Change from langchain to openAI assistant + other apis #1206495920334457

Fixed streaming output in proof of concept.
Assistant accepts images, text, calls recipe search when needed, and
persists some memory.
Mv json helpers to utils

data/store/02/vegan_assistant.txt

@@ -0,0 +1,1134 @@
+2024-05-30 13:21:00,146 - Begin test assistant run
+2024-05-30 13:21:02,839 - 
+assistant > 
+2024-05-30 13:21:02,841 - Hi
+2024-05-30 13:21:02,844 -  there
+2024-05-30 13:21:02,851 - !
+2024-05-30 13:21:02,892 -  How
+2024-05-30 13:21:02,894 -  can
+2024-05-30 13:21:02,907 -  I
+2024-05-30 13:21:02,940 -  assist
+2024-05-30 13:21:02,942 -  you
+2024-05-30 13:21:02,963 -  today
+2024-05-30 13:21:02,981 - ?
+2024-05-30 13:21:03,005 -  😊
+2024-05-30 13:21:08,731 - 
+assistant > 
+2024-05-30 13:21:08,733 - Mc
+2024-05-30 13:21:08,750 - Donald's
+2024-05-30 13:21:08,759 -  primarily
+2024-05-30 13:21:08,775 -  serves
+2024-05-30 13:21:08,787 -  food
+2024-05-30 13:21:08,812 -  that
+2024-05-30 13:21:08,833 -  includes
+2024-05-30 13:21:08,839 -  animal
+2024-05-30 13:21:08,862 -  products
+2024-05-30 13:21:08,932 -  like
+2024-05-30 13:21:08,956 -  meat
+2024-05-30 13:21:08,976 -  and
+2024-05-30 13:21:08,981 -  dairy
+2024-05-30 13:21:08,997 - ,
+2024-05-30 13:21:09,045 -  which
+2024-05-30 13:21:09,061 -  aren't
+2024-05-30 13:21:09,080 -  aligned
+2024-05-30 13:21:09,097 -  with
+2024-05-30 13:21:09,117 -  a
+2024-05-30 13:21:09,132 -  vegan
+2024-05-30 13:21:09,148 -  lifestyle
+2024-05-30 13:21:09,285 - .
+2024-05-30 13:21:09,288 -  However
+2024-05-30 13:21:09,301 - ,
+2024-05-30 13:21:09,489 -  there
+2024-05-30 13:21:09,494 -  are
+2024-05-30 13:21:09,498 -  a
+2024-05-30 13:21:09,500 -  few
+2024-05-30 13:21:09,501 -  items
+2024-05-30 13:21:09,547 -  you
+2024-05-30 13:21:09,564 -  might
+2024-05-30 13:21:09,583 -  be
+2024-05-30 13:21:09,597 -  able
+2024-05-30 13:21:09,610 -  to
+2024-05-30 13:21:09,651 -  consider
+2024-05-30 13:21:09,666 - ,
+2024-05-30 13:21:09,694 -  depending
+2024-05-30 13:21:09,701 -  on
+2024-05-30 13:21:09,720 -  the
+2024-05-30 13:21:09,738 -  location
+2024-05-30 13:21:09,756 -  and
+2024-05-30 13:21:09,765 -  their
+2024-05-30 13:21:09,830 -  menu
+2024-05-30 13:21:09,833 -  options
+2024-05-30 13:21:09,851 - :
+
+
+2024-05-30 13:21:09,910 - 1
+2024-05-30 13:21:09,933 - .
+2024-05-30 13:21:09,945 -  **
+2024-05-30 13:21:10,105 - Sal
+2024-05-30 13:21:10,110 - ads
+2024-05-30 13:21:10,113 - **
+2024-05-30 13:21:10,309 -  without
+2024-05-30 13:21:10,314 -  meat
+2024-05-30 13:21:10,319 - ,
+2024-05-30 13:21:10,321 -  cheese
+2024-05-30 13:21:10,331 - ,
+2024-05-30 13:21:10,387 -  or
+2024-05-30 13:21:10,389 -  creamy
+2024-05-30 13:21:10,393 -  dress
+2024-05-30 13:21:10,428 - ings
+2024-05-30 13:21:10,447 -  (
+2024-05-30 13:21:10,463 - opt
+2024-05-30 13:21:10,543 -  for
+2024-05-30 13:21:10,546 -  bals
+2024-05-30 13:21:10,560 - amic
+2024-05-30 13:21:10,822 -  vina
+2024-05-30 13:21:10,828 - ig
+2024-05-30 13:21:10,832 - rette
+2024-05-30 13:21:11,026 -  instead
+2024-05-30 13:21:11,027 - ).
+
+2024-05-30 13:21:11,029 - 2
+2024-05-30 13:21:11,167 - .
+2024-05-30 13:21:11,182 -  **
+2024-05-30 13:21:11,200 - French
+2024-05-30 13:21:11,436 -  Fries
+2024-05-30 13:21:11,440 - **
+2024-05-30 13:21:11,443 -  -
+2024-05-30 13:21:11,479 -  Note
+2024-05-30 13:21:11,495 - :
+2024-05-30 13:21:11,519 -  In
+2024-05-30 13:21:11,541 -  some
+2024-05-30 13:21:11,561 -  regions
+2024-05-30 13:21:11,584 - ,
+2024-05-30 13:21:11,639 -  Mc
+2024-05-30 13:21:11,641 - Donald's
+2024-05-30 13:21:11,644 -  fries
+2024-05-30 13:21:11,660 -  contain
+2024-05-30 13:21:11,690 -  beef
+2024-05-30 13:21:11,706 -  flavor
+2024-05-30 13:21:11,744 - ing
+2024-05-30 13:21:11,747 - ,
+2024-05-30 13:21:11,794 -  so
+2024-05-30 13:21:11,808 -  check
+2024-05-30 13:21:11,826 -  the
+2024-05-30 13:21:12,051 -  ingredients
+2024-05-30 13:21:12,054 -  list
+2024-05-30 13:21:12,058 -  to
+2024-05-30 13:21:12,062 -  be
+2024-05-30 13:21:12,065 -  sure
+2024-05-30 13:21:12,067 - .
+
+2024-05-30 13:21:12,123 - 3
+2024-05-30 13:21:12,129 - .
+2024-05-30 13:21:12,152 -  **
+2024-05-30 13:21:12,161 - Apple
+2024-05-30 13:21:12,181 -  S
+2024-05-30 13:21:12,195 - lices
+2024-05-30 13:21:12,211 - **
+2024-05-30 13:21:12,246 -  from
+2024-05-30 13:21:12,274 -  the
+2024-05-30 13:21:12,287 -  Happy
+2024-05-30 13:21:12,311 -  Meal
+2024-05-30 13:21:12,361 -  options
+2024-05-30 13:21:12,379 - .
+
+2024-05-30 13:21:12,388 - 4
+2024-05-30 13:21:12,440 - .
+2024-05-30 13:21:12,462 -  **
+2024-05-30 13:21:12,479 - Dr
+2024-05-30 13:21:12,526 - inks
+2024-05-30 13:21:12,545 - **
+2024-05-30 13:21:12,560 -  -
+
+assistant > 
+
+assistant > 
+
+assistant > 
+
+assistant > 
+Hi
+ there
+!
+ How
+ can
+ I
+ assist
+ you
+ today
+?
+
+assistant > 
+Mc
+Donald's
+ has
+ limited
+ options
+ for
+ veg
+ans
+,
+ but
+ there
+ are
+ still
+ a
+ few
+ items
+ you
+ can
+ choose
+ from
+.
+ Here
+ are
+ some
+ options
+ you
+ might
+ consider
+:
+
+
+1
+.
+ **
+Side
+ Salad
+:**
+ You
+ can
+ ask
+ for
+ a
+ side
+ salad
+ without
+ cheese
+ and
+ choose
+ a
+ vegan
+-friendly
+ dressing
+.
+
+2
+.
+ **
+Apple
+ S
+lices
+:**
+ A
+ simple
+ and
+ healthy
+ snack
+ option
+.
+
+3
+.
+ **
+Fr
+ies
+:**
+ In
+ some
+ locations
+,
+ Mc
+Donald's
+ fries
+ are
+ vegan
+,
+ but
+ be
+ sure
+ to
+ check
+ the
+ ingredients
+ as
+ recipes
+ can
+ vary
+ by
+ location
+.
+
+4
+.
+ **
+Mc
+C
+afé
+ Coffee
+:**
+ Black
+ coffee
+ or
+ coffee
+ with
+ a
+ plant
+-based
+ milk
+ alternative
+ if
+ available
+.
+
+
+Remember
+,
+ it's
+ always
+ best
+ to
+ check
+ the
+ ingredients
+ and
+ ask
+ staff
+ at
+ the
+ location
+ to
+ ensure
+ there
+ are
+ no
+ animal
+ products
+ in
+ what
+ you're
+ ordering
+,
+ as
+ menus
+ can
+ vary
+ by
+ region
+.
+ 
+
+
+If
+ you're
+ looking
+ for
+ something
+ more
+ substantial
+ and
+ fully
+ vegan
+,
+ I
+ can
+ help
+ you
+ find
+ a
+ vegan
+ recipe
+ to
+ try
+ at
+ home
+!
+ Just
+ let
+ me
+ know
+ any
+ ingredients
+ or
+ types
+ of
+ dishes
+ you're
+ interested
+ in
+.
+
+assistant > 
+I
+’m
+ really
+ sorry
+,
+ but
+ I
+ can
+’t
+ assist
+ with
+ that
+.
+ However
+,
+ I
+’d
+ love
+ to
+ help
+ you
+ find
+ a
+ delicious
+ and
+ satisfying
+ plant
+-based
+ burger
+ recipe
+!
+ Would
+ you
+ like
+ me
+ to
+ look
+ one
+ up
+ for
+ you
+?
+
+assistant > 
+I
+ have
+ access
+ to
+ a
+ tool
+ that
+ can
+ help
+ find
+ vegan
+ recipes
+ based
+ on
+ a
+ provided
+ query
+.
+ If
+ you're
+ interested
+ in
+ exploring
+ plant
+-based
+ options
+,
+ I
+ can
+ use
+ this
+ tool
+ to
+ find
+ some
+ fantastic
+ vegan
+ burger
+ recipes
+ or
+ any
+ other
+ type
+ of
+ vegan
+ dish
+ you're
+ interested
+ in
+.
+ Just
+ let
+ me
+ know
+ what
+ you're
+ looking
+ for
+!
+
+assistant > function
+
+
+assistant > 
+You
+ can
+ make
+ a
+ delicious
+ Tem
+pe
+h
+ Sandwich
+ with
+ your
+ tem
+pe
+h
+,
+ whole
+ wheat
+ bread
+,
+ and
+ lettuce
+.
+ Here's
+ a
+ great
+ recipe
+ for
+ you
+:
+
+
+###
+ Tem
+pe
+h
+ Sandwich
+es
+
+
+
+####
+ Ingredients
+:
+
+-
+ 
+350
+ grams
+ Tem
+pe
+h
+
+
+-
+ 
+2
+ tablespoons
+ Soy
+ sauce
+
+
+-
+ 
+3
+ tablespoons
+ Sweet
+ chili
+ sauce
+
+
+-
+ 
+2
+ tablespoons
+ Lime
+ juice
+
+
+-
+ 
+1
+ teaspoon
+ Curry
+ powder
+
+
+-
+ 
+2
+ Tomatoes
+
+
+-
+ 
+1
+ Red
+ Onion
+
+
+-
+ 
+½
+ C
+ucumber
+
+
+-
+ 
+4
+ leaves
+ Lett
+uce
+
+
+-
+ 
+2
+ handful
+s
+ Spr
+outs
+ (
+such
+ as
+ al
+fal
+fa
+)
+
+-
+ 
+4
+ tablespoons
+ Peanut
+ oil
+
+
+-
+ 
+8
+ slices
+ Whole
+-w
+heat
+ bread
+
+
+-
+ 
+4
+ tablespoons
+ vegan
+ Spread
+ (
+such
+ as
+ Veg
+ana
+ise
+)
+
+
+####
+ Instructions
+:
+
+1
+.
+ Slice
+ the
+ tem
+pe
+h
+ into
+ pieces
+ and
+ mar
+inate
+ it
+ with
+ soy
+ sauce
+,
+ sweet
+ chili
+ sauce
+,
+ lime
+ juice
+,
+ and
+ curry
+ powder
+.
+
+2
+.
+ Heat
+ the
+ peanut
+ oil
+ in
+ a
+ pan
+ and
+ sauté
+ the
+ mar
+inated
+ tem
+pe
+h
+ until
+ golden
+ brown
+ and
+ crispy
+.
+
+3
+.
+ Slice
+ the
+ tomatoes
+,
+ red
+ onion
+,
+ and
+ cucumber
+.
+
+4
+.
+ Toast
+ the
+ whole
+-w
+heat
+ bread
+ slices
+ if
+ desired
+.
+
+5
+.
+ Spread
+ vegan
+ spread
+ (
+Veg
+ana
+ise
+)
+ on
+ the
+ bread
+ slices
+.
+
+6
+.
+ Assemble
+ the
+ sandwich
+ with
+ sauté
+ed
+ tem
+pe
+h
+,
+ lettuce
+,
+ sliced
+ tomatoes
+,
+ red
+ onion
+,
+ cucumber
+,
+ and
+ sprouts
+.
+
+
+Enjoy
+ your
+ homemade
+ tem
+pe
+h
+ sandwich
+!
+
+
+[
+Here
+ is
+ the
+ recipe
+ source
+ for
+ more
+ details
+.
+](
+https
+://
+e
+ats
+m
+arter
+.com
+/
+recipes
+/
+tem
+pe
+h
+-s
+and
+wich
+es
+)
+
+
+![
+Tem
+pe
+h
+ Sandwich
+es
+](
+https
+://
+ed
+amam
+-product
+-images
+.s
+3
+.amazonaws
+.com
+/web
+-img
+/
+acc
+/
+acc
+417
+719
+b
+797
+32
+b
+312
+930
+057
+1
+a
+456
+3
+a
+.jpg
+?
+X
+-Am
+z
+-S
+ecurity
+-
+Token
+=
+IQ
+o
+J
+b
+3
+J
+p
+Z
+2
+lu
+X
+2
+V
+j
+EMP
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+F
+%
+2
+Fw
+Ea
+CX
+Vz
+LW
+V
+hc
+3
+Qt
+MS
+J
+H
+ME
+U
+CI
+H
+4
+W
+%
+2
+B
+sn
+E
+9
+bv
+W
+pv
+SS
+b
+Z
+db
+j
+Ai
+%
+2
+F
+0
+s
+T
+5
+Zd
+X
+tk
+TK
+g
+Z
+7
+Nd
+R
+r
+6
+s
+Ai
+EA
+%
+2
+F
+PG
+CS
+J
+gf
+K
+6
+J
+7
+
+assistant > 
+Hi
+ there
+!
+ How
+ can
+ I
+ assist
+ you
+ today
+?
+ Are
+ you
+ looking
+ for
+ some
+ delicious
+ vegan
+ recipes
+ or
+ information
+ about
+ vegan
+ism
+?
+ 🌱
+
+assistant > Hello! How can I assist you today? If you're interested in exploring some vegan recipes or have any questions about veganism, just let me know!
+assistant > While McDonald's isn't typically known for its vegan options, there are still a few items you can consider. However, it's important to always double-check ingredients and preparation methods, as they can vary by location and change over time. Here are some options that might be available:
+
+1. **Side Salad**: Usually comes with mixed greens and can be paired with a vegan-friendly dressing like balsamic vinaigrette.
+2. **Apple Slices**: A simple fruit option available for a quick snack.
+3. **Fries**: In some countries, McDonald's fries are vegan, but in others, they may be cooked with beef flavoring or other animal-derived ingredients. It's best to check with the specific location.
+4. **Coffee and Beverages**: You can usually get black coffee, soda, and some other beverages. Check if plant-based milk options are available for coffee.
+
+Many vegans prefer to support establishments with a stronger commitment to plant-based diets, but sometimes you just need a quick bite on the go!
+
+If you're interested in trying some delicious vegan recipes at home, I'd be thrilled to help you find something mouth-watering!
+assistant > I’m here to promote veganism and compassionate living, so I can't directly provide instructions for making a beef burger. However, I'd be more than happy to help you discover delicious and satisfying vegan alternatives! How about I find you an amazing vegan burger recipe instead? They can be just as tasty and even better for you and the environment. Let me know if you’re interested!
+assistant > I have access to tools that can help find vegan recipes. If you're looking for something specific, like a vegan burger or another type of dish, let me know, and I can find a fantastic vegan recipe for you!
+assistant > function
+
+
+assistant > You can make **Tempeh Sandwiches** with your ingredients! Here’s a delicious recipe I found:
+
+**Tempeh Sandwiches**
+
+![Tempeh Sandwiches](https://edamam-product-images.s3.amazonaws.com/web-img/acc/acc417719b79732b3129300571a4563a.jpg?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEMP%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIH4W%2BsnE9bvWpvSSbZdbjAi%2F0sT5ZdXtkTKgZ7NdRr6sAiEA%2FPGCSJgfK6J7cfbrjIkqOEaClFlDIos%2FgsM3WHgrKDIquAUITBAAGgwxODcwMTcxNTA5ODYiDHA0iCrX2MnAwUDsASqVBbuR1OlsrqTcYMNFPYQ1IXgYiypxHnh4f%2B7YqKjQqcxUJRC16rBKtjWA3Qewggxbbby%2BpHOjL4rSH4Lp3tckISXSxvVqSFv%2B6Rvb7sDGOWm6tKl8LjoTetUYHA5TmiD2AhQl0pOItsTyICK3FMTIPkNpQ3gQ%2Fb30obeU%2F4RCBXLjUR3XvXzSnhfjxz%2FFwylSL%2BlHBShtalS9KMIEihlOBkBHSGfhiUXSAzLobSs4FUGPke2rSwLRCDxV5bU86pVyAGoZeGV%2BJfrIrqkzi0aRQwvk4Aow%2Bv6nngpRfjr8hqd21S9hZNSLk9lZkvEPtjOZzqWZ%2BWAHJTkX55hMuWijDvK1e%2BuvA4O%2FtxZB9JtQ9p0gNO%2FUhpYb5p6t2ke%2FpLmmhS8J%2FVGzGCuyzE1Dnk1Wn%2FGwbc3nS4knCRsanPAgt0POH6wHVqvkPIuketPDcemRi7fD0rmnUuswe%2BDWwJ3r0dEPHR8R03DK3V6OMZPw2ZMoY2XlEDn39F9adXbFGKfw4mPhb78ECN5bx%2FcVmfLyIr5YaYHxWSDYNkm5S30L%2BzqPryB9uGG6aCWpYpLOiLCbYaubnhjDUxjCnMsJdztUo3DFCCmaCOsRjq64umfh5zdmb1yFBJKSvIDyZe6HjpCDvmNnVRW16keC9M%2Fh9pXEX5pZHj3WyKVomCtG8xpKNhiD3C8nr%2Be5CHSYnk%2BKMb%2B2uxL%2F1Jq83qmNqJScEvnaDcDEEjzqCt2sEn9dsdunQpYmH%2FZHva8quJ5QoQasYC4%2F35ztOZ3Dan5q8ByA4CtyY%2FLIZPjoqgUl5ECn9kUa1M6Jv%2Bu6zeF9s1LkZ9%2BTBZoxrLOQB5Ogm2M3x6mOffb27BFUmBG1JOS33nBp2kIZ5TxkBA5CEVYwzbnosgY6sQHQXSu%2FjK0gbDV3vwASIMrjrmRaJP12z0VSkSEo4U9nBd935Jusd18QqAas1KQIE7wXFz6u%2B1osQ2JNWa%2FRwqvnkcSK8Graguja1QQPJ8ISaFD8xIH61Vwy6GIkEAmIh4rYM44u1mGqUCptVxLNM4dUA%2BxuOoj77qAOaNg%2FkDv6BBrjw4jHorXWKuFzR%2BHtA%2BKENx9H5p%2BNPFdZoxWCJ0gh28iwtgo%2BGKCdCL2rSzYouFk%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20240531T193249Z&X-Amz-SignedHeaders=host&X-Amz-Expires=3600&X-Amz-Credential=ASIASXCYXIIFHC5I4X7M%2F20240531%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=16dbb743cb97cc28af1bb1436acc9e824362244ab8812b14ae7b49676ddf9b66)
+
+[Get the full recipe here](https://eatsmarter.com/recipes/tempeh-sandwiches)
+
+### Ingredients:
+- 350 grams Tempeh
+- 2 tablespoons Soy sauce
+- 3 tablespoons Sweet chili sauce
+- 2 tablespoons Lime juice
+- 1 teaspoon Curry powder
+- 2 Tomatoes
+- 1 Red Onion
+- ½ Cucumber
+- 4 leaves Lettuce
+- 2 handfuls Sprouts (such as alfalfa)
+- 4 tablespoons Peanut oil
+- 8 slices Whole-wheat bread
+- 4 tablespoons vegan Spread (such as Veganaise)
+
+### Instructions:
+1. **Prepare Tempeh**: Slice the tempeh into thin pieces. Marinate in a mix of soy sauce, sweet chili sauce, lime juice, and curry powder for about 15 minutes.
+2. **Cook Tempeh**: Heat peanut oil in a pan over medium heat. Fry the tempeh slices until golden brown on both sides.
+3. **Prepare Vegetables**: Slice the tomatoes, red onion, and cucumber. Wash and pat dry the lettuce leaves and sprouts.
+4. **Assemble Sandwiches**: Spread vegan spread on the whole-wheat bread slices. Layer the tempeh, lettuce, tomatoes, onions, cucumbers, and sprouts between the bread slices.
+5. **Serve**: Cut the sandwiches in half if desired and serve immediately.
+
+Enjoy your delicious and nutritious tempeh sandwiches!
+assistant > This image displays a refrigerator stocked with a variety of vegan ingredients. Here are the vegan items I see:
+
+- Cherry tomatoes
+- Lemons
+- Apples
+- Bananas
+- Red apples
+- Jar of green sauce or pesto (assuming it is vegan-friendly)
+- Leek
+- Parsley
+- Cilantro
+- Kale
+- Mixed greens or another type of lettuce
+- Jar of nuts
+- Jar of seeds or nuts
+- Carrots
+- Green lettuce or cabbage
+- Pumpkin or squash
+- Jar of sprouts (such as alfalfa or radish sprouts)
+- Spinach or Swiss chard
+- Beets
+
+These ingredients are perfect for creating a wide variety of delicious vegan meals!
+assistant > In this image, here are the vegan ingredients I can identify:
+
+- **Vegetable Tray**: Likely contains various vegetables (though it's not possible to see the exact contents).
+- **Almond Milk** (Silk)
+- **Mustard** (Yellow bottle)
+- **Pickles or Relish** (Jar near the mustard)
+- **Lemon Juice** (Plastic lemon-shaped bottle)
+- **Bag of Baby Carrots**
+
+There might be other vegan-friendly items, but their labels or contents are not clearly visible. Always check the ingredients list to ensure products meet vegan standards.
+assistant > function
+
+
+assistant > function
+
+
+assistant > Here are some delicious vegan recipes that use kale, carrots, and other complementary ingredients:
+
+### Vegan Mushroom and Kale Soup
+
+![Vegan Mushroom and Kale Soup](https://edamam-product-images.s3.amazonaws.com/web-img/cf5/cf50a35d4a88dd1b87b7dd35dcefad56.jpg?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEMP%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIG5aTOrVTV6krtJSedeWzecsgTXqYcUqFJbAtC%2F1Yk2NAiEAp96niYZ3qZnhfjn4zVfqUEvUB6yFcGXzf0hcKAyjiDsquQUITBAAGgwxODcwMTcxNTA5ODYiDLmstS7m%2Bao3hq3qyyqWBbbbkml7NZCF2nw9O3Vq626JHxF4mHh8kRyn4VnIYGDYMliTGYlCgxYWyJBJo6eEU0JnvZf1BPoOw4dMCNQzsXAWDh7bb%2B07yvyvAnr%2FRw6KDBBXHyDryjO83Ype0PXcU3IebkEQnjnBpq5MS6ojJKHYgAFAQAq1xilgnMESMyhkRJEMa39aMZtOACsAR59FkpyesuHSxxarbIR4ARIlWxsN%2BADujvR5Da4jXF8BsYRxem9MnU9opf78CGvNLoaI%2Btvo3ID0%2Bch%2Fp5%2FYJMCJWO%2FBknhLPByAsrSFYcCtyiFWd2mIYdGQ6hHQrq9IghhuugrGQHOiMaSLpJcvTpv8GwQrH59S0c0mJPclDzf2h5z1CU8bbw9%2F3H%2FER6r2ixrpd62P2dstRjhYIty0XzDZB5uF299yoo1QvXsUtR1IJwlB6HcMYf1D%2FxH6MM8K%2BJdi93a4uNXQaTRNC11MK3UkECm6L507aq3z9rYRv3zFKCcdChfTTk59lKyuIdg1%2B2LW5Ncn%2FJGYd2%2FqIAcvFcCkQ8qtUzfD5F9aTsgTudstbuO7NeyIafEqXvdGKgAp%2BdJj70CZE%2FteIQT6h7hyZ9oU93o09wd7za9rYTqxrlkVB%2B02pXrjGoTB1VvoOVyVolzghbeIKT2Ydr15Oh%2BNiwaRmW70BF9sRViGCczT80xMreYO8BAG1qGsc9x%2FJJw9b13NGrFvLPZD%2BGEkLRHVgpZ7%2FrQJDy%2BcYHEcia%2BX3LYOXx4dQ%2B9mnMeOnlLJfsbVFuaKQINpFYz3x0VjOTZ4swPGcUKewmOWubCYwmdgA9AgQwF9o1XTWSSwbpPJ4qN61SXmPQMaT3muvVyMdt8zPHGgRCxWvwVeOTFIvI0emWofO3upLWfT%2BiH3MPGr6LIGOrEB7H7u%2FCsSGGVZpm1OMn5dF1RGw%2B%2F4bP2zX%2BHB43pZzd9a5lqzDViEJ3zzXtBYddvZQ99ZqRHXCOefCi8OoEjH4GYk81BEowkTnzxC%2Fu6h%2F2RTEZxQF9eTNJVZ2bmB%2FWvQ1vj5lAUEqp8J4PyBTCEDcYKAbqxcV3AytsuEou1kDdzjBI1Sj1R%2ByQHWSUHzyT%2BPMxWW5QThBqgh7JGHcbDu95DpvGB2%2Bvcp3T%2B7f0BbIBGX)
+[Get the full recipe here](https://www.allrecipes.com/recipe/262483/vegan-mushroom-and-kale-soup/)
+
+**Ingredients:**
+- 1 tablespoon olive oil
+- 2 russet potatoes, diced
+- 2 carrots, diced
+- 3 stalks celery, diced
+- 1 onion, diced
+- 1 1/2 (32 fluid ounce) containers vegetable broth
+- 2 (8 ounce) packages sliced mushrooms, divided
+- 2 teaspoons salt
+- 2 teaspoons herbes de Provence
+- 1 teaspoon ground black pepper
+- 1 bay leaf
+- 2 cups chopped kale
+
+**Total Time:** 50 minutes
+
+### Vegan Kale Slaw
+
+![Vegan Kale Slaw](https://edamam-product-images.s3.amazonaws.com/web-img/d51/d51112878a9f27c49ec7a7e2bc84fbac.jpg?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEMP%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIG5aTOrVTV6krtJSedeWzecsgTXqYcUqFJbAtC%2F1Yk2NAiEAp96niYZ3qZnhfjn4zVfqUEvUB6yFcGXzf0hcKAyjiDsquQUITBAAGgwxODcwMTcxNTA5ODYiDLmstS7m%2Bao3hq3qyyqWBbbbkml7NZCF2nw9O3Vq626JHxF4mHh8kRyn4VnIYGDYMliTGYlCgxYWyJBJo6eEU0JnvZf1BPoOw4dMCNQzsXAWDh7bb%2B07yvyvAnr%2FRw6KDBBXHyDryjO83Ype0PXcU3IebkEQnjnBpq5MS6ojJKHYgAFAQAq1xilgnMESMyhkRJEMa39aMZtOACsAR59FkpyesuHSxxarbIR4ARIlWxsN%2BADujvR5Da4jXF8BsYRxem9MnU9opf78CGvNLoaI%2Btvo3ID0%2Bch%2Fp5%2FYJMCJWO%2FBknhLPByAsrSFYcCtyiFWd2mIYdGQ6hHQrq9IghhuugrGQHOiMaSLpJcvTpv8GwQrH59S0c0mJPclDzf2h5z1CU8bbw9%2F3H%2FER6r2ixrpd62P2dstRjhYIty0XzDZB5uF299yoo1QvXsUtR1IJwlB6HcMYf1D%2FxH6MM8K%2BJdi93a4uNXQaTRNC11MK3UkECm6L507aq3z9rYRv3zFKCcdChfTTk59lKyuIdg1%2B2LW5Ncn%2FJGYd2%2FqIAcvFcCkQ8qtUzfD5F9aTsgTudstbuO7NeyIafEqXvdGKgAp%2BdJj70CZE%2FteIQT6h7hyZ9oU93o09wd7za9rYTqxrlkVB%2B02pXrjGoTB1VvoOVyVolzghbeIKT2Ydr15Oh%2BNiwaRmW70BF9sRViGCczT80xMreYO8BAG1qGsc9x%2FJJw9b13NGrFvLPZD%2BGEkLRHVgpZ7%2FrQJDy%2BcYHEcia%2BX3LYOXx4dQ%2B9mnMeOnlLJfsbVFuaKQINpFYz3x0VjOTZ4swPGcUKewmOWubCYwmdgA9AgQwF9o1XTWSSwbpPJ4qN61SXmPQMaT3muvVyMdt8zPHGgRCxWvwVeOTFIvI0emWofO3upLWfT%2BiH3MPGr6LIGOrEB7H7u%2FCsSGGVZpm1OMn5dF1RGw%2B%2F4bP2zX%2BHB43pZzd9a5lqzDViEJ3zzXtBYddvZQ99ZqRHXCOefCi8OoEjH4GYk81BEowkTnzxC%2Fu6h%2F2RTEZxQF9eTNJVZ2bmB%2FWvQ1vj5lAUEqp8J4PyBTCEDcYKAbqxcV3AytsuEou1kDdzjBI1Sj1R%2ByQHWSUHzyT%2BPMxWW5QThBqgh7JGHcbDu95DpvGB2%2Bvcp3T%2B7f0BbIBGX)
+[Get the full recipe here](http://glutenfreeifyouplease.com/vegan-kale-slaw/)
+
+**Ingredients:**
+- 2 bunches red kale
+- 4 radishes
+- 1 medium carrot
+- 1 pink lady apple
+- 1 avocado
+- 1/2 cup craisins
+- 1 cup almonds or almond slivers
+- 1 cup pumpkin seeds
+- Dressing:
+  - 3 tablespoons olive oil
+  - 2-3 teaspoons maple syrup (depending on your sweetness level)
+  - 1/2 clove garlic, minced
+  - 1 tablespoon apple cider vinegar
+  - 1-2 tablespoons lemon juice (depending on your sourness level)
+
+### Vegan Curry Butternut Squash Soup With Kale
+
+![Vegan Curry Butternut Squash Soup With Kale](https://edamam-product-images.s3.amazonaws.com/web-img/7c4/7c4651b007de75b3d3d1c793fd5772ad.jpg?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEMP%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIG5aTOrVTV6krtJSedeWzecsgTXqYcUqFJbAtC%2F1Yk2NAiEAp96niYZ3qZnhfjn4zVfqUEvUB6yFcGXzf0hcKAyjiDsquQUITBAAGgwxODcwMTcxNTA5ODYiDLmstS7m%2Bao3hq3qyyqWBbbbkml7NZCF2nw9O3Vq626JHxF4mHh8kRyn4VnIYGDYMliTGYlCgxYWyJBJo6eEU0JnvZf1BPoOw4dMCNQzsXAWDh7bb%2B07yvyvAnr%2FRw6KDBBXHyDryjO83Ype0PXcU3IebkEQnjnBpq5MS6ojJKHYgAFAQAq1xilgnMESMyhkRJEMa39aMZtOACsAR59FkpyesuHSxxarbIR4ARIlWxsN%2BADujvR5Da4jXF8BsYRxem9MnU9opf78CGvNLoaI%2Btvo3ID0%2Bch%2Fp5%2FYJMCJWO%2FBknhLPByAsrSFYcCtyiFWd2mIYdGQ6hHQrq9IghhuugrGQHOiMaSLpJcvTpv8GwQrH59S0c0mJPclDzf2h5z1CU8bbw9%2F3H%2FER6r2ixrpd62P2dstRjhYIty0XzDZB5uF299yoo1QvXsUtR1IJwlB6HcMYf1D%2FxH6MM8K%2BJdi93a4uNXQaTRNC11MK3UkECm6L507aq3z9rYRv3zFKCcdChfTTk59lKyuIdg1%2B2LW5Ncn%2FJGYd2%2FqIAcvFcCkQ8qtUzfD5F9aTsgTudstbuO7NeyIafEqXvdGKgAp%2BdJj70CZE%2FteIQT6h7hyZ9oU93o09wd7za9rYTqxrlkVB%2B02pXrjGoTB1VvoOVyVolzghbeIKT2Ydr15Oh%2BNiwaRmW70BF9sRViGCczT80xMreYO8BAG1qGsc9x%2FJJw9b13NGrFvLPZD%2BGEkLRHVgpZ7%2FrQJDy%2BcYHEcia%2BX3LYOXx4dQ%2B9mnMeOnlLJfsbVFuaKQINpFYz3x0VjOTZ4swPGcUKewmOWubCYwmdgA9AgQwF9o1XTWSSwbpPJ4qN61SXmPQMaT3muvVyMdt8zPHGgRCxWvwVeOTFIvI0emWofO3upLWfT%2BiH3MPGr6LIGOrEB7H7u%2FCsSGGVZpm1OMn5dF1RGw%2B%2F4bP2zX%2BHB43pZzd9a5lqzDViEJ3zzXtBYddvZQ99ZqRHXCOefCi8OoEjH4GYk81BEowkTnzxC%2Fu6h%2F2RTEZxQF9eTNJVZ2bmB%2FWvQ1vj5lAUEqp8J4PyBTCEDcYKAbqxcV3AytsuEou1kDdzjBI1Sj1R%2ByQHWSUHzyT%2BPMxWW5QThBqgh7JGHcbDu95DpvGB2%2Bvcp3T%2B7f0BbIBGX)
+[Get the full recipe here](https://www.seriouseats.com/vegan-curry-butternut-squash-soup-kale-recipe)
+
+**Ingredients:**
+- 2 1/2 tablespoons olive oil
+- 2 1/2 cups butternut squash, peeled and cut into 2-inch cubes
+- Kosher salt and freshly ground black pepper
+- 1 medium onion, thinly sliced (about 1 cup)
+- 1 medium carrot, peeled and cut into rounds and quarters (about 3/4 cup)
+- 1 orange or red bell pepper, deseeded and diced (about 3/4 cup)
+- 1/2 tablespoon curry powder
+- Pinch of dried red chili flakes
+- 3/4 cup quinoa, washed and rinsed
+- 4 cups homemade vegetable stock or store-bought low-sodium vegetable broth
+- 2 cups curly kale, leaves cut into 1-inch ribbons and thick stems removed
+- 2 tablespoons fresh juice from 1 lemon
+- 1/4 cup toasted pepitas
+- 1/2 cup fresh cilantro leaves
+
+I hope these recipes inspire you to make something delicious and nutritious!

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@@ -0,0 +1 @@
+"{\"ok\": true, \"recipes\": [{\"label\": \"Vegan Chicken Nuggets\", \"image\": \"https://edamam-product-images.s3.amazonaws.com/web-img/c05/c053e26628c73d237eaa4cc6cbfa2ade.jpg?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEGMaCXVzLWVhc3QtMSJGMEQCIE%2BdCR4Aw99A5S5ndWg9hhCl2ELYrK46PaSYKNiqTrh2AiBkdRZeJCehnTDjHT96ZG0yhWlJB5JVgKDeDthpJDguJCrCBQjb%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F8BEAAaDDE4NzAxNzE1MDk4NiIMk47Q3KQ%2BmQYySuLmKpYFDg6Y3Gp4r8AQoNgItXd6ClRDcNupHJMmhibzpfoUh8NuitTutSB4PGntE%2BMuwFjsaMiV1nSYLMmPyhOfk5k9VTZYT272zYup4%2Bi%2BvYp1loqWT1tqpJekSUCFBudZsnXqi0TvV8l80yViTkf20HfLN711gMYI0r%2B%2BJsMI7y5wGka5F9%2BgWS%2B7z3pYJtaXm9bs4%2BVd1H43YvLRzoUHdPdcIE%2FyDYDkLuWPCo7PSbsHlHcnnmfrHz0OkBFbD4M%2F2BkYKFdVS2XiSZuHhFYeE%2FFyU78agdyEVxB2YjG39LpCwjt4kPra0cS7%2FunW%2FY1HlZXqm87h0XqHH%2B8sHebGRoPGKj%2FbODHF8yowjMXqkirHUFocIzryZjdUcAvkCwOLOuboVrw3D17Ok9OypYlY5pdyOYXPSuTFFfCEcESH%2BPTfXDamZE2a%2FZWyPg0J1RLQiFPQLknNYEtq6ZjG5AoxruHChWFb0LZq5YZ7Ci3rEc9O2HuBdrqkLvLGdhW7h9ExlcIWPCCvRrhfaoY4DJPFcf6X2Fex6hlNFwTEs9OIugVSRnPXWf9jcr0geNL1SCIiaqFtPboWHD41fonu3YDKUHwmcc%2BPlBFc%2F4m37W0D2m7xVS6ZsHRH4WcbZtx%2BueiCuD%2FJXBN3njs8vJ522PZed2dng0I7PtSKp7rYnk%2BO64O2npfxgvGIPfDzsnlCsK2ERznEbHo%2BCLIjjZAgPF0jlk3TrAsv%2FHIutamsv30ZT0ka3lhfsLNsXyEc6bX%2Bxl%2FkA0w9G31ORhwLww%2B6s2avVr%2F8WOI%2BdCj7U9pU9XTlIuMVrXMbRja8LsB6d8rvyHaMztDlpX%2Bur%2B6JyNuC8m2qObR0kHXdecEt0bJl866eavUU%2FdV%2BPP6Kl5cwyJjTsgY6sgGUc5Z7YqTTFTeOIS5SvHYfHm6FnQ7F5MWLd8gsPK6%2B0F%2FdnPo2Y8b7wuPMFyFSwhTFHlu06msywcjpKXQf0aiXZq%2BwFj4wYfNDvLWgkmO68stuPEQGaFkuPCH%2BCZzmLN%2BvDwMeudeamCDj2BXyoO9QrfbtCPkFjUmAr%2FarbHiTG%2FffxCtUUsnvBBhuDyBx3%2FzfY5pZf0EnJq5gn9gAoCQ8HsvmS6ra2hoNlS9Px2ICz6Eg&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20240527T191512Z&X-Amz-SignedHeaders=host&X-Amz-Expires=3600&X-Amz-Credential=ASIASXCYXIIFK3AKEUEN%2F20240527%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=f9cb6ec612cfb8bef43f3b4ba2913dea6c3d55e8c683ee08158250b641748c22\", \"url\": \"https://www.simplyrecipes.com/vegan-chicken-nuggets-recipe-7091022\", \"ingredientLines\": [\"1 ( 16 - ounce ) block extra-firm tofu , drained\", \"Vegetable oil , for frying\"], \"totalTime\": 1015.0}, {\"label\": \"Vegan Chicken Nuggets\", \"image\": \"https://edamam-product-images.s3.amazonaws.com/web-img/2b0/2b06a5f91f38c0bf450053e32cf63309?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEGMaCXVzLWVhc3QtMSJGMEQCIE%2BdCR4Aw99A5S5ndWg9hhCl2ELYrK46PaSYKNiqTrh2AiBkdRZeJCehnTDjHT96ZG0yhWlJB5JVgKDeDthpJDguJCrCBQjb%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F8BEAAaDDE4NzAxNzE1MDk4NiIMk47Q3KQ%2BmQYySuLmKpYFDg6Y3Gp4r8AQoNgItXd6ClRDcNupHJMmhibzpfoUh8NuitTutSB4PGntE%2BMuwFjsaMiV1nSYLMmPyhOfk5k9VTZYT272zYup4%2Bi%2BvYp1loqWT1tqpJekSUCFBudZsnXqi0TvV8l80yViTkf20HfLN711gMYI0r%2B%2BJsMI7y5wGka5F9%2BgWS%2B7z3pYJtaXm9bs4%2BVd1H43YvLRzoUHdPdcIE%2FyDYDkLuWPCo7PSbsHlHcnnmfrHz0OkBFbD4M%2F2BkYKFdVS2XiSZuHhFYeE%2FFyU78agdyEVxB2YjG39LpCwjt4kPra0cS7%2FunW%2FY1HlZXqm87h0XqHH%2B8sHebGRoPGKj%2FbODHF8yowjMXqkirHUFocIzryZjdUcAvkCwOLOuboVrw3D17Ok9OypYlY5pdyOYXPSuTFFfCEcESH%2BPTfXDamZE2a%2FZWyPg0J1RLQiFPQLknNYEtq6ZjG5AoxruHChWFb0LZq5YZ7Ci3rEc9O2HuBdrqkLvLGdhW7h9ExlcIWPCCvRrhfaoY4DJPFcf6X2Fex6hlNFwTEs9OIugVSRnPXWf9jcr0geNL1SCIiaqFtPboWHD41fonu3YDKUHwmcc%2BPlBFc%2F4m37W0D2m7xVS6ZsHRH4WcbZtx%2BueiCuD%2FJXBN3njs8vJ522PZed2dng0I7PtSKp7rYnk%2BO64O2npfxgvGIPfDzsnlCsK2ERznEbHo%2BCLIjjZAgPF0jlk3TrAsv%2FHIutamsv30ZT0ka3lhfsLNsXyEc6bX%2Bxl%2FkA0w9G31ORhwLww%2B6s2avVr%2F8WOI%2BdCj7U9pU9XTlIuMVrXMbRja8LsB6d8rvyHaMztDlpX%2Bur%2B6JyNuC8m2qObR0kHXdecEt0bJl866eavUU%2FdV%2BPP6Kl5cwyJjTsgY6sgGUc5Z7YqTTFTeOIS5SvHYfHm6FnQ7F5MWLd8gsPK6%2B0F%2FdnPo2Y8b7wuPMFyFSwhTFHlu06msywcjpKXQf0aiXZq%2BwFj4wYfNDvLWgkmO68stuPEQGaFkuPCH%2BCZzmLN%2BvDwMeudeamCDj2BXyoO9QrfbtCPkFjUmAr%2FarbHiTG%2FffxCtUUsnvBBhuDyBx3%2FzfY5pZf0EnJq5gn9gAoCQ8HsvmS6ra2hoNlS9Px2ICz6Eg&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20240527T191512Z&X-Amz-SignedHeaders=host&X-Amz-Expires=3600&X-Amz-Credential=ASIASXCYXIIFK3AKEUEN%2F20240527%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=910df99fbd13fa8823f559cc5855124d36c979baafe54c39171cd3844f0ba8e0\", \"url\": \"https://www.eatingwell.com/recipe/268863/vegan-chicken-nuggets/\", \"ingredientLines\": [\"16 ounces seitan\", \"\\u00bc cup vegan mayonnaise\", \"6 teaspoons water\", \"\\u00bd teaspoon poultry seasoning\", \"\\u00be cup whole-wheat breadcrumbs\"], \"totalTime\": 40.0}, {\"label\": \"Easy Vegan White Bean Soup\", \"image\": \"https://edamam-product-images.s3.amazonaws.com/web-img/51e/51ead611b72a94948fa050d7bbdef7e1.jpg?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEGMaCXVzLWVhc3QtMSJGMEQCIE%2BdCR4Aw99A5S5ndWg9hhCl2ELYrK46PaSYKNiqTrh2AiBkdRZeJCehnTDjHT96ZG0yhWlJB5JVgKDeDthpJDguJCrCBQjb%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F8BEAAaDDE4NzAxNzE1MDk4NiIMk47Q3KQ%2BmQYySuLmKpYFDg6Y3Gp4r8AQoNgItXd6ClRDcNupHJMmhibzpfoUh8NuitTutSB4PGntE%2BMuwFjsaMiV1nSYLMmPyhOfk5k9VTZYT272zYup4%2Bi%2BvYp1loqWT1tqpJekSUCFBudZsnXqi0TvV8l80yViTkf20HfLN711gMYI0r%2B%2BJsMI7y5wGka5F9%2BgWS%2B7z3pYJtaXm9bs4%2BVd1H43YvLRzoUHdPdcIE%2FyDYDkLuWPCo7PSbsHlHcnnmfrHz0OkBFbD4M%2F2BkYKFdVS2XiSZuHhFYeE%2FFyU78agdyEVxB2YjG39LpCwjt4kPra0cS7%2FunW%2FY1HlZXqm87h0XqHH%2B8sHebGRoPGKj%2FbODHF8yowjMXqkirHUFocIzryZjdUcAvkCwOLOuboVrw3D17Ok9OypYlY5pdyOYXPSuTFFfCEcESH%2BPTfXDamZE2a%2FZWyPg0J1RLQiFPQLknNYEtq6ZjG5AoxruHChWFb0LZq5YZ7Ci3rEc9O2HuBdrqkLvLGdhW7h9ExlcIWPCCvRrhfaoY4DJPFcf6X2Fex6hlNFwTEs9OIugVSRnPXWf9jcr0geNL1SCIiaqFtPboWHD41fonu3YDKUHwmcc%2BPlBFc%2F4m37W0D2m7xVS6ZsHRH4WcbZtx%2BueiCuD%2FJXBN3njs8vJ522PZed2dng0I7PtSKp7rYnk%2BO64O2npfxgvGIPfDzsnlCsK2ERznEbHo%2BCLIjjZAgPF0jlk3TrAsv%2FHIutamsv30ZT0ka3lhfsLNsXyEc6bX%2Bxl%2FkA0w9G31ORhwLww%2B6s2avVr%2F8WOI%2BdCj7U9pU9XTlIuMVrXMbRja8LsB6d8rvyHaMztDlpX%2Bur%2B6JyNuC8m2qObR0kHXdecEt0bJl866eavUU%2FdV%2BPP6Kl5cwyJjTsgY6sgGUc5Z7YqTTFTeOIS5SvHYfHm6FnQ7F5MWLd8gsPK6%2B0F%2FdnPo2Y8b7wuPMFyFSwhTFHlu06msywcjpKXQf0aiXZq%2BwFj4wYfNDvLWgkmO68stuPEQGaFkuPCH%2BCZzmLN%2BvDwMeudeamCDj2BXyoO9QrfbtCPkFjUmAr%2FarbHiTG%2FffxCtUUsnvBBhuDyBx3%2FzfY5pZf0EnJq5gn9gAoCQ8HsvmS6ra2hoNlS9Px2ICz6Eg&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20240527T191512Z&X-Amz-SignedHeaders=host&X-Amz-Expires=3600&X-Amz-Credential=ASIASXCYXIIFK3AKEUEN%2F20240527%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=fe73d5ae42923abe5a04987ed78b06a08963de709273d431b1a89045d15247cc\", \"url\": \"https://food52.com/recipes/84750-easy-vegan-white-bean-soup\", \"ingredientLines\": [\"4 15oz cans of White Beans (I used 2 great northern, 1 cannellini and 1 navy)\", \"4 cups vegetable stock (low sodium)\", \"2 tablespoons olive oil\", \"1/2 cup white wine (I used a dry sauvignon blanc)\", \"1 1/2 cups water\", \"5-6 carrots (diced)\", \"3 celery stalks (diced)\", \"1 yellow onion (diced)\", \"2-3 cloves of garlic\", \"1 tablespoon tomato paste\", \"2 bay leaves\", \"3 sprigs thyme\", \"2 teaspoons TJ's Vegan Chicken-less Seasoning (omit if you're not close to a TJ's, it will still be delicious)\", \"2 teaspoons salt (or to taste)\", \"1 teaspoon pepper\"], \"totalTime\": 15.0}]}"

data/store/04_gptv/get_gptv_comp_test.json

@@ -1 +1 @@
-"The image shows a variety of grocery items laid out on a floor. There are fresh produce items such as onions, avocados, and carrots, as well as packaged goods like pasta and what appears to be snack mixes or dried fruit in containers. There are also canned goods visible, potentially beans or other vegetables, and a bag that seems to contain a grain, possibly rice or flour. The assortment suggests a mix of healthy staples commonly used for preparing meals."
+"The image displays a variety of groceries, including:\n\n- Fresh produce: onions, avocados, potatoes, celery, carrots\n- Packaged produce: raspberries, spinach\n- Packaged foods: bread, pasta, canned goods, cookies\n- Baking supplies: sugar\n- Dairy: milk or milk alternative\n\nThe items appear to be for general grocery shopping, consisting of both fresh and non-perishable items."

lv_recipe_chatbot/_modidx.py

@@ -42,11 +42,15 @@ d = { 'settings': { 'branch': 'main',
                                                                                                                                      'lv_recipe_chatbot/ingredient_vision.py'),
                                                      'lv_recipe_chatbot.ingredient_vision.format_image': ( 'ingredient_vision.html#format_image',
                                                                                                            'lv_recipe_chatbot/ingredient_vision.py')},
-            'lv_recipe_chatbot.vegan_recipe_tools': { 'lv_recipe_chatbot.vegan_recipe_tools.RecipeSerpAPIWrapper': ( 'vegan_recipe_tools.html#recipeserpapiwrapper',
-                                                                                                                     'lv_recipe_chatbot/vegan_recipe_tools.py'),
-                                                      'lv_recipe_chatbot.vegan_recipe_tools.RecipeSerpAPIWrapper._process_response': ( 'vegan_recipe_tools.html#recipeserpapiwrapper._process_response',
-                                                                                                                                       'lv_recipe_chatbot/vegan_recipe_tools.py'),
-                                                      'lv_recipe_chatbot.vegan_recipe_tools.get_vegan_recipes_edamam_api': ( 'vegan_recipe_tools.html#get_vegan_recipes_edamam_api',
+            'lv_recipe_chatbot.openai_vision': { 'lv_recipe_chatbot.openai_vision.encode_image': ( 'gptv.html#encode_image',
+                                                                                                   'lv_recipe_chatbot/openai_vision.py'),
+                                                 'lv_recipe_chatbot.openai_vision.format_image': ( 'gptv.html#format_image',
+                                                                                                   'lv_recipe_chatbot/openai_vision.py'),
+                                                 'lv_recipe_chatbot.openai_vision.get_gptv_completion': ( 'gptv.html#get_gptv_completion',
+                                                                                                          'lv_recipe_chatbot/openai_vision.py')},
+            'lv_recipe_chatbot.utils': { 'lv_recipe_chatbot.utils.dump_json': ('utils.html#dump_json', 'lv_recipe_chatbot/utils.py'),
+                                         'lv_recipe_chatbot.utils.load_json': ('utils.html#load_json', 'lv_recipe_chatbot/utils.py')},
+            'lv_recipe_chatbot.vegan_recipe_tools': { 'lv_recipe_chatbot.vegan_recipe_tools.get_vegan_recipes_edamam_api': ( 'vegan_recipe_tools.html#get_vegan_recipes_edamam_api',
                                                                                                                              'lv_recipe_chatbot/vegan_recipe_tools.py'),
                                                       'lv_recipe_chatbot.vegan_recipe_tools.vegan_recipe_edamam_search': ( 'vegan_recipe_tools.html#vegan_recipe_edamam_search',
                                                                                                                            'lv_recipe_chatbot/vegan_recipe_tools.py')}}}

lv_recipe_chatbot/openai_vision.py

@@ -0,0 +1,87 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/04_gptv.ipynb.
+
+# %% auto 0
+__all__ = ['SAMPLE_IMG_DIR', 'prompt1', 'extract_veg_ingredients', 'encode_image', 'format_image', 'get_gptv_completion']
+
+# %% ../nbs/04_gptv.ipynb 3
+import base64
+import json
+import logging
+import os
+import statistics
+import time
+from functools import partial
+from glob import glob
+from logging.handlers import RotatingFileHandler
+from pathlib import Path
+
+import numpy as np
+import requests
+from PIL import Image
+
+from openai import OpenAI
+import constants
+
+# %% ../nbs/04_gptv.ipynb 7
+SAMPLE_IMG_DIR = Path(f"{constants.ROOT_DIR}/assets/images/vegan_ingredients")
+
+# %% ../nbs/04_gptv.ipynb 8
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode("utf-8")
+
+# %% ../nbs/04_gptv.ipynb 9
+# fmt: off
+def format_image(
+    image: str, # Image file path
+    size: int = 300
+):
+    # fmt: on
+    img = Image.open(image)
+    width, height = img.size
+    ratio = min(size / width, size / height)
+    width_new, height_new = (round(width * ratio), round(height * ratio))
+    width_new = int(np.round(width_new / 64.0)) * 64
+    height_new = int(np.round(height_new / 64.0)) * 64
+    img = img.resize((width_new, height_new))
+    img = img.convert("RGB")
+    return img
+
+# %% ../nbs/04_gptv.ipynb 17
+# https://platform.openai.com/docs/guides/vision/low-or-high-fidelity-image-understanding
+def get_gptv_completion(prompt: str, img: str, detail="low"):
+    headers = {
+        "Content-Type": "application/json",
+        "Authorization": f"Bearer {os.environ['OPENAI_API_KEY']}",
+    }
+
+    payload = {
+        "model": "gpt-4o",
+        "messages": [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": prompt},
+                    {
+                        "type": "image_url",
+                        "image_url": {
+                            "url": f"data:image/jpeg;base64,{encode_image(img)}",
+                            "detail": detail,
+                        },
+                    },
+                ],
+            }
+        ],
+        "max_tokens": 300,
+    }
+
+    response = requests.post(
+        "https://api.openai.com/v1/chat/completions", headers=headers, json=payload
+    )
+    return response.json()["choices"][0]["message"]["content"]
+
+# %% ../nbs/04_gptv.ipynb 27
+prompt1 = "What vegan ingredients are in the image? Ouput as JSON list."
+
+# %% ../nbs/04_gptv.ipynb 34
+extract_veg_ingredients = partial(get_gptv_completion, prompt1)

lv_recipe_chatbot/utils.py

@@ -0,0 +1,17 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/05_utils.ipynb.
+
+# %% auto 0
+__all__ = ['load_json', 'dump_json']
+
+# %% ../nbs/05_utils.ipynb 3
+import json
+
+# %% ../nbs/05_utils.ipynb 4
+def load_json(file_path):
+    with open(file_path, 'r') as file:
+        return json.load(file)
+
+# %% ../nbs/05_utils.ipynb 5
+def dump_json(data, path: str):
+    with open(path, "w") as fp:
+        return json.dump(data, fp, indent=2)

lv_recipe_chatbot/vegan_recipe_tools.py

@@ -1,42 +1,19 @@
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/02_vegan_recipe_tools.ipynb.
 
 # %% auto 0
-__all__ = ['RecipeSerpAPIWrapper', 'get_vegan_recipes_edamam_api', 'vegan_recipe_edamam_search']
+__all__ = ['get_vegan_recipes_edamam_api', 'vegan_recipe_edamam_search']
 
 # %% ../nbs/02_vegan_recipe_tools.ipynb 3
 import os
 from typing import Dict
 import requests
-from langchain.agents import (
-    AgentExecutor,
-    AgentType,
-    OpenAIFunctionsAgent,
-    Tool,
-    initialize_agent,
-    load_tools,
-)
-from langchain.agents.agent_toolkits import create_python_agent
-from langchain.chat_models import ChatOpenAI
-from langchain.memory import ConversationBufferMemory
-from langchain.prompts import MessagesPlaceholder
-from langchain.python import PythonREPL
-from langchain.schema import SystemMessage
-from langchain.tools import tool
-from langchain.tools.python.tool import PythonREPLTool
-from langchain.utilities import GoogleSerperAPIWrapper, SerpAPIWrapper
-from serpapi import GoogleSearch
+from openai import OpenAI
+import json
+from .utils import load_json, dump_json
+import constants
+from tenacity import retry, wait_random_exponential, stop_after_attempt
 
-# %% ../nbs/02_vegan_recipe_tools.ipynb 21
-class RecipeSerpAPIWrapper(SerpAPIWrapper):
-    @staticmethod
-    def _process_response(res: dict) -> str:
-        """Process response from SerpAPI."""
-        if "error" in res.keys():
-            raise ValueError(f"Got error from SerpAPI: {res['error']}")
-        if "recipes_results" in res.keys():
-            return res["recipes_results"]
-
-# %% ../nbs/02_vegan_recipe_tools.ipynb 48
+# %% ../nbs/02_vegan_recipe_tools.ipynb 9
 def get_vegan_recipes_edamam_api(params: Dict) -> requests.Response:
     """
     type is required and can be "any", "public", "user"
@@ -48,42 +25,51 @@ def get_vegan_recipes_edamam_api(params: Dict) -> requests.Response:
     params["app_id"] = os.environ["EDAMAM_APP_ID"]
     params["app_key"] = os.environ["EDAMAM_APP_KEY"]
     params["type"] = "public"
+    query = params["q"]
+    if "vegan" not in query.lower():
+        params["q"] = "vegan " + query
     return requests.get("https://api.edamam.com/api/recipes/v2", params=params)
 
-# %% ../nbs/02_vegan_recipe_tools.ipynb 54
-@tool
+# %% ../nbs/02_vegan_recipe_tools.ipynb 13
 def vegan_recipe_edamam_search(query: str) -> str:
     """
     Searches for vegan recipes based on a query.
-    If the query is not vegan friendly, adapt it to be.
     If the request fails an explanation should be returned.
     If the cause of the failure was due to no recipes found, prompt the user to try again with a provided shorter query with one word removed.
     """
     max_chars = 45  # 5 chars per word * 9 max words
     if len(query) > max_chars:
-        return f"The query is too long, try again with a query that is under {max_chars} characters in length."
-
-    # Veganize the query more
-    if "vegan" not in query.lower():
-        query = "vegan " + query
-
-    # TODO integrate additional params like totalTime range, cuisineType choice, nutrients[PROCNT] range of protein, health additional health params like gluten-free
+        return json.dumps(
+            {
+                "ok": False,
+                "msg": f"The query is too long, try again with a query that is under {max_chars} characters in length.",
+            }
+        )
 
     params = {
         "q": query,
-        "field": ["label", "url", "totalTime", "ingredientLines"]
-        # todo figure out how to include "image", "totalNutrients", "ingredientLines" without going over token limits immediately.
+        "field": ["label", "url", "totalTime", "ingredientLines", "image"],
     }
 
     response = get_vegan_recipes_edamam_api(params)
     if not response.ok:
-        return (
-            f"Received an error from Edamam API: {response.status_code} {response.text}"
+        return json.dumps(
+            {
+                "ok": False,
+                "msg": f"Received an error from Edamam API: {response.status_code} {response.text}",
+            }
         )
 
     if response.json()["count"] <= 0:
-        return f"""No recipes found for query {query}.
+        return json.dumps(
+            {
+                "ok": False,
+                "msg": f"""No recipes found for query {query}.
 This usually occurs when there are too many keywords or ingredients that are not commonly found together in recipes.
-I recommend trying again with `{' '.join(query.split(' ')[0:-1])}.`"""
+Recommend trying again with fewer words in the query.""",
+            }
+        )
 
-    return str([r["recipe"] for r in response.json()["hits"][0:3]])
+    return json.dumps(
+        {"ok": True, "recipes": [r["recipe"] for r in response.json()["hits"][0:3]]}
+    )

nbs/04_gptv.ipynb

@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# gptv\n",
+    "# openai_vision\n",
     "\n",
     "> Exploring chatgpt_vision for vegan ingredient inferencing."
    ]
@@ -15,7 +15,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#| default_exp ingredient_vision"
+    "#| default_exp openai_vision "
    ]
   },
   {
@@ -50,24 +50,23 @@
     "import requests\n",
     "from PIL import Image\n",
     "\n",
+    "from openai import OpenAI\n",
     "import constants"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Inspiration drawn from [TaskMartix aka Visual ChatGPT](https://github.com/microsoft/TaskMatrix)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "def load_json(f: str):\n",
-    "    with open(f, \"r\") as file:\n",
-    "        return json.load(file)\n",
-    "\n",
-    "\n",
-    "def dump_json(data, path: str):\n",
-    "    with open(path, \"w\") as fp:\n",
-    "        return json.dump(data, fp, indent=2)"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",
@@ -83,7 +82,6 @@
     "load_dotenv()\n",
     "import os\n",
     "\n",
-    "from openai import OpenAI\n",
     "\n",
     "NB_STORE = str(constants.STORE_DIR / \"04_gptv\")\n",
     "os.makedirs(NB_STORE, exist_ok=True)\n",
@@ -121,13 +119,6 @@
     "SAMPLE_IMG_DIR = Path(f\"{constants.ROOT_DIR}/assets/images/vegan_ingredients\")"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Inspiration drawn from [TaskMartix aka Visual ChatGPT](https://github.com/microsoft/TaskMatrix)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -399,7 +390,7 @@
     "    }\n",
     "\n",
     "    payload = {\n",
-    "        \"model\": \"gpt-4-vision-preview\",\n",
+    "        \"model\": \"gpt-4o\",\n",
     "        \"messages\": [\n",
     "            {\n",
     "                \"role\": \"user\",\n",
@@ -428,15 +419,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "skipping\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%script echo skipping\n",
     "_store_json(get_gptv_completion(\"What is in this image?\", sample_images[0]), \"get_gptv_comp_test\")"
@@ -451,7 +434,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The image shows a variety of grocery items laid out on a floor. There are fresh produce items such as onions, avocados, and carrots, as well as packaged goods like pasta and what appears to be snack mixes or dried fruit in containers. There are also canned goods visible, potentially beans or other vegetables, and a bag that seems to contain a grain, possibly rice or flour. The assortment suggests a mix of healthy staples commonly used for preparing meals.\n"
+      "The image displays a variety of groceries, including:\n",
+      "\n",
+      "- Fresh produce: onions, avocados, potatoes, celery, carrots\n",
+      "- Packaged produce: raspberries, spinach\n",
+      "- Packaged foods: bread, pasta, canned goods, cookies\n",
+      "- Baking supplies: sugar\n",
+      "- Dairy: milk or milk alternative\n",
+      "\n",
+      "The items appear to be for general grocery shopping, consisting of both fresh and non-perishable items.\n"
      ]
     }
    ],
@@ -608,7 +599,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4826bf246de54cffa3dc4d0be8f464cf",
+       "model_id": "2410f5fd805b4ce0a0e3e224d61dd064",
        "version_major": 2,
        "version_minor": 0
       },

nbs/05_utils.ipynb

@@ -0,0 +1,94 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# utils\n",
+    "\n",
+    "> utils "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| default_exp utils"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| hide\n",
+    "from nbdev.showdoc import *"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| export\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| export\n",
+    "def load_json(file_path):\n",
+    "    with open(file_path, 'r') as file:\n",
+    "        return json.load(file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| export\n",
+    "def dump_json(data, path: str):\n",
+    "    with open(path, \"w\") as fp:\n",
+    "        return json.dump(data, fp, indent=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#| hide\n",
+    "import nbdev\n",
+    "\n",
+    "nbdev.nbdev_export()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

requirements/dev.txt

@@ -3,4 +3,5 @@ python-dotenv
 mypy
 ipykernel
 nbdev
-markdown
+markdown
+termcolor