├── .gitignore
├── Cargo.lock
├── Cargo.toml
├── README.md
├── embedding_files_test
    ├── embedding_content_99996.txt
    ├── embedding_content_99998.txt
    └── embedding_content_99999.txt
├── generate_test_files.py
├── query_embedding.ipynb
└── src
    ├── main.rs
    ├── models
        ├── bert.rs
        └── mod.rs
    └── storage
        └── mod.rs


/.gitignore:
--------------------------------------------------------------------------------
1 | /target
2 | /data
3 | /embedding_files
4 | 


--------------------------------------------------------------------------------
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5447 | checksum = "6c5b1314b079b0930c31e3af543d8ee1757b1951ae1e1565ec704403a7240ca5"
5448 | dependencies = [
5449 |  "serde",
5450 |  "stable_deref_trait",
5451 |  "yoke-derive",
5452 |  "zerofrom",
5453 | ]
5454 | 
5455 | [[package]]
5456 | name = "yoke-derive"
5457 | version = "0.7.4"
5458 | source = "registry+https://github.com/rust-lang/crates.io-index"
5459 | checksum = "28cc31741b18cb6f1d5ff12f5b7523e3d6eb0852bbbad19d73905511d9849b95"
5460 | dependencies = [
5461 |  "proc-macro2",
5462 |  "quote",
5463 |  "syn 2.0.68",
5464 |  "synstructure",
5465 | ]
5466 | 
5467 | [[package]]
5468 | name = "zerocopy"
5469 | version = "0.7.34"
5470 | source = "registry+https://github.com/rust-lang/crates.io-index"
5471 | checksum = "ae87e3fcd617500e5d106f0380cf7b77f3c6092aae37191433159dda23cfb087"
5472 | dependencies = [
5473 |  "zerocopy-derive",
5474 | ]
5475 | 
5476 | [[package]]
5477 | name = "zerocopy-derive"
5478 | version = "0.7.34"
5479 | source = "registry+https://github.com/rust-lang/crates.io-index"
5480 | checksum = "15e934569e47891f7d9411f1a451d947a60e000ab3bd24fbb970f000387d1b3b"
5481 | dependencies = [
5482 |  "proc-macro2",
5483 |  "quote",
5484 |  "syn 2.0.68",
5485 | ]
5486 | 
5487 | [[package]]
5488 | name = "zerofrom"
5489 | version = "0.1.4"
5490 | source = "registry+https://github.com/rust-lang/crates.io-index"
5491 | checksum = "91ec111ce797d0e0784a1116d0ddcdbea84322cd79e5d5ad173daeba4f93ab55"
5492 | dependencies = [
5493 |  "zerofrom-derive",
5494 | ]
5495 | 
5496 | [[package]]
5497 | name = "zerofrom-derive"
5498 | version = "0.1.4"
5499 | source = "registry+https://github.com/rust-lang/crates.io-index"
5500 | checksum = "0ea7b4a3637ea8669cedf0f1fd5c286a17f3de97b8dd5a70a6c167a1730e63a5"
5501 | dependencies = [
5502 |  "proc-macro2",
5503 |  "quote",
5504 |  "syn 2.0.68",
5505 |  "synstructure",
5506 | ]
5507 | 
5508 | [[package]]
5509 | name = "zeroize"
5510 | version = "1.8.1"
5511 | source = "registry+https://github.com/rust-lang/crates.io-index"
5512 | checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
5513 | 
5514 | [[package]]
5515 | name = "zip"
5516 | version = "1.1.4"
5517 | source = "registry+https://github.com/rust-lang/crates.io-index"
5518 | checksum = "9cc23c04387f4da0374be4533ad1208cbb091d5c11d070dfef13676ad6497164"
5519 | dependencies = [
5520 |  "arbitrary",
5521 |  "crc32fast",
5522 |  "crossbeam-utils",
5523 |  "displaydoc",
5524 |  "indexmap 2.2.6",
5525 |  "num_enum",
5526 |  "thiserror",
5527 | ]
5528 | 
5529 | [[package]]
5530 | name = "zstd"
5531 | version = "0.13.1"
5532 | source = "registry+https://github.com/rust-lang/crates.io-index"
5533 | checksum = "2d789b1514203a1120ad2429eae43a7bd32b90976a7bb8a05f7ec02fa88cc23a"
5534 | dependencies = [
5535 |  "zstd-safe",
5536 | ]
5537 | 
5538 | [[package]]
5539 | name = "zstd-safe"
5540 | version = "7.1.0"
5541 | source = "registry+https://github.com/rust-lang/crates.io-index"
5542 | checksum = "1cd99b45c6bc03a018c8b8a86025678c87e55526064e38f9df301989dce7ec0a"
5543 | dependencies = [
5544 |  "zstd-sys",
5545 | ]
5546 | 
5547 | [[package]]
5548 | name = "zstd-sys"
5549 | version = "2.0.11+zstd.1.5.6"
5550 | source = "registry+https://github.com/rust-lang/crates.io-index"
5551 | checksum = "75652c55c0b6f3e6f12eb786fe1bc960396bf05a1eb3bf1f3691c3610ac2e6d4"
5552 | dependencies = [
5553 |  "cc",
5554 |  "pkg-config",
5555 | ]
5556 | 


--------------------------------------------------------------------------------
/Cargo.toml:
--------------------------------------------------------------------------------
 1 | [package]
 2 | name = "doc-embedder"
 3 | version = "0.1.0"
 4 | edition = "2021"
 5 | 
 6 | [dependencies]
 7 | tracing = "0.1.40"
 8 | tracing-subscriber = { version = "0.3.18", features = [
 9 |     "env-filter",
10 |     "fmt",
11 |     "std",
12 |     "json",
13 | ] }
14 | candle = { version = "0.5.1", package = "candle-core" }
15 | candle-transformers = "0.5.1"
16 | candle-nn = "0.5.1"
17 | anyhow = "1.0.86"
18 | clap = { version = "4.5.7", features = [
19 |     "derive",
20 | ] }
21 | tokenizers = "0.19.1"
22 | hf-hub = "0.3.2"
23 | serde_json = "1.0.118"
24 | rayon = "1.10.0"
25 | tokio = { version = "1.38.0", features = [
26 |     "full",
27 | ] }
28 | lancedb = "0.6.0"
29 | arrow-array = "51.0.0"
30 | arrow-schema = "51.0.0"
31 | futures = "0.3.30"
32 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | # RAG Indexing Pipeline in Rust
 2 | 
 3 | This repository contains the source code for my [post](https://medium.com/towards-data-science/scale-up-your-rag-a-rust-powered-indexing-pipeline-with-lancedb-and-candle-cc681c6162e8): *Scale Up Your RAG: A Rust-Powered Indexing Pipeline with LanceDB and Candle*  that was published in **Towards Data Science**. The post explains how to build a high-performance Retrieval-Augmented Generation (RAG) indexing pipeline implemented in Rust.
 4 | It also demonstrates how to efficiently read, chunk, embed, and store textual documents as vectors using HuggingFace's Candle framework and LanceDB.
 5 | 
 6 | ## Features
 7 | 
 8 | - Fast document processing and chunking
 9 | - Efficient text embedding using Candle
10 | - Vector storage with LanceDB
11 | - Scalable design for handling large volumes of data
12 | - Standalone application deployable in various environments
13 | 
14 | ## Prerequisites
15 | 
16 | - Rust (latest stable version)
17 | - Cargo (Rust's package manager)
18 | 
19 | ## Usage
20 | 
21 | Clone this repository:
22 | ```
23 | git clone https://github.com/your-username/rag-indexing-pipeline-rust.git
24 | cd rag-indexing-pipeline-rust
25 | ```
26 | To run the app on test data, use the following command:
27 | ```
28 | cargo run --release -- --input-directory embedding_files_test --db-uri data/vecdb1
29 | ```
30 | 


--------------------------------------------------------------------------------
/embedding_files_test/embedding_content_99996.txt:
--------------------------------------------------------------------------------
  1 | --- PETS ---
  2 | Dogs often bark to express their feelings.
  3 | Guinea pigs make a series of interesting vocalizations.
  4 | Cats love scratching posts that mimic trees.
  5 | Snakes can be intriguing, though somewhat unconventional pets.
  6 | Parrots can mimic human speech quite accurately.
  7 | Cats love scratching posts that mimic trees.
  8 | Ferrets are playful animals that enjoy interacting with humans.
  9 | Ferrets are playful animals that enjoy interacting with humans.
 10 | Dogs often bark to express their feelings.
 11 | Guinea pigs make a series of interesting vocalizations.
 12 | Turtles can live for many decades with proper care.
 13 | Rabbits thrive on a diet rich in hay.
 14 | Ferrets are playful animals that enjoy interacting with humans.
 15 | Parrots can mimic human speech quite accurately.
 16 | Snakes can be intriguing, though somewhat unconventional pets.
 17 | Horses require a large amount of outdoor space.
 18 | Rabbits thrive on a diet rich in hay.
 19 | Dogs often bark to express their feelings.
 20 | Cats love scratching posts that mimic trees.
 21 | Rabbits thrive on a diet rich in hay.
 22 | Rabbits thrive on a diet rich in hay.
 23 | Rabbits thrive on a diet rich in hay.
 24 | Cats love scratching posts that mimic trees.
 25 | Dogs often bark to express their feelings.
 26 | Rabbits thrive on a diet rich in hay.
 27 | Fish are popular pets for small apartments.
 28 | Fish are popular pets for small apartments.
 29 | Cats love scratching posts that mimic trees.
 30 | Guinea pigs make a series of interesting vocalizations.
 31 | Ferrets are playful animals that enjoy interacting with humans.
 32 | Parrots can mimic human speech quite accurately.
 33 | Snakes can be intriguing, though somewhat unconventional pets.
 34 | Cats love scratching posts that mimic trees.
 35 | Fish are popular pets for small apartments.
 36 | Turtles can live for many decades with proper care.
 37 | Rabbits thrive on a diet rich in hay.
 38 | Guinea pigs make a series of interesting vocalizations.
 39 | Snakes can be intriguing, though somewhat unconventional pets.
 40 | Turtles can live for many decades with proper care.
 41 | Parrots can mimic human speech quite accurately.
 42 | Snakes can be intriguing, though somewhat unconventional pets.
 43 | Rabbits thrive on a diet rich in hay.
 44 | Ferrets are playful animals that enjoy interacting with humans.
 45 | Rabbits thrive on a diet rich in hay.
 46 | Horses require a large amount of outdoor space.
 47 | Horses require a large amount of outdoor space.
 48 | Horses require a large amount of outdoor space.
 49 | Dogs often bark to express their feelings.
 50 | Dogs often bark to express their feelings.
 51 | Guinea pigs make a series of interesting vocalizations.
 52 | Parrots can mimic human speech quite accurately.
 53 | Dogs often bark to express their feelings.
 54 | Turtles can live for many decades with proper care.
 55 | Ferrets are playful animals that enjoy interacting with humans.
 56 | Ferrets are playful animals that enjoy interacting with humans.
 57 | Parrots can mimic human speech quite accurately.
 58 | Rabbits thrive on a diet rich in hay.
 59 | Ferrets are playful animals that enjoy interacting with humans.
 60 | Turtles can live for many decades with proper care.
 61 | Cats love scratching posts that mimic trees.
 62 | Horses require a large amount of outdoor space.
 63 | Snakes can be intriguing, though somewhat unconventional pets.
 64 | Cats love scratching posts that mimic trees.
 65 | Fish are popular pets for small apartments.
 66 | Dogs often bark to express their feelings.
 67 | Horses require a large amount of outdoor space.
 68 | Parrots can mimic human speech quite accurately.
 69 | Guinea pigs make a series of interesting vocalizations.
 70 | Dogs often bark to express their feelings.
 71 | Dogs often bark to express their feelings.
 72 | Parrots can mimic human speech quite accurately.
 73 | Guinea pigs make a series of interesting vocalizations.
 74 | Cats love scratching posts that mimic trees.
 75 | Ferrets are playful animals that enjoy interacting with humans.
 76 | Dogs often bark to express their feelings.
 77 | Fish are popular pets for small apartments.
 78 | Dogs often bark to express their feelings.
 79 | Fish are popular pets for small apartments.
 80 | Parrots can mimic human speech quite accurately.
 81 | Parrots can mimic human speech quite accurately.
 82 | Dogs often bark to express their feelings.
 83 | Guinea pigs make a series of interesting vocalizations.
 84 | Dogs often bark to express their feelings.
 85 | Parrots can mimic human speech quite accurately.
 86 | Cats love scratching posts that mimic trees.
 87 | Snakes can be intriguing, though somewhat unconventional pets.
 88 | Dogs often bark to express their feelings.
 89 | Turtles can live for many decades with proper care.
 90 | Parrots can mimic human speech quite accurately.
 91 | Guinea pigs make a series of interesting vocalizations.
 92 | Fish are popular pets for small apartments.
 93 | Fish are popular pets for small apartments.
 94 | Parrots can mimic human speech quite accurately.
 95 | Horses require a large amount of outdoor space.
 96 | Fish are popular pets for small apartments.
 97 | Parrots can mimic human speech quite accurately.
 98 | Parrots can mimic human speech quite accurately.
 99 | Fish are popular pets for small apartments.
100 | Guinea pigs make a series of interesting vocalizations.
101 | Snakes can be intriguing, though somewhat unconventional pets.
102 | Fish are popular pets for small apartments.
103 | Rabbits thrive on a diet rich in hay.
104 | Guinea pigs make a series of interesting vocalizations.
105 | Cats love scratching posts that mimic trees.
106 | Fish are popular pets for small apartments.
107 | Dogs often bark to express their feelings.
108 | Parrots can mimic human speech quite accurately.
109 | Cats love scratching posts that mimic trees.
110 | Dogs often bark to express their feelings.
111 | Parrots can mimic human speech quite accurately.
112 | Ferrets are playful animals that enjoy interacting with humans.
113 | Ferrets are playful animals that enjoy interacting with humans.
114 | Horses require a large amount of outdoor space.
115 | Rabbits thrive on a diet rich in hay.
116 | Dogs often bark to express their feelings.
117 | Snakes can be intriguing, though somewhat unconventional pets.
118 | Ferrets are playful animals that enjoy interacting with humans.
119 | Cats love scratching posts that mimic trees.
120 | Dogs often bark to express their feelings.
121 | Parrots can mimic human speech quite accurately.
122 | Turtles can live for many decades with proper care.
123 | Rabbits thrive on a diet rich in hay.
124 | Dogs often bark to express their feelings.
125 | Horses require a large amount of outdoor space.
126 | Cats love scratching posts that mimic trees.
127 | Dogs often bark to express their feelings.
128 | Turtles can live for many decades with proper care.
129 | Snakes can be intriguing, though somewhat unconventional pets.
130 | Turtles can live for many decades with proper care.
131 | Guinea pigs make a series of interesting vocalizations.
132 | Horses require a large amount of outdoor space.
133 | Parrots can mimic human speech quite accurately.
134 | Dogs often bark to express their feelings.
135 | Ferrets are playful animals that enjoy interacting with humans.
136 | Guinea pigs make a series of interesting vocalizations.
137 | Horses require a large amount of outdoor space.
138 | Horses require a large amount of outdoor space.
139 | Snakes can be intriguing, though somewhat unconventional pets.
140 | Cats love scratching posts that mimic trees.
141 | Horses require a large amount of outdoor space.
142 | Turtles can live for many decades with proper care.
143 | Snakes can be intriguing, though somewhat unconventional pets.
144 | Dogs often bark to express their feelings.
145 | Dogs often bark to express their feelings.
146 | Snakes can be intriguing, though somewhat unconventional pets.
147 | Fish are popular pets for small apartments.
148 | Dogs often bark to express their feelings.
149 | Guinea pigs make a series of interesting vocalizations.
150 | Parrots can mimic human speech quite accurately.
151 | Horses require a large amount of outdoor space.
152 | Horses require a large amount of outdoor space.
153 | Horses require a large amount of outdoor space.
154 | Parrots can mimic human speech quite accurately.
155 | Dogs often bark to express their feelings.
156 | Rabbits thrive on a diet rich in hay.
157 | Rabbits thrive on a diet rich in hay.
158 | Dogs often bark to express their feelings.
159 | Rabbits thrive on a diet rich in hay.
160 | Snakes can be intriguing, though somewhat unconventional pets.
161 | Dogs often bark to express their feelings.
162 | Cats love scratching posts that mimic trees.
163 | Turtles can live for many decades with proper care.
164 | Cats love scratching posts that mimic trees.
165 | Cats love scratching posts that mimic trees.
166 | Dogs often bark to express their feelings.
167 | Parrots can mimic human speech quite accurately.
168 | Guinea pigs make a series of interesting vocalizations.
169 | Cats love scratching posts that mimic trees.
170 | Turtles can live for many decades with proper care.
171 | Rabbits thrive on a diet rich in hay.
172 | Turtles can live for many decades with proper care.
173 | Cats love scratching posts that mimic trees.
174 | Parrots can mimic human speech quite accurately.
175 | Ferrets are playful animals that enjoy interacting with humans.
176 | Fish are popular pets for small apartments.
177 | Ferrets are playful animals that enjoy interacting with humans.
178 | Cats love scratching posts that mimic trees.
179 | Guinea pigs make a series of interesting vocalizations.
180 | Ferrets are playful animals that enjoy interacting with humans.
181 | Dogs often bark to express their feelings.
182 | Guinea pigs make a series of interesting vocalizations.
183 | Ferrets are playful animals that enjoy interacting with humans.
184 | Guinea pigs make a series of interesting vocalizations.
185 | Cats love scratching posts that mimic trees.
186 | Dogs often bark to express their feelings.
187 | Cats love scratching posts that mimic trees.
188 | Cats love scratching posts that mimic trees.
189 | Snakes can be intriguing, though somewhat unconventional pets.
190 | Parrots can mimic human speech quite accurately.
191 | Snakes can be intriguing, though somewhat unconventional pets.
192 | Dogs often bark to express their feelings.
193 | Turtles can live for many decades with proper care.
194 | Ferrets are playful animals that enjoy interacting with humans.
195 | Ferrets are playful animals that enjoy interacting with humans.
196 | Dogs often bark to express their feelings.
197 | Dogs often bark to express their feelings.
198 | Horses require a large amount of outdoor space.
199 | Ferrets are playful animals that enjoy interacting with humans.
200 | Dogs often bark to express their feelings.
201 | Guinea pigs make a series of interesting vocalizations.
202 | 
203 | 


--------------------------------------------------------------------------------
/embedding_files_test/embedding_content_99998.txt:
--------------------------------------------------------------------------------
  1 | --- COOKING ---
  2 | Slow cooking allows flavors to develop fully.
  3 | Fermentation is an ancient technique still used today.
  4 | Pastry chefs require a precise approach to baking.
  5 | Homemade pasta has a texture that’s hard to beat.
  6 | Meal prepping can save time during busy weeks.
  7 | Sushi rolling is an art form in Japanese cuisine.
  8 | Fermentation is an ancient technique still used today.
  9 | Vegetarian dishes are becoming increasingly popular.
 10 | Meal prepping can save time during busy weeks.
 11 | Slow cooking allows flavors to develop fully.
 12 | Caramelization adds depth of flavor to vegetables.
 13 | Meal prepping can save time during busy weeks.
 14 | Mastering the grill takes practice and patience.
 15 | Caramelization adds depth of flavor to vegetables.
 16 | Slow cooking allows flavors to develop fully.
 17 | Sushi rolling is an art form in Japanese cuisine.
 18 | Pastry chefs require a precise approach to baking.
 19 | Mastering the grill takes practice and patience.
 20 | Vegetarian dishes are becoming increasingly popular.
 21 | Slow cooking allows flavors to develop fully.
 22 | Meal prepping can save time during busy weeks.
 23 | Vegetarian dishes are becoming increasingly popular.
 24 | Mastering the grill takes practice and patience.
 25 | Vegetarian dishes are becoming increasingly popular.
 26 | Meal prepping can save time during busy weeks.
 27 | Food plating requires a sense of aesthetics.
 28 | Vegetarian dishes are becoming increasingly popular.
 29 | Sushi rolling is an art form in Japanese cuisine.
 30 | Slow cooking allows flavors to develop fully.
 31 | Caramelization adds depth of flavor to vegetables.
 32 | Slow cooking allows flavors to develop fully.
 33 | Mastering the grill takes practice and patience.
 34 | Caramelization adds depth of flavor to vegetables.
 35 | Slow cooking allows flavors to develop fully.
 36 | Homemade pasta has a texture that’s hard to beat.
 37 | Pastry chefs require a precise approach to baking.
 38 | Homemade pasta has a texture that’s hard to beat.
 39 | Food plating requires a sense of aesthetics.
 40 | Slow cooking allows flavors to develop fully.
 41 | Food plating requires a sense of aesthetics.
 42 | Pastry chefs require a precise approach to baking.
 43 | Caramelization adds depth of flavor to vegetables.
 44 | Meal prepping can save time during busy weeks.
 45 | Vegetarian dishes are becoming increasingly popular.
 46 | Vegetarian dishes are becoming increasingly popular.
 47 | Sushi rolling is an art form in Japanese cuisine.
 48 | Pastry chefs require a precise approach to baking.
 49 | Homemade pasta has a texture that’s hard to beat.
 50 | Mastering the grill takes practice and patience.
 51 | Vegetarian dishes are becoming increasingly popular.
 52 | Meal prepping can save time during busy weeks.
 53 | Fermentation is an ancient technique still used today.
 54 | Food plating requires a sense of aesthetics.
 55 | Food plating requires a sense of aesthetics.
 56 | Pastry chefs require a precise approach to baking.
 57 | Fermentation is an ancient technique still used today.
 58 | Slow cooking allows flavors to develop fully.
 59 | Pastry chefs require a precise approach to baking.
 60 | Mastering the grill takes practice and patience.
 61 | Mastering the grill takes practice and patience.
 62 | Caramelization adds depth of flavor to vegetables.
 63 | Homemade pasta has a texture that’s hard to beat.
 64 | Mastering the grill takes practice and patience.
 65 | Homemade pasta has a texture that’s hard to beat.
 66 | Food plating requires a sense of aesthetics.
 67 | Fermentation is an ancient technique still used today.
 68 | Pastry chefs require a precise approach to baking.
 69 | Mastering the grill takes practice and patience.
 70 | Vegetarian dishes are becoming increasingly popular.
 71 | Food plating requires a sense of aesthetics.
 72 | Meal prepping can save time during busy weeks.
 73 | Caramelization adds depth of flavor to vegetables.
 74 | Sushi rolling is an art form in Japanese cuisine.
 75 | Pastry chefs require a precise approach to baking.
 76 | Vegetarian dishes are becoming increasingly popular.
 77 | Pastry chefs require a precise approach to baking.
 78 | Meal prepping can save time during busy weeks.
 79 | Mastering the grill takes practice and patience.
 80 | Vegetarian dishes are becoming increasingly popular.
 81 | Slow cooking allows flavors to develop fully.
 82 | Meal prepping can save time during busy weeks.
 83 | Slow cooking allows flavors to develop fully.
 84 | Vegetarian dishes are becoming increasingly popular.
 85 | Food plating requires a sense of aesthetics.
 86 | Vegetarian dishes are becoming increasingly popular.
 87 | Sushi rolling is an art form in Japanese cuisine.
 88 | Food plating requires a sense of aesthetics.
 89 | Vegetarian dishes are becoming increasingly popular.
 90 | Mastering the grill takes practice and patience.
 91 | Homemade pasta has a texture that’s hard to beat.
 92 | Sushi rolling is an art form in Japanese cuisine.
 93 | Vegetarian dishes are becoming increasingly popular.
 94 | Vegetarian dishes are becoming increasingly popular.
 95 | Mastering the grill takes practice and patience.
 96 | Sushi rolling is an art form in Japanese cuisine.
 97 | Fermentation is an ancient technique still used today.
 98 | Mastering the grill takes practice and patience.
 99 | Homemade pasta has a texture that’s hard to beat.
100 | Caramelization adds depth of flavor to vegetables.
101 | Sushi rolling is an art form in Japanese cuisine.
102 | Fermentation is an ancient technique still used today.
103 | Caramelization adds depth of flavor to vegetables.
104 | Mastering the grill takes practice and patience.
105 | Vegetarian dishes are becoming increasingly popular.
106 | Vegetarian dishes are becoming increasingly popular.
107 | Fermentation is an ancient technique still used today.
108 | Caramelization adds depth of flavor to vegetables.
109 | Fermentation is an ancient technique still used today.
110 | Mastering the grill takes practice and patience.
111 | Sushi rolling is an art form in Japanese cuisine.
112 | Caramelization adds depth of flavor to vegetables.
113 | Vegetarian dishes are becoming increasingly popular.
114 | Homemade pasta has a texture that’s hard to beat.
115 | Vegetarian dishes are becoming increasingly popular.
116 | Sushi rolling is an art form in Japanese cuisine.
117 | Meal prepping can save time during busy weeks.
118 | Homemade pasta has a texture that’s hard to beat.
119 | Pastry chefs require a precise approach to baking.
120 | Caramelization adds depth of flavor to vegetables.
121 | Mastering the grill takes practice and patience.
122 | Caramelization adds depth of flavor to vegetables.
123 | Food plating requires a sense of aesthetics.
124 | Meal prepping can save time during busy weeks.
125 | Meal prepping can save time during busy weeks.
126 | Fermentation is an ancient technique still used today.
127 | Fermentation is an ancient technique still used today.
128 | Caramelization adds depth of flavor to vegetables.
129 | Pastry chefs require a precise approach to baking.
130 | Pastry chefs require a precise approach to baking.
131 | Caramelization adds depth of flavor to vegetables.
132 | Caramelization adds depth of flavor to vegetables.
133 | Vegetarian dishes are becoming increasingly popular.
134 | Slow cooking allows flavors to develop fully.
135 | Caramelization adds depth of flavor to vegetables.
136 | Homemade pasta has a texture that’s hard to beat.
137 | Sushi rolling is an art form in Japanese cuisine.
138 | Mastering the grill takes practice and patience.
139 | Caramelization adds depth of flavor to vegetables.
140 | Food plating requires a sense of aesthetics.
141 | Slow cooking allows flavors to develop fully.
142 | Meal prepping can save time during busy weeks.
143 | Fermentation is an ancient technique still used today.
144 | Meal prepping can save time during busy weeks.
145 | Homemade pasta has a texture that’s hard to beat.
146 | Meal prepping can save time during busy weeks.
147 | Mastering the grill takes practice and patience.
148 | Caramelization adds depth of flavor to vegetables.
149 | Mastering the grill takes practice and patience.
150 | Fermentation is an ancient technique still used today.
151 | Homemade pasta has a texture that’s hard to beat.
152 | Mastering the grill takes practice and patience.
153 | Vegetarian dishes are becoming increasingly popular.
154 | Slow cooking allows flavors to develop fully.
155 | Sushi rolling is an art form in Japanese cuisine.
156 | Meal prepping can save time during busy weeks.
157 | Pastry chefs require a precise approach to baking.
158 | Homemade pasta has a texture that’s hard to beat.
159 | Fermentation is an ancient technique still used today.
160 | Mastering the grill takes practice and patience.
161 | Slow cooking allows flavors to develop fully.
162 | Pastry chefs require a precise approach to baking.
163 | Mastering the grill takes practice and patience.
164 | Caramelization adds depth of flavor to vegetables.
165 | Vegetarian dishes are becoming increasingly popular.
166 | Vegetarian dishes are becoming increasingly popular.
167 | Caramelization adds depth of flavor to vegetables.
168 | Sushi rolling is an art form in Japanese cuisine.
169 | Vegetarian dishes are becoming increasingly popular.
170 | Slow cooking allows flavors to develop fully.
171 | Food plating requires a sense of aesthetics.
172 | Slow cooking allows flavors to develop fully.
173 | Food plating requires a sense of aesthetics.
174 | Vegetarian dishes are becoming increasingly popular.
175 | Caramelization adds depth of flavor to vegetables.
176 | Slow cooking allows flavors to develop fully.
177 | Pastry chefs require a precise approach to baking.
178 | Meal prepping can save time during busy weeks.
179 | Mastering the grill takes practice and patience.
180 | Caramelization adds depth of flavor to vegetables.
181 | Mastering the grill takes practice and patience.
182 | Sushi rolling is an art form in Japanese cuisine.
183 | Food plating requires a sense of aesthetics.
184 | Slow cooking allows flavors to develop fully.
185 | Fermentation is an ancient technique still used today.
186 | Meal prepping can save time during busy weeks.
187 | Pastry chefs require a precise approach to baking.
188 | Caramelization adds depth of flavor to vegetables.
189 | Sushi rolling is an art form in Japanese cuisine.
190 | Meal prepping can save time during busy weeks.
191 | Mastering the grill takes practice and patience.
192 | Vegetarian dishes are becoming increasingly popular.
193 | Fermentation is an ancient technique still used today.
194 | Food plating requires a sense of aesthetics.
195 | Food plating requires a sense of aesthetics.
196 | Sushi rolling is an art form in Japanese cuisine.
197 | Vegetarian dishes are becoming increasingly popular.
198 | Homemade pasta has a texture that’s hard to beat.
199 | Slow cooking allows flavors to develop fully.
200 | Slow cooking allows flavors to develop fully.
201 | Mastering the grill takes practice and patience.
202 | 
203 | 


--------------------------------------------------------------------------------
/embedding_files_test/embedding_content_99999.txt:
--------------------------------------------------------------------------------
  1 | --- PETS ---
  2 | Turtles can live for many decades with proper care.
  3 | Turtles can live for many decades with proper care.
  4 | Rabbits thrive on a diet rich in hay.
  5 | Turtles can live for many decades with proper care.
  6 | Ferrets are playful animals that enjoy interacting with humans.
  7 | Cats love scratching posts that mimic trees.
  8 | Rabbits thrive on a diet rich in hay.
  9 | Parrots can mimic human speech quite accurately.
 10 | Turtles can live for many decades with proper care.
 11 | Rabbits thrive on a diet rich in hay.
 12 | Fish are popular pets for small apartments.
 13 | Parrots can mimic human speech quite accurately.
 14 | Guinea pigs make a series of interesting vocalizations.
 15 | Turtles can live for many decades with proper care.
 16 | Cats love scratching posts that mimic trees.
 17 | Ferrets are playful animals that enjoy interacting with humans.
 18 | Turtles can live for many decades with proper care.
 19 | Horses require a large amount of outdoor space.
 20 | Parrots can mimic human speech quite accurately.
 21 | Rabbits thrive on a diet rich in hay.
 22 | Cats love scratching posts that mimic trees.
 23 | Turtles can live for many decades with proper care.
 24 | Snakes can be intriguing, though somewhat unconventional pets.
 25 | Dogs often bark to express their feelings.
 26 | Horses require a large amount of outdoor space.
 27 | Cats love scratching posts that mimic trees.
 28 | Parrots can mimic human speech quite accurately.
 29 | Cats love scratching posts that mimic trees.
 30 | Turtles can live for many decades with proper care.
 31 | Cats love scratching posts that mimic trees.
 32 | Rabbits thrive on a diet rich in hay.
 33 | Guinea pigs make a series of interesting vocalizations.
 34 | Turtles can live for many decades with proper care.
 35 | Guinea pigs make a series of interesting vocalizations.
 36 | Fish are popular pets for small apartments.
 37 | Snakes can be intriguing, though somewhat unconventional pets.
 38 | Parrots can mimic human speech quite accurately.
 39 | Rabbits thrive on a diet rich in hay.
 40 | Snakes can be intriguing, though somewhat unconventional pets.
 41 | Snakes can be intriguing, though somewhat unconventional pets.
 42 | Turtles can live for many decades with proper care.
 43 | Cats love scratching posts that mimic trees.
 44 | Snakes can be intriguing, though somewhat unconventional pets.
 45 | Parrots can mimic human speech quite accurately.
 46 | Ferrets are playful animals that enjoy interacting with humans.
 47 | Snakes can be intriguing, though somewhat unconventional pets.
 48 | Guinea pigs make a series of interesting vocalizations.
 49 | Cats love scratching posts that mimic trees.
 50 | Dogs often bark to express their feelings.
 51 | Turtles can live for many decades with proper care.
 52 | Dogs often bark to express their feelings.
 53 | Parrots can mimic human speech quite accurately.
 54 | Horses require a large amount of outdoor space.
 55 | Guinea pigs make a series of interesting vocalizations.
 56 | Cats love scratching posts that mimic trees.
 57 | Cats love scratching posts that mimic trees.
 58 | Turtles can live for many decades with proper care.
 59 | Rabbits thrive on a diet rich in hay.
 60 | Rabbits thrive on a diet rich in hay.
 61 | Snakes can be intriguing, though somewhat unconventional pets.
 62 | Rabbits thrive on a diet rich in hay.
 63 | Turtles can live for many decades with proper care.
 64 | Ferrets are playful animals that enjoy interacting with humans.
 65 | Cats love scratching posts that mimic trees.
 66 | Cats love scratching posts that mimic trees.
 67 | Parrots can mimic human speech quite accurately.
 68 | Dogs often bark to express their feelings.
 69 | Dogs often bark to express their feelings.
 70 | Cats love scratching posts that mimic trees.
 71 | Horses require a large amount of outdoor space.
 72 | Horses require a large amount of outdoor space.
 73 | Rabbits thrive on a diet rich in hay.
 74 | Ferrets are playful animals that enjoy interacting with humans.
 75 | Cats love scratching posts that mimic trees.
 76 | Snakes can be intriguing, though somewhat unconventional pets.
 77 | Snakes can be intriguing, though somewhat unconventional pets.
 78 | Cats love scratching posts that mimic trees.
 79 | Cats love scratching posts that mimic trees.
 80 | Fish are popular pets for small apartments.
 81 | Snakes can be intriguing, though somewhat unconventional pets.
 82 | Guinea pigs make a series of interesting vocalizations.
 83 | Snakes can be intriguing, though somewhat unconventional pets.
 84 | Horses require a large amount of outdoor space.
 85 | Horses require a large amount of outdoor space.
 86 | Ferrets are playful animals that enjoy interacting with humans.
 87 | Dogs often bark to express their feelings.
 88 | Snakes can be intriguing, though somewhat unconventional pets.
 89 | Parrots can mimic human speech quite accurately.
 90 | Dogs often bark to express their feelings.
 91 | Fish are popular pets for small apartments.
 92 | Rabbits thrive on a diet rich in hay.
 93 | Cats love scratching posts that mimic trees.
 94 | Guinea pigs make a series of interesting vocalizations.
 95 | Guinea pigs make a series of interesting vocalizations.
 96 | Horses require a large amount of outdoor space.
 97 | Turtles can live for many decades with proper care.
 98 | Ferrets are playful animals that enjoy interacting with humans.
 99 | Dogs often bark to express their feelings.
100 | Fish are popular pets for small apartments.
101 | Fish are popular pets for small apartments.
102 | Cats love scratching posts that mimic trees.
103 | Horses require a large amount of outdoor space.
104 | Fish are popular pets for small apartments.
105 | Cats love scratching posts that mimic trees.
106 | Horses require a large amount of outdoor space.
107 | Snakes can be intriguing, though somewhat unconventional pets.
108 | Fish are popular pets for small apartments.
109 | Cats love scratching posts that mimic trees.
110 | Fish are popular pets for small apartments.
111 | Dogs often bark to express their feelings.
112 | Cats love scratching posts that mimic trees.
113 | Rabbits thrive on a diet rich in hay.
114 | Rabbits thrive on a diet rich in hay.
115 | Cats love scratching posts that mimic trees.
116 | Dogs often bark to express their feelings.
117 | Snakes can be intriguing, though somewhat unconventional pets.
118 | Guinea pigs make a series of interesting vocalizations.
119 | Parrots can mimic human speech quite accurately.
120 | Ferrets are playful animals that enjoy interacting with humans.
121 | Cats love scratching posts that mimic trees.
122 | Turtles can live for many decades with proper care.
123 | Horses require a large amount of outdoor space.
124 | Turtles can live for many decades with proper care.
125 | Guinea pigs make a series of interesting vocalizations.
126 | Guinea pigs make a series of interesting vocalizations.
127 | Parrots can mimic human speech quite accurately.
128 | Snakes can be intriguing, though somewhat unconventional pets.
129 | Cats love scratching posts that mimic trees.
130 | Cats love scratching posts that mimic trees.
131 | Turtles can live for many decades with proper care.
132 | Turtles can live for many decades with proper care.
133 | Cats love scratching posts that mimic trees.
134 | Turtles can live for many decades with proper care.
135 | Cats love scratching posts that mimic trees.
136 | Ferrets are playful animals that enjoy interacting with humans.
137 | Rabbits thrive on a diet rich in hay.
138 | Snakes can be intriguing, though somewhat unconventional pets.
139 | Turtles can live for many decades with proper care.
140 | Snakes can be intriguing, though somewhat unconventional pets.
141 | Guinea pigs make a series of interesting vocalizations.
142 | Cats love scratching posts that mimic trees.
143 | Horses require a large amount of outdoor space.
144 | Snakes can be intriguing, though somewhat unconventional pets.
145 | Guinea pigs make a series of interesting vocalizations.
146 | Horses require a large amount of outdoor space.
147 | Snakes can be intriguing, though somewhat unconventional pets.
148 | Ferrets are playful animals that enjoy interacting with humans.
149 | Turtles can live for many decades with proper care.
150 | Dogs often bark to express their feelings.
151 | Snakes can be intriguing, though somewhat unconventional pets.
152 | Fish are popular pets for small apartments.
153 | Horses require a large amount of outdoor space.
154 | Cats love scratching posts that mimic trees.
155 | Parrots can mimic human speech quite accurately.
156 | Dogs often bark to express their feelings.
157 | Fish are popular pets for small apartments.
158 | Snakes can be intriguing, though somewhat unconventional pets.
159 | Cats love scratching posts that mimic trees.
160 | Guinea pigs make a series of interesting vocalizations.
161 | Fish are popular pets for small apartments.
162 | Guinea pigs make a series of interesting vocalizations.
163 | Parrots can mimic human speech quite accurately.
164 | Horses require a large amount of outdoor space.
165 | Snakes can be intriguing, though somewhat unconventional pets.
166 | Turtles can live for many decades with proper care.
167 | Guinea pigs make a series of interesting vocalizations.
168 | Ferrets are playful animals that enjoy interacting with humans.
169 | Ferrets are playful animals that enjoy interacting with humans.
170 | Snakes can be intriguing, though somewhat unconventional pets.
171 | Horses require a large amount of outdoor space.
172 | Rabbits thrive on a diet rich in hay.
173 | Horses require a large amount of outdoor space.
174 | Rabbits thrive on a diet rich in hay.
175 | Guinea pigs make a series of interesting vocalizations.
176 | Dogs often bark to express their feelings.
177 | Ferrets are playful animals that enjoy interacting with humans.
178 | Parrots can mimic human speech quite accurately.
179 | Dogs often bark to express their feelings.
180 | Parrots can mimic human speech quite accurately.
181 | Snakes can be intriguing, though somewhat unconventional pets.
182 | Fish are popular pets for small apartments.
183 | Fish are popular pets for small apartments.
184 | Fish are popular pets for small apartments.
185 | Snakes can be intriguing, though somewhat unconventional pets.
186 | Snakes can be intriguing, though somewhat unconventional pets.
187 | Guinea pigs make a series of interesting vocalizations.
188 | Rabbits thrive on a diet rich in hay.
189 | Horses require a large amount of outdoor space.
190 | Rabbits thrive on a diet rich in hay.
191 | Cats love scratching posts that mimic trees.
192 | Snakes can be intriguing, though somewhat unconventional pets.
193 | Ferrets are playful animals that enjoy interacting with humans.
194 | Fish are popular pets for small apartments.
195 | Rabbits thrive on a diet rich in hay.
196 | Turtles can live for many decades with proper care.
197 | Dogs often bark to express their feelings.
198 | Ferrets are playful animals that enjoy interacting with humans.
199 | Ferrets are playful animals that enjoy interacting with humans.
200 | Ferrets are playful animals that enjoy interacting with humans.
201 | Rabbits thrive on a diet rich in hay.
202 | 
203 | 


--------------------------------------------------------------------------------
/generate_test_files.py:
--------------------------------------------------------------------------------
 1 | import random
 2 | import os
 3 | 
 4 | def generate_sentences(theme, example_sentences, num_sentences):
 5 |     sentences = random.choices(example_sentences, k=num_sentences)  # Randomly pick with replacement
 6 |     return sentences
 7 | 
 8 | def write_to_file(filename, themes, num_sentences_per_theme):
 9 |     with open(filename, 'w', encoding='utf-8') as file:
10 |         # choose a random theme and generate sentences for it
11 |         theme = random.choice(list(themes.keys()))
12 |         example_sentences = themes[theme]
13 |         file.write(f"--- {theme.upper()} ---\n")
14 |         sentences = generate_sentences(theme, example_sentences, num_sentences_per_theme)
15 |         file.write('\n'.join(sentences) + '\n\n')
16 | 
17 | def create_files(num_files, num_sentences_per_theme):
18 |     themes = {
19 |         'pets': [
20 |             "Dogs often bark to express their feelings.",
21 |             "Cats love scratching posts that mimic trees.",
22 |             "Fish are popular pets for small apartments.",
23 |             "Parrots can mimic human speech quite accurately.",
24 |             "Horses require a large amount of outdoor space.",
25 |             "Rabbits thrive on a diet rich in hay.",
26 |             "Guinea pigs make a series of interesting vocalizations.",
27 |             "Turtles can live for many decades with proper care.",
28 |             "Snakes can be intriguing, though somewhat unconventional pets.",
29 |             "Ferrets are playful animals that enjoy interacting with humans."
30 |             # Add more actual sentences if needed
31 |         ],
32 |         'technology': [
33 |             "Augmented reality offers interactive experiences.",
34 |             "Blockchain could revolutionize digital transactions.",
35 |             "3D printing enables rapid prototyping of designs.",
36 |             "Renewable energy tech is crucial for sustainability.",
37 |             "Big data analysis helps uncover hidden patterns.",
38 |             "Drones provide a new perspective for photographers.",
39 |             "Self-driving cars are changing the automotive industry.",
40 |             "Smart homes integrate technology for convenience.",
41 |             "Quantum computing promises unprecedented processing power.",
42 |             "Machine learning algorithms improve over time."
43 |             # Add more actual sentences if needed
44 |         ],
45 |         'travel': [
46 |             "Budget travel requires careful planning and research.",
47 |             "Cruise ships offer all-inclusive vacation experiences.",
48 |             "Solo travel can be a rewarding challenge.",
49 |             "Eco-tourism promotes sustainable travel practices.",
50 |             "Historical sites attract visitors with an interest in the past.",
51 |             "Local cuisine is a highlight of any trip.",
52 |             "Travel bloggers often share tips and guides online.",
53 |             "Language barriers can be overcome with technology.",
54 |             "Packing light simplifies airport experiences.",
55 |             "Off-season travel can offer significant savings."
56 |             # Add more actual sentences if needed
57 |         ],
58 |         'cooking': [
59 |             "Vegetarian dishes are becoming increasingly popular.",
60 |             "Mastering the grill takes practice and patience.",
61 |             "Pastry chefs require a precise approach to baking.",
62 |             "Homemade pasta has a texture that’s hard to beat.",
63 |             "Caramelization adds depth of flavor to vegetables.",
64 |             "Meal prepping can save time during busy weeks.",
65 |             "Sushi rolling is an art form in Japanese cuisine.",
66 |             "Food plating requires a sense of aesthetics.",
67 |             "Slow cooking allows flavors to develop fully.",
68 |             "Fermentation is an ancient technique still used today."
69 |             # Add more actual sentences if needed
70 |         ]
71 |         # Add more themes and sentences as needed
72 |     }
73 | 
74 |     # Ensure the output directory exists
75 |     output_directory = "embedding_files"
76 |     os.makedirs(output_directory, exist_ok=True)
77 | 
78 |     # Generate and write to the specified number of files
79 |     for i in range(num_files):
80 |         filename = os.path.join(output_directory, f"embedding_content_{i+1}.txt")
81 |         write_to_file(filename, themes, num_sentences_per_theme)
82 |         print(f"Content generated and written to {filename}")
83 | 
84 | # Configurations
85 | num_files_to_create = 100000  # 100,000 files
86 | num_sentences_per_theme = 200  # 10 sentences per theme
87 | 
88 | # Call the function to create files
89 | create_files(num_files_to_create, num_sentences_per_theme)


--------------------------------------------------------------------------------
/query_embedding.ipynb:
--------------------------------------------------------------------------------
  1 | {
  2 |  "cells": [
  3 |   {
  4 |    "cell_type": "code",
  5 |    "execution_count": null,
  6 |    "metadata": {},
  7 |    "outputs": [],
  8 |    "source": [
  9 |     "%pip install lancedb\n",
 10 |     "%pip install pandas\n",
 11 |     "%pip install pyarrow"
 12 |    ]
 13 |   },
 14 |   {
 15 |    "cell_type": "code",
 16 |    "execution_count": null,
 17 |    "metadata": {},
 18 |    "outputs": [],
 19 |    "source": [
 20 |     "import lancedb\n",
 21 |     "import pandas as pd\n",
 22 |     "import pyarrow as pa\n",
 23 |     "\n",
 24 |     "uri = \"data/vecdb1\"\n",
 25 |     "db = lancedb.connect(uri)"
 26 |    ]
 27 |   },
 28 |   {
 29 |    "cell_type": "code",
 30 |    "execution_count": null,
 31 |    "metadata": {},
 32 |    "outputs": [],
 33 |    "source": [
 34 |     "print(db.table_names())\n",
 35 |     "tbl = db.open_table(\"vectors_table_1\")"
 36 |    ]
 37 |   },
 38 |   {
 39 |    "cell_type": "code",
 40 |    "execution_count": null,
 41 |    "metadata": {},
 42 |    "outputs": [],
 43 |    "source": [
 44 |     "tbl.count_rows()"
 45 |    ]
 46 |   },
 47 |   {
 48 |    "cell_type": "code",
 49 |    "execution_count": null,
 50 |    "metadata": {},
 51 |    "outputs": [],
 52 |    "source": [
 53 |     "tbl.search(None).select([\"filename\"]).to_pandas()"
 54 |    ]
 55 |   },
 56 |   {
 57 |    "cell_type": "code",
 58 |    "execution_count": null,
 59 |    "metadata": {},
 60 |    "outputs": [],
 61 |    "source": [
 62 |     "%pip install sentence_transformers"
 63 |    ]
 64 |   },
 65 |   {
 66 |    "cell_type": "code",
 67 |    "execution_count": null,
 68 |    "metadata": {},
 69 |    "outputs": [],
 70 |    "source": [
 71 |     "from sentence_transformers import SentenceTransformer\n",
 72 |     "model = SentenceTransformer(\"all-MiniLM-L6-v2\")\n",
 73 |     "\n",
 74 |     "# The sentences to encode\n",
 75 |     "sentences = [\n",
 76 |     "    \"I really like animals and especially dogs.\",\n",
 77 |     "    \"It's so sunny outside!\",\n",
 78 |     "]\n",
 79 |     "\n",
 80 |     "# 2. Calculate embeddings by calling model.encode()\n",
 81 |     "embeddings = model.encode(sentences, normalize_embeddings=True)\n",
 82 |     "print(embeddings.shape)"
 83 |    ]
 84 |   },
 85 |   {
 86 |    "cell_type": "code",
 87 |    "execution_count": null,
 88 |    "metadata": {},
 89 |    "outputs": [],
 90 |    "source": [
 91 |     "type(embeddings[0])"
 92 |    ]
 93 |   },
 94 |   {
 95 |    "cell_type": "code",
 96 |    "execution_count": null,
 97 |    "metadata": {},
 98 |    "outputs": [],
 99 |    "source": [
100 |     "tbl.search(embeddings[0]) \\\n",
101 |     "    .select([\"filename\"]) \\\n",
102 |     "    .limit(3).to_pandas()"
103 |    ]
104 |   },
105 |   {
106 |    "cell_type": "code",
107 |    "execution_count": null,
108 |    "metadata": {},
109 |    "outputs": [],
110 |    "source": [
111 |     "# read the content of this file: embedding_files/embedding_content_99996.txt\n",
112 |     "filename = \"embedding_files_test/embedding_content_99996.txt\"\n",
113 |     "with open(filename , \"r\") as f:\n",
114 |     "    content = f.read()\n",
115 |     "    print(content)\n"
116 |    ]
117 |   },
118 |   {
119 |    "cell_type": "code",
120 |    "execution_count": null,
121 |    "metadata": {},
122 |    "outputs": [],
123 |    "source": [
124 |     "filename = \"embedding_files/embedding_content_10350.txt\"\n",
125 |     "# count the number of words in the document without a counter\n",
126 |     "with open(filename , \"r\") as f:\n",
127 |     "    content = f.read()\n",
128 |     "    print(len(content.split()))"
129 |    ]
130 |   },
131 |   {
132 |    "cell_type": "code",
133 |    "execution_count": null,
134 |    "metadata": {},
135 |    "outputs": [],
136 |    "source": [
137 |     "len(Counter(tokens))"
138 |    ]
139 |   },
140 |   {
141 |    "cell_type": "code",
142 |    "execution_count": null,
143 |    "metadata": {},
144 |    "outputs": [],
145 |    "source": []
146 |   }
147 |  ],
148 |  "metadata": {
149 |   "kernelspec": {
150 |    "display_name": "py312",
151 |    "language": "python",
152 |    "name": "python3"
153 |   },
154 |   "language_info": {
155 |    "codemirror_mode": {
156 |     "name": "ipython",
157 |     "version": 3
158 |    },
159 |    "file_extension": ".py",
160 |    "mimetype": "text/x-python",
161 |    "name": "python",
162 |    "nbconvert_exporter": "python",
163 |    "pygments_lexer": "ipython3",
164 |    "version": "3.12.3"
165 |   }
166 |  },
167 |  "nbformat": 4,
168 |  "nbformat_minor": 2
169 | }
170 | 


--------------------------------------------------------------------------------
/src/main.rs:
--------------------------------------------------------------------------------
  1 | pub mod models;
  2 | pub mod storage;
  3 | use clap::Parser;
  4 | use models::bert::BertModelWrapper;
  5 | use rayon::prelude::*;
  6 | use std::fs::{self, File};
  7 | use std::io::{BufRead, BufReader};
  8 | use std::sync::mpsc::{Receiver, Sender};
  9 | use tokio::task::JoinHandle;
 10 | use tracing::{info, warn};
 11 | 
 12 | #[derive(Parser)]
 13 | #[command(author, version, about, long_about = None)]
 14 | pub struct Cli {
 15 |     #[clap(short, long)]
 16 |     input_directory: String,
 17 |     #[clap(short, long)]
 18 |     db_uri: String,
 19 | }
 20 | 
 21 | struct EmbeddingEntry {
 22 |     filename: String,
 23 |     embedding: Vec<f32>,
 24 | }
 25 | 
 26 | #[tokio::main]
 27 | async fn main() -> anyhow::Result<()> {
 28 |     init_tracing();
 29 |     let cli_args = Cli::parse();
 30 |     let ts_mark = std::time::Instant::now();
 31 | 
 32 |     // init the channel that sends data to the thread that writes embedding to the db
 33 |     let (sender, reciever) = std::sync::mpsc::channel::<EmbeddingEntry>();
 34 |     // start the task and get a handle to it
 35 |     let db_writer_task =
 36 |         init_db_writer_task(reciever, cli_args.db_uri.as_str(), "vectors_table_1", 100).await?;
 37 | 
 38 |     // list the files in the directory to be embedded
 39 |     let files_dir = fs::read_dir(cli_args.input_directory)?;
 40 | 
 41 |     let file_list = files_dir
 42 |         .into_iter()
 43 |         .map(|file| file.unwrap().path().to_str().unwrap().to_string())
 44 |         .collect::<Vec<String>>();
 45 |     // process the files in parallel
 46 |     file_list.par_iter().for_each(|filename| {
 47 |         if let Err(e) = process_text_file(sender.clone(), filename.as_str()) {
 48 |             warn!("Error processing file: {}: Error:{}", filename, e)
 49 |         }
 50 |     });
 51 | 
 52 |     drop(sender); // this will close the original channel
 53 |     info!("All files processed, waiting for write task to finish");
 54 |     db_writer_task.await?; // wait for the db writer task to finish before exiting
 55 |     info!(
 56 |         "{} files indexed in: {:?}",
 57 |         file_list.len(),
 58 |         ts_mark.elapsed()
 59 |     );
 60 |     Ok(())
 61 | }
 62 | 
 63 | // process a text file and send the embeddings to the channel
 64 | fn process_text_file(sender: Sender<EmbeddingEntry>, filename: &str) -> anyhow::Result<()> {
 65 |     let bert_model = models::bert::get_model_reference()?;
 66 |     info!("reading file: {}", filename);
 67 |     let text_chunks = read_file_in_chunks(filename, 256)?;
 68 |     let text_chunks: Vec<&str> = text_chunks.iter().map(AsRef::as_ref).collect();
 69 |     let file_vector = embed_multiple_sentences(&text_chunks, false, &bert_model)?;
 70 |     sender.send(EmbeddingEntry {
 71 |         filename: filename.to_string(),
 72 |         embedding: file_vector[0].clone(),
 73 |     })?;
 74 |     Ok(())
 75 | }
 76 | 
 77 | /// Initialize the task that writes the embeddings to the db
 78 | /// ## Arguments
 79 | /// * reciever: the channel that receives the embeddings
 80 | /// * db_uri: the uri of the db e.g. data/vecdb
 81 | /// * table_name: the name of the table to write the embeddings to
 82 | async fn init_db_writer_task(
 83 |     reciever: Receiver<EmbeddingEntry>,
 84 |     db_uri: &str,
 85 |     table_name: &str,
 86 |     buffer_size: usize,
 87 | ) -> anyhow::Result<JoinHandle<()>> {
 88 |     let db = storage::VecDB::connect(db_uri, table_name).await?;
 89 |     let task_handle = tokio::spawn(async move {
 90 |         let mut embeddings_buffer = Vec::new();
 91 |         while let Ok(embedding) = reciever.recv() {
 92 |             embeddings_buffer.push(embedding);
 93 |             if embeddings_buffer.len() >= buffer_size {
 94 |                 let (keys, vectors) = extract_keys_and_vectors(&embeddings_buffer);
 95 |                 db.add_vector(&keys, vectors, 384).await.unwrap();
 96 |                 embeddings_buffer.clear();
 97 |             }
 98 |         }
 99 |         if !embeddings_buffer.is_empty() {
100 |             let (keys, vectors) = extract_keys_and_vectors(&embeddings_buffer);
101 |             db.add_vector(&keys, vectors, 384).await.unwrap();
102 |         }
103 |     });
104 |     Ok(task_handle)
105 | }
106 | 
107 | fn extract_keys_and_vectors(embeddings_buffer: &[EmbeddingEntry]) -> (Vec<&str>, Vec<Vec<f32>>) {
108 |     embeddings_buffer
109 |         .iter()
110 |         .map(|entry| (entry.filename.as_str(), entry.embedding.clone()))
111 |         .unzip::<&str, Vec<f32>, Vec<&str>, Vec<Vec<f32>>>()
112 | }
113 | 
114 | fn embed_multiple_sentences(
115 |     sentences: &[&str],
116 |     apply_mean: bool,
117 |     bert_model: &BertModelWrapper,
118 | ) -> anyhow::Result<Vec<Vec<f32>>> {
119 |     let multiple_embeddings = bert_model.embed_sentences(sentences, apply_mean)?;
120 |     if apply_mean {
121 |         let multiple_embeddings = multiple_embeddings.to_vec1::<f32>()?;
122 |         Ok(vec![multiple_embeddings])
123 |     } else {
124 |         let multiple_embeddings = multiple_embeddings.to_vec2::<f32>()?;
125 |         Ok(multiple_embeddings)
126 |     }
127 | }
128 | 
129 | fn embed_sentence(sentence: &str, bert_model: &BertModelWrapper) -> anyhow::Result<Vec<f32>> {
130 |     let embedding = bert_model.embed_sentence(sentence)?;
131 |     println!("embedding Tensor: {:?}", embedding);
132 |     // we squeeze the tensor to remove the batch dimension
133 |     let embedding = embedding.squeeze(0)?;
134 |     println!("embedding Tensor after squeeze: {:?}", embedding);
135 |     let embedding = embedding.to_vec1::<f32>().unwrap();
136 |     //println!("embedding Vec: {:?}", embedding);
137 |     Ok(embedding)
138 | }
139 | 
140 | fn init_tracing() {
141 |     if let Ok(level_filter) = tracing_subscriber::EnvFilter::try_from_env("LOG_LEVEL") {
142 |         tracing_subscriber::fmt()
143 |             .with_env_filter(level_filter)
144 |             .with_ansi(true)
145 |             .with_file(true)
146 |             .with_line_number(true)
147 |             .init();
148 |     } else {
149 |         println!("Failed to parse LOG_LEVEL env variable, using default log level: INFO");
150 |         tracing_subscriber::fmt()
151 |             .with_ansi(true)
152 |             .with_file(true)
153 |             .with_line_number(true)
154 |             .init();
155 |     }
156 | }
157 | 
158 | fn read_file_in_chunks(file_path: &str, chunk_size: usize) -> anyhow::Result<Vec<String>> {
159 |     let file = File::open(file_path).unwrap();
160 |     let reader = BufReader::new(file);
161 |     let mut sentences = Vec::new();
162 |     let mut text_buffer = String::new();
163 |     for text in reader.lines() {
164 |         let text = text?;
165 |         text_buffer.push_str(text.as_str());
166 |         let word_count = text_buffer.split_whitespace().count();
167 |         if word_count >= chunk_size {
168 |             sentences.push(text_buffer.clone());
169 |             text_buffer.clear();
170 |         }
171 |     }
172 |     if !text_buffer.is_empty() {
173 |         sentences.push(text_buffer.clone());
174 |     }
175 |     Ok(sentences)
176 | }
177 | 
178 | // test the entire flow with files in embedding_files_test folder end-to-end
179 | #[cfg(test)]
180 | mod tests {
181 |     use arrow_array::StringArray;
182 |     use super::*;
183 |     use crate::embed_sentence;
184 |     #[tokio::test]
185 |     async fn test_full_flow() {
186 |         let temp_folder = "temp_test_folder";
187 |         let temp_table = "temp_test_table";
188 |         fs::create_dir(temp_folder).unwrap();
189 |         let (test_sender, test_reciever) = std::sync::mpsc::channel::<EmbeddingEntry>();
190 |         let db_writer_task = init_db_writer_task(test_reciever, temp_folder, temp_table, 100)
191 |             .await
192 |             .unwrap();
193 |         let files_dir = fs::read_dir("embedding_files_test").unwrap();
194 |         let file_list = files_dir
195 |             .into_iter()
196 |             .map(|file| file.unwrap().path().to_str().unwrap().to_string())
197 |             .collect::<Vec<String>>();
198 |         // process the files in parallel
199 |         file_list.par_iter().for_each(|filename| {
200 |             if let Err(e) = process_text_file(test_sender.clone(), filename.as_str()) {
201 |                 panic!("Error processing file: {}: Error:{}", filename, e)
202 |             }
203 |         });
204 |         drop(test_sender); // this will close the original channel
205 |         db_writer_task.await.unwrap();
206 |         let db = storage::VecDB::connect(temp_folder, temp_table)
207 |             .await
208 |             .unwrap();
209 |         let bert_model = models::bert::get_model_reference().unwrap();
210 |         let animals_vector =
211 |             embed_sentence("I like all animals and especially dogs", &bert_model).unwrap();
212 |         let record_batch = db.find_similar(animals_vector, 1).await.unwrap();
213 |         let files_array = record_batch.column_by_name("filename").unwrap();
214 |         let files = files_array.as_any().downcast_ref::<StringArray>().unwrap();
215 |         let v = files.value(0);
216 |         assert_eq!(v, "embedding_files_test/embedding_content_99996.txt");
217 |         fs::remove_dir_all(temp_folder).unwrap();
218 |     }
219 | }
220 | 


--------------------------------------------------------------------------------
/src/models/bert.rs:
--------------------------------------------------------------------------------
  1 | use std::{cell::RefCell, rc::Rc};
  2 | 
  3 | use candle::{Device, Tensor};
  4 | use candle_nn::VarBuilder;
  5 | use candle_transformers::models::bert::{BertModel, Config, DTYPE};
  6 | use hf_hub::{api::sync::Api, Repo, RepoType};
  7 | use tokenizers::Tokenizer;
  8 | use tracing::{debug, info};
  9 | 
 10 | // constants for the model id and default revision
 11 | const EMB_MODEL_ID: &str = "sentence-transformers/all-MiniLM-L6-v2";
 12 | const EMB_MODEL_REV: &str = "refs/pr/21";
 13 | 
 14 | thread_local! {
 15 |     static BERT_MODEL: Rc<BertModelWrapper> =   {
 16 |         info!("Loading a model on thread: {:?}", std::thread::current().id());
 17 |         let model = BertModelWrapper::new(candle::Device::Cpu, EMB_MODEL_ID, EMB_MODEL_REV);
 18 |         match model {
 19 |             Ok(model) => Rc::new(model),
 20 |             Err(e) => {
 21 |                 panic!("Failed to load the model: {}", e);
 22 |             }
 23 |         }
 24 |     }
 25 | }
 26 | 
 27 | pub fn get_model_reference() -> anyhow::Result<Rc<BertModelWrapper>> {
 28 |     BERT_MODEL.with(|model| Ok(model.clone()))
 29 | }
 30 | 
 31 | pub struct BertModelWrapper {
 32 |     model: BertModel,
 33 |     tokenizer: Tokenizer,
 34 |     device: Device,
 35 | }
 36 | 
 37 | impl BertModelWrapper {
 38 |     pub fn new(device: Device, model_id: &str, revision: &str) -> anyhow::Result<Self> {
 39 |         let repo = Repo::with_revision(model_id.into(), RepoType::Model, revision.into());
 40 |         let api = Api::new()?;
 41 |         let api = api.repo(repo);
 42 |         let config_filename = api.get("config.json")?;
 43 |         let tokenizer_filename = api.get("tokenizer.json")?;
 44 |         let weights_filename = api.get("model.safetensors")?;
 45 |         // load the model config
 46 |         let config = std::fs::read_to_string(config_filename)?;
 47 |         let config: Config = serde_json::from_str(&config)?;
 48 |         // load the tokenizer
 49 |         let tokenizer = Tokenizer::from_file(tokenizer_filename).map_err(anyhow::Error::msg)?;
 50 |         // load the model
 51 |         let vb =
 52 |             unsafe { VarBuilder::from_mmaped_safetensors(&[weights_filename], DTYPE, &device)? };
 53 |         let model = BertModel::load(vb, &config)?;
 54 |         Ok(Self {
 55 |             model,
 56 |             tokenizer,
 57 |             device,
 58 |         })
 59 |     }
 60 | 
 61 |     pub fn embed_sentence(&self, sentence: &str) -> anyhow::Result<Tensor> {
 62 |         let tokens = self
 63 |             .tokenizer
 64 |             .encode(sentence, true)
 65 |             .map_err(anyhow::Error::msg)?;
 66 |         let token_ids = Tensor::new(tokens.get_ids(), &self.device)?.unsqueeze(0)?;
 67 |         let token_type_ids = token_ids.zeros_like()?;
 68 |         let start = std::time::Instant::now();
 69 |         let embeddings = self.model.forward(&token_ids, &token_type_ids)?;
 70 |         debug!("time taken for forward: {:?}", start.elapsed());
 71 |         debug!("embeddings: {:?}", embeddings);
 72 |         let embeddings = Self::apply_max_pooling(&embeddings)?;
 73 |         debug!("embeddings after pooling: {:?}", embeddings);
 74 |         let embeddings = Self::l2_normalize(&embeddings)?;
 75 |         Ok(embeddings)
 76 |     }
 77 | 
 78 |     pub fn embed_sentences(&self, sentences: &[&str], apply_mean: bool) -> anyhow::Result<Tensor> {
 79 |         let mut all_tokens = Vec::with_capacity(sentences.len());
 80 |         for sentence in sentences {
 81 |             let tokens = self
 82 |                 .tokenizer
 83 |                 .encode(*sentence, true)
 84 |                 .map_err(anyhow::Error::msg)?;
 85 |             all_tokens.push(tokens);
 86 |         }
 87 | 
 88 |         let batch_size = sentences.len();
 89 |         let max_length = all_tokens[0].get_ids().len(); // Assuming all are padded to the same length
 90 | 
 91 |         let mut token_ids = Vec::with_capacity(batch_size * max_length);
 92 |         let mut attention_mask = Vec::with_capacity(batch_size * max_length);
 93 | 
 94 |         for tokens in all_tokens {
 95 |             token_ids.extend_from_slice(tokens.get_ids());
 96 |             attention_mask.extend_from_slice(tokens.get_attention_mask());
 97 |         }
 98 | 
 99 |         let token_ids = Tensor::new(token_ids, &self.device)?.reshape((batch_size, max_length))?;
100 |         let token_type_ids = token_ids.zeros_like()?;
101 |         let embeddings = self.model.forward(&token_ids, &token_type_ids)?;
102 |         let embeddings = Self::apply_mean_pooling(&embeddings)?;
103 |         let embeddings = Self::l2_normalize(&embeddings)?;
104 |         if apply_mean {
105 |             let embeddings = Self::apply_mean_pooling(&embeddings)?;
106 |             Ok(embeddings)
107 |         } else {
108 |             Ok(embeddings)
109 |         }
110 |     }
111 | 
112 |     pub fn apply_max_pooling(embeddings: &Tensor) -> anyhow::Result<Tensor> {
113 |         Ok(embeddings.max(1)?)
114 |     }
115 | 
116 |     /// Apply mean pooling to the embeddings
117 |     /// The input tensor should either have the shape (n_sentences, n_tokens, hidden_size) or (n_tokens, hidden_size)
118 |     /// depending on whether the input is a batch of sentences or a single sentence
119 |     pub fn apply_mean_pooling(embeddings: &Tensor) -> anyhow::Result<Tensor> {
120 |         match embeddings.rank() {
121 |             3 => {
122 |                 let (_n_sentence, n_tokens, _hidden_size) = embeddings.dims3()?;
123 |                 (embeddings.sum(1)? / (n_tokens as f64)).map_err(anyhow::Error::msg)
124 |             }
125 |             2 => {
126 |                 let (n_tokens, _hidden_size) = embeddings.dims2()?;
127 |                 (embeddings.sum(0)? / (n_tokens as f64)).map_err(anyhow::Error::msg)
128 |             }
129 |             _ => anyhow::bail!("Unsupported tensor rank for mean pooling"),
130 |         }
131 |     }
132 | 
133 |     pub fn l2_normalize(embeddings: &Tensor) -> anyhow::Result<Tensor> {
134 |         let normalized = embeddings.broadcast_div(&embeddings.sqr()?.sum_keepdim(1)?.sqrt()?)?;
135 |         //info!("normalized embeddings: {:?}", normalized);
136 |         Ok(normalized)
137 |     }
138 | 
139 |     fn cosine_similarity(a: &Tensor, b: &Tensor) -> anyhow::Result<f64> {
140 |         let sum_ij = (a * b)?.sum_all()?.to_scalar::<f64>()?;
141 |         let sum_i2 = (a * a)?.sum_all()?.to_scalar::<f64>()?;
142 |         let sum_j2 = (b * b)?.sum_all()?.to_scalar::<f64>()?;
143 |         let cosine_similarity = sum_ij / (sum_i2 * sum_j2).sqrt();
144 |         Ok(cosine_similarity)
145 |     }
146 | }
147 | 
148 | #[cfg(test)]
149 | mod tests {
150 |     use super::*;
151 |     use crate::embed_multiple_sentences;
152 |     fn cosine_similarity_for_test(a: &Vec<f32>, b: &Vec<f32>) -> f32 {
153 |         if a.len() != b.len() {
154 |             panic!("Vectors must have the same length");
155 |         }
156 | 
157 |         let dot_product: f32 = a.iter().zip(b.iter()).map(|(&x, &y)| x * y).sum();
158 |         let magnitude_a: f32 = a.iter().map(|&x| x * x).sum::<f32>().sqrt();
159 |         let magnitude_b: f32 = b.iter().map(|&x| x * x).sum::<f32>().sqrt();
160 | 
161 |         dot_product / (magnitude_a * magnitude_b)
162 |     }
163 | 
164 |     #[test]
165 |     fn test_cosine_similarity() {
166 |         let a = Tensor::from_slice(&[1.0, 1.0, 2.0], (1, 3), &Device::Cpu).unwrap();
167 |         let b = Tensor::from_slice(&[1.0, 1.0, 3.0], (1, 3), &Device::Cpu).unwrap();
168 |         let c = Tensor::from_slice(&[2.0, 4.0, 5.0], (1, 3), &Device::Cpu).unwrap();
169 |         // we will test that a and b are closer than a and c or b and c
170 |         let similarity_ab = BertModelWrapper::cosine_similarity(&a, &b).unwrap();
171 |         let similarity_ac = BertModelWrapper::cosine_similarity(&a, &c).unwrap();
172 |         let similarity_bc = BertModelWrapper::cosine_similarity(&b, &c).unwrap();
173 |         // just print all results now
174 |         println!("similarity_ab: {}", similarity_ab);
175 |         println!("similarity_ac: {}", similarity_ac);
176 |         println!("similarity_bc: {}", similarity_bc);
177 | 
178 |         assert!(similarity_ab > similarity_ac);
179 |         assert!(similarity_ab > similarity_bc);
180 |     }
181 | 
182 |     #[test]
183 |     fn test_embed_multiple_sentences() {
184 |         let bert_model = get_model_reference().unwrap();
185 |         let sentences_1 = vec![
186 |             "My cat loves to nap in the sunlight",
187 |             "Whiskers is always chasing after the red laser dot",
188 |             "As a Siamese, my cat has a beautiful coat",
189 |         ];
190 | 
191 |         let sentences_2 = vec![
192 |             "My kitten enjoys playing with string",
193 |             "The little feline is quick to pounce on toys",
194 |             "Siamese kittens have striking blue eyes",
195 |         ];
196 | 
197 |         let sentences_3 = vec![
198 |             "The chef is preparing a gourmet meal tonight",
199 |             "Cooking requires precise timing and skill",
200 |             "Gourmet dishes often include exotic ingredients",
201 |         ];
202 |         // now we emebed and test the similarity
203 |         let embeddings_1 = embed_multiple_sentences(&sentences_1, true, &bert_model).unwrap();
204 |         let embeddings_2 = embed_multiple_sentences(&sentences_2, true, &bert_model).unwrap();
205 |         let embeddings_3 = embed_multiple_sentences(&sentences_3, true, &bert_model).unwrap();
206 |         // now we test the similarity between the embeddings
207 |         let similarity_12 = cosine_similarity_for_test(&embeddings_1[0], &embeddings_2[0]);
208 |         let similarity_13 = cosine_similarity_for_test(&embeddings_1[0], &embeddings_3[0]);
209 |         let similarity_23 = cosine_similarity_for_test(&embeddings_2[0], &embeddings_3[0]);
210 | 
211 |         println!("similarity_12: {}", similarity_12);
212 |         println!("similarity_13: {}", similarity_13);
213 |         println!("similarity_23: {}", similarity_23);
214 |         assert!(similarity_12 > similarity_13);
215 |         assert!(similarity_12 > similarity_23);
216 |     }
217 | }
218 | 


--------------------------------------------------------------------------------
/src/models/mod.rs:
--------------------------------------------------------------------------------
1 | pub mod bert;
2 | 


--------------------------------------------------------------------------------
/src/storage/mod.rs:
--------------------------------------------------------------------------------
  1 | use std::sync::Arc;
  2 | 
  3 | use anyhow::Ok;
  4 | use arrow_array::{
  5 |     cast::AsArray, types::Float32Type, FixedSizeListArray, RecordBatch, RecordBatchIterator,
  6 |     StringArray,
  7 | };
  8 | use arrow_schema::ArrowError;
  9 | 
 10 | use lancedb::query::{ExecutableQuery, QueryBase};
 11 | 
 12 | use futures::TryStreamExt;
 13 | use lancedb::{
 14 |     arrow::arrow_schema::{DataType, Field, Schema},
 15 |     Table,
 16 | };
 17 | use tracing::warn;
 18 | 
 19 | pub struct VecDB {
 20 |     default_table: Table,
 21 | }
 22 | 
 23 | impl VecDB {
 24 |     pub async fn connect(db_path: &str, default_table: &str) -> anyhow::Result<Self> {
 25 |         let connection = lancedb::connect(db_path).execute().await?;
 26 |         let table_exists = connection
 27 |             .table_names()
 28 |             .execute()
 29 |             .await?
 30 |             .contains(&default_table.to_string());
 31 |         if !table_exists {
 32 |             warn!("Table {} does not exist, creating it", default_table);
 33 |             let schema = Self::get_default_schema();
 34 |             connection
 35 |                 .create_empty_table(default_table, schema)
 36 |                 .execute()
 37 |                 .await?;
 38 |         }
 39 |         let table = connection.open_table(default_table).execute().await?;
 40 |         Ok(Self {
 41 |             default_table: table,
 42 |         })
 43 |     }
 44 | 
 45 |     pub async fn find_similar(&self, vector: Vec<f32>, n: usize) -> anyhow::Result<RecordBatch> {
 46 |         let results = self
 47 |             .default_table
 48 |             .query()
 49 |             .nearest_to(vector)?
 50 |             .limit(n)
 51 |             .execute()
 52 |             .await?
 53 |             .try_collect::<Vec<_>>()
 54 |             .await?;
 55 | 
 56 |         println!("Got {} batches of results", results.len());
 57 |         let first = results.first().unwrap();
 58 |         Ok(first.clone())
 59 |     }
 60 | 
 61 |     /// Get the default schema for the VecDB
 62 |     pub fn get_default_schema() -> Arc<Schema> {
 63 |         Arc::new(Schema::new(vec![
 64 |             Field::new("filename", DataType::Utf8, false),
 65 |             Field::new(
 66 |                 "vector",
 67 |                 DataType::FixedSizeList(Arc::new(Field::new("item", DataType::Float32, true)), 384),
 68 |                 true,
 69 |             ),
 70 |         ]))
 71 |     }
 72 | 
 73 |     pub async fn add_vector(
 74 |         &self,
 75 |         filenames: &[&str],
 76 |         vectors: Vec<Vec<f32>>,
 77 |         vec_dim: i32,
 78 |     ) -> anyhow::Result<()> {
 79 |         let schema = self.default_table.schema().await?;
 80 |         let key_array = StringArray::from_iter_values(filenames);
 81 |         let vectors_array = FixedSizeListArray::from_iter_primitive::<Float32Type, _, _>(
 82 |             vectors
 83 |                 .into_iter()
 84 |                 .map(|v| Some(v.into_iter().map(|i| Some(i)))),
 85 |             vec_dim,
 86 |         );
 87 |         let batches = vec![Ok(RecordBatch::try_new(
 88 |             schema.clone(),
 89 |             vec![Arc::new(key_array), Arc::new(vectors_array)],
 90 |         )?)
 91 |         .map_err(|e| ArrowError::from_external_error(e.into()))];
 92 |         let batch_iterator = RecordBatchIterator::new(batches, schema);
 93 |         // Create a RecordBatch stream.
 94 |         let boxed_batches = Box::new(batch_iterator);
 95 |         // add them to the table
 96 |         self.default_table.add(boxed_batches).execute().await?;
 97 |         Ok(())
 98 |     }
 99 | }
100 | 


--------------------------------------------------------------------------------