Naive Rag Implemenation Llamaindex
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Number of missing values in each column after removal: awards 0 metacritic 893 rated 279 fullplot 0 title 0 writers 13 languages 1 plot 0 plot_embedding 1 runtime 14 countries 0 genres 0 directors 12 cast 1 type 0 imdb 0 poster 78 num_mflix_comments 0 dtype: int64
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[6]
The LLM sees this:
Metadata: awards=>{"nominations": 0, "text": "1 win.", "wins": 1}
rated=>None
title=>The Perils of Pauline
writers=>["Charles W. Goddard (screenplay)", "Basil Dickey (screenplay)", "Charles W. Goddard (novel)", "George B. Seitz", "Bertram Millhauser"]
languages=>["English"]
plot=>Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle's secretary has been named as her guardian until she marries, at which time she will officially take ...
runtime=>199.0
countries=>["USA"]
genres=>["Action"]
directors=>["Louis J. Gasnier", "Donald MacKenzie"]
cast=>["Pearl White", "Crane Wilbur", "Paul Panzer", "Edward Jos\u00e8"]
type=>movie
imdb=>{"id": 4465, "rating": 7.6, "votes": 744}
poster=>https://m.media-amazon.com/images/M/MV5BMzgxODk1Mzk2Ml5BMl5BanBnXkFtZTgwMDg0NzkwMjE@._V1_SY1000_SX677_AL_.jpg
num_mflix_comments=>0
-----
Content: Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle's secretary has been named as her guardian until she marries, at which time she will officially take possession of her inheritance. Meanwhile, her "guardian" and his confederates constantly come up with schemes to get rid of Pauline so that he can get his hands on the money himself.
The Embedding model sees this:
Metadata: awards=>{"nominations": 0, "text": "1 win.", "wins": 1}
title=>The Perils of Pauline
writers=>["Charles W. Goddard (screenplay)", "Basil Dickey (screenplay)", "Charles W. Goddard (novel)", "George B. Seitz", "Bertram Millhauser"]
languages=>["English"]
plot=>Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle's secretary has been named as her guardian until she marries, at which time she will officially take ...
countries=>["USA"]
genres=>["Action"]
directors=>["Louis J. Gasnier", "Donald MacKenzie"]
cast=>["Pearl White", "Crane Wilbur", "Paul Panzer", "Edward Jos\u00e8"]
type=>movie
imdb=>{"id": 4465, "rating": 7.6, "votes": 744}
-----
Content: Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle's secretary has been named as her guardian until she marries, at which time she will officially take possession of her inheritance. Meanwhile, her "guardian" and his confederates constantly come up with schemes to get rid of Pauline so that he can get his hands on the money himself.
[7]
Document(id_='93600db5-2bfc-4add-98ad-f46c7e453746', embedding=None, metadata={'awards': '{"nominations": 0, "text": "1 win.", "wins": 1}', 'metacritic': None, 'rated': None, 'fullplot': 'Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle\'s secretary has been named as her guardian until she marries, at which time she will officially take possession of her inheritance. Meanwhile, her "guardian" and his confederates constantly come up with schemes to get rid of Pauline so that he can get his hands on the money himself.', 'title': 'The Perils of Pauline', 'writers': '["Charles W. Goddard (screenplay)", "Basil Dickey (screenplay)", "Charles W. Goddard (novel)", "George B. Seitz", "Bertram Millhauser"]', 'languages': '["English"]', 'plot': "Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle's secretary has been named as her guardian until she marries, at which time she will officially take ...", 'runtime': 199.0, 'countries': '["USA"]', 'genres': '["Action"]', 'directors': '["Louis J. Gasnier", "Donald MacKenzie"]', 'cast': '["Pearl White", "Crane Wilbur", "Paul Panzer", "Edward Jos\\u00e8"]', 'type': 'movie', 'imdb': '{"id": 4465, "rating": 7.6, "votes": 744}', 'poster': 'https://m.media-amazon.com/images/M/MV5BMzgxODk1Mzk2Ml5BMl5BanBnXkFtZTgwMDg0NzkwMjE@._V1_SY1000_SX677_AL_.jpg', 'num_mflix_comments': 0}, excluded_embed_metadata_keys=['fullplot', 'metacritic', 'poster', 'num_mflix_comments', 'runtime', 'rated'], excluded_llm_metadata_keys=['fullplot', 'metacritic'], relationships={}, text='Young Pauline is left a lot of money when her wealthy uncle dies. However, her uncle\'s secretary has been named as her guardian until she marries, at which time she will officially take possession of her inheritance. Meanwhile, her "guardian" and his confederates constantly come up with schemes to get rid of Pauline so that he can get his hands on the money himself.', start_char_idx=None, end_char_idx=None, text_template='Metadata: {metadata_str}\n-----\nContent: {content}', metadata_template='{key}=>{value}', metadata_seperator='\n') [8]
Ensure your databse, collection and vector store index is setup on MongoDB Atlas for the collection or the following step won't work appropriately on MongoDB.
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For assistance with database cluster setup and obtaining the URI, refer to this guide for setting up a MongoDB cluster, and this guide to get your connection string.
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Once you have successfully created a cluster, create the database and collection within the MongoDB Atlas cluster by clicking “+ Create Database”. The database will be named movies, and the collection will be named movies_records.
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Creating a vector search index within the movies_records collection is essential for efficient document retrieval from MongoDB into our development environment. To achieve this, refer to the official guide on vector search index creation.
[9]
Connection to MongoDB successful
[10]
DeleteResult({'n': 0, 'electionId': ObjectId('7fffffff000000000000000a'), 'opTime': {'ts': Timestamp(1708000722, 1), 't': 10}, 'ok': 1.0, '$clusterTime': {'clusterTime': Timestamp(1708000722, 1), 'signature': {'hash': b'\xd8\x1a\xaci\xf5EN+\xe2\xd1\xb3y8.${u5P\xf3', 'keyId': 7320226449804230661}}, 'operationTime': Timestamp(1708000722, 1)}, acknowledged=True) [ ]
[12]
[14]
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NodeWithScore(node=TextNode(id_='5c7cef95-79e3-4c96-a009-4154ea125240', embedding=None, metadata={'awards': '{"nominations": 2, "text": "Nominated for 2 Oscars. Another 1 win & 2 nominations.", "wins": 3}', 'metacritic': 64.0, 'rated': 'PG-13', 'fullplot': 'In 1880, four men travel together to the city of Silverado. They come across with many dangers before they finally engage the "bad guys" and bring peace and equality back to the city.', 'title': 'Silverado', 'writers': '["Lawrence Kasdan", "Mark Kasdan"]', 'languages': '["English"]', 'plot': 'A misfit bunch of friends come together to right the injustices which exist in a small town.', 'runtime': 133.0, 'countries': '["USA"]', 'genres': '["Action", "Crime", "Drama"]', 'directors': '["Lawrence Kasdan"]', 'cast': '["Kevin Kline", "Scott Glenn", "Kevin Costner", "Danny Glover"]', 'type': 'movie', 'imdb': '{"id": 90022, "rating": 7.2, "votes": 26415}', 'poster': 'https://m.media-amazon.com/images/M/MV5BYTljNTE5YmUtMGEyZi00ZjI4LWEzYjUtZDY2YWEwNzVmZjRkXkEyXkFqcGdeQXVyNTI4MjkwNjA@._V1_SY1000_SX677_AL_.jpg', 'num_mflix_comments': 1}, excluded_embed_metadata_keys=['fullplot', 'metacritic', 'poster', 'num_mflix_comments', 'runtime', 'rated'], excluded_llm_metadata_keys=['fullplot', 'metacritic'], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='decbc30c-c17e-4ba4-bd1e-72dce4ce383a', node_type=<ObjectType.DOCUMENT: '4'>, metadata={'awards': '{"nominations": 2, "text": "Nominated for 2 Oscars. Another 1 win & 2 nominations.", "wins": 3}', 'metacritic': 64.0, 'rated': 'PG-13', 'fullplot': 'In 1880, four men travel together to the city of Silverado. They come across with many dangers before they finally engage the "bad guys" and bring peace and equality back to the city.', 'title': 'Silverado', 'writers': '["Lawrence Kasdan", "Mark Kasdan"]', 'languages': '["English"]', 'plot': 'A misfit bunch of friends come together to right the injustices which exist in a small town.', 'runtime': 133.0, 'countries': '["USA"]', 'genres': '["Action", "Crime", "Drama"]', 'directors': '["Lawrence Kasdan"]', 'cast': '["Kevin Kline", "Scott Glenn", "Kevin Costner", "Danny Glover"]', 'type': 'movie', 'imdb': '{"id": 90022, "rating": 7.2, "votes": 26415}', 'poster': 'https://m.media-amazon.com/images/M/MV5BYTljNTE5YmUtMGEyZi00ZjI4LWEzYjUtZDY2YWEwNzVmZjRkXkEyXkFqcGdeQXVyNTI4MjkwNjA@._V1_SY1000_SX677_AL_.jpg', 'num_mflix_comments': 1}, hash='80b77d835c7dfad9d57d300cf69ba388704e6f282f49dc23106489db03b8b441'), <NodeRelationship.PREVIOUS: '2'>: RelatedNodeInfo(node_id='1c04fb7f-ff8f-4e8c-84f6-74c57251446a', node_type=<ObjectType.TEXT: '1'>, metadata={'awards': '{"nominations": 5, "text": "Nominated for 3 Oscars. Another 2 wins & 5 nominations.", "wins": 5}', 'metacritic': None, 'rated': 'R', 'fullplot': 'A hardened convict and a younger prisoner escape from a brutal prison in the middle of winter only to find themselves on an out-of-control train with a female railway worker while being pursued by the vengeful head of security.', 'title': 'Runaway Train', 'writers': '["Djordje Milicevic (screenplay)", "Paul Zindel (screenplay)", "Edward Bunker (screenplay)", "Akira Kurosawa (based on a screenplay by)"]', 'languages': '["English"]', 'plot': 'Two escaped convicts and a female railway worker find themselves trapped on a train with no brakes and nobody driving.', 'runtime': 111.0, 'countries': '["USA"]', 'genres': '["Action", "Adventure", "Drama"]', 'directors': '["Andrey Konchalovskiy"]', 'cast': '["Jon Voight", "Eric Roberts", "Rebecca De Mornay", "Kyle T. Heffner"]', 'type': 'movie', 'imdb': '{"id": 89941, "rating": 7.3, "votes": 19652}', 'poster': 'https://m.media-amazon.com/images/M/MV5BODQyYWU1NGUtNjEzYS00YmNhLTk1YWEtZDdlZGQzMTI4MTI1XkEyXkFqcGdeQXVyMTQxNzMzNDI@._V1_SY1000_SX677_AL_.jpg', 'num_mflix_comments': 0}, hash='378c16de972df97080db94775cd46e57f6a0dd5a7472b357e0285eed2e3b7775'), <NodeRelationship.NEXT: '3'>: RelatedNodeInfo(node_id='5df9410b-6597-45f4-95d5-fee1db8737b1', node_type=<ObjectType.TEXT: '1'>, metadata={}, hash='77e93faace9b0e102635d3ca997ff27bc03dbba66eaa2d830f0634289d16d927')}, text='In 1880, four men travel together to the city of Silverado. They come across with many dangers before they finally engage the "bad guys" and bring peace and equality back to the city.', start_char_idx=0, end_char_idx=183, text_template='Metadata: {metadata_str}\n-----\nContent: {content}', metadata_template='{key}=>{value}', metadata_seperator='\n'), score=0.7419796586036682),
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