Main

agentsllmsvector-databaselancedbgptopenaiAImultimodal-aimachine-learningembeddingsfine-tuningexamplesdeep-learningAdvance_RAG_LOTRgpt-4-visionllama-indexragmultimodallangchainlancedb-recipes

LOTR (Lord of the Retreivers)

Lord of the Retrievers, also known as MergerRetriever, takes a list of retrievers as input and merges the results of their get_relevant_documents() methods into a single list. The merged results will be a list of documents that are relevant to the query and that have been ranked by the different retrievers.

The MergerRetriever class can be used to improve the accuracy of document retrieval in a number of ways.

  • First, it can combine the results of multiple retrievers, which can help to reduce the risk of bias in the results.
  • Second, it can rank the results of the different retrievers, which can help to ensure that the most relevant documents are returned first.

Installing neccessary libraries

[1]
[2]

Import the libraries

[3]

Download the data (you can change it to any pdf you like)

[ ]

Defining the Embeddings model

[10]
WARNING:sentence_transformers.SentenceTransformer:No sentence-transformers model found with name google/t5-efficient-small-dm768. Creating a new one with mean pooling.
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/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884
  warnings.warn(

Load the data

[5]

Define the text splitter

[6]

First Embedding

[ ]

Second Embedding

[13]

Merge all the retrievers

This will hold the outputs from both the retrievers and can be used as any other retriever on different types of chains.

[14]
[16]
<ipython-input-16-f2ef47f3bf89>:5: LangChainDeprecationWarning: The method `BaseRetriever.get_relevant_documents` was deprecated in langchain-core 0.1.46 and will be removed in 1.0. Use invoke instead.
  for chunks in lotr.get_relevant_documents("What is use of tulsi ?"):
In general too spicy, salty, chilly, sour, preserved 
items fried food, heavy, indigestible, too cold & hot, 
stale food and the food that do not suit the health 
should be avoided.
Irregular food habit, sleep and lack of physical 
exercise is main cause for may diseases.
Too much tea, coffee, should be avoided. Tobacco, 
alcohol and drugs should not be taken.
Mental stress should be tackled by recreation such 
as meditation, prayer, sports, exercises, yoga & 
other activities of individual's choice.
TULSI
(Ocimum sanctum,  Tulasi)
Cough/ Cold 
Fever
Skin allergy
Indigestion/ 
Loss of appetite
Greying of hair 
W ound/ulcer 
Ear pain5-10 ml. juice twice or thrice a day 
with honey.
30 ml. decoction from handful of 
leaves & 5 gm. Dhania  thrice a 
day.
5-10 ml. juice twice or thrice daily. 
5-10 ml. juice twice or thrice daily.
Coconut oil processed with Tulsi  
juice for regular use.
Juice mixed with honey & Haldi  
powder for application.
2-3 luke warm drops 2 times daily 
(D o n o t use w hen th ere is 
discharge).
25
TAYPHAL
(Myristica fragm ns  Houtt., Jatiphala)
Diarrhoea in children
Irritability
Black pigmentation
Abdominal painA pinch of powder or fruit rubbed 
on a clean surface with milk or water 
should be given 3-4 times a day.
If child is restless & irritable 1-2 pinch 
of powder given with milk acts as 
mild sedative. This may be used 3-4 
times a day.
Black pigmentation over the face is 
common complaint in ladies especially 
around menopausal age. Jayphal  
rubbed in milk and applied on such 
areas is helpful.
If pain is due to diarrhoea 2 gm. 
powder with warm water should be 
taken 4-5 time a day. It reduces the 
m o tility  of in te stin e  th eir by 
reducing pain.
11
INSTRUCTIONS
♦ Measurements
5gm. = 1 Tea spoon full
5ml. = 1 Tea spoon full
♦ These p rep aration s are for m ild and chronic 
conditions. In case patient does not get relief within
2-3 days of taking medicine, he/she may consult 
the nearest doctor.
♦ The dose given in the booklet is for adult. For 
children V i or V\ of this adult dose may be used.
♦ The dosage may be adjusted with little alterations 
according to the tolerance and desire.
♦ These preparations may be used regularly for many 
days. But in case of any discomfort drug should be 
stopped immediately.
♦ Decoction should be prepared by boiling crushed/ 
coarsely powdered drug in four parts of water and 
reducing to one fourth .
♦ Juice should be prepared by crushing/ grinding in 
mixi the fresh drug with little water if required 
and the juice should be expressed through a clean 
cloth.
♦ Paste should be prepared by crushing/ grinding 
the drug very finely with desired liquid if required.
ii
Adrak/ Sonth
( Zingiber officinale  Rose., Ardraka/Sunthi)
Indigestion 5 gm. crushed rhizome with salt
or ja g g ery  tw ice daily before 
meal.
Ear Pain 2-4 drops of fresh warm juice to
be instilled in the ear (don't use 
when there is discharge)
Hoarseness of voice 1-3 gm. powder of dry rhizome
w ith honey in three divided 
doses.
10-20 ml. decoction prepared from 
2 gm.of dry rhizome twice a day.
2-5 gm. powder of dry rhizome 
w ith  ja g g e ry  th rice a day in 
divided doses.
10ml. decoction prepared from a 
piece of ginger every morning 
prevents recurrent attack of cold. 
Warm paste should be applied over 
forehead upto 3A times a day.
5 ml. juice in a glass of butter milk 
with lemon & salt.Aches & pains 
Cold/Cou& n
Headache 
Abdominal pain
1
LAHSUN
(.Allium sativum  Linn., Rasona)
Ear pain
Flatulence 
Gough/ Gold
Joint pain2-4 drops of warm fresh juice for 
instillation in ear twice a day 
(Don't use when there is discharge).
or little paste boiled in coconut or 
mustard oil should be filled in ear
2-3 time a day.
6 ml. juice with honey twice a day.
Crushed bulb boiled in water is to be 
taken with sugar.
5 gm  paste of bulb with honey or with 
food twice a day.
W arm  paste m ixed in any oil 
should be applied over the joint
15
ATYAIN
(Trachyspremum amrni  Spragne, Yavani)
Piles
Painful Menses
Urticaria 
(Skin allergy) 
Abdominal pain
Flatulence (gas) 
Sinusitis 
Nasal block
Loss of appetite1 gm. powder and 1 gm. black- 
salt with butter-milk twice daily.
1-2 gm. pow der of seeds with 
warm milk thrice a day for 2-3 
days .
1-2 gm. powder of seeds with 
water twice daily.
1 gm. powder with luke warm 
water twice or thrice.
2 gm. ajvain powder with equal 
quantity of Saunf  powder with 
warm water.
warm paste should be applied 
over freehead & little below the 
eyes in the morning.
1-2 gm powder should be put in
steaming water & vapour should 
be inhaled; 2-3 time a day.
1 gm. powder with warm water 
1/2 hour before meals.
2
treatment more dangerous than the disease itself. As a 
contrast Ayurveda preaches gentle way of treatment mainly 
based on herbs and diet. Many of most effected drugs are 
simple, easily available and can be prepared at home.
This Booklet offers some simple recipes prepared from 
the materials available in and around the kitchen, For simple 
problems like cough, cold, indigestion etc, these preparations 
are very effective. For chronic problems like diabetes, joint 
pain, skin diseases these remedies may be used even along 
with other medication.
I hope that this booklet will be beneficial to the readers.
G. VELUCHAMY
Director
KALIMIRACH
( Piper nigrum  Linn., Maricha)
Skin diseases 
Hoarseness of voice 
Hiccough 
Indigestion
Loss of appetite
Bleeding gums/ 
tartar/ bad breathCough 1 gm. powder of seeds with ghee 
and honey twice daily.
Little powder with coconut oil for 
local application.
1-2 gm. powder of seed fried with 
ghee twice daily, to keep in mouth.
1-2 gm. powder of seeds with sugar 
twice daily.
A pinch of powder with a piece 
of cru sh ed  ginger & rock salt 
should be taken before meal.
A pinch of pow der with 2 tea 
spoon full of lem on juice with 
water V2 hour before food.
P in ch  of p o w d er m ixed w ith 
honey
should be applied to gums after 
gargling with warm salt water twice 
a day.
13
In general too spicy, salty, chilly, sour, preserved 
items fried food, heavy, indigestible, too cold & hot, 
stale food and the food that do not suit the health 
should be avoided.
Irregular food habit, sleep and lack of physical 
exercise is main cause for may diseases.
Too much tea, coffee, should be avoided. Tobacco, 
alcohol and drugs should not be taken.
Mental stress should be tackled by recreation such 
as meditation, prayer, sports, exercises, yoga & 
other activities of individual's choice.

Remove redundant results from the merged retrievers

EmbeddingsRedundantFilter drops redundant documents by comparing their embeddings

[17]
9
TULSI
(Ocimum sanctum,  Tulasi)
Cough/ Cold 
Fever
Skin allergy
Indigestion/ 
Loss of appetite
Greying of hair 
W ound/ulcer 
Ear pain5-10 ml. juice twice or thrice a day 
with honey.
30 ml. decoction from handful of 
leaves & 5 gm. Dhania  thrice a 
day.
5-10 ml. juice twice or thrice daily. 
5-10 ml. juice twice or thrice daily.
Coconut oil processed with Tulsi  
juice for regular use.
Juice mixed with honey & Haldi  
powder for application.
2-3 luke warm drops 2 times daily 
(D o n o t use w hen th ere is 
discharge).
25

Chat with the data

[18]
[19]
<ipython-input-19-a3e1f0ab1727>:2: LangChainDeprecationWarning: The method `Chain.__call__` was deprecated in langchain 0.1.0 and will be removed in 1.0. Use invoke instead.
  results = qa(query)
Tulsi, also known as Ocimum sanctum, has various uses in traditional medicine. It is used for cough, cold, fever, skin allergies, indigestion, loss of appetite, greying of hair, wounds, ulcers, and ear pain. The juice of Tulsi can be taken with honey for cough, cold, and fever. It can also be used topically for skin allergies and hair care. Additionally, Tulsi can be processed with coconut oil for regular use and can be made into a decoction for various ailments.
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Dhania  thrice a \nday.\n5-10 ml. juice twice or thrice daily. \n5-10 ml. juice twice or thrice daily.\nCoconut oil processed with Tulsi  \njuice for regular use.\nJuice mixed with honey & Haldi  \npowder for application.\n2-3 luke warm drops 2 times daily \n(D o n o t use w hen th ere is \ndischarge).\n25', state={'embedded_doc': [-0.06756372004747391, 0.16437143087387085, 0.34118711948394775, 0.09522237628698349, 0.12215760350227356, 0.027986429631710052, 0.0824221670627594, 0.06036560982465744, 0.013035726733505726, -0.05315070599317551, 0.3120591640472412, -0.1428656131029129, -0.03151257336139679, -0.0317557230591774, -0.006489086896181107, -0.2583296298980713, 0.2598368525505066, -0.04527808725833893, 0.10299231112003326, -0.04375305026769638, -0.18381749093532562, -0.18991222977638245, -0.9455776810646057, 0.003353601321578026, 0.14545856416225433, -0.10844609886407852, 0.0730593353509903, -0.10127021372318268, 0.16892485320568085, 0.002757467795163393, 0.040652599185705185, 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full\n5ml. = 1 Tea spoon full\n♦ These p rep aration s are for m ild and chronic \nconditions. In case patient does not get relief within\n2-3 days of taking medicine, he/she may consult \nthe nearest doctor.\n♦ The dose given in the booklet is for adult. For \nchildren V i or V\\ of this adult dose may be used.\n♦ The dosage may be adjusted with little alterations \naccording to the tolerance and desire.\n♦ These preparations may be used regularly for many \ndays. But in case of any discomfort drug should be \nstopped immediately.\n♦ Decoction should be prepared by boiling crushed/ \ncoarsely powdered drug in four parts of water and \nreducing to one fourth .\n♦ Juice should be prepared by crushing/ grinding in \nmixi the fresh drug with little water if required \nand the juice should be expressed through a clean \ncloth.\n♦ Paste should be prepared by crushing/ grinding \nthe drug very finely with desired liquid if required.\nii', state={'embedded_doc': [-0.16388975083827972, 0.10461416095495224, 0.4435083866119385, -0.015820208936929703, -0.05735410004854202, 0.005594134330749512, 0.07642752677202225, 0.12339843809604645, 0.12211927026510239, 0.0715634822845459, 0.3471078872680664, -0.1643209010362625, -0.03674419969320297, 0.029031265527009964, -0.06435622274875641, 0.019492538645863533, 0.22033433616161346, -0.021995754912495613, 0.11388727277517319, 0.03491288051009178, 0.10553106665611267, -0.054436635226011276, -1.0311038494110107, 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As a \ncontrast Ayurveda preaches gentle way of treatment mainly \nbased on herbs and diet. Many of most effected drugs are \nsimple, easily available and can be prepared at home.\nThis Booklet offers some simple recipes prepared from \nthe materials available in and around the kitchen, For simple \nproblems like cough, cold, indigestion etc, these preparations \nare very effective. For chronic problems like diabetes, joint \npain, skin diseases these remedies may be used even along \nwith other medication.\nI hope that this booklet will be beneficial to the readers.\nG. VELUCHAMY\nDirector', state={'embedded_doc': [-0.07379449903964996, 0.02866428531706333, 0.6406631469726562, -0.04047803580760956, -0.14815616607666016, 0.297242134809494, 0.11190953105688095, 0.15586644411087036, 0.11265239864587784, -0.0243238415569067, 0.22853131592273712, -0.018895398825407028, 0.08350860327482224, 0.1639833152294159, 0.004776759073138237, 0.11055146157741547, 0.22674505412578583, -0.06096269190311432, 0.22918781638145447, -0.05532419681549072, -0.06424371153116226, -0.027019686996936798, -0.8964212536811829, -0.017489776015281677, 0.14015312492847443, -0.0540652796626091, 0.16082502901554108, -0.2643423080444336, 0.12452282011508942, -0.18791517615318298, -0.12527641654014587, 0.28605565428733826, -0.21049417555332184, -0.03956553339958191, 0.1886771023273468, 0.041404254734516144, 0.09522589296102524, -0.054317403584718704, 0.27323561906814575, 0.139593705534935, -0.4034669101238251, 0.22230562567710876, 0.10635273903608322, 0.005262088496237993, 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sleep and lack of physical \nexercise is main cause for may diseases.\nToo much tea, coffee, should be avoided. Tobacco, \nalcohol and drugs should not be taken.\nMental stress should be tackled by recreation such \nas meditation, prayer, sports, exercises, yoga & \nother activities of individual's choice.", state={'embedded_doc': [-0.200655996799469, -0.0988001599907875, 0.14488522708415985, 0.0664886087179184, 0.006847316399216652, 0.2888423502445221, 0.18360106647014618, 0.2998006343841553, 0.2704651355743408, 0.02258175052702427, 0.2328536957502365, 0.01284630224108696, 0.1287868469953537, 0.18187221884727478, -0.044775377959012985, 0.023661479353904724, 0.13287127017974854, -0.19168275594711304, 0.31893792748451233, -0.11326450109481812, -0.27294790744781494, -6.121012120274827e-05, -1.1683921813964844, -0.05658978968858719, 0.1810137927532196, -0.19324615597724915, 0.15480130910873413, -0.14622829854488373, -0.0030175044666975737, 0.056049514561891556, -0.24692809581756592, 0.32169899344444275, 0.13503409922122955, 0.00279005104675889, 0.09723042696714401, 0.002749949460849166, 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\nHiccough \nIndigestion\nLoss of appetite\nBleeding gums/ \ntartar/ bad breathCough 1 gm. powder of seeds with ghee \nand honey twice daily.\nLittle powder with coconut oil for \nlocal application.\n1-2 gm. powder of seed fried with \nghee twice daily, to keep in mouth.\n1-2 gm. powder of seeds with sugar \ntwice daily.\nA pinch of powder with a piece \nof cru sh ed  ginger & rock salt \nshould be taken before meal.\nA pinch of pow der with 2 tea \nspoon full of lem on juice with \nwater V2 hour before food.\nP in ch  of p o w d er m ixed w ith \nhoney\nshould be applied to gums after \ngargling with warm salt water twice \na day.\n13', state={'embedded_doc': [-0.17833951115608215, 0.22889403998851776, 0.3374522626399994, -0.02686409093439579, 0.16676416993141174, 0.07243261486291885, -0.13807836174964905, 0.06409084796905518, 0.1353733241558075, 0.016686078161001205, 0.32171428203582764, -0.2712537944316864, -0.06169833242893219, 0.16160638630390167, 0.12407899647951126, 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inhaled; 2-3 time a day.\n1 gm. powder with warm water \n1/2 hour before meals.\n2', state={'embedded_doc': [-0.13006989657878876, 0.2788207530975342, 0.3944143056869507, 0.052903614938259125, 0.05556636303663254, 0.03748932108283043, 0.03739067539572716, 0.005135267041623592, 0.293840616941452, -0.054500777274370193, 0.38381427526474, -0.18828806281089783, -0.15435059368610382, -0.06867217272520065, 0.03444986045360565, -0.14117829501628876, 0.06983362138271332, 0.052173323929309845, 0.16142503917217255, 0.04987533390522003, -0.2411176711320877, -0.19879145920276642, -1.0085813999176025, 0.008813254535198212, 0.08329293876886368, -0.055631838738918304, 0.1642468124628067, -0.10756172239780426, 0.08750651776790619, 0.02697627991437912, 0.06823468208312988, 0.19381128251552582, 0.10542040318250656, -0.033665262162685394, 0.22091124951839447, -0.1171046644449234, 0.04194503277540207, 0.10364385694265366, 0.30985891819000244, 0.16114099323749542, -0.2548507750034332, 0.0658077821135521, 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there is discharge)\nHoarseness of voice 1-3 gm. powder of dry rhizome\nw ith honey in three divided \ndoses.\n10-20 ml. decoction prepared from \n2 gm.of dry rhizome twice a day.\n2-5 gm. powder of dry rhizome \nw ith  ja g g e ry  th rice a day in \ndivided doses.\n10ml. decoction prepared from a \npiece of ginger every morning \nprevents recurrent attack of cold. \nWarm paste should be applied over \nforehead upto 3A times a day.\n5 ml. juice in a glass of butter milk \nwith lemon & salt.Aches & pains \nCold/Cou& n\nHeadache \nAbdominal pain\n1", state={'embedded_doc': [-0.21583274006843567, 0.3561549782752991, 0.4513896405696869, 0.10260281711816788, 0.270587682723999, 0.015521126799285412, 0.0352458655834198, 0.09136543422937393, 0.052920058369636536, -0.0631590485572815, 0.4029729664325714, -0.15758423507213593, -0.0927480086684227, 0.03280957043170929, 0.07656553387641907, -0.17711086571216583, 0.13302531838417053, -0.03999589756131172, 0.1568172574043274, -0.09028110653162003, 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This may be used 3-4 \ntimes a day.\nBlack pigmentation over the face is \ncommon complaint in ladies especially \naround menopausal age. Jayphal  \nrubbed in milk and applied on such \nareas is helpful.\nIf pain is due to diarrhoea 2 gm. \npowder with warm water should be \ntaken 4-5 time a day. It reduces the \nm o tility  of in te stin e  th eir by \nreducing pain.\n11', state={'embedded_doc': [-0.11726066470146179, 0.05698399618268013, 0.34441861510276794, -0.061243925243616104, 0.08921686559915543, 0.04469279944896698, -0.12280728667974472, 0.15745487809181213, 0.05134551599621773, -0.10657235234975815, 0.4596902132034302, -0.12768599390983582, -0.0644594132900238, 0.06685671210289001, 0.03798666596412659, -0.03707117214798927, 0.21051210165023804, 0.05218183249235153, 0.01685142144560814, 0.05543680861592293, -0.22267566621303558, 0.01109352707862854, -1.0464541912078857, -0.08695327490568161, 0.2614777088165283, -0.13336299359798431, 0.07617081701755524, -0.12005370855331421, -0.018932737410068512, 0.09805567562580109, -0.00841396301984787, 0.10556361079216003, 0.007893227972090244, 0.04931502789258957, 0.25063356757164, 0.07465460896492004, 0.06439553201198578, 0.05098666623234749, 0.3103445768356323, 0.2660602331161499, -0.32532998919487, 0.1435295194387436, 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[20]
For a high fever and cough, you can try the following home remedies from the context provided:

1. **Tayphal (Myristica fragrans)**:
   - For cough, you can try rubbing a pinch of Tayphal powder on a clean surface with milk or water and give it to the person 3-4 times a day.
   
2. **Elaichi (Elettaria cardamomum)**:
   - For cough, you can take 20 ml of a decoction prepared from 5 gm Dhania, 1 gm Methi seeds, and a little turmeric powder 2-3 times a day.
   - You can also try taking a little Elaichi powder with a teaspoon of honey 3-4 times a day.
   
3. **Madhu (Honey)**:
   - You can try taking honey with a pinch of pepper powder three to four times a day.
   - Additionally, you can mix honey with ghee and apply it.
   
Please note that these remedies are based on traditional Ayurvedic practices. If the symptoms persist or worsen, it's important to consult a healthcare professional for proper diagnosis and treatment.