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"windows-sys 0.48.0", +] + +[[package]] +name = "winreg" +version = "0.52.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "a277a57398d4bfa075df44f501a17cfdf8542d224f0d36095a2adc7aee4ef0a5" +dependencies = [ + "cfg-if", + "windows-sys 0.48.0", +] + +[[package]] +name = "xml5ever" +version = "0.17.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "4034e1d05af98b51ad7214527730626f019682d797ba38b51689212118d8e650" +dependencies = [ + "log", + "mac", + "markup5ever", +] + +[[package]] +name = "zerocopy" +version = "0.7.35" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1b9b4fd18abc82b8136838da5d50bae7bdea537c574d8dc1a34ed098d6c166f0" +dependencies = [ + "zerocopy-derive", +] + +[[package]] +name = "zerocopy-derive" +version = "0.7.35" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e" +dependencies = [ + "proc-macro2", + "quote", + "syn 2.0.68", +] + +[[package]] +name = "zeroize" +version = "1.8.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bec47e5bfd1bff0eeaf6d8b485cc1074891a197ab4225d504cb7a1ab88b02bf0" +checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde" diff --git a/Cargo.toml b/Cargo.toml index 04cf45f..5dea6a7 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -8,7 +8,22 @@ edition = "2021" [dependencies] chrono = "0.4.38" clap = { version = "4.5.8", features = ["derive"] } +dotenv = "0.15.0" +futures = "0.3.30" inquire = { version = "0.7.5", features = ["date"] } +langchain-rust = { version = "4.3.0", features = [ + "ollama", + "ollama-rs", + "postgres", +] } +serde_json = "1.0.118" +tokio = "1.38.0" +tokio-stream = "0.1.15" + +[features] +default = ["ollama", "postgres"] +ollama = ["langchain-rust/ollama"] +postgres = ["langchain-rust/postgres"] [profile.dev] debug = "line-tables-only" diff --git a/src/llm.rs b/src/llm.rs new file mode 100644 index 0000000..3f1920b --- /dev/null +++ b/src/llm.rs @@ -0,0 +1,110 @@ +use std::env; +use std::io::Write; + +use dotenv::dotenv; +use futures::StreamExt; +use langchain_rust::chain::{Chain, StuffDocumentBuilder}; +use langchain_rust::embedding::ollama::ollama_embedder::OllamaEmbedder; +use langchain_rust::language_models::llm::LLM; +use langchain_rust::llm::ollama::client::Ollama; +use langchain_rust::schemas::Document; +use langchain_rust::vectorstore::pgvector::{Store, StoreBuilder}; +use langchain_rust::vectorstore::VectorStore; +use langchain_rust::{add_documents, prompt_args, similarity_search}; +use tokio::io::{self, stdout, AsyncBufReadExt, AsyncWriteExt, BufReader}; + +pub async fn initialize_store() -> Store { + dotenv().ok(); + let database_url = env::var("DATABASE_URL").expect("DATABASE_URL must be set"); + let embedder_model = env::var("EMBEDDER_MODEL").expect("EMBEDDER_MODEL must be set"); + let embedder = OllamaEmbedder::default().with_model(embedder_model); + + StoreBuilder::new() + .embedder(embedder) + .pre_delete_collection(true) + .connection_url(&database_url) + .vector_dimensions(1024) + .build() + .await + .unwrap_or_else(|e| { + eprintln!("Error initializing store: {}", e); + std::process::exit(1); + }) +} + +pub fn initialize_ai() -> Ollama { + dotenv().ok(); + let llm_name = env::var("LLM_NAME").expect("LLM_NAME must be set"); + Ollama::default().with_model(llm_name) +} + +pub async fn store_documents(store: &Store, documents: Vec) { + match add_documents!(store, &documents).await { + Ok(_) => println!("Documents added successfully!"), + Err(e) => { + eprintln!("Error searching documents: {}", e); + } + } +} + +async fn similarity_search(store: &Store, search_input: &str, limit: usize) -> Vec { + match similarity_search!(store, search_input, limit).await { + Ok(data) => data.into_iter().map(|doc| doc.page_content).collect(), + Err(e) => { + eprintln!("Error searching documents: {}", e); + std::process::exit(1); + } + } +} + +pub async fn clean_add_to_db(store: &Store, ollama: &Ollama) { + let mut input = String::new(); + let mut reader = BufReader::new(io::stdin()); + print!( + "Please enter the text you want to add/ add multiple by separating them by semicolons: " + ); + std::io::stdout().flush().unwrap(); + + reader.read_line(&mut input).await.unwrap(); + let input = ollama.invoke("Please process the input so that it is ready to be converted into vectors. Clean and normalize the text, then return the output separated by semicolons:{input}").await.unwrap(); + + let list: Vec<&str> = input.split(';').collect(); + + let documents: Vec = list + .iter() + .map(|text| Document::new(text.trim().to_string())) + .collect(); + + store_documents(store, documents).await; + std::io::stdout().flush().unwrap(); +} + +pub async fn recommendation(store: &Store, ollama: Ollama) { + let mut input = String::new(); + print!("Please enter your relevant query: "); + std::io::stdout().flush().unwrap(); + let mut reader = BufReader::new(io::stdin()); + reader.read_line(&mut input).await.unwrap(); + let input = input.trim_end(); + let similar_documents = similarity_search(store, input, 5).await; + + let chain = StuffDocumentBuilder::new().llm(ollama).build().unwrap(); + let input = prompt_args! { + "input_documents"=>vec![ + Document::new(format!( + "\nQuestion: {}\nAnswer: {}\n", + "\"{input}\" which tasks match my requirements?", similar_documents.join(";") + )), + ], + "question"=>"Which of these task do you think I should do next?" + }; + let mut stream = chain.stream(input).await.unwrap(); + let mut sdout = stdout(); + while let Some(res) = stream.next().await { + let data = res.unwrap(); + sdout.write_all(data.content.as_bytes()).await.unwrap(); + sdout.flush().await.unwrap(); + } + sdout.write_all(b"\n").await.unwrap(); + sdout.flush().await.unwrap(); +} diff --git a/src/main.rs b/src/main.rs index e7a11a9..cee1b38 100644 --- a/src/main.rs +++ b/src/main.rs @@ -1,3 +1,31 @@ -fn main() { - println!("Hello, world!"); +mod llm; +use langchain_rust::schemas::Document; +use llm::{clean_add_to_db, recommendation}; + +#[tokio::main] +async fn main() { + let store = llm::initialize_store().await; + let model = llm::initialize_ai(); + + let tasks: Vec<&str> = vec![ + "Buy groceries", + "Clean the house", + "Pay bills", + "Attend meeting", + "Exercise", + "Read a book", + "Cook dinner", + "Call a friend", + "Water the plants", + "Walk the dog", + ]; + let task_documents: Vec = tasks + .iter() + .map(|text| Document::new(text.to_string())) + .collect(); + llm::store_documents(&store, task_documents).await; + + clean_add_to_db(&store, &model).await; + + recommendation(&store, model).await; }