Main
archived_examplesagentsllmsvector-databaselancedbgptRAG_FusionopenaiAImultimodal-aimachine-learningembeddingsfine-tuningexamplesdeep-learninggpt-4-visionllama-indexragmultimodallangchainlancedb-recipes
Export
#RAG Fusion - The New Star of Search Technology
[1]
[2]
[3]
[4]
--2024-09-12 10:15:37-- https://ncert.nic.in/ncerts/l/leph202.pdf Resolving ncert.nic.in (ncert.nic.in)... 164.100.166.133 Connecting to ncert.nic.in (ncert.nic.in)|164.100.166.133|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 3530023 (3.4M) [application/pdf] Saving to: ‘doc.pdf’ doc.pdf 100%[===================>] 3.37M 453KB/s in 8.9s 2024-09-12 10:15:47 (389 KB/s) - ‘doc.pdf’ saved [3530023/3530023]
Splitting our documents into chunks.
[5]
[6]
###Using LANCEDB vector store for store and retreive embeddings.
[7]
Generating different queries relevant to the original query given by user.
[14]
Search relevant documents related to query in vector store.
[15]
##Major Component of the RAG Fusion - Reciprocal Rank Fusion Algorithm
This algorithm ranks documents on the basis of similarity to the query.
[16]
Generating output based on the reranked documents.
[17]
Now on to the final generation part with respect to queries given by user.
[18]
[19]
['1. Huygens principle explanation', , '2. Applications of Huygens principle', , '3. Wave propagation according to Huygens principle', , '4. Huygens-Fresnel principle comparison']
[20]
[21]
Initial individual search result ranks:
For query '1. Huygens principle explanation': {'Physics\n354small portion of the sphere can be considered as a plane and we have\nwhat is known as a plane wave [Fig. 10.1(b)].\nNow, if we know the shape of the wavefront at t = 0, then Huygens\nprinciple allows us to determine the shape of the wavefront at a later\ntime τ. Thus, Huygens principle is essentially a geometrical construction,\nwhich given the shape of the wafefront at any time allows us to determine\nthe shape of the wavefront at a later time. Let us consider a diverging': 0.2861475646495819, 'In this chapter we will first discuss the original formulation of the\nHuygens principle and derive the laws of reflection and refraction. In\nSections 10.4 and 10.5 , we will discuss the phenomenon of interference\nwhich is based on the principle of superposition. In Sec tion 10.6 we\nwill discuss the phenomenon of diffraction which is based on Huygens-\nFresnel principle. Finally in Sec tion 10.7 we will discuss the\nphenomenon of polari sation which is based on the fact that the light': 0.29485398530960083, 'in Chapter 9, can also be understood on the basis of W ave Optics. Then\nwe described Y oung’s double slit experiment which was a tur ning point\nin the study of optics. Finally, we described some associated points such\nas diffraction, resolution, polarisation, and validity of ray optics. In the\nnext chapter , you will see how new experiments led to new theories at\nthe turn of the century around 1900 A.D.\nSUMMARY\n1.Huygens’ principle tells us that each point on a wavefront is a source': 0.29967761039733887, 'consistent with experiment?\n10.13 You have lear nt in the text how Huygens’ principle leads to the laws\nof reflection and refraction. Use the same principle to deduce directly\nthat a point object placed in front of a plane mirror produces a\nvirtual image whose distance from the mirror is equal to the object\ndistance fr om the mirr or.\n10.14 Let us list some of the factors, which could possibly influence the\nspeed of wave propagation:\n(i)nature of the source.\n(ii)direction of propagation.': 0.3166719377040863}
For query '2. Applications of Huygens principle': {'In this chapter we will first discuss the original formulation of the\nHuygens principle and derive the laws of reflection and refraction. In\nSections 10.4 and 10.5 , we will discuss the phenomenon of interference\nwhich is based on the principle of superposition. In Sec tion 10.6 we\nwill discuss the phenomenon of diffraction which is based on Huygens-\nFresnel principle. Finally in Sec tion 10.7 we will discuss the\nphenomenon of polari sation which is based on the fact that the light': 0.31198158860206604, 'Physics\n354small portion of the sphere can be considered as a plane and we have\nwhat is known as a plane wave [Fig. 10.1(b)].\nNow, if we know the shape of the wavefront at t = 0, then Huygens\nprinciple allows us to determine the shape of the wavefront at a later\ntime τ. Thus, Huygens principle is essentially a geometrical construction,\nwhich given the shape of the wafefront at any time allows us to determine\nthe shape of the wavefront at a later time. Let us consider a diverging': 0.31660452485084534, 'consistent with experiment?\n10.13 You have lear nt in the text how Huygens’ principle leads to the laws\nof reflection and refraction. Use the same principle to deduce directly\nthat a point object placed in front of a plane mirror produces a\nvirtual image whose distance from the mirror is equal to the object\ndistance fr om the mirr or.\n10.14 Let us list some of the factors, which could possibly influence the\nspeed of wave propagation:\n(i)nature of the source.\n(ii)direction of propagation.': 0.3187037706375122, 'in Chapter 9, can also be understood on the basis of W ave Optics. Then\nwe described Y oung’s double slit experiment which was a tur ning point\nin the study of optics. Finally, we described some associated points such\nas diffraction, resolution, polarisation, and validity of ray optics. In the\nnext chapter , you will see how new experiments led to new theories at\nthe turn of the century around 1900 A.D.\nSUMMARY\n1.Huygens’ principle tells us that each point on a wavefront is a source': 0.3304024338722229}
For query '3. Wave propagation according to Huygens principle': {'Physics\n354small portion of the sphere can be considered as a plane and we have\nwhat is known as a plane wave [Fig. 10.1(b)].\nNow, if we know the shape of the wavefront at t = 0, then Huygens\nprinciple allows us to determine the shape of the wavefront at a later\ntime τ. Thus, Huygens principle is essentially a geometrical construction,\nwhich given the shape of the wafefront at any time allows us to determine\nthe shape of the wavefront at a later time. Let us consider a diverging': 0.24890434741973877, 'consistent with experiment?\n10.13 You have lear nt in the text how Huygens’ principle leads to the laws\nof reflection and refraction. Use the same principle to deduce directly\nthat a point object placed in front of a plane mirror produces a\nvirtual image whose distance from the mirror is equal to the object\ndistance fr om the mirr or.\n10.14 Let us list some of the factors, which could possibly influence the\nspeed of wave propagation:\n(i)nature of the source.\n(ii)direction of propagation.': 0.2550153136253357, '355Wave Optics\n10.3 REFRACTION AND REFLECTION OF\nPLANE WAVES USING HUYGENS\nPRINCIPLE\n10.3.1 Refraction of a plane wave\nWe will now use Huygens principle to derive the laws of\nrefraction. Let PP ′ represent the surface separating medium\n1 and medium 2, as shown in Fig. 10.4. Let v1 and v2\nrepresent the speed of light in medium 1 and medium 2,\nrespectively. W e assume a plane wavefr ont AB pr opagating\nin the direction A ′A incident on the interface at an angle i': 0.267469584941864, '353Wave Optics\n10.2 H UYGENS PRINCIPLE\nWe would first define a wavefr ont: when we dr op a small stone on a calm\npool of water , waves spr ead out fr om the point of impact. Every point on\nthe surface starts oscillating with time. At any instant, a photograph of\nthe surface would show circular rings on which the disturbance is\nmaximum. Clearly, all points on such a circle are oscillating in phase\nbecause they are at the same distance from the source. Such a locus of': 0.2760622501373291}
For query '4. Huygens-Fresnel principle comparison': {'consistent with experiment?\n10.13 You have lear nt in the text how Huygens’ principle leads to the laws\nof reflection and refraction. Use the same principle to deduce directly\nthat a point object placed in front of a plane mirror produces a\nvirtual image whose distance from the mirror is equal to the object\ndistance fr om the mirr or.\n10.14 Let us list some of the factors, which could possibly influence the\nspeed of wave propagation:\n(i)nature of the source.\n(ii)direction of propagation.': 0.29138022661209106, 'In this chapter we will first discuss the original formulation of the\nHuygens principle and derive the laws of reflection and refraction. In\nSections 10.4 and 10.5 , we will discuss the phenomenon of interference\nwhich is based on the principle of superposition. In Sec tion 10.6 we\nwill discuss the phenomenon of diffraction which is based on Huygens-\nFresnel principle. Finally in Sec tion 10.7 we will discuss the\nphenomenon of polari sation which is based on the fact that the light': 0.30527716875076294, 'in Chapter 9, can also be understood on the basis of W ave Optics. Then\nwe described Y oung’s double slit experiment which was a tur ning point\nin the study of optics. Finally, we described some associated points such\nas diffraction, resolution, polarisation, and validity of ray optics. In the\nnext chapter , you will see how new experiments led to new theories at\nthe turn of the century around 1900 A.D.\nSUMMARY\n1.Huygens’ principle tells us that each point on a wavefront is a source': 0.32674726843833923, '355Wave Optics\n10.3 REFRACTION AND REFLECTION OF\nPLANE WAVES USING HUYGENS\nPRINCIPLE\n10.3.1 Refraction of a plane wave\nWe will now use Huygens principle to derive the laws of\nrefraction. Let PP ′ represent the surface separating medium\n1 and medium 2, as shown in Fig. 10.4. Let v1 and v2\nrepresent the speed of light in medium 1 and medium 2,\nrespectively. W e assume a plane wavefr ont AB pr opagating\nin the direction A ′A incident on the interface at an angle i': 0.3437243103981018}
Updating score for Physics
354small portion of the sphere can be considered as a plane and we have
what is known as a plane wave [Fig. 10.1(b)].
Now, if we know the shape of the wavefront at t = 0, then Huygens
principle allows us to determine the shape of the wavefront at a later
time τ. Thus, Huygens principle is essentially a geometrical construction,
which given the shape of the wafefront at any time allows us to determine
the shape of the wavefront at a later time. Let us consider a diverging from 0 to 0.016666666666666666 based on rank 0 in query '1. Huygens principle explanation'
Updating score for In this chapter we will first discuss the original formulation of the
Huygens principle and derive the laws of reflection and refraction. In
Sections 10.4 and 10.5 , we will discuss the phenomenon of interference
which is based on the principle of superposition. In Sec tion 10.6 we
will discuss the phenomenon of diffraction which is based on Huygens-
Fresnel principle. Finally in Sec tion 10.7 we will discuss the
phenomenon of polari sation which is based on the fact that the light from 0 to 0.01639344262295082 based on rank 1 in query '1. Huygens principle explanation'
Updating score for in Chapter 9, can also be understood on the basis of W ave Optics. Then
we described Y oung’s double slit experiment which was a tur ning point
in the study of optics. Finally, we described some associated points such
as diffraction, resolution, polarisation, and validity of ray optics. In the
next chapter , you will see how new experiments led to new theories at
the turn of the century around 1900 A.D.
SUMMARY
1.Huygens’ principle tells us that each point on a wavefront is a source from 0 to 0.016129032258064516 based on rank 2 in query '1. Huygens principle explanation'
Updating score for consistent with experiment?
10.13 You have lear nt in the text how Huygens’ principle leads to the laws
of reflection and refraction. Use the same principle to deduce directly
that a point object placed in front of a plane mirror produces a
virtual image whose distance from the mirror is equal to the object
distance fr om the mirr or.
10.14 Let us list some of the factors, which could possibly influence the
speed of wave propagation:
(i)nature of the source.
(ii)direction of propagation. from 0 to 0.015873015873015872 based on rank 3 in query '1. Huygens principle explanation'
Updating score for In this chapter we will first discuss the original formulation of the
Huygens principle and derive the laws of reflection and refraction. In
Sections 10.4 and 10.5 , we will discuss the phenomenon of interference
which is based on the principle of superposition. In Sec tion 10.6 we
will discuss the phenomenon of diffraction which is based on Huygens-
Fresnel principle. Finally in Sec tion 10.7 we will discuss the
phenomenon of polari sation which is based on the fact that the light from 0.01639344262295082 to 0.03306010928961749 based on rank 0 in query '2. Applications of Huygens principle'
Updating score for Physics
354small portion of the sphere can be considered as a plane and we have
what is known as a plane wave [Fig. 10.1(b)].
Now, if we know the shape of the wavefront at t = 0, then Huygens
principle allows us to determine the shape of the wavefront at a later
time τ. Thus, Huygens principle is essentially a geometrical construction,
which given the shape of the wafefront at any time allows us to determine
the shape of the wavefront at a later time. Let us consider a diverging from 0.016666666666666666 to 0.03306010928961749 based on rank 1 in query '2. Applications of Huygens principle'
Updating score for consistent with experiment?
10.13 You have lear nt in the text how Huygens’ principle leads to the laws
of reflection and refraction. Use the same principle to deduce directly
that a point object placed in front of a plane mirror produces a
virtual image whose distance from the mirror is equal to the object
distance fr om the mirr or.
10.14 Let us list some of the factors, which could possibly influence the
speed of wave propagation:
(i)nature of the source.
(ii)direction of propagation. from 0.015873015873015872 to 0.03200204813108039 based on rank 2 in query '2. Applications of Huygens principle'
Updating score for in Chapter 9, can also be understood on the basis of W ave Optics. Then
we described Y oung’s double slit experiment which was a tur ning point
in the study of optics. Finally, we described some associated points such
as diffraction, resolution, polarisation, and validity of ray optics. In the
next chapter , you will see how new experiments led to new theories at
the turn of the century around 1900 A.D.
SUMMARY
1.Huygens’ principle tells us that each point on a wavefront is a source from 0.016129032258064516 to 0.03200204813108039 based on rank 3 in query '2. Applications of Huygens principle'
Updating score for Physics
354small portion of the sphere can be considered as a plane and we have
what is known as a plane wave [Fig. 10.1(b)].
Now, if we know the shape of the wavefront at t = 0, then Huygens
principle allows us to determine the shape of the wavefront at a later
time τ. Thus, Huygens principle is essentially a geometrical construction,
which given the shape of the wafefront at any time allows us to determine
the shape of the wavefront at a later time. Let us consider a diverging from 0.03306010928961749 to 0.04972677595628415 based on rank 0 in query '3. Wave propagation according to Huygens principle'
Updating score for consistent with experiment?
10.13 You have lear nt in the text how Huygens’ principle leads to the laws
of reflection and refraction. Use the same principle to deduce directly
that a point object placed in front of a plane mirror produces a
virtual image whose distance from the mirror is equal to the object
distance fr om the mirr or.
10.14 Let us list some of the factors, which could possibly influence the
speed of wave propagation:
(i)nature of the source.
(ii)direction of propagation. from 0.03200204813108039 to 0.04839549075403121 based on rank 1 in query '3. Wave propagation according to Huygens principle'
Updating score for 355Wave Optics
10.3 REFRACTION AND REFLECTION OF
PLANE WAVES USING HUYGENS
PRINCIPLE
10.3.1 Refraction of a plane wave
We will now use Huygens principle to derive the laws of
refraction. Let PP ′ represent the surface separating medium
1 and medium 2, as shown in Fig. 10.4. Let v1 and v2
represent the speed of light in medium 1 and medium 2,
respectively. W e assume a plane wavefr ont AB pr opagating
in the direction A ′A incident on the interface at an angle i from 0 to 0.016129032258064516 based on rank 2 in query '3. Wave propagation according to Huygens principle'
Updating score for 353Wave Optics
10.2 H UYGENS PRINCIPLE
We would first define a wavefr ont: when we dr op a small stone on a calm
pool of water , waves spr ead out fr om the point of impact. Every point on
the surface starts oscillating with time. At any instant, a photograph of
the surface would show circular rings on which the disturbance is
maximum. Clearly, all points on such a circle are oscillating in phase
because they are at the same distance from the source. Such a locus of from 0 to 0.015873015873015872 based on rank 3 in query '3. Wave propagation according to Huygens principle'
Updating score for consistent with experiment?
10.13 You have lear nt in the text how Huygens’ principle leads to the laws
of reflection and refraction. Use the same principle to deduce directly
that a point object placed in front of a plane mirror produces a
virtual image whose distance from the mirror is equal to the object
distance fr om the mirr or.
10.14 Let us list some of the factors, which could possibly influence the
speed of wave propagation:
(i)nature of the source.
(ii)direction of propagation. from 0.04839549075403121 to 0.06506215742069787 based on rank 0 in query '4. Huygens-Fresnel principle comparison'
Updating score for In this chapter we will first discuss the original formulation of the
Huygens principle and derive the laws of reflection and refraction. In
Sections 10.4 and 10.5 , we will discuss the phenomenon of interference
which is based on the principle of superposition. In Sec tion 10.6 we
will discuss the phenomenon of diffraction which is based on Huygens-
Fresnel principle. Finally in Sec tion 10.7 we will discuss the
phenomenon of polari sation which is based on the fact that the light from 0.03306010928961749 to 0.04945355191256831 based on rank 1 in query '4. Huygens-Fresnel principle comparison'
Updating score for in Chapter 9, can also be understood on the basis of W ave Optics. Then
we described Y oung’s double slit experiment which was a tur ning point
in the study of optics. Finally, we described some associated points such
as diffraction, resolution, polarisation, and validity of ray optics. In the
next chapter , you will see how new experiments led to new theories at
the turn of the century around 1900 A.D.
SUMMARY
1.Huygens’ principle tells us that each point on a wavefront is a source from 0.03200204813108039 to 0.048131080389144903 based on rank 2 in query '4. Huygens-Fresnel principle comparison'
Updating score for 355Wave Optics
10.3 REFRACTION AND REFLECTION OF
PLANE WAVES USING HUYGENS
PRINCIPLE
10.3.1 Refraction of a plane wave
We will now use Huygens principle to derive the laws of
refraction. Let PP ′ represent the surface separating medium
1 and medium 2, as shown in Fig. 10.4. Let v1 and v2
represent the speed of light in medium 1 and medium 2,
respectively. W e assume a plane wavefr ont AB pr opagating
in the direction A ′A incident on the interface at an angle i from 0.016129032258064516 to 0.03200204813108039 based on rank 3 in query '4. Huygens-Fresnel principle comparison'
Final reranked results: {'consistent with experiment?\n10.13 You have lear nt in the text how Huygens’ principle leads to the laws\nof reflection and refraction. Use the same principle to deduce directly\nthat a point object placed in front of a plane mirror produces a\nvirtual image whose distance from the mirror is equal to the object\ndistance fr om the mirr or.\n10.14 Let us list some of the factors, which could possibly influence the\nspeed of wave propagation:\n(i)nature of the source.\n(ii)direction of propagation.': 0.06506215742069787, 'Physics\n354small portion of the sphere can be considered as a plane and we have\nwhat is known as a plane wave [Fig. 10.1(b)].\nNow, if we know the shape of the wavefront at t = 0, then Huygens\nprinciple allows us to determine the shape of the wavefront at a later\ntime τ. Thus, Huygens principle is essentially a geometrical construction,\nwhich given the shape of the wafefront at any time allows us to determine\nthe shape of the wavefront at a later time. Let us consider a diverging': 0.04972677595628415, 'In this chapter we will first discuss the original formulation of the\nHuygens principle and derive the laws of reflection and refraction. In\nSections 10.4 and 10.5 , we will discuss the phenomenon of interference\nwhich is based on the principle of superposition. In Sec tion 10.6 we\nwill discuss the phenomenon of diffraction which is based on Huygens-\nFresnel principle. Finally in Sec tion 10.7 we will discuss the\nphenomenon of polari sation which is based on the fact that the light': 0.04945355191256831, 'in Chapter 9, can also be understood on the basis of W ave Optics. Then\nwe described Y oung’s double slit experiment which was a tur ning point\nin the study of optics. Finally, we described some associated points such\nas diffraction, resolution, polarisation, and validity of ray optics. In the\nnext chapter , you will see how new experiments led to new theories at\nthe turn of the century around 1900 A.D.\nSUMMARY\n1.Huygens’ principle tells us that each point on a wavefront is a source': 0.048131080389144903, '355Wave Optics\n10.3 REFRACTION AND REFLECTION OF\nPLANE WAVES USING HUYGENS\nPRINCIPLE\n10.3.1 Refraction of a plane wave\nWe will now use Huygens principle to derive the laws of\nrefraction. Let PP ′ represent the surface separating medium\n1 and medium 2, as shown in Fig. 10.4. Let v1 and v2\nrepresent the speed of light in medium 1 and medium 2,\nrespectively. W e assume a plane wavefr ont AB pr opagating\nin the direction A ′A incident on the interface at an angle i': 0.03200204813108039, '353Wave Optics\n10.2 H UYGENS PRINCIPLE\nWe would first define a wavefr ont: when we dr op a small stone on a calm\npool of water , waves spr ead out fr om the point of impact. Every point on\nthe surface starts oscillating with time. At any instant, a photograph of\nthe surface would show circular rings on which the disturbance is\nmaximum. Clearly, all points on such a circle are oscillating in phase\nbecause they are at the same distance from the source. Such a locus of': 0.015873015873015872}
[22]
[23]
"Huygens' principle is a fundamental concept in wave optics that states that each point on a wavefront can be considered as a source of secondary spherical wavelets. These wavelets combine to form the new wavefront at a later time. This principle allows us to explain phenomena like reflection, refraction, interference, diffraction, and polarization of light waves."