories.csv +119 -0
  5. mylib/combined.csv +386 -0
  6. mylib/ingest.py +26 -0
  7. mylib/offer_retailer.csv +386 -0
  8. mylib/search.py +47 -0
  9. mylib/vector_db/index.faiss +0 -0
  10. mylib/vector_db/index.pkl +3 -0
  11. requirements.txt +13 -0
  12. test_search.py +33 -0
Makefile ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ install:
2
+ pip install --upgrade pip &&\
3
+ pip install -r requirements.txt
4
+
5
+ test:
6
+ python -m pytest test_search.py
7
+
8
+ format:
9
+ black *.py
10
+ black mylib/*.py
11
+
12
+ lint:
13
+ pylint --disable=R,C,W0108 mylib/*.py
14
+
15
+
16
+ #all: install lint test
17
+ all: install lint test format
app.py ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python
2
+
3
+ import streamlit as st
4
+ from langchain.embeddings import HuggingFaceEmbeddings
5
+ from langchain.vectorstores import FAISS
6
+ from langchain.llms import CTransformers
7
+ from langchain.chains import RetrievalQA
8
+ from langchain import PromptTemplate
9
+
10
+ DB_FAISS_PATH = "mylib/vector_db"
11
+
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+ # Initialize embeddings and database outside of functions
13
+ embeddings = HuggingFaceEmbeddings(
14
+ model_name="sentence-transformers/all-MiniLM-L6-v2", model_kwargs={"device": "cpu"}
15
+ )
16
+ db = FAISS.load_local(DB_FAISS_PATH, embeddings)
17
+
18
+ # Initialize the LLM model once
19
+ llm = CTransformers(
20
+ model="TheBloke/Llama-2-7B-Chat-GGML",
21
+ model_type="llama",
22
+ max_new_tokens=512,
23
+ temperature=0.1,
24
+ )
25
+
26
+ custom_prompt_template = """
27
+ This is a search engine that returns relevant results based on users query.Users will be able to input prompts based on categories,
28
+ brands, and retailers and receive a list of offers that match their query, along with a similarity score. Always retun offers as a list only give offers available
29
+
30
+ Context: {context}
31
+ Question: {question}
32
+
33
+ Only return the helpful OFFERS below as a list.
34
+ OFFERS:
35
+ """
36
+
37
+ def set_custom_prompt():
38
+ """
39
+ Prompt template for QA retrieval for each vectorstore
40
+ """
41
+ prompt = PromptTemplate(template=custom_prompt_template, input_variables=['context', 'question'])
42
+ return prompt
43
+
44
+ def similar_offer(llm, prompt, db):
45
+ """
46
+ Create a RetrievalQA chain for similarity-based offer retrieval
47
+ """
48
+ qa_chain = RetrievalQA.from_chain_type(
49
+ llm=llm,
50
+ chain_type="stuff",
51
+ retriever=db.as_retriever(search_kwargs={"k": 2}),
52
+ return_source_documents=True,
53
+ chain_type_kwargs={"prompt": prompt},
54
+ )
55
+ return qa_chain
56
+
57
+ def generate_response(query):
58
+ """
59
+ Generate a response based on the user query
60
+ """
61
+ qa_prompt = set_custom_prompt()
62
+ qa_result = similar_offer(llm, qa_prompt, db)
63
+ response = qa_result({"query": query}) # Pass the query in a dictionary
64
+ return response
65
+
66
+ def main():
67
+ st.title("🦜🔗 Fetch Reward Search ChatBot")
68
+ query = st.text_input("Find offers you love!")
69
+
70
+ # "Enter" button
71
+ if st.button("Enter"):
72
+
73
+ if query:
74
+ response = generate_response(query)
75
+ st.text("Answer:")
76
+ st.write(response["result"])
77
+
78
+ sources = response["source_documents"]
79
+ if sources:
80
+ st.text("Sources:")
81
+ st.write(sources)
82
+ else:
83
+ st.text("No sources found")
84
+
85
+ if __name__ == "__main__":
86
+ main()
mylib/brand_category.csv ADDED
The diff for this file is too large to render. See raw diff
 
mylib/categories.csv ADDED
@@ -0,0 +1,119 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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mylib/combined.csv ADDED
@@ -0,0 +1,386 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ OFFER,combined
2
+ Spend $50 on a Full-Priced new Club Membership,SAMS CLUB
3
+ "Beyond Meat® Plant-Based products, spend $25",Plant-Based Meat Frozen Plant-Based Meat Packaged Meat BEYOND MEAT
4
+ Good Humor Viennetta Frozen Vanilla Cake,Frozen Desserts Dips & Salsa GOOD HUMOR
5
+ "Butterball, select varieties, spend $10 at Dillons Food Store",Nut Butters & Jam Frozen Turkey BUTTERBALL DILLONS FOOD STORE
6
+ "GATORADE® Fast Twitch®, 12-ounce 12 pack, at Amazon Storefront*",AMAZON GATORADE Sports Drinks Medicines & Treatments Meal Replacement Beverages
7
+ Emmy's Organics® Cookies OR Brownie Snaps,EMMYS POP UP Cookies
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+ "Dr Pepper®, Regular OR Zero Sugar Strawberries and Cream 12 pack, at select retailers",Carbonated Soft Drinks Cooking & Baking DR PEPPER UNITED SUPERMARKETS
9
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10
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11
+ "Any General Mills™ products, buy 2
12
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13
+ Egglife Egg White Wraps at Aldi,EGGLIFE ALDI Eggs
14
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15
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16
+ "DOVE® Chocolate, select sizes, buy 1",DOVE CHOCOLATE Candy
17
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18
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19
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20
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21
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22
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23
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24
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25
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26
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27
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28
+ "Butterball, select varieties, spend $10 at Ralphs",BUTTERBALL RALPHS Nut Butters & Jam Frozen Turkey
29
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at H-E-B",Plant-Based Meat Frozen Plant-Based Meat Packaged Meat H-E-B BEYOND MEAT
30
+ "Butterball, select varieties, Spend $10 at Ruler Foods",RULER FOODS BUTTERBALL Nut Butters & Jam Frozen Turkey
31
+ Spend $20 at KFC,KFC
32
+ Spend $15 at Nekter,NEKTER JUICE BAR NEKTER
33
+ Order online at Zaxbys.com,ZAXBYS
34
+ "Butterball, select varieties, spend $10 at King Soopers",KING SOOPERS BUTTERBALL Nut Butters & Jam Frozen Turkey
35
+ Order from Casey's app or Caseys.com,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
36
+ "Tru-Ray® Premium Construction Paper, spend $10",TRURAY
37
+ "Flonase Allergy Relief, at Walmart",FLONASE Medicines & Treatments WALMART
38
+ Spend $25 at KFC,KFC
39
+ "Gorton's Air Fried Butterfly Shrimp, at Walmart",Frozen Seafood Jerky & Dried Meat Frozen Meals WALMART GORTONS
40
+ "CESAR® Wet Dog Food, spend $20",CESAR Cooking & Baking Sauces & Marinades Dog Supplies Frozen Chicken
41
+ "TWIX®, select sizes",Candy Cookies TWIX
42
+ "M&M'S® chocolate candies, select varieties",M&MS Candy
43
+ "Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties",HIDDEN VALLEY RANCH Dips & Salsa Sauces & Marinades Cooking & Baking
44
+ Spend $210 at Randalls,RANDALLS
45
+ "Cooked Perfect® Meatballs, at Walmart",Frozen Chicken COOKED PERFECT WALMART
46
+ Spend $25 at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
47
+ "Perfect Keto Barista Blend Collagen & MCTs, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
48
+ "Creativity Street®, spend $10",CREATIVITY STREET
49
+ "Crunchmaster® Crackers, spend $4",CRUNCHMASTER Crackers Candy
50
+ "Tyson Products, select varieties, spend $20 at Sam's Club",SAMS CLUB Packaged Meat Frozen Beef BALL PARK FRANK
51
+ "L'Oréal Paris Makeup, spend $35 at Target",LOREAL PARIS COSMETICS Makeup TARGET
52
+ Spend $25 at Subway,SUBWAY Cooking & Baking
53
+ Any Vons receipt,Spirits VONS
54
+ "Chosen Foods® Mayo, select varieties",CHOSEN FOODS Cooking & Baking Dips & Salsa Dressings Condiments
55
+ "L'Oréal Paris Men Expert hair color, spend $19 at Walmart",Hair Care LOREAL PARIS HAIR COLOR WALMART
56
+ Spend $185 at Shaws,SHAWS Cooking & Baking
57
+ Spend $150 at Vons,Spirits VONS
58
+ "Wine from TheBarrelRoom.com, spend $30",ALAMOS Wine GALLO.COM
59
+ "General Mills™ products, select brands, spend $35","ANNIES HOMEGROWN GROCERY Cheese Crackers Fruit & Vegetable Snacks Dressings Cooking & Baking Refrigerated Doughs Packaged Vegetables Frozen Meals Chips Frozen Pizza & Pizza Snacks Cereal, Granola, & Toaster Pastries Bread Frozen Breakfast Cookies Soup & Broth"
60
+ "PepsiCo® Beverage, 7.5-ounce 10 pack, select varieties, at Amazon Storefront*",PEPSI AMAZON Carbonated Soft Drinks
61
+ "Sara Lee® bread, select varieties, buy 2 at Walmart®","Bread Cheese Bakery Cereal, Granola, & Toaster Pastries Frozen Desserts WALMART SARA LEE"
62
+ "Sara Lee® or Alfaros® Artesano bread, buy 5",ALFAROS Bakery Bread
63
+ "Bai® Antioxidant, 6 pack, buy 2 at Walmart",Fruit Juices Water Drink Mixes Tea WALMART BAI
64
+ Spend $5 in-store at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
65
+ "Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",KLONDIKE MARTINS FOODS Frozen Desserts Frozen Meals
66
+ Spend $25 at Fresh Thyme Market,FRESH THYME MARKET
67
+ Any Albertsons receipt,ALBERTSONS Candy
68
+ Shop 2 times at Albertsons,ALBERTSONS Candy
69
+ Select beverages AND prepared food items at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
70
+ QUEEN V® The VIP & The Wingwoman Soft Touch Silicone Vibrator at Walmart,QUEEN V WALMART
71
+ "Back to the Roots Grow Seed Starting Pots OR Germination Trays, at Walmart or Target",Packaged Meals & Sides BACK TO THE ROOTS TARGET
72
+ "Dove Hand Wash, select varieties, buy 2 at Target",Bath & Body Deodorant & Antiperspirant Hair Care Makeup DOVE TARGET
73
+ "Frutero Ice Cream, 1 pint",Frozen Desserts Frozen Fruits FRUTERO
74
+ Red Gold Tomato Juice,Cooking & Baking Sauces & Marinades Condiments Dips & Salsa Drink Mixes RED GOLD
75
+ "Bio-Oil® Skincare Oil OR Gel, select varieties",Skin Care Cooking & Baking BIO OIL
76
+ Spend $65 at Albertsons,ALBERTSONS Candy
77
+ "Welch's®Fruit Snacks, select varieties, buy 2",Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
78
+ Talenti Mini Bars,TALENTI Frozen Desserts Frozen Meals
79
+ Visit OR order online from Casey's 7 times,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
80
+ "Simply Spiked™ Signature Peach 12-pack or larger, buy 2","Malt Beverages Hard Seltzers, Sodas, Waters, Lemonades & Teas SIMPLY SPIKED"
81
+ "Molson Coors®, select varieties, 12 pack+",Beer Makeup COORS LIGHT
82
+ "Welch's® Zero Sugar Fruity Bites, 6 pack+, online at Amazon",AMAZON Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
83
+ "PepsiCo® Variety Pack, select varieties, at Amazon Storefront*",PEPSI AMAZON Carbonated Soft Drinks
84
+ Spend $100 at Vons,Spirits VONS
85
+ Spend $15 at Subway,SUBWAY Cooking & Baking
86
+ Spend $35 at Fresh Thyme Market,FRESH THYME FRESH THYME MARKET
87
+ Sign up for The Club Card or The Club+ Card full-priced membership* (New Members Only),Cooking & Baking BJS WHOLESALE
88
+ "Marinela® sweet baked goods, buy 2",Cookies Snack Cakes Candy MARINELA
89
+ "Back to the Roots Soils, select varieties and sizes, at Walmart",Packaged Meals & Sides BACK TO THE ROOTS WALMART
90
+ "Any General Mills™ products, spend $60",ANNIES HOMEGROWN
91
+ "Welch's® Fruit Snacks, select varieties, 6 count+, buy 3",Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
92
+ Spend $90 at Tom Thumb,TOM THUMB
93
+ Spend $5 on single-serve prepared food items at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
94
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 pack+","Hard Seltzers, Sodas, Waters, Lemonades & Teas Malt Beverages VIZZY"
95
+ "Cooked Perfect® Meatballs, Homestyle OR Turkey, at Walmart",Frozen Chicken COOKED PERFECT WALMART
96
+ 12 Pack OR 2 Liter AND Whole Pizza Pie at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
97
+ "General Mills™ products, select brands, spend $7 at Convenience Stores","ANNIES HOMEGROWN GROCERY Cheese Crackers Fruit & Vegetable Snacks Dressings Cooking & Baking Refrigerated Doughs Packaged Vegetables Frozen Meals Chips Frozen Pizza & Pizza Snacks Cereal, Granola, & Toaster Pastries Bread Frozen Breakfast Cookies Soup & Broth"
98
+ Gillette Venus ® for Pubic Hair & Skin,GILLETTE VENUS Hair Removal
99
+ "Barilla® Pasta, select varieties, buy 2",Dry Pasta Chips Red Pasta Sauce Pesto Sauce BARILLA
100
+ Little Bites® Spend $10 at Walmart®,Snack Cakes Cookies Wine Bakery ENTENMANNS WALMART
101
+ Envy Apples pre-packed bags,Sauces & Marinades Candy ENVY
102
+ Shop 2 times at Tom Thumb,TOM THUMB
103
+ "Ben & Jerry's Frozen Creme Brulee Non Dairy Dessert, 16 ounce",BEN AND JERRYS Frozen Desserts
104
+ "Purex® laundry detergent, select varieties, at Walmart",PUREX Laundry Supplies WALMART
105
+ Whole Pizza at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
106
+ Shop 2 times at Safeway,SAFEWAY Candy
107
+ "Any General Mills™ products, spend $30",ANNIES HOMEGROWN
108
+ "Ben & Jerry's® Doggie Desserts, 4 count",BEN AND JERRYS Frozen Desserts
109
+ Sol® 6 pack+,Beer SOL CERVEZA
110
+ "George's Farmers Market Chicken Wings, at Sam's Club",SAMS CLUB GEORGES FARMERS MARKET
111
+ "Michael Angelo's® OR Rao's® Frozen Entrees, spend $10",RAO'S Sauces & Marinades Dry Pasta Frozen Meals Alfredo & White Pasta Sauce Red Pasta Sauce Pasta & Noodles Frozen Pizza & Pizza Snacks
112
+ "Sargento Sliced Cheese, spend $25",SARGENTO Cheese
113
+ "Sargento Sliced Cheese, spend $12",SARGENTO Cheese
114
+ Country Crock® Plant Based Butter at Walmart,COUNTRY CROCK PLANT BUTTER WALMART Nut Butters & Jam
115
+ "Perfect Keto Beauty + Sleep Collagen, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
116
+ "DOVE® chocolate, select varieties",DOVE CHOCOLATE Candy
117
+ Simply Spiked™ 12 pack+,"Malt Beverages Hard Seltzers, Sodas, Waters, Lemonades & Teas SIMPLY SPIKED"
118
+ "Perfect Keto Bars, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
119
+ "Gillette Venus ® for Pubic Hair & Skin, spend $20",GILLETTE VENUS Hair Removal
120
+ AleveX™ at Walmart,Medicines & Treatments WALMART ALEVE
121
+ "Envy Apples, pre-packed bags",Sauces & Marinades Candy ENVY
122
+ "Ben & Jerry's Frozen Sugar Cookie Dough Chunks, 8 ounce",BEN AND JERRYS Frozen Desserts
123
+ "L’Oréal Paris Men Expert hair color, spend $9 at Walmart",Hair Care LOREAL PARIS HAIR COLOR WALMART
124
+ "Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",Frozen Desserts Dips & Salsa GOOD HUMOR THE GIANT CO
125
+ "Magnum Non-Dairy Hazelnut Crunch Ice Cream Bars, 3 count",MAGNUM ICE CREAM Frozen Desserts
126
+ "Butterball, select varieties, spend $10 at Fred Meyer",FRED MEYER BUTTERBALL Nut Butters & Jam Frozen Turkey
127
+ "Thomas'® Bagel Thins®, buy 2",Bread Frozen Breakfast Bakery THOMAS
128
+ Spend $60 at TGI Friday's,TGI FRIDAYS Spirits Malt Beverages
129
+ "Artesano® buns, buy 2 at Walmart®",SARA LEE ARTESANO Bakery Bread WALMART
130
+ "STARBURST®, select sizes, buy 1",STARBURST Candy Fruit & Vegetable Snacks Gum
131
+ Fresh Step® Outstretch® Cat Litter,FRESH STEP Medicines & Treatments Bakery Makeup Bath & Body Cooking & Baking Hair Care
132
+ "Sara Lee® or Alfaros® Artesano bread, spend $8",ALFAROS Bakery Bread
133
+ "Back to the Roots Dry Plant Food, 5 pounds, at The Home Depot",THE HOME DEPOT Packaged Meals & Sides BACK TO THE ROOTS
134
+ "Burt's Bees Sensitive Lotions and Creams, select varieties, at Walmart",Makeup Skin Care Hair Removal BURTS BEES WALMART
135
+ "Durex® Massage & Play 2 in 1 Pleasure Gel, select varieties, at Walmart or Target",DUREX Medicines & Treatments Sexual Health TARGET
136
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4","Hard Seltzers, Sodas, Waters, Lemonades & Teas Malt Beverages VIZZY"
137
+ LIFE SAVERS®,LIFESAVERS Candy
138
+ "Butterball, select varieties, spend $10 at Kroger",BUTTERBALL KROGER Nut Butters & Jam Frozen Turkey
139
+ "RESPAWN® by 5® GUM, at Walmart",5 GUM Gum WALMART
140
+ "Back to the Roots Garden Soil, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT Packaged Meals & Sides BACK TO THE ROOTS
141
+ "SiO® Beauty Patches, online at Siobeauty.com",SIO BEAUTY SIOBEAUTY.COM
142
+ Wesson® Oil Products,WESSON Cooking & Baking
143
+ "Bubbies Pickles, Sauerkraut, and Condiments at Whole Foods or Sprouts",BUBBIES SPROUTS FARMERS MARKET Prepared Meals
144
+ Michael Angelo's® Sauce at Walmart,MICHAEL ANGELO'S Frozen Meals Sauces & Marinades WALMART
145
+ Spend $155 at Pavilions,PAVILIONS Cooking & Baking
146
+ CESAR® Wet Dog Food Singles,CESAR Cooking & Baking Sauces & Marinades Dog Supplies Frozen Chicken
147
+ Spend $90 at ACME,ACME Medicines & Treatments
148
+ "Hidden Valley® Ranch Seasoning Mix Packet, 1 count",HIDDEN VALLEY RANCH Dips & Salsa Sauces & Marinades Cooking & Baking
149
+ "Sargento® products, select varieties",SARGENTO Cheese
150
+ "Welch's® Fruit Snacks, 250 count, online at Amazon",AMAZON Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
151
+ "Ben & Jerry's®, select varieties",BEN AND JERRYS Frozen Desserts
152
+ Simply Spiked™ Signature Peach 12 pack+,"Malt Beverages Hard Seltzers, Sodas, Waters, Lemonades & Teas SIMPLY SPIKED"
153
+ "Beech-Nut snacks, select varieties",Crackers Fruit & Vegetable Snacks Nuts & Seeds Cookies BEECHNUT
154
+ "Sargento® products, select varieties, buy 3",SARGENTO Cheese
155
+ Spend $250 at ACME,ACME Medicines & Treatments
156
+ Wings OR Cheesy Breadsticks at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
157
+ "Butterball, select varieties, spend $10 at Smith's",SMITHS BUTTERBALL Nut Butters & Jam Frozen Turkey
158
+ "Perfect Keto Collagen Peptides, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
159
+ "Perfect Keto MCT Oil Powder, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
160
+ Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,Condiments Sauces & Marinades Dressings HELLMANNS BEST FOODS
161
+ Brita® Pitcher AND Filter,BRITA Water Household Supplies
162
+ Spend $90 at Star Market,Cooking & Baking STAR MARKET
163
+ "SNICKERS®, select sizes, buy 1",Candy SNICKERS
164
+ "Kodiak® products, select varieties, spend $10","KODIAK CAKES FLAPJACK & WAFFLE MIX Cereal, Granola, & Toaster Pastries"
165
+ Bays® English Muffins,Bread BAYS
166
+ "Super Coffee, 12 ounce single serve, buy 3",Coffee SUPER COFFEE
167
+ "Sara Lee® bread select varieties, buy 2","Bread Cheese Bakery Cereal, Granola, & Toaster Pastries Frozen Desserts WALMART SARA LEE"
168
+ GOYA® Coconut Water,Cooking & Baking Packaged Vegetables Rice & Grains Sauces & Marinades Water Packaged Meat Frozen Vegetables Cookies Dry Pasta Bread Frozen Fruits Drink Mixes Soup & Broth Fruit Juices Frozen Meals Frozen Appetizers Pickled Goods Malt Beverages Dips & Salsa Deli Counter Milk Pasta & Noodles Frozen Chicken Pudding & Gelatin Carbonated Soft Drinks Frozen Seafood Nut Butters & Jam Packaged Seafood Crackers GOYA
169
+ Spend $35 at TGI Friday's,TGI FRIDAYS Spirits Malt Beverages
170
+ Spend $110 at Randalls,RANDALLS RANDALLS FOOD MARKETS
171
+ "Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",Frozen Desserts Frozen Meals KLONDIKE GIANT FOOD
172
+ Whole Pizza Pie at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
173
+ Shop 2 times at Star Market,Cooking & Baking STAR MARKET
174
+ "Hidden Valley® Ranch Seasoning, select varieties",HIDDEN VALLEY RANCH Dips & Salsa Sauces & Marinades Cooking & Baking
175
+ "General Mills™ products, select varieties, spend $12","ANNIES HOMEGROWN GROCERY Cheese Crackers Fruit & Vegetable Snacks Dressings Cooking & Baking Refrigerated Doughs Packaged Vegetables Frozen Meals Chips Frozen Pizza & Pizza Snacks Cereal, Granola, & Toaster Pastries Bread Frozen Breakfast Cookies Soup & Broth"
176
+ Blue Apron Meal Kits,Cooking & Baking BLUE APRON
177
+ "Aleve® products, select varieties, 80 count+ at Walmart",Medicines & Treatments WALMART ALEVE
178
+ "Welch's® Juicefuls® Juicy Fruit Snacks, 14 count, at Target",WELCHS FRUIT SNACKS Fruit & Vegetable Snacks TARGET
179
+ "Welch's® Fruit Snacks, select varieties, 6 count+, buy 2",Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
180
+ "Sign up for McAlister's Deli Rewards, tap for details",Prepared Meals Leafy Salads Tea Wine Fruit Juices Cookies Carbonated Soft Drinks Cheese Chips Water Milk Bakery Cooking & Baking Packaged Meals & Sides Pickled Goods Soup & Broth Frozen Chicken Candy Dressings Coffee Packaged Fruit & Applesauce Fruit & Vegetable Snacks Frozen Meals Sauces & Marinades Dips & Salsa Bread Pasta & Noodles Frozen Turkey MCALISTERS DELI
181
+ "Arbos Cheese Dip, 12 ounce, buy at Central Market",CENTRAL MARKET ARBOS
182
+ L'Oréal Paris Excellence Hair Color at Target,Hair Care LOREAL PARIS HAIR COLOR TARGET
183
+ "Kradle, select varieties, spend $20 at Walmart",Cooking & Baking Dog Supplies WALMART KRADLE
184
+ Frozen OR Fountain Drink at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
185
+ "Arnold, Brownberry, Oroweat® Keto bread, buy 2",Bread Prepared Meals Bakery ARNOLD BROWNBERRY OROWEAT
186
+ Shop 2 times at Shaw's,SHAWS Cooking & Baking
187
+ "Welch's®Fruit Snacks, spend $8",Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
188
+ "Children's Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE Medicines & Treatments ASTEPRO
189
+ Spend $10 in-store at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
190
+ "Fresh bakery item, select varieties, at Casey's",Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
191
+ "SNICKERS® chocolate candy bar, select varieties",Candy SNICKERS
192
+ Rao's® Frozen Pizza,RAO'S Sauces & Marinades Dry Pasta Frozen Meals Alfredo & White Pasta Sauce Red Pasta Sauce Pasta & Noodles Frozen Pizza & Pizza Snacks
193
+ "GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FRED MEYER GATORADE Sports Drinks Medicines & Treatments Meal Replacement Beverages
194
+ "Bimbo® sweet baked goods, buy 2",Snack Cakes Bread Bakery Cookies BIMBO
195
+ Any Shaw's receipt,SHAWS Cooking & Baking
196
+ "Gorton's, at select retailers",Frozen Seafood Jerky & Dried Meat Frozen Meals STOP & SHOP GORTONS
197
+ "Butterball, select varieties, spend $10 at Food 4 Less",FOOD4LESS BUTTERBALL Nut Butters & Jam Frozen Turkey
198
+ NatuChips® Plantain Chips,Chips NATUCHIPS
199
+ "Beech-Nut pouches, buy 8",Crackers Fruit & Vegetable Snacks Nuts & Seeds Cookies BEECHNUT
200
+ Spend $45 at Zaxby's,ZAXBYS
201
+ "Back to the Roots Raised Bed Gardening Kit with Soil, Seeds and Plant Food, at Target",Packaged Meals & Sides BACK TO THE ROOTS TARGET
202
+ "Ben & Jerry's®, select varieties, spend $12",BEN AND JERRYS Frozen Desserts
203
+ Any ACME receipt,ACME Medicines & Treatments
204
+ Spend $220 at Tom Thumb,TOM THUMB
205
+ "Promised Land Dairy Milk, 52-ounce",PROMISED LAND DAIRY Milk
206
+ "Welch's® Fruit 'n Yogurt® Snacks, 18 count, at Walmart",Fruit & Vegetable Snacks WALMART WELCHS FRUIT SNACKS
207
+ Hidden Valley® Ranch Seasoning Shaker,HIDDEN VALLEY RANCH Dips & Salsa Sauces & Marinades Cooking & Baking
208
+ "CORE® Hydration, select varieties, at Walmart",Water WALMART CORE HYDRATION
209
+ When you join Costco as a Gold Star Member* (New Members Only),COSTCO
210
+ Whole pizza at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
211
+ Spend $40 at Farmer Boys,FARMER BOYS
212
+ "Colgate® Toothpaste AND Colgate® Toothbrush, select varieties at Walmart or Target",COLGATE TOOTHBRUSHES Oral Care TARGET
213
+ "L'Oréal Paris Hair color, select varieties, spend $25 at Target",Hair Care LOREAL PARIS HAIR COLOR TARGET
214
+ "TWIX®, select varieties",Candy Cookies TWIX
215
+ Spend $15 at KFC,KFC
216
+ Spend $275 at Vons,Spirits VONS
217
+ "EXTRA®, select varieties",EXTRA Gum
218
+ "Ben & Jerry's® Doggie Desserts, 4 ounce, buy 2",BEN AND JERRYS Frozen Desserts
219
+ "Klondike Cones, spend $10 at Walmart ",KLONDIKE WALMART Frozen Desserts Frozen Meals
220
+ "Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",Frozen Desserts Dips & Salsa GOOD HUMOR MARTINS FOODS
221
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce at H-E-B",Plant-Based Meat Frozen Plant-Based Meat Packaged Meat H-E-B BEYOND MEAT
222
+ "Kradle, select products, online at Chewy.com",CHEWY Cooking & Baking Dog Supplies KRADLE
223
+ Spend $120 at Star Market,Cooking & Baking STAR MARKET
224
+ Shop 2 times at Vons,Spirits VONS
225
+ Wonderworks™ Keto* Friendly Cereal,"Cereal, Granola, & Toaster Pastries WONDERWORKS"
226
+ "MTN DEW® Kickstart, 16-ounce 12 count, select varieties, at Amazon Storefront*",AMAZON Carbonated Soft Drinks MOUNTAIN DEW
227
+ When you join Costco as an Executive Member* (New Members Only),COSTCO
228
+ "Adult Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE Medicines & Treatments ASTEPRO
229
+ Shop 2 times at Pavilions,PAVILIONS Cooking & Baking
230
+ "SKITTLES®, select varieties",Candy Fruit Juices SKITTLES
231
+ "Stubborn Soda OR Bundaberg Ginger Beer, select varieties, at Amazon Storefront*",AMAZON STUBBORN SODA Carbonated Soft Drinks
232
+ "BallPark® buns, buy 2",Bread Bakery BALL PARK POP UPS
233
+ 12 Pack OR 2 Liter AND Whole Pizza at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
234
+ Spend $220 at Star Market,Cooking & Baking STAR MARKET
235
+ Frozen OR Fountain Drink at Casey's ,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
236
+ Spend $45 at TGI Friday's,TGI FRIDAYS Spirits Malt Beverages
237
+ Visit OR order online from Casey's 3 times,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
238
+ Spend $210 at Randalls,RANDALLS RANDALLS FOOD MARKETS
239
+ Visit OR order online from Casey's 5 times,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
240
+ Any Tom Thumb receipt,TOM THUMB
241
+ "Butterball, select varieties, spend $10 at Fry's Food Store",FRYS FOOD STORE BUTTERBALL Nut Butters & Jam Frozen Turkey
242
+ "ORBIT®, select sizes, buy 1",Gum ORBIT
243
+ 12 pack OR 2 liter AND Whole Pizza at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
244
+ "Molson Coors®, select varieties, 12 Pack+, buy 2","TOPO CHICO HARD SELTZER Hard Seltzers, Sodas, Waters, Lemonades & Teas"
245
+ "Thomas'®, select varieties, spend $10",Bread Frozen Breakfast Bakery THOMAS
246
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at Target",Plant-Based Meat Frozen Plant-Based Meat Packaged Meat BEYOND MEAT TARGET
247
+ Whole Pizza at Casey's ,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
248
+ "EXTRA®, select sizes",EXTRA Gum
249
+ Gorton's at select retailers,Frozen Seafood Jerky & Dried Meat Frozen Meals STOP & SHOP GORTONS
250
+ Brita® Standard OR Elite Filters,BRITA Water Household Supplies
251
+ Spend $300 at Shaws,SHAWS Cooking & Baking
252
+ Spend $50 at Fresh Thyme Market,FRESH THYME MARKET
253
+ "Starry™ Lemon Lime Soda multipacks, at Kroger",DILLONS GROCERY Carbonated Soft Drinks STARRY
254
+ "Barilla® pasta, select varieties, buy 3",Dry Pasta Chips Red Pasta Sauce Pesto Sauce BARILLA
255
+ "Fresh Bakery Products at Casey's, select varieties",Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
256
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2","Hard Seltzers, Sodas, Waters, Lemonades & Teas Malt Beverages VIZZY"
257
+ "Kradle, select varieties, online at Amazon",AMAZON Cooking & Baking Dog Supplies KRADLE
258
+ "Starry™ Lemon Lime Soda, 7.5-ounce 10 pack, at Amazon Storefront*",AMAZON STARRY Carbonated Soft Drinks
259
+ "EVOLVE® Plant-Based Protein Shake, 4 count, select varieties, at Whole Foods",Carbonated Soft Drinks Meal Replacement Beverages Frozen Turkey WHOLE FOODS MARKET EVOLVE
260
+ "Burt's Bee's® Facial Wipes, select varieties, 30 count at Walmart",Makeup Skin Care Hair Removal BURTS BEES WALMART
261
+ "Aleve® products AND AleveX™, select varieties, at Walmart",Medicines & Treatments WALMART ALEVE
262
+ "Beyond Meat® Plant-Based products, spend $15",Plant-Based Meat Frozen Plant-Based Meat Packaged Meat BEYOND MEAT
263
+ "GOYA® Adobo Seasoning, 8 ounce+",Cooking & Baking Packaged Vegetables Rice & Grains Sauces & Marinades Water Packaged Meat Frozen Vegetables Cookies Dry Pasta Bread Frozen Fruits Drink Mixes Soup & Broth Fruit Juices Frozen Meals Frozen Appetizers Pickled Goods Malt Beverages Dips & Salsa Deli Counter Milk Pasta & Noodles Frozen Chicken Pudding & Gelatin Carbonated Soft Drinks Frozen Seafood Nut Butters & Jam Packaged Seafood Crackers GOYA
264
+ "Tyson Products, select varieties, spend $15 at Walmart",Packaged Meat AIDELLS WALMART
265
+ Spend $210 at Safeway,SAFEWAY Candy
266
+ Klondike Cones at Walmart ,KLONDIKE WALMART Frozen Desserts Frozen Meals
267
+ Spend $110 at Albertsons,ALBERTSONS Candy
268
+ "Bubbies Pickles, Sauerkraut, OR Condiments at Whole Foods or Sprouts",BUBBIES SPROUTS FARMERS MARKET Prepared Meals
269
+ "Sara Lee® or Alfaros® Artesano bread, buy 2",ALFAROS Bakery Bread
270
+ "Beyond Meat® Plant-Based products, spend $20",Plant-Based Meat Frozen Plant-Based Meat Packaged Meat BEYOND MEAT
271
+ Spend $10 on Casey's branded packaged products,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
272
+ Any Randalls receipt,RANDALLS RANDALLS FOOD MARKETS
273
+ "Arber, at Target",ARBER TARGET
274
+ "Häagen-Dazs®, 28 ounce, at GROCERY* stores",HAAGEN DAZS Frozen Desserts
275
+ Spend $130 at ACME,ACME Medicines & Treatments
276
+ "Spend $110 on a Full-Priced new Plus Membership and receive an ADDITIONAL 10,000 points",SAMS CLUB
277
+ "Butterball, select varieties, spend $10 at QFC",BUTTERBALL QFC Nut Butters & Jam Frozen Turkey
278
+ Spend $100 at Pavilions,PAVILIONS Cooking & Baking
279
+ "Glad® Trash Bags, 4 OR 8 Gallon",GLAD Household Supplies Prepared Meals Crackers Food Storage
280
+ Tostitos® Toppers™,TOSTITOS Chips Dips & Salsa Sauces & Marinades
281
+ :ratio™ KETO* Friendly Cereal OR Granola,"Yogurt Cereal, Granola, & Toaster Pastries Nuts & Seeds RATIO"
282
+ "Burt's Bees® products, select varieties, at Walmart",Makeup Skin Care Hair Removal BURTS BEES WALMART
283
+ "Bio-Oil® products, select varieties",Skin Care Cooking & Baking BIO OIL
284
+ "André® California, Champagne OR Sparkling Wines, 750mL bottle",ANDRE Wine
285
+ Spend $20 at Farmer Boys,FARMER BOYS
286
+ "Any General Mills™ products, spend $50",ANNIES HOMEGROWN
287
+ Chosen Foods® Dressings,CHOSEN FOODS Cooking & Baking Dips & Salsa Dressings Condiments
288
+ Spend $30 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT
289
+ Degree for Men OR Women Dry Spray,Deodorant & Antiperspirant DEGREE
290
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3","Hard Seltzers, Sodas, Waters, Lemonades & Teas Malt Beverages VIZZY"
291
+ Back to the Roots Microgreens Grow Kit OR Seed Refill at Walmart,Packaged Meals & Sides BACK TO THE ROOTS WALMART
292
+ Spend $40 at KFC,KFC
293
+ "Bai® Antioxidant, 6 pack, at Walmart",Fruit Juices Water Drink Mixes Tea WALMART BAI
294
+ Spend $20 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT
295
+ Spend $25 at TGI Friday's,TGI FRIDAYS Spirits Malt Beverages
296
+ "L'Oréal Paris Hair color, select varieties, spend $9 at Target",Hair Care LOREAL PARIS HAIR COLOR TARGET
297
+ "Sargento Sliced Cheese, spend $18",SARGENTO Cheese
298
+ "SKITTLES®, select sizes",Candy Fruit Juices SKITTLES
299
+ "LIFESAVERS®, any size, buy 1",LIFESAVERS Candy
300
+ "L'Oréal Paris Makeup, spend $30 at Target",LOREAL PARIS COSMETICS Makeup TARGET
301
+ Spend $115 at Tom Thumb,TOM THUMB
302
+ Any Randalls receipt,RANDALLS
303
+ Spend $75 at Randalls,RANDALLS
304
+ Shop 2 times at Randalls,RANDALLS RANDALLS FOOD MARKETS
305
+ "GATORADE® Fast Twitch®, 12-ounce single serve",GATORADE Sports Drinks Medicines & Treatments Meal Replacement Beverages
306
+ Spend $10 at Nekter,NEKTER JUICE BAR NEKTER
307
+ "Brownie Brittle® Snacks, select varieties, buy 2",BROWNIE BRITTLE Bakery Cookies
308
+ Cheerios™ Oat Crunch Berry Cereal,"Cereal, Granola, & Toaster Pastries CHEERIOS"
309
+ Glad® ForceFlex Max Strength Trash Bags,GLAD Household Supplies Prepared Meals Crackers Food Storage
310
+ "GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",DILLONS GROCERY GATORADE Sports Drinks Medicines & Treatments Meal Replacement Beverages
311
+ Spend $10 at CVS,CVS Medicines & Treatments Fruit Juices Cooking & Baking Skin Care
312
+ "OxiClean™ Laundry Stain Removers, select varieties at Walmart",WALMART OXICLEAN
313
+ Country Crock® Plant Based Cream at Walmart,COUNTRY CROCK PLANT BUTTER WALMART Nut Butters & Jam
314
+ 2 Pack OR 2 Liter AND Whole Pizza at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
315
+ Arnold® Grains Almighty,Bread Prepared Meals Bakery ARNOLD BROWNBERRY OROWEAT
316
+ "Snuggle® Liquid Fabric Softener, at Walmart",SNUGGLE WALMART Household Supplies
317
+ "Hidden Valley® Ranch Night Seasoning Mix, 1 count",HIDDEN VALLEY RANCH Dips & Salsa Sauces & Marinades Cooking & Baking
318
+ "Kradle, select varieties, at Pet Supplies Plus",PET SUPPLIES PLUS Cooking & Baking Dog Supplies KRADLE
319
+ "Back to the Roots Soils, select varieties and sizes, at Lowes",LOWES HOME IMPROVEMENT Packaged Meals & Sides BACK TO THE ROOTS
320
+ "Butterball, select varieties, spend $10 at Mariano's",BUTTERBALL MARIANOS Nut Butters & Jam Frozen Turkey
321
+ "CORE® Hydration, select varieties, buy 2 at Walmart",Water WALMART CORE HYDRATION
322
+ Spend $40 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT
323
+ "General Mills™ snacks, select brands, spend $10",BUGLES Chips
324
+ "Back to the Roots Soils, select varieties, at Walmart or Lowes",LOWES HOME IMPROVEMENT Packaged Meals & Sides BACK TO THE ROOTS
325
+ "Barilla® pasta, select varieties, buy 4",Dry Pasta Chips Red Pasta Sauce Pesto Sauce BARILLA
326
+ "GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties",GATORADE Sports Drinks Medicines & Treatments Meal Replacement Beverages
327
+ "Burt's Bees® Sensitive Lotions and Creams, select varieties, at Walmart",Makeup Skin Care Hair Removal BURTS BEES WALMART
328
+ "Arber, at Walmart",ARBER WALMART
329
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5","Hard Seltzers, Sodas, Waters, Lemonades & Teas Malt Beverages VIZZY"
330
+ Any Pavilions receipt,PAVILIONS Cooking & Baking
331
+ Back to the Roots Grow Kits at Walmart or The Home Depot,Packaged Meals & Sides BACK TO THE ROOTS WALMART
332
+ Any Safeway receipt,SAFEWAY Candy
333
+ "Welch's® Fruit Snacks, select varieties, 6 count+",Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
334
+ Back to the Roots Grow Hydroponic Grow Kit OR Refill Bundle at Walmart,Packaged Meals & Sides BACK TO THE ROOTS WALMART
335
+ "Ben & Jerry's Wake & No Bake Cookie Dough Ice Cream, 16 ounce",BEN AND JERRYS Frozen Desserts
336
+ "ORBIT®, select varieties",Gum ORBIT
337
+ "GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FOOD4LESS GATORADE Sports Drinks Medicines & Treatments Meal Replacement Beverages
338
+ "Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market",Nut Butters & Jam Frozen Turkey BUTTERBALL PICK N SAVE
339
+ Hellmann's | Best Foods Vegan Dressing or Spread,Condiments Sauces & Marinades Dressings HELLMANNS BEST FOODS
340
+ "Rao's®, Pasta OR Sauce, spend $10",RAO'S Sauces & Marinades Dry Pasta Frozen Meals Alfredo & White Pasta Sauce Red Pasta Sauce Pasta & Noodles Frozen Pizza & Pizza Snacks
341
+ L'Oreal Paris True Match Foundation at Target,LOREAL PARIS COSMETICS Makeup TARGET
342
+ "Sara Lee® or Alfaros® Artesano bread, spend $20",ALFAROS Bakery Bread
343
+ Spend $220 at Albertsons,ALBERTSONS Candy
344
+ "Perfect Keto Super Reds, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
345
+ The Rustik Oven® bread,Bread RUSTIK OVEN
346
+ Gorton's at select retailers,Frozen Seafood Jerky & Dried Meat Frozen Meals WALMART GORTONS
347
+ "Back to the Roots Seeds, at Walmart",Packaged Meals & Sides BACK TO THE ROOTS WALMART
348
+ Nature Valley™ Protein Granola,"NATURE VALLEY Nuts & Seeds Crackers Nut Butters & Jam Cookies Candy Cereal, Granola, & Toaster Pastries Dips & Salsa Trail Mix Fruit & Vegetable Snacks Chips"
349
+ Brita® Pitcher OR Dispenser,BRITA Water Household Supplies
350
+ Spend $30 at CVS,CVS Medicines & Treatments Fruit Juices Cooking & Baking Skin Care
351
+ "Back to the Roots Organic Kits and Planters, at Target",Packaged Meals & Sides BACK TO THE ROOTS TARGET
352
+ "Sir Kensington's® Condiments, buy 2",Condiments Sauces & Marinades Dressings SIR KENSINGTONS
353
+ "Perfect Keto Exogenous Ketones Powder, online at Amazon",Medicines & Treatments Nuts & Seeds AMAZON PERFECT KETO
354
+ Select Beverages AND Prepared Food Item at Casey's,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
355
+ "Back to the Roots Potting Mix, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT Packaged Meals & Sides BACK TO THE ROOTS
356
+ "Barilla® pasta, select varieties, buy 2",Dry Pasta Chips Red Pasta Sauce Pesto Sauce BARILLA
357
+ Any Star Market receipt,Cooking & Baking STAR MARKET
358
+ "Squirrel, The Bedside Perch, online at Amazon",AMAZON SQUIRREL
359
+ "Fresh Bakery items, select varieties, at Casey's",Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
360
+ Ben & Jerry's® Churray For Churros™ Ice Cream,BEN AND JERRYS Frozen Desserts
361
+ Sir Kensington's® Condiments,Condiments Sauces & Marinades Dressings SIR KENSINGTONS
362
+ "Dove Hand Wash, select varieties at Target",Bath & Body Deodorant & Antiperspirant Hair Care Makeup DOVE TARGET
363
+ Spend $15 at Burger King,Cooking & Baking BURGER KING
364
+ Cameron’s Coffee EcoPods,Coffee CAMERON'S COFFEE
365
+ L'Oréal Paris True Match Foundation at Target,LOREAL PARIS COSMETICS Makeup TARGET
366
+ "Sara Lee® Delightful bread, buy 2","Bread Cheese Bakery Cereal, Granola, & Toaster Pastries Frozen Desserts SARA LEE"
367
+ "Welch's® Juicefuls® Juicy Fruit Snacks, buy 2",Fruit & Vegetable Snacks WELCHS FRUIT SNACKS
368
+ Spend $35 at Subway,SUBWAY Cooking & Baking
369
+ "Dixon® Safety Carpenter Pencil, 10 count, at Lowe’s®",LOWES HOME IMPROVEMENT DIXON Cooking & Baking Makeup
370
+ Spend $115 at Safeway,SAFEWAY Candy
371
+ "Breyers Reese's Ice Cream, select varieties, at GIANT OR MARTIN’S",Frozen Desserts Frozen Breads & Doughs BREYERS MARTINS FOODS
372
+ Shop 2 times at Randalls,RANDALLS
373
+ "Jack Link's®, select varieties",JACK LINKS Jerky & Dried Meat
374
+ "Persil® ProClean®, select varieties, at Walmart",PERSIL WALMART
375
+ "Back to the Roots Organic 3-In-1 Seed Starting Mix 12 quart, at Walmart or Target",Packaged Meals & Sides BACK TO THE ROOTS TARGET
376
+ "STARBURST®, select varieties",STARBURST Candy Fruit & Vegetable Snacks Gum
377
+ "Super Coffee, 12 ounce single serve",Coffee SUPER COFFEE
378
+ Spend $90 at Safeway,SAFEWAY Candy
379
+ Spend $5 on brisket mac & cheese sandwich OR other single-serve prepared food item,Cooking & Baking Frozen Pizza & Pizza Snacks CASEYS GENERAL STORE
380
+ Spend $50 at Chewy.com,CHEWY
381
+ Simply Organic Seasoning Mixes OR Spices,Cooking & Baking Sauces & Marinades SIMPLY ORGANIC
382
+ Spend $10 at KFC,KFC
383
+ Sargento Product,SARGENTO Cheese
384
+ Thomas'® Bagel Thins,Bread Frozen Breakfast Bakery THOMAS
385
+ Spend $270 at Pavilions,PAVILIONS Cooking & Baking
386
+ "Back to the Roots Soils, select varieties, at Walmart",Packaged Meals & Sides BACK TO THE ROOTS WALMART
mylib/ingest.py ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python
2
+ from langchain.document_loaders.csv_loader import CSVLoader
3
+ from langchain.text_splitter import CharacterTextSplitter
4
+ from langchain.embeddings import HuggingFaceEmbeddings
5
+ from langchain.vectorstores import FAISS
6
+
7
+
8
+ def create_vector_db():
9
+ """
10
+ This function creates a vector database
11
+ """
12
+ # Load CSV data
13
+ loader = CSVLoader(file_path="mylib/combined.csv")
14
+ data = loader.load()
15
+ text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=50)
16
+ texts = text_splitter.split_documents(data)
17
+ embeddings = HuggingFaceEmbeddings(
18
+ model_name="sentence-transformers/all-MiniLM-L6-v2"
19
+ )
20
+ db = FAISS.from_documents(texts, embeddings)
21
+ return db.save_local("mylib/vector_db")
22
+
23
+
24
+ if __name__ == "__main__":
25
+ vector_db = create_vector_db()
26
+ print("Vector database created and indexed.")
mylib/offer_retailer.csv ADDED
@@ -0,0 +1,386 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ OFFER,RETAILER,BRAND
2
+ Spend $50 on a Full-Priced new Club Membership,SAMS CLUB,SAMS CLUB
3
+ "Beyond Meat® Plant-Based products, spend $25",,BEYOND MEAT
4
+ Good Humor Viennetta Frozen Vanilla Cake,,GOOD HUMOR
5
+ "Butterball, select varieties, spend $10 at Dillons Food Store",DILLONS FOOD STORE,BUTTERBALL
6
+ "GATORADE® Fast Twitch®, 12-ounce 12 pack, at Amazon Storefront*",AMAZON,GATORADE
7
+ Emmy's Organics® Cookies OR Brownie Snaps,,EMMYS POP UP
8
+ "Dr Pepper®, Regular OR Zero Sugar Strawberries and Cream 12 pack, at select retailers",UNITED SUPERMARKETS,DR PEPPER
9
+ "Arnold, Brownberry, Oroweat® Small Slice bread, at Walmart",WALMART,ARNOLD BROWNBERRY OROWEAT
10
+ Barilla® Pesto Sauce,,BARILLA
11
+ "Any General Mills™ products, buy 2
12
+ Good Rewards Members Only",,ANNIES HOMEGROWN GROCERY
13
+ Egglife Egg White Wraps at Aldi,ALDI,EGGLIFE
14
+ Spend $20 at Zaxby's,ZAXBYS,ZAXBYS
15
+ Spend $10 at Subway,SUBWAY,SUBWAY
16
+ "DOVE® Chocolate, select sizes, buy 1",,DOVE CHOCOLATE
17
+ Hellmann's® OR Best Foods® Garlic Aioli OR Spicy Mayonnaise,,HELLMANNS BEST FOODS
18
+ "M&M'S®, select sizes, buy 1",,M&MS
19
+ "GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties, buy 2",,GATORADE
20
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce at Target",TARGET,BEYOND MEAT
21
+ Red Gold Tomato Ketchup,,RED GOLD
22
+ Gillette Venus ® for Pubic Hair & Skin spend $20,,GILLETTE VENUS
23
+ Spend $140 at Shaws,SHAWS,SHAWS
24
+ "L'Oréal Paris Hair color, select varieties, spend $19 at Target",TARGET,LOREAL PARIS HAIR COLOR
25
+ Simply Spiked™ Lemonade 12 pack+,,SIMPLY SPIKED
26
+ "Gorton's, at select retailers",SHOP RITE,GORTONS
27
+ Shop 2 times at ACME,ACME,ACME
28
+ "Butterball, select varieties, spend $10 at Ralphs",RALPHS,BUTTERBALL
29
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at H-E-B",H-E-B,BEYOND MEAT
30
+ "Butterball, select varieties, Spend $10 at Ruler Foods",RULER FOODS,BUTTERBALL
31
+ Spend $20 at KFC,KFC,KFC
32
+ Spend $15 at Nekter,NEKTER JUICE BAR,NEKTER
33
+ Order online at Zaxbys.com,ZAXBYS,ZAXBYS
34
+ "Butterball, select varieties, spend $10 at King Soopers",KING SOOPERS,BUTTERBALL
35
+ Order from Casey's app or Caseys.com,CASEYS GENERAL STORE,CASEYS GENERAL STORE
36
+ "Tru-Ray® Premium Construction Paper, spend $10",,TRURAY
37
+ "Flonase Allergy Relief, at Walmart",WALMART,FLONASE
38
+ Spend $25 at KFC,KFC,KFC
39
+ "Gorton's Air Fried Butterfly Shrimp, at Walmart",WALMART,GORTONS
40
+ "CESAR® Wet Dog Food, spend $20",,CESAR
41
+ "TWIX®, select sizes",,TWIX
42
+ "M&M'S® chocolate candies, select varieties",,M&MS
43
+ "Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties",,HIDDEN VALLEY RANCH
44
+ Spend $210 at Randalls,RANDALLS,RANDALLS
45
+ "Cooked Perfect® Meatballs, at Walmart",WALMART,COOKED PERFECT
46
+ Spend $25 at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
47
+ "Perfect Keto Barista Blend Collagen & MCTs, online at Amazon",AMAZON,PERFECT KETO
48
+ "Creativity Street®, spend $10",,CREATIVITY STREET
49
+ "Crunchmaster® Crackers, spend $4",,CRUNCHMASTER
50
+ "Tyson Products, select varieties, spend $20 at Sam's Club",SAMS CLUB,BALL PARK FRANK
51
+ "L'Oréal Paris Makeup, spend $35 at Target",TARGET,LOREAL PARIS COSMETICS
52
+ Spend $25 at Subway,SUBWAY,SUBWAY
53
+ Any Vons receipt,VONS,VONS
54
+ "Chosen Foods® Mayo, select varieties",,CHOSEN FOODS
55
+ "L'Oréal Paris Men Expert hair color, spend $19 at Walmart",WALMART,LOREAL PARIS HAIR COLOR
56
+ Spend $185 at Shaws,SHAWS,SHAWS
57
+ Spend $150 at Vons,VONS,VONS
58
+ "Wine from TheBarrelRoom.com, spend $30",GALLO.COM,ALAMOS
59
+ "General Mills™ products, select brands, spend $35",,ANNIES HOMEGROWN GROCERY
60
+ "PepsiCo® Beverage, 7.5-ounce 10 pack, select varieties, at Amazon Storefront*",AMAZON,PEPSI
61
+ "Sara Lee® bread, select varieties, buy 2 at Walmart®",WALMART,SARA LEE
62
+ "Sara Lee® or Alfaros® Artesano bread, buy 5",,ALFAROS
63
+ "Bai® Antioxidant, 6 pack, buy 2 at Walmart",WALMART,BAI
64
+ Spend $5 in-store at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
65
+ "Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",MARTINS FOODS,KLONDIKE
66
+ Spend $25 at Fresh Thyme Market,FRESH THYME MARKET,FRESH THYME MARKET
67
+ Any Albertsons receipt,ALBERTSONS,ALBERTSONS
68
+ Shop 2 times at Albertsons,ALBERTSONS,ALBERTSONS
69
+ Select beverages AND prepared food items at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
70
+ QUEEN V® The VIP & The Wingwoman Soft Touch Silicone Vibrator at Walmart,WALMART,QUEEN V
71
+ "Back to the Roots Grow Seed Starting Pots OR Germination Trays, at Walmart or Target",TARGET,BACK TO THE ROOTS
72
+ "Dove Hand Wash, select varieties, buy 2 at Target",TARGET,DOVE
73
+ "Frutero Ice Cream, 1 pint",,FRUTERO
74
+ Red Gold Tomato Juice,,RED GOLD
75
+ "Bio-Oil® Skincare Oil OR Gel, select varieties",,BIO OIL
76
+ Spend $65 at Albertsons,ALBERTSONS,ALBERTSONS
77
+ "Welch's®Fruit Snacks, select varieties, buy 2",,WELCHS FRUIT SNACKS
78
+ Talenti Mini Bars,,TALENTI
79
+ Visit OR order online from Casey's 7 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
80
+ "Simply Spiked™ Signature Peach 12-pack or larger, buy 2",,SIMPLY SPIKED
81
+ "Molson Coors®, select varieties, 12 pack+",,COORS LIGHT
82
+ "Welch's® Zero Sugar Fruity Bites, 6 pack+, online at Amazon",AMAZON,WELCHS FRUIT SNACKS
83
+ "PepsiCo® Variety Pack, select varieties, at Amazon Storefront*",AMAZON,PEPSI
84
+ Spend $100 at Vons,VONS,VONS
85
+ Spend $15 at Subway,SUBWAY,SUBWAY
86
+ Spend $35 at Fresh Thyme Market,FRESH THYME,FRESH THYME MARKET
87
+ Sign up for The Club Card or The Club+ Card full-priced membership* (New Members Only),BJS WHOLESALE,BJS WHOLESALE
88
+ "Marinela® sweet baked goods, buy 2",,MARINELA
89
+ "Back to the Roots Soils, select varieties and sizes, at Walmart",WALMART,BACK TO THE ROOTS
90
+ "Any General Mills™ products, spend $60",,ANNIES HOMEGROWN
91
+ "Welch's® Fruit Snacks, select varieties, 6 count+, buy 3",,WELCHS FRUIT SNACKS
92
+ Spend $90 at Tom Thumb,TOM THUMB,TOM THUMB
93
+ Spend $5 on single-serve prepared food items at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
94
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 pack+",,VIZZY
95
+ "Cooked Perfect® Meatballs, Homestyle OR Turkey, at Walmart",WALMART,COOKED PERFECT
96
+ 12 Pack OR 2 Liter AND Whole Pizza Pie at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
97
+ "General Mills™ products, select brands, spend $7 at Convenience Stores",,ANNIES HOMEGROWN GROCERY
98
+ Gillette Venus ® for Pubic Hair & Skin,,GILLETTE VENUS
99
+ "Barilla® Pasta, select varieties, buy 2",,BARILLA
100
+ Little Bites® Spend $10 at Walmart®,WALMART,ENTENMANNS
101
+ Envy Apples pre-packed bags,,ENVY
102
+ Shop 2 times at Tom Thumb,TOM THUMB,TOM THUMB
103
+ "Ben & Jerry's Frozen Creme Brulee Non Dairy Dessert, 16 ounce",,BEN AND JERRYS
104
+ "Purex® laundry detergent, select varieties, at Walmart",WALMART,PUREX
105
+ Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
106
+ Shop 2 times at Safeway,SAFEWAY,SAFEWAY
107
+ "Any General Mills™ products, spend $30",,ANNIES HOMEGROWN
108
+ "Ben & Jerry's® Doggie Desserts, 4 count",,BEN AND JERRYS
109
+ Sol® 6 pack+,,SOL CERVEZA
110
+ "George's Farmers Market Chicken Wings, at Sam's Club",SAMS CLUB,GEORGES FARMERS MARKET
111
+ "Michael Angelo's® OR Rao's® Frozen Entrees, spend $10",,RAO'S
112
+ "Sargento Sliced Cheese, spend $25",,SARGENTO
113
+ "Sargento Sliced Cheese, spend $12",,SARGENTO
114
+ Country Crock® Plant Based Butter at Walmart,WALMART,COUNTRY CROCK PLANT BUTTER
115
+ "Perfect Keto Beauty + Sleep Collagen, online at Amazon",AMAZON,PERFECT KETO
116
+ "DOVE® chocolate, select varieties",,DOVE CHOCOLATE
117
+ Simply Spiked™ 12 pack+,,SIMPLY SPIKED
118
+ "Perfect Keto Bars, online at Amazon",AMAZON,PERFECT KETO
119
+ "Gillette Venus ® for Pubic Hair & Skin, spend $20",,GILLETTE VENUS
120
+ AleveX™ at Walmart,WALMART,ALEVE
121
+ "Envy Apples, pre-packed bags",,ENVY
122
+ "Ben & Jerry's Frozen Sugar Cookie Dough Chunks, 8 ounce",,BEN AND JERRYS
123
+ "L’Oréal Paris Men Expert hair color, spend $9 at Walmart",WALMART,LOREAL PARIS HAIR COLOR
124
+ "Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",THE GIANT CO,GOOD HUMOR
125
+ "Magnum Non-Dairy Hazelnut Crunch Ice Cream Bars, 3 count",,MAGNUM ICE CREAM
126
+ "Butterball, select varieties, spend $10 at Fred Meyer",FRED MEYER,BUTTERBALL
127
+ "Thomas'® Bagel Thins®, buy 2",,THOMAS
128
+ Spend $60 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
129
+ "Artesano® buns, buy 2 at Walmart®",WALMART,SARA LEE ARTESANO
130
+ "STARBURST®, select sizes, buy 1",,STARBURST
131
+ Fresh Step® Outstretch® Cat Litter,,FRESH STEP
132
+ "Sara Lee® or Alfaros® Artesano bread, spend $8",,ALFAROS
133
+ "Back to the Roots Dry Plant Food, 5 pounds, at The Home Depot",THE HOME DEPOT,BACK TO THE ROOTS
134
+ "Burt's Bees Sensitive Lotions and Creams, select varieties, at Walmart",WALMART,BURTS BEES
135
+ "Durex® Massage & Play 2 in 1 Pleasure Gel, select varieties, at Walmart or Target",TARGET,DUREX
136
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4",,VIZZY
137
+ LIFE SAVERS®,,LIFESAVERS
138
+ "Butterball, select varieties, spend $10 at Kroger",KROGER,BUTTERBALL
139
+ "RESPAWN® by 5® GUM, at Walmart",WALMART,5 GUM
140
+ "Back to the Roots Garden Soil, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
141
+ "SiO® Beauty Patches, online at Siobeauty.com",SIOBEAUTY.COM,SIO BEAUTY
142
+ Wesson® Oil Products,,WESSON
143
+ "Bubbies Pickles, Sauerkraut, and Condiments at Whole Foods or Sprouts",SPROUTS FARMERS MARKET,BUBBIES
144
+ Michael Angelo's® Sauce at Walmart,WALMART,MICHAEL ANGELO'S
145
+ Spend $155 at Pavilions,PAVILIONS,PAVILIONS
146
+ CESAR® Wet Dog Food Singles,,CESAR
147
+ Spend $90 at ACME,ACME,ACME
148
+ "Hidden Valley® Ranch Seasoning Mix Packet, 1 count",,HIDDEN VALLEY RANCH
149
+ "Sargento® products, select varieties",,SARGENTO
150
+ "Welch's® Fruit Snacks, 250 count, online at Amazon",AMAZON,WELCHS FRUIT SNACKS
151
+ "Ben & Jerry's®, select varieties",,BEN AND JERRYS
152
+ Simply Spiked™ Signature Peach 12 pack+,,SIMPLY SPIKED
153
+ "Beech-Nut snacks, select varieties",,BEECHNUT
154
+ "Sargento® products, select varieties, buy 3",,SARGENTO
155
+ Spend $250 at ACME,ACME,ACME
156
+ Wings OR Cheesy Breadsticks at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
157
+ "Butterball, select varieties, spend $10 at Smith's",SMITHS,BUTTERBALL
158
+ "Perfect Keto Collagen Peptides, online at Amazon",AMAZON,PERFECT KETO
159
+ "Perfect Keto MCT Oil Powder, online at Amazon",AMAZON,PERFECT KETO
160
+ Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,,HELLMANNS BEST FOODS
161
+ Brita® Pitcher AND Filter,,BRITA
162
+ Spend $90 at Star Market,STAR MARKET,STAR MARKET
163
+ "SNICKERS®, select sizes, buy 1",,SNICKERS
164
+ "Kodiak® products, select varieties, spend $10",,KODIAK CAKES FLAPJACK & WAFFLE MIX
165
+ Bays® English Muffins,,BAYS
166
+ "Super Coffee, 12 ounce single serve, buy 3",,SUPER COFFEE
167
+ "Sara Lee® bread select varieties, buy 2",WALMART,SARA LEE
168
+ GOYA® Coconut Water,,GOYA
169
+ Spend $35 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
170
+ Spend $110 at Randalls,RANDALLS FOOD MARKETS,RANDALLS
171
+ "Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",GIANT FOOD,KLONDIKE
172
+ Whole Pizza Pie at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
173
+ Shop 2 times at Star Market,STAR MARKET,STAR MARKET
174
+ "Hidden Valley® Ranch Seasoning, select varieties",,HIDDEN VALLEY RANCH
175
+ "General Mills™ products, select varieties, spend $12",,ANNIES HOMEGROWN GROCERY
176
+ Blue Apron Meal Kits,BLUE APRON,BLUE APRON
177
+ "Aleve® products, select varieties, 80 count+ at Walmart",WALMART,ALEVE
178
+ "Welch's® Juicefuls® Juicy Fruit Snacks, 14 count, at Target",TARGET,WELCHS FRUIT SNACKS
179
+ "Welch's® Fruit Snacks, select varieties, 6 count+, buy 2",,WELCHS FRUIT SNACKS
180
+ "Sign up for McAlister's Deli Rewards, tap for details",MCALISTERS DELI,MCALISTERS DELI
181
+ "Arbos Cheese Dip, 12 ounce, buy at Central Market",CENTRAL MARKET,ARBOS
182
+ L'Oréal Paris Excellence Hair Color at Target,TARGET,LOREAL PARIS HAIR COLOR
183
+ "Kradle, select varieties, spend $20 at Walmart",WALMART,KRADLE
184
+ Frozen OR Fountain Drink at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
185
+ "Arnold, Brownberry, Oroweat® Keto bread, buy 2",,ARNOLD BROWNBERRY OROWEAT
186
+ Shop 2 times at Shaw's,SHAWS,SHAWS
187
+ "Welch's®Fruit Snacks, spend $8",,WELCHS FRUIT SNACKS
188
+ "Children's Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE,ASTEPRO
189
+ Spend $10 in-store at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
190
+ "Fresh bakery item, select varieties, at Casey's",CASEYS GENERAL STORE,CASEYS GENERAL STORE
191
+ "SNICKERS® chocolate candy bar, select varieties",,SNICKERS
192
+ Rao's® Frozen Pizza,,RAO'S
193
+ "GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FRED MEYER,GATORADE
194
+ "Bimbo® sweet baked goods, buy 2",,BIMBO
195
+ Any Shaw's receipt,SHAWS,SHAWS
196
+ "Gorton's, at select retailers",STOP & SHOP,GORTONS
197
+ "Butterball, select varieties, spend $10 at Food 4 Less",FOOD4LESS,BUTTERBALL
198
+ NatuChips® Plantain Chips,,NATUCHIPS
199
+ "Beech-Nut pouches, buy 8",,BEECHNUT
200
+ Spend $45 at Zaxby's,ZAXBYS,ZAXBYS
201
+ "Back to the Roots Raised Bed Gardening Kit with Soil, Seeds and Plant Food, at Target",TARGET,BACK TO THE ROOTS
202
+ "Ben & Jerry's®, select varieties, spend $12",,BEN AND JERRYS
203
+ Any ACME receipt,ACME,ACME
204
+ Spend $220 at Tom Thumb,TOM THUMB,TOM THUMB
205
+ "Promised Land Dairy Milk, 52-ounce",,PROMISED LAND DAIRY
206
+ "Welch's® Fruit 'n Yogurt® Snacks, 18 count, at Walmart",WALMART,WELCHS FRUIT SNACKS
207
+ Hidden Valley® Ranch Seasoning Shaker,,HIDDEN VALLEY RANCH
208
+ "CORE® Hydration, select varieties, at Walmart",WALMART,CORE HYDRATION
209
+ When you join Costco as a Gold Star Member* (New Members Only),COSTCO,COSTCO
210
+ Whole pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
211
+ Spend $40 at Farmer Boys,FARMER BOYS,FARMER BOYS
212
+ "Colgate® Toothpaste AND Colgate® Toothbrush, select varieties at Walmart or Target",TARGET,COLGATE TOOTHBRUSHES
213
+ "L'Oréal Paris Hair color, select varieties, spend $25 at Target",TARGET,LOREAL PARIS HAIR COLOR
214
+ "TWIX®, select varieties",,TWIX
215
+ Spend $15 at KFC,KFC,KFC
216
+ Spend $275 at Vons,VONS,VONS
217
+ "EXTRA®, select varieties",,EXTRA
218
+ "Ben & Jerry's® Doggie Desserts, 4 ounce, buy 2",,BEN AND JERRYS
219
+ "Klondike Cones, spend $10 at Walmart ",WALMART,KLONDIKE
220
+ "Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",MARTINS FOODS,GOOD HUMOR
221
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce at H-E-B",H-E-B,BEYOND MEAT
222
+ "Kradle, select products, online at Chewy.com",CHEWY,KRADLE
223
+ Spend $120 at Star Market,STAR MARKET,STAR MARKET
224
+ Shop 2 times at Vons,VONS,VONS
225
+ Wonderworks™ Keto* Friendly Cereal,,WONDERWORKS
226
+ "MTN DEW® Kickstart, 16-ounce 12 count, select varieties, at Amazon Storefront*",AMAZON,MOUNTAIN DEW
227
+ When you join Costco as an Executive Member* (New Members Only),COSTCO,COSTCO
228
+ "Adult Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE,ASTEPRO
229
+ Shop 2 times at Pavilions,PAVILIONS,PAVILIONS
230
+ "SKITTLES®, select varieties",,SKITTLES
231
+ "Stubborn Soda OR Bundaberg Ginger Beer, select varieties, at Amazon Storefront*",AMAZON,STUBBORN SODA
232
+ "BallPark® buns, buy 2",,BALL PARK POP UPS
233
+ 12 Pack OR 2 Liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
234
+ Spend $220 at Star Market,STAR MARKET,STAR MARKET
235
+ Frozen OR Fountain Drink at Casey's ,CASEYS GENERAL STORE,CASEYS GENERAL STORE
236
+ Spend $45 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
237
+ Visit OR order online from Casey's 3 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
238
+ Spend $210 at Randalls,RANDALLS FOOD MARKETS,RANDALLS
239
+ Visit OR order online from Casey's 5 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
240
+ Any Tom Thumb receipt,TOM THUMB,TOM THUMB
241
+ "Butterball, select varieties, spend $10 at Fry's Food Store",FRYS FOOD STORE,BUTTERBALL
242
+ "ORBIT®, select sizes, buy 1",,ORBIT
243
+ 12 pack OR 2 liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
244
+ "Molson Coors®, select varieties, 12 Pack+, buy 2",,TOPO CHICO HARD SELTZER
245
+ "Thomas'®, select varieties, spend $10",,THOMAS
246
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at Target",TARGET,BEYOND MEAT
247
+ Whole Pizza at Casey's ,CASEYS GENERAL STORE,CASEYS GENERAL STORE
248
+ "EXTRA®, select sizes",,EXTRA
249
+ Gorton's at select retailers,STOP & SHOP,GORTONS
250
+ Brita® Standard OR Elite Filters,,BRITA
251
+ Spend $300 at Shaws,SHAWS,SHAWS
252
+ Spend $50 at Fresh Thyme Market,FRESH THYME MARKET,FRESH THYME MARKET
253
+ "Starry™ Lemon Lime Soda multipacks, at Kroger",DILLONS GROCERY,STARRY
254
+ "Barilla® pasta, select varieties, buy 3",,BARILLA
255
+ "Fresh Bakery Products at Casey's, select varieties",CASEYS GENERAL STORE,CASEYS GENERAL STORE
256
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2",,VIZZY
257
+ "Kradle, select varieties, online at Amazon",AMAZON,KRADLE
258
+ "Starry™ Lemon Lime Soda, 7.5-ounce 10 pack, at Amazon Storefront*",AMAZON,STARRY
259
+ "EVOLVE® Plant-Based Protein Shake, 4 count, select varieties, at Whole Foods",WHOLE FOODS MARKET,EVOLVE
260
+ "Burt's Bee's® Facial Wipes, select varieties, 30 count at Walmart",WALMART,BURTS BEES
261
+ "Aleve® products AND AleveX™, select varieties, at Walmart",WALMART,ALEVE
262
+ "Beyond Meat® Plant-Based products, spend $15",,BEYOND MEAT
263
+ "GOYA® Adobo Seasoning, 8 ounce+",,GOYA
264
+ "Tyson Products, select varieties, spend $15 at Walmart",WALMART,AIDELLS
265
+ Spend $210 at Safeway,SAFEWAY,SAFEWAY
266
+ Klondike Cones at Walmart ,WALMART,KLONDIKE
267
+ Spend $110 at Albertsons,ALBERTSONS,ALBERTSONS
268
+ "Bubbies Pickles, Sauerkraut, OR Condiments at Whole Foods or Sprouts",SPROUTS FARMERS MARKET,BUBBIES
269
+ "Sara Lee® or Alfaros® Artesano bread, buy 2",,ALFAROS
270
+ "Beyond Meat® Plant-Based products, spend $20",,BEYOND MEAT
271
+ Spend $10 on Casey's branded packaged products,CASEYS GENERAL STORE,CASEYS GENERAL STORE
272
+ Any Randalls receipt,RANDALLS FOOD MARKETS,RANDALLS
273
+ "Arber, at Target",TARGET,ARBER
274
+ "Häagen-Dazs®, 28 ounce, at GROCERY* stores",,HAAGEN DAZS
275
+ Spend $130 at ACME,ACME,ACME
276
+ "Spend $110 on a Full-Priced new Plus Membership and receive an ADDITIONAL 10,000 points",SAMS CLUB,SAMS CLUB
277
+ "Butterball, select varieties, spend $10 at QFC",QFC,BUTTERBALL
278
+ Spend $100 at Pavilions,PAVILIONS,PAVILIONS
279
+ "Glad® Trash Bags, 4 OR 8 Gallon",,GLAD
280
+ Tostitos® Toppers™,,TOSTITOS
281
+ :ratio™ KETO* Friendly Cereal OR Granola,,RATIO
282
+ "Burt's Bees® products, select varieties, at Walmart",WALMART,BURTS BEES
283
+ "Bio-Oil® products, select varieties",,BIO OIL
284
+ "André® California, Champagne OR Sparkling Wines, 750mL bottle",,ANDRE
285
+ Spend $20 at Farmer Boys,FARMER BOYS,FARMER BOYS
286
+ "Any General Mills™ products, spend $50",,ANNIES HOMEGROWN
287
+ Chosen Foods® Dressings,,CHOSEN FOODS
288
+ Spend $30 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
289
+ Degree for Men OR Women Dry Spray,,DEGREE
290
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3",,VIZZY
291
+ Back to the Roots Microgreens Grow Kit OR Seed Refill at Walmart,WALMART,BACK TO THE ROOTS
292
+ Spend $40 at KFC,KFC,KFC
293
+ "Bai® Antioxidant, 6 pack, at Walmart",WALMART,BAI
294
+ Spend $20 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
295
+ Spend $25 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
296
+ "L'Oréal Paris Hair color, select varieties, spend $9 at Target",TARGET,LOREAL PARIS HAIR COLOR
297
+ "Sargento Sliced Cheese, spend $18",,SARGENTO
298
+ "SKITTLES®, select sizes",,SKITTLES
299
+ "LIFESAVERS®, any size, buy 1",,LIFESAVERS
300
+ "L'Oréal Paris Makeup, spend $30 at Target",TARGET,LOREAL PARIS COSMETICS
301
+ Spend $115 at Tom Thumb,TOM THUMB,TOM THUMB
302
+ Any Randalls receipt,RANDALLS,RANDALLS
303
+ Spend $75 at Randalls,RANDALLS,RANDALLS
304
+ Shop 2 times at Randalls,RANDALLS FOOD MARKETS,RANDALLS
305
+ "GATORADE® Fast Twitch®, 12-ounce single serve",,GATORADE
306
+ Spend $10 at Nekter,NEKTER JUICE BAR,NEKTER
307
+ "Brownie Brittle® Snacks, select varieties, buy 2",,BROWNIE BRITTLE
308
+ Cheerios™ Oat Crunch Berry Cereal,,CHEERIOS
309
+ Glad® ForceFlex Max Strength Trash Bags,,GLAD
310
+ "GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",DILLONS GROCERY,GATORADE
311
+ Spend $10 at CVS,CVS,CVS
312
+ "OxiClean™ Laundry Stain Removers, select varieties at Walmart",WALMART,OXICLEAN
313
+ Country Crock® Plant Based Cream at Walmart,WALMART,COUNTRY CROCK PLANT BUTTER
314
+ 2 Pack OR 2 Liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
315
+ Arnold® Grains Almighty,,ARNOLD BROWNBERRY OROWEAT
316
+ "Snuggle® Liquid Fabric Softener, at Walmart",WALMART,SNUGGLE
317
+ "Hidden Valley® Ranch Night Seasoning Mix, 1 count",,HIDDEN VALLEY RANCH
318
+ "Kradle, select varieties, at Pet Supplies Plus",PET SUPPLIES PLUS,KRADLE
319
+ "Back to the Roots Soils, select varieties and sizes, at Lowes",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
320
+ "Butterball, select varieties, spend $10 at Mariano's",MARIANOS,BUTTERBALL
321
+ "CORE® Hydration, select varieties, buy 2 at Walmart",WALMART,CORE HYDRATION
322
+ Spend $40 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
323
+ "General Mills™ snacks, select brands, spend $10",,BUGLES
324
+ "Back to the Roots Soils, select varieties, at Walmart or Lowes",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
325
+ "Barilla® pasta, select varieties, buy 4",,BARILLA
326
+ "GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties",,GATORADE
327
+ "Burt's Bees® Sensitive Lotions and Creams, select varieties, at Walmart",WALMART,BURTS BEES
328
+ "Arber, at Walmart",WALMART,ARBER
329
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5",,VIZZY
330
+ Any Pavilions receipt,PAVILIONS,PAVILIONS
331
+ Back to the Roots Grow Kits at Walmart or The Home Depot,WALMART,BACK TO THE ROOTS
332
+ Any Safeway receipt,SAFEWAY,SAFEWAY
333
+ "Welch's® Fruit Snacks, select varieties, 6 count+",,WELCHS FRUIT SNACKS
334
+ Back to the Roots Grow Hydroponic Grow Kit OR Refill Bundle at Walmart,WALMART,BACK TO THE ROOTS
335
+ "Ben & Jerry's Wake & No Bake Cookie Dough Ice Cream, 16 ounce",,BEN AND JERRYS
336
+ "ORBIT®, select varieties",,ORBIT
337
+ "GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FOOD4LESS,GATORADE
338
+ "Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market",PICK N SAVE,BUTTERBALL
339
+ Hellmann's | Best Foods Vegan Dressing or Spread,,HELLMANNS BEST FOODS
340
+ "Rao's®, Pasta OR Sauce, spend $10",,RAO'S
341
+ L'Oreal Paris True Match Foundation at Target,TARGET,LOREAL PARIS COSMETICS
342
+ "Sara Lee® or Alfaros® Artesano bread, spend $20",,ALFAROS
343
+ Spend $220 at Albertsons,ALBERTSONS,ALBERTSONS
344
+ "Perfect Keto Super Reds, online at Amazon",AMAZON,PERFECT KETO
345
+ The Rustik Oven® bread,,RUSTIK OVEN
346
+ Gorton's at select retailers,WALMART,GORTONS
347
+ "Back to the Roots Seeds, at Walmart",WALMART,BACK TO THE ROOTS
348
+ Nature Valley™ Protein Granola,,NATURE VALLEY
349
+ Brita® Pitcher OR Dispenser,,BRITA
350
+ Spend $30 at CVS,CVS,CVS
351
+ "Back to the Roots Organic Kits and Planters, at Target",TARGET,BACK TO THE ROOTS
352
+ "Sir Kensington's® Condiments, buy 2",,SIR KENSINGTONS
353
+ "Perfect Keto Exogenous Ketones Powder, online at Amazon",AMAZON,PERFECT KETO
354
+ Select Beverages AND Prepared Food Item at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
355
+ "Back to the Roots Potting Mix, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
356
+ "Barilla® pasta, select varieties, buy 2",,BARILLA
357
+ Any Star Market receipt,STAR MARKET,STAR MARKET
358
+ "Squirrel, The Bedside Perch, online at Amazon",AMAZON,SQUIRREL
359
+ "Fresh Bakery items, select varieties, at Casey's",CASEYS GENERAL STORE,CASEYS GENERAL STORE
360
+ Ben & Jerry's® Churray For Churros™ Ice Cream,,BEN AND JERRYS
361
+ Sir Kensington's® Condiments,,SIR KENSINGTONS
362
+ "Dove Hand Wash, select varieties at Target",TARGET,DOVE
363
+ Spend $15 at Burger King,BURGER KING,BURGER KING
364
+ Cameron’s Coffee EcoPods,,CAMERON'S COFFEE
365
+ L'Oréal Paris True Match Foundation at Target,TARGET,LOREAL PARIS COSMETICS
366
+ "Sara Lee® Delightful bread, buy 2",,SARA LEE
367
+ "Welch's® Juicefuls® Juicy Fruit Snacks, buy 2",,WELCHS FRUIT SNACKS
368
+ Spend $35 at Subway,SUBWAY,SUBWAY
369
+ "Dixon® Safety Carpenter Pencil, 10 count, at Lowe’s®",LOWES HOME IMPROVEMENT,DIXON
370
+ Spend $115 at Safeway,SAFEWAY,SAFEWAY
371
+ "Breyers Reese's Ice Cream, select varieties, at GIANT OR MARTIN’S",MARTINS FOODS,BREYERS
372
+ Shop 2 times at Randalls,RANDALLS,RANDALLS
373
+ "Jack Link's®, select varieties",,JACK LINKS
374
+ "Persil® ProClean®, select varieties, at Walmart",WALMART,PERSIL
375
+ "Back to the Roots Organic 3-In-1 Seed Starting Mix 12 quart, at Walmart or Target",TARGET,BACK TO THE ROOTS
376
+ "STARBURST®, select varieties",,STARBURST
377
+ "Super Coffee, 12 ounce single serve",,SUPER COFFEE
378
+ Spend $90 at Safeway,SAFEWAY,SAFEWAY
379
+ Spend $5 on brisket mac & cheese sandwich OR other single-serve prepared food item,CASEYS GENERAL STORE,CASEYS GENERAL STORE
380
+ Spend $50 at Chewy.com,CHEWY,CHEWY
381
+ Simply Organic Seasoning Mixes OR Spices,,SIMPLY ORGANIC
382
+ Spend $10 at KFC,KFC,KFC
383
+ Sargento Product,,SARGENTO
384
+ Thomas'® Bagel Thins,,THOMAS
385
+ Spend $270 at Pavilions,PAVILIONS,PAVILIONS
386
+ "Back to the Roots Soils, select varieties, at Walmart",WALMART,BACK TO THE ROOTS
mylib/search.py ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python
2
+
3
+ from langchain.embeddings import HuggingFaceEmbeddings
4
+ from langchain.vectorstores import FAISS
5
+ from langchain.llms import CTransformers
6
+
7
+ # from langchain.chains import RetrievalQA
8
+ # from langchain import PromptTemplate
9
+
10
+ DB_FAISS_PATH = "mylib/vector_db"
11
+
12
+ # Initialize embeddings and database outside of functions
13
+ embeddings = HuggingFaceEmbeddings(
14
+ model_name="sentence-transformers/all-MiniLM-L6-v2", model_kwargs={"device": "cpu"}
15
+ )
16
+ db = FAISS.load_local(DB_FAISS_PATH, embeddings)
17
+
18
+ # Initialize the LLM model once
19
+ llm = CTransformers(
20
+ model="TheBloke/Llama-2-7B-Chat-GGML",
21
+ # model= "meta-llama/Llama-2-7b-chat-hf".
22
+ model_type="llama",
23
+ max_new_tokens=512,
24
+ temperature=0.5,
25
+ )
26
+
27
+ # Initialize the QA chain once
28
+ # qa = RetrievalQA.from_chain_type(llm=llm, chain_type='stuff', retriever=db.as_retriever(search_kwargs={'k': 10}), return_source_documents=True)
29
+ #retriever = db.as_retriever(search_kwargs={"k": 10})
30
+
31
+
32
+ def final_result(query):
33
+ docs_and_scores = db.similarity_search_with_score(query,k=10)
34
+ #response = retriever.get_relevant_documents(query)
35
+ return docs_and_scores
36
+
37
+
38
+ if __name__ == "__main__":
39
+ while True:
40
+ user_query = input(
41
+ "Please enter Retailer, Brand, or Category (type 'exit' to quit): "
42
+ )
43
+ if user_query == "exit":
44
+ break
45
+ llm_response = final_result(user_query)
46
+
47
+ print(llm_response)
mylib/vector_db/index.faiss ADDED
Binary file (590 kB). View file
 
mylib/vector_db/index.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4656b7309ff56eba9f4bab89e928eb0c1ae584562fcb209914499c444449b967
3
+ size 84992
requirements.txt ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ langchain
2
+ sentence_transformers
3
+ transformers
4
+ torch
5
+ ctransformers
6
+
7
+ #testing
8
+ pylint
9
+ pytest
10
+ black
11
+
12
+ #vector database
13
+ faiss_cpu
test_search.py ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pytest
2
+ from unittest.mock import patch
3
+ from mylib.search import final_result
4
+
5
+
6
+ @pytest.mark.parametrize(
7
+ "query, expected_response",
8
+ [
9
+ (
10
+ "walmart",
11
+ [
12
+ "OFFER: Arber, at Walmart\ncombined: ARBER WALMART",
13
+ "OFFER: Back to the Roots Seeds, at Walmart\ncombined: Packaged Meals & Sides BACK TO THE ROOTS WALMART",
14
+ "OFFER: OxiClean™ Laundry Stain Removers, select varieties at Walmart\ncombined: WALMART OXICLEAN",
15
+ "OFFER: Gorton's at select retailers\ncombined: Frozen Seafood Jerky & Dried Meat Frozen Meals WALMART GORTONS",
16
+ "OFFER: Gorton's Air Fried Butterfly Shrimp, at Walmart\ncombined: Frozen Seafood Jerky & Dried Meat Frozen Meals WALMART GORTONS",
17
+ "OFFER: L’Oréal Paris Men Expert hair color, spend $9 at Walmart\ncombined: Hair Care LOREAL PARIS HAIR COLOR WALMART",
18
+ "OFFER: L'Oréal Paris Men Expert hair color, spend $19 at Walmart\ncombined: Hair Care LOREAL PARIS HAIR COLOR WALMART",
19
+ "OFFER: Back to the Roots Grow Kits at Walmart or The Home Depot\ncombined: Packaged Meals & Sides BACK TO THE ROOTS WALMART",
20
+ "OFFER: Cooked Perfect® Meatballs, at Walmart\ncombined: Frozen Chicken COOKED PERFECT WALMART",
21
+ "OFFER: Purex® laundry detergent, select varieties, at Walmart\ncombined: PUREX Laundry Supplies WALMART",
22
+ ],
23
+ ),
24
+ ],
25
+ )
26
+ @patch("builtins.input", side_effect=["query_1", "query_2"])
27
+ def test_final_result(mock_input, query, expected_response):
28
+ response = final_result(query)
29
+ assert type(response) == type(expected_response)
30
+
31
+
32
+ if __name__ == "__main__":
33
+ pytest.main()