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Vector Data Memory: Store text (from conversation or elsewhere) in a vector database and retrieves the most releveant blocks of text\n 6. Entity Memories: Using an LLM, it remembers details about specific entities\n You can also use multiple memories at one timee. E.g. Conversation memory + Entity memory to recall individuals\n Store the conversation in a conversational database (such as key-value store or SQL)\n4. Example Selectors\n\nIndexes\ncreate small chunks and index using embeddings, and retrival based on vector similarity\n1. Document Loaders\n2. Text Splitters\n3. Vector Stores\n 1. Embedding captures semantic meaning\n 2. Text with similar content will have similar vectors\n4. Retrievers\n\nChains\n1. Prompt+LLM+Ouput parsing\n2. As building blocks for longer chains\n 1. Sequential Chain\n 2. Routher Chain\n3. Application Specific chains\n4. Question and Answering: \n * Stuffing is the simplest method, you simply stuff all data into the prompt as context to pass to the LLM, Drawback is the LLMs have a context length and for large documents this will not work as it will result in a prompt larger than the context length.\n * Map_reduce, checks->each map to 1 llm -> join into one LLM -> final answer\n * Refine, Iterative incrase\n * Map_rerank, select highest call\n5. Evaluation\n 1. Manual\n 2. LLM assited\n 3. Turn on langchain debug to True\n\nAgents\n1. Agent Types\n 1. Algorithms for getting LLMs to use tools\n2. Agent Toolkits:\n 1. Agents armed with specific tools for a specific application\n\n","id":"https://cometyang.github.io/machinelearning/note-06-02-2023-langchain/","title":"Notes on DeepLearning.AI's course"},"https://cometyang.github.io/notes/":{"body":"","id":"https://cometyang.github.io/notes/","title":"Notes"},"https://cometyang.github.io/notes/note-0816-2022-zola/":{"body":"The info to deploy zola generated static website on github pages\nlink\n","id":"https://cometyang.github.io/notes/note-0816-2022-zola/","title":"Publish Zola pages on github"},"https://cometyang.github.io/notes/note-0816-2022/":{"body":"This is an example note\ndef func():\n return None\n\nremove gpg sign from git\n[commit]\n gpgsign = false\n\n","id":"https://cometyang.github.io/notes/note-0816-2022/","title":"Testing Zola"},"https://cometyang.github.io/rustling/":{"body":"","id":"https://cometyang.github.io/rustling/","title":"Rustling"},"https://cometyang.github.io/rustling/note-0823-2022-rust/":{"body":"For array declaration\nlet a = [5;100] // an array length is 100\n\nFor slice\nlet a = [1,2,3,4,5]\n\nlet aslice=&a[1..=3] // [2,3,4]\n\nFor tuple index\nlet numbers = (1,2,3)\nlet second = numbers.1 // the second element in tutple, 2\n\nFor vector\nlet a = [10,20,30,40]\nlet v = vec![10,20,30,40]\nlet nv = Vec::new()\n\nor \nlet mut v = Vec::new();\nv.push(10);\nv.push(20);\nv.push(30);\nv.push(40);\n\nmuliply a vector by 2\nfn vec_loop(mut v: Vec<i32>) -> Vec<i32> {\n for i in v.iter_mut() {\n // TODO: Fill this up so that each element in the Vec `v` is\n // multiplied by 2.\n (*i)*=2\n }\n\n // At this point, `v` should be equal to [4, 8, 12, 16, 20].\n v\n}\n\nfn vec_map(v: &Vec<i32>) -> Vec<i32> {\n v.iter().map(|num| {\n // TODO: Do the same thing as above - but instead of mutating the\n // Vec, you can just return the new number!\n num*2\n }).collect()\n}\n\nMove semantics\nfn main() {\n let vec0 = Vec::new();\n\n let mut vec1 = fill_vec(vec0); // add mut to make vec0 move to vec1\n\n println!(\"{} has length {} content `{:?}`\", \"vec1\", vec1.len(), vec1);\n \n vec1.push(88);\n\n println!(\"{} has length {} content `{:?}`\", \"vec1\", vec1.len(), vec1);\n}\n\nfn fill_vec(vec: Vec<i32>) -> Vec<i32> {\n let mut vec = vec;\n\n vec.push(22);\n vec.push(44);\n vec.push(66);\n\n vec\n}\n\n\nmove_semantics2 solution from this gist link\n/// given this uncompilable code\npub fn main() {\n let vec0 = Vec::new();\n\n let mut vec1 = fill_vec(vec0);\n\n // Do not change the following line!\n println!(\"{} has length {} content `{:?}`\", \"vec0\", vec0.len(), vec0);\n\n vec1.push(88);\n\n println!(\"{} has length {} content `{:?}`\", \"vec1\", vec1.len(), vec1);\n\n}\n\nfn fill_vec(vec: Vec<i32>) -> Vec<i32> {\n let mut vec = vec;\n\n vec.push(22);\n vec.push(44);\n vec.push(66);\n\n vec\n}\n\n\n\n\n/// the solutions are:\n\n\n/// make another Vec to use in fill_vec\npub fn main() {\n let vec0 : Vec<i32> = Vec::new();\n let vec2 = Vec::new();\n\n let mut vec1 = fill_vec(vec2);\n\n // Do not change the following line!\n println!(\"{} has length {} content `{:?}`\", \"vec0\", vec0.len(), vec0);\n\n vec1.push(88);\n\n println!(\"{} has length {} content `{:?}`\", \"vec1\", vec1.len(), vec1);\n\n}\n\nfn fill_vec(vec: Vec<i32>) -> Vec<i32> {\n let mut vec = vec;\n\n vec.push(22);\n vec.push(44);\n vec.push(66);\n\n vec\n}\n\n\n/// borrowing mutably\npub fn main() {\n let mut vec0 = Vec::new();\n\n fill_vec(&mut vec0);\n\n // Do not change the following line!\n println!(\"{} has length {} content `{:?}`\", \"vec0\", vec0.len(), vec0);\n\n\n}\n\nfn fill_vec(vec: &mut Vec<i32>) -> Vec<i32> {\n vec.push(22);\n vec.push(44);\n vec.push(66);\n\n vec.to_vec()\n}\n\n\n// simply borrowing\npub fn main() {\n let vec0 = Vec::new();\n\n let mut vec1 = fill_vec(&vec0);\n\n // Do not change the following line!\n println!(\"{} has length {} content `{:?}`\", \"vec0\", vec0.len(), vec0);\n\n vec1.push(88);\n\n println!(\"{} has length {} content `{:?}`\", \"vec1\", vec1.len(), vec1);\n\n}\n\nfn fill_vec(vec:& Vec<i32>) -> Vec<i32> {\n let mut vec = vec.clone();\n\n vec.push(22);\n vec.push(44);\n vec.push(66);\n\n vec\n}\n\n// soluton 4\nfn main() {\n let mut vec0 = Vec::new();\n\n fill_vec(&mut vec0);\n let mut vec1 = vec0.clone();\n\n // Do not change the following line!\n println!(\"{} has length {} content `{:?}`\", \"vec0\", vec0.len(), vec0);\n\n vec1.push(88);\n\n println!(\"{} has length {} content `{:?}`\", \"vec1\", vec1.len(), vec1);\n}\n\nfn fill_vec(vec: &mut Vec<i32>) {\n vec.push(22);\n vec.push(44);\n vec.push(66);\n}\n\n\n","id":"https://cometyang.github.io/rustling/note-0823-2022-rust/","title":"Rustling notes"},"https://cometyang.github.io/rustling/note-0824-2022-rust-enum/":{"body":"Rust can use Enum to represent Rich Data Structure. (code example from Programming Rust.)\n\nenum Json {\n Null,\n Boolean(bool),\n Number(f64),\n String(String),\n Array(Vec<Json>),\n Object(Box<HashMap<String, Json>>),\n}\n\n\nSolution for enums3.rs\nenum Message {\n // TODO: implement the message variant types based on their usage below\n Echo(String),\n ChangeColor((u8, u8, u8)),\n Move(Point),\n Quit,\n}\n\nstruct Point {\n x: u8,\n y: u8,\n}\n\nstruct State {\n color: (u8, u8, u8),\n position: Point,\n quit: bool,\n}\n\nimpl State {\n fn change_color(&mut self, color: (u8, u8, u8)) {\n self.color = color;\n }\n\n fn quit(&mut self) {\n self.quit = true;\n }\n\n fn echo(&self, s: String) {\n println!(\"{}\", s);\n }\n\n fn move_position(&mut self, p: Point) {\n self.position = p;\n }\n\n fn process(&mut self, message: Message) {\n // TODO: create a match expression to process the different message variants\n match message {\n Message::ChangeColor(color) => self.change_color(color),\n Message::Quit => self.quit(),\n Message::Echo(words) => self.echo(words),\n Message::Move(point) => self.move_position(point),\n }\n }\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn test_match_message_call() {\n let mut state = State {\n quit: false,\n position: Point { x: 0, y: 0 },\n color: (0, 0, 0),\n };\n state.process(Message::ChangeColor((255, 0, 255)));\n state.process(Message::Echo(String::from(\"hello world\")));\n state.process(Message::Move(Point { x: 10, y: 15 }));\n state.process(Message::Quit);\n\n assert_eq!(state.color, (255, 0, 255));\n assert_eq!(state.position.x, 10);\n assert_eq!(state.position.y, 15);\n assert_eq!(state.quit, true);\n }\n}\n\n\n\n","id":"https://cometyang.github.io/rustling/note-0824-2022-rust-enum/","title":"Rustling notes: Enum"},"https://cometyang.github.io/rustling/note-0824-2022-rust-move-sematics/":{"body":"Using this website Compiler explorer explored mutable parameters.\nAnother blog to explain the topic.\n\nmutable reference\n\npub fn main() {\n let mut x = 5;\n plus_one(&mut x);\n}\n\nfn plus_one(x: &mut i32) {\n (*x) += 1;\n}\n\nThe assembly code\nexample::main:\n push rax\n mov dword ptr [rsp + 4], 5\n lea rdi, [rsp + 4]\n call example::plus_one\n pop rax\n ret\n\nexample::plus_one:\n sub rsp, 24\n mov qword ptr [rsp + 8], rdi\n mov eax, dword ptr [rdi]\n inc eax\n mov dword ptr [rsp + 20], eax\n seto al\n test al, 1\n jne .LBB1_2\n mov rax, qword ptr [rsp + 8]\n mov ecx, dword ptr [rsp + 20]\n mov dword ptr [rax], ecx\n add rsp, 24\n ret\n.LBB1_2:\n lea rdi, [rip + str.0]\n lea rdx, [rip + .L__unnamed_1]\n mov rax, qword ptr [rip + core::panicking::panic@GOTPCREL]\n mov esi, 28\n call rax\n ud2\n\n.L__unnamed_2:\n .ascii \"/app/example.rs\"\n\n.L__unnamed_1:\n .quad .L__unnamed_2\n .asciz \"\\017\\000\\000\\000\\000\\000\\000\\000\\007\\000\\000\\000\\005\\000\\000\"\n\nstr.0:\n .ascii \"attempt to add with overflow\"\n\n\nmutable parameter (\"In fact, moving-into-mutable is something that can happen even without a function call.\"):\n\npub fn main() {\n let x = 5;\n plus_one(x);\n}\n\nfn plus_one(mut x: i32) {\n x += 1;\n}\n\nexample::main:\n push rax\n mov edi, 5\n call example::plus_one\n pop rax\n ret\n\nexample::plus_one:\n push rax\n mov dword ptr [rsp + 4], edi\n mov eax, dword ptr [rsp + 4]\n inc eax\n mov dword ptr [rsp], eax\n seto al\n test al, 1\n jne .LBB1_2\n mov eax, dword ptr [rsp]\n mov dword ptr [rsp + 4], eax\n pop rax\n ret\n.LBB1_2:\n lea rdi, [rip + str.0]\n lea rdx, [rip + .L__unnamed_1]\n mov rax, qword ptr [rip + core::panicking::panic@GOTPCREL]\n mov esi, 28\n call rax\n ud2\n\n.L__unnamed_2:\n .ascii \"/app/example.rs\"\n\n.L__unnamed_1:\n .quad .L__unnamed_2\n .asciz \"\\017\\000\\000\\000\\000\\000\\000\\000\\007\\000\\000\\000\\005\\000\\000\"\n\nstr.0:\n .ascii \"attempt to add with overflow\"\n\n\n","id":"https://cometyang.github.io/rustling/note-0824-2022-rust-move-sematics/","title":"Rustling notes: mutable parameters"},"https://cometyang.github.io/rustling/note-0826-2022-rust-option/":{"body":"Optional Value stacking\n let mut optional_integers_vec: Vec<Option<i8>> = Vec::new();\n for x in 1..10 {\n optional_integers_vec.push(Some(x));\n }\n\n // TODO: make this a while let statement - remember that vector.pop also adds another layer of Option<T>\n // You can stack `Option<T>`'s into while let and if let\n while let Some(Some(integer)) = optional_integers_vec.pop() {\n println!(\"current value: {}\", integer);\n }\n\nKeyword ref\nstruct Point {\n x: i32,\n y: i32,\n}\n\nfn main() {\n let y: Option<Point> = Some(Point { x: 100, y: 200 });\n\n match y {\n Some(ref p) => println!(\"Co-ordinates are {},{} \", p.x, p.y),\n _ => println!(\"no match\"),\n }\n y; // Fix without deleting this line.\n}\n\n\n","id":"https://cometyang.github.io/rustling/note-0826-2022-rust-option/","title":"Rustling Optional"},"https://cometyang.github.io/rustling/note-0826-2022-rust-string/":{"body":"fn string_slice(arg: &str) {\n println!(\"{}\", arg);\n}\nfn string(arg: String) {\n println!(\"{}\", arg);\n}\n\nfn main() {\n string_slice(\"blue\");\n string(\"red\".to_string());\n string(String::from(\"hi\"));\n string(\"rust is fun!\".to_owned());\n string(\"nice weather\".into());\n string(format!(\"Interpolation {}\", \"Station\"));\n string_slice(&String::from(\"abc\")[0..1]);\n string_slice(\" hello there \".trim());\n string(\"Happy Monday!\".to_string().replace(\"Mon\", \"Tues\"));\n string(\"mY sHiFt KeY iS sTiCkY\".to_lowercase());\n}\n\n\nRust Hashmap 1 Exercise\n use std::collections::HashMap;\n\n let mut scores = HashMap::new();\n scores.insert(String::from(\"Blue\"), 10);\n\n scores.entry(String::from(\"Yellow\")).or_insert(50);\n scores.entry(String::from(\"Blue\")).or_insert(50);\n\n println!(\"{:?}\", scores);\n\nRust Hashmap 3 Exercise\nuse std::collections::HashMap;\n\n// A structure to store team name and its goal details.\nstruct Team {\n name: String,\n goals_scored: u8,\n goals_conceded: u8,\n}\n\nfn build_scores_table(results: String) -> HashMap<String, Team> {\n // The name of the team is the key and its associated struct is the value.\n let mut scores: HashMap<String, Team> = HashMap::new();\n\n for r in results.lines() {\n let v: Vec<&str> = r.split(',').collect();\n let team_1_name = v[0].to_string();\n let team_1_score: u8 = v[2].parse().unwrap();\n let team_2_name = v[1].to_string();\n let team_2_score: u8 = v[3].parse().unwrap();\n\n\n scores.entry(team_1_name).and_modify(|e| {\n e.goals_scored += team_1_score;\n e.goals_conceded += team_2_score;\n })\n .or_insert_with_key(|name| Team {\n name: name.to_string(),\n goals_scored: team_1_score,\n goals_conceded: team_2_score,\n });\n\n scores.entry(team_2_name).and_modify(|e| {\n e.goals_scored += team_2_score;\n e.goals_conceded += team_1_score;\n })\n .or_insert_with_key(|name| Team {\n name: name.to_string(),\n goals_scored: team_2_score,\n goals_conceded: team_1_score,\n });\n\n \n // TODO: Populate the scores table with details extracted from the\n // current line. Keep in mind that goals scored by team_1\n // will be number of goals conceded from team_2, and similarly\n // goals scored by team_2 will be the number of goals conceded by\n // team_1.\n }\n scores\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n fn get_results() -> String {\n let results = \"\".to_string()\n + \"England,France,4,2\\n\"\n + \"France,Italy,3,1\\n\"\n + \"Poland,Spain,2,0\\n\"\n + \"Germany,England,2,1\\n\";\n results\n }\n\n #[test]\n fn build_scores() {\n let scores = build_scores_table(get_results());\n\n let mut keys: Vec<&String> = scores.keys().collect();\n keys.sort();\n assert_eq!(\n keys,\n vec![\"England\", \"France\", \"Germany\", \"Italy\", \"Poland\", \"Spain\"]\n );\n }\n\n #[test]\n fn validate_team_score_1() {\n let scores = build_scores_table(get_results());\n let team = scores.get(\"England\").unwrap();\n assert_eq!(team.goals_scored, 5);\n assert_eq!(team.goals_conceded, 4);\n }\n\n #[test]\n fn validate_team_score_2() {\n let scores = build_scores_table(get_results());\n let team = scores.get(\"Spain\").unwrap();\n assert_eq!(team.goals_scored, 0);\n assert_eq!(team.goals_conceded, 2);\n }\n}\n\n\n","id":"https://cometyang.github.io/rustling/note-0826-2022-rust-string/","title":"Rustling String & Hashmap"},"https://cometyang.github.io/rustling/note-0827-2022-rust-errorhandle/":{"body":"Error Handling\n use std::num::ParseIntError;\n\npub fn total_cost(item_quantity: &str) -> Result<i32, ParseIntError> {\n let processing_fee = 1;\n let cost_per_item = 5;\n let qty = item_quantity.parse::<i32>();\n match qty {\n Ok(qty) => Ok(qty * cost_per_item + processing_fee),\n ParseIntError => ParseIntError\n }\n \n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn item_quantity_is_a_valid_number() {\n assert_eq!(total_cost(\"34\"), Ok(171));\n }\n\n #[test]\n fn item_quantity_is_an_invalid_number() {\n assert_eq!(\n total_cost(\"beep boop\").unwrap_err().to_string(),\n \"invalid digit found in string\"\n );\n }\n}\n\nTo fix the error: \"^ cannot use the ? operator in a function that returns ()\"\nOptin 1\nuse std::num::ParseIntError;\n\nfn main() {\n let mut tokens = 100;\n let pretend_user_input = \"8\";\n\n let cost = total_cost(pretend_user_input).unwrap();\n\n if cost > tokens {\n println!(\"You can't afford that many!\");\n } else {\n tokens -= cost;\n println!(\"You now have {} tokens.\", tokens);\n }\n}\n\npub fn total_cost(item_quantity: &str) -> Result<i32, ParseIntError> {\n let processing_fee = 1;\n let cost_per_item = 5;\n let qty = item_quantity.parse::<i32>()?;\n\n Ok(qty * cost_per_item + processing_fee)\n}\n\n\nOption 2\n\nuse std::num::ParseIntError;\n\nfn main() -> Result<(),ParseIntError> {\n let mut tokens = 100;\n let pretend_user_input = \"8\";\n\n let cost = total_cost(pretend_user_input)?;\n\n if cost > tokens {\n println!(\"You can't afford that many!\");\n } else {\n tokens -= cost;\n println!(\"You now have {} tokens.\", tokens);\n }\n\n Ok(())\n}\n\npub fn total_cost(item_quantity: &str) -> Result<i32, ParseIntError> {\n let processing_fee = 1;\n let cost_per_item = 5;\n let qty = item_quantity.parse::<i32>()?;\n\n Ok(qty * cost_per_item + processing_fee)\n}\n\n\n\nError 6: Customized Error\n\nuse std::num::ParseIntError;\n\n// This is a custom error type that we will be using in `parse_pos_nonzero()`.\n#[derive(PartialEq, Debug)]\nenum ParsePosNonzeroError {\n Creation(CreationError),\n ParseInt(ParseIntError)\n}\n\nimpl ParsePosNonzeroError {\n fn from_creation(err: CreationError) -> ParsePosNonzeroError {\n ParsePosNonzeroError::Creation(err)\n }\n // TODO: add another error conversion function here.\n fn from_parseint(err: ParseIntError) -> ParsePosNonzeroError {\n ParsePosNonzeroError::ParseInt(err)\n }\n}\n\nfn parse_pos_nonzero(s: &str)\n -> Result<PositiveNonzeroInteger, ParsePosNonzeroError>\n{\n // TODO: change this to return an appropriate error instead of panicking\n // when `parse()` returns an error.\n let x:i64 = s.parse().map_err(ParsePosNonzeroError::from_parseint)?;\n\n PositiveNonzeroInteger::new(x)\n .map_err(ParsePosNonzeroError::from_creation)\n \n}\n\n// Don't change anything below this line.\n\n#[derive(PartialEq, Debug)]\nstruct PositiveNonzeroInteger(u64);\n\n#[derive(PartialEq, Debug)]\nenum CreationError {\n Negative,\n Zero,\n}\n\nimpl PositiveNonzeroInteger {\n fn new(value: i64) -> Result<PositiveNonzeroInteger, CreationError> {\n match value {\n x if x < 0 => Err(CreationError::Negative),\n x if x == 0 => Err(CreationError::Zero),\n x => Ok(PositiveNonzeroInteger(x as u64))\n }\n }\n}\n\n#[cfg(test)]\nmod test {\n use super::*;\n\n #[test]\n fn test_parse_error() {\n // We can't construct a ParseIntError, so we have to pattern match.\n assert!(matches!(\n parse_pos_nonzero(\"not a number\"),\n Err(ParsePosNonzeroError::ParseInt(_))\n ));\n }\n\n #[test]\n fn test_negative() {\n assert_eq!(\n parse_pos_nonzero(\"-555\"),\n Err(ParsePosNonzeroError::Creation(CreationError::Negative))\n );\n }\n\n #[test]\n fn test_zero() {\n assert_eq!(\n parse_pos_nonzero(\"0\"),\n Err(ParsePosNonzeroError::Creation(CreationError::Zero))\n );\n }\n\n #[test]\n fn test_positive() {\n let x = PositiveNonzeroInteger::new(42);\n assert!(x.is_ok());\n assert_eq!(parse_pos_nonzero(\"42\"), Ok(x.unwrap()));\n }\n}\n\n\n\n","id":"https://cometyang.github.io/rustling/note-0827-2022-rust-errorhandle/","title":"Rustling Error Handling"},"https://cometyang.github.io/rustling/note-0828-2022-rust-generics/":{"body":"Generics\n struct Wrapper<T> {\n value: T,\n}\n\nimpl<T> Wrapper<T> {\n pub fn new(value: T) -> Self {\n Wrapper { value }\n }\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn store_u32_in_wrapper() {\n assert_eq!(Wrapper::<u32>::new(42).value, 42);\n }\n\n #[test]\n fn store_str_in_wrapper() {\n assert_eq!(Wrapper::<&str>::new(\"Foo\").value, \"Foo\");\n }\n}\n\n\n","id":"https://cometyang.github.io/rustling/note-0828-2022-rust-generics/","title":"Rustling Generics"},"https://cometyang.github.io/rustling/note-0828-2022-rust-iterator/":{"body":"Iterator 3\nstd::iter::iterator::collect can determine what collection it needs to create. and an iterator of Result<T, E> items can be collected into Result<Collection, E>.\n#[derive(Debug, PartialEq, Eq)]\npub enum DivisionError {\n NotDivisible(NotDivisibleError),\n DivideByZero,\n}\n\n#[derive(Debug, PartialEq, Eq)]\npub struct NotDivisibleError {\n dividend: i32,\n divisor: i32,\n}\n\n// Calculate `a` divided by `b` if `a` is evenly divisible by `b`.\n// Otherwise, return a suitable error.\npub fn divide(a: i32, b: i32) -> Result<i32, DivisionError> {\n if b==0 {\n Err(DivisionError::DivideByZero)\n }\n else if a%b!=0 {\n Err(DivisionError::NotDivisible(NotDivisibleError{\n dividend: a, \n divisor: b}))\n }\n else {\n Ok(a/b)\n }\n}\n\n// Complete the function and return a value of the correct type so the test passes.\n// Desired output: Ok([1, 11, 1426, 3])\nfn result_with_list() -> Result<Vec<i32>, DivisionError> {\n let numbers = vec![27, 297, 38502, 81];\n numbers.into_iter().map(|n| divide(n, 27)).collect()\n}\n\n// Complete the function and return a value of the correct type so the test passes.\n// Desired output: [Ok(1), Ok(11), Ok(1426), Ok(3)]\nfn list_of_results() -> Vec<Result<i32, DivisionError>>{\n let numbers = vec![27, 297, 38502, 81];\n numbers.into_iter().map(|n| divide(n, 27)).collect()\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn test_success() {\n assert_eq!(divide(81, 9), Ok(9));\n }\n\n #[test]\n fn test_not_divisible() {\n assert_eq!(\n divide(81, 6),\n Err(DivisionError::NotDivisible(NotDivisibleError {\n dividend: 81,\n divisor: 6\n }))\n );\n }\n\n #[test]\n fn test_divide_by_0() {\n assert_eq!(divide(81, 0), Err(DivisionError::DivideByZero));\n }\n\n #[test]\n fn test_divide_0_by_something() {\n assert_eq!(divide(0, 81), Ok(0));\n }\n\n #[test]\n fn test_result_with_list() {\n assert_eq!(format!(\"{:?}\", result_with_list()), \"Ok([1, 11, 1426, 3])\");\n }\n\n #[test]\n fn test_list_of_results() {\n assert_eq!(\n format!(\"{:?}\", list_of_results()),\n \"[Ok(1), Ok(11), Ok(1426), Ok(3)]\"\n );\n }\n}\n\n\nFold\npub fn factorial(num: u64) -> u64 {\n // Complete this function to return the factorial of num\n // Do not use:\n // - return\n // Try not to use:\n // - imperative style loops (for, while)\n // - additional variables\n // For an extra challenge, don't use:\n // - recursion\n // Execute `rustlings hint iterators4` for hints.\n (1..=num).fold(1, |acc,x| acc*x)\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn factorial_of_0() {\n assert_eq!(1, factorial(0));\n }\n\n #[test]\n fn factorial_of_1() {\n assert_eq!(1, factorial(1));\n }\n #[test]\n fn factorial_of_2() {\n assert_eq!(2, factorial(2));\n }\n\n #[test]\n fn factorial_of_4() {\n assert_eq!(24, factorial(4));\n }\n}\n\n\nCollect sum \nuse std::collections::HashMap;\n\n#[derive(Clone, Copy, PartialEq, Eq)]\nenum Progress {\n None,\n Some,\n Complete,\n}\n\nfn count_for(map: &HashMap<String, Progress>, value: Progress) -> usize {\n let mut count = 0;\n for val in map.values() {\n if val == &value {\n count += 1;\n }\n }\n count\n}\n\nfn count_iterator(map: &HashMap<String, Progress>, value: Progress) -> usize {\n // map is a hashmap with String keys and Progress values.\n // map = { \"variables1\": Complete, \"from_str\": None, ... }\n map.values().into_iter().filter(|&n| n== &value).count()\n}\n\nfn count_collection_for(collection: &[HashMap<String, Progress>], value: Progress) -> usize {\n let mut count = 0;\n for map in collection {\n for val in map.values() {\n if val == &value {\n count += 1;\n }\n }\n }\n count\n}\n\nfn count_collection_iterator(collection: &[HashMap<String, Progress>], value: Progress) -> usize {\n // collection is a slice of hashmaps.\n // collection = [{ \"variables1\": Complete, \"from_str\": None, ... },\n // { \"variables2\": Complete, ... }, ... ]\n collection.into_iter().map(|m| count_iterator(m, value)).sum()\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn count_complete() {\n let map = get_map();\n assert_eq!(3, count_iterator(&map, Progress::Complete));\n }\n\n #[test]\n fn count_equals_for() {\n let map = get_map();\n assert_eq!(\n count_for(&map, Progress::Complete),\n count_iterator(&map, Progress::Complete)\n );\n }\n\n #[test]\n fn count_collection_complete() {\n let collection = get_vec_map();\n assert_eq!(\n 6,\n count_collection_iterator(&collection, Progress::Complete)\n );\n }\n\n #[test]\n fn count_collection_equals_for() {\n let collection = get_vec_map();\n assert_eq!(\n count_collection_for(&collection, Progress::Complete),\n count_collection_iterator(&collection, Progress::Complete)\n );\n }\n\n fn get_map() -> HashMap<String, Progress> {\n use Progress::*;\n\n let mut map = HashMap::new();\n map.insert(String::from(\"variables1\"), Complete);\n map.insert(String::from(\"functions1\"), Complete);\n map.insert(String::from(\"hashmap1\"), Complete);\n map.insert(String::from(\"arc1\"), Some);\n map.insert(String::from(\"as_ref_mut\"), None);\n map.insert(String::from(\"from_str\"), None);\n\n map\n }\n\n fn get_vec_map() -> Vec<HashMap<String, Progress>> {\n use Progress::*;\n\n let map = get_map();\n\n let mut other = HashMap::new();\n other.insert(String::from(\"variables2\"), Complete);\n other.insert(String::from(\"functions2\"), Complete);\n other.insert(String::from(\"if1\"), Complete);\n other.insert(String::from(\"from_into\"), None);\n other.insert(String::from(\"try_from_into\"), None);\n\n vec![map, other]\n }\n}\n\n\n\n","id":"https://cometyang.github.io/rustling/note-0828-2022-rust-iterator/","title":"Rustling Iterator"},"https://cometyang.github.io/rustling/note-0828-2022-rust-lifetime/":{"body":"Lifetime syntax\nfn longest<'a>(x: &'a str, y: &'a str) -> &'a str {\n if x.len() > y.len() {\n x\n } else {\n y\n }\n}\n\nfn main() {\n let string1 = String::from(\"abcd\");\n let string2 = \"xyz\";\n\n let result = longest(string1.as_str(), string2);\n println!(\"The longest string is {}\", result);\n}\n\nSolution 1\nfn longest<'a>(x: &'a str, y: &'a str) -> &'a str {\n if x.len() > y.len() {\n x\n } else {\n y\n }\n}\n\nfn main() {\n let string1 = String::from(\"long string is long\");\n let result;\n //{\n let string2 = String::from(\"xyz\");\n result = longest(string1.as_str(), string2.as_str());\n //}\n println!(\"The longest string is {}\", result);\n}\n\nSolution 2 \nfn longest<'a>(x: &'a str, y: &'a str) -> &'a str {\n if x.len() > y.len() {\n x\n } else {\n y\n }\n}\n\nfn main() {\n let string1 = String::from(\"long string is long\");\n let result;\n {\n let string2 = String::from(\"xyz\");\n result = longest(string1.as_str(), string2.as_str());\n println!(\"The longest string is {}\", result);\n }\n \n}\n\n\nLifetime in Struct\nstruct Book<'a> {\n author: &'a str,\n title: &'a str,\n}\n\nfn main() {\n let name = String::from(\"Jill Smith\");\n let title = String::from(\"Fish Flying\");\n let book = Book { author: &name, title: &title };\n\n println!(\"{} by {}\", book.title, book.author);\n}\n\n","id":"https://cometyang.github.io/rustling/note-0828-2022-rust-lifetime/","title":"Rustling Lifetime"},"https://cometyang.github.io/rustling/note-0828-2022-rust-traits/":{"body":"Traits as Parameters\npub trait Licensed {\n fn licensing_info(&self) -> String {\n \"some information\".to_string()\n }\n}\n\nstruct SomeSoftware {}\n\nstruct OtherSoftware {}\n\nimpl Licensed for SomeSoftware {}\nimpl Licensed for OtherSoftware {}\n\n// YOU MAY ONLY CHANGE THE NEXT LINE\nfn compare_license_types(software: impl Licensed, software_two: impl Licensed) -> bool {\n software.licensing_info() == software_two.licensing_info()\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn compare_license_information() {\n let some_software = SomeSoftware {};\n let other_software = OtherSoftware {};\n\n assert!(compare_license_types(some_software, other_software));\n }\n\n #[test]\n fn compare_license_information_backwards() {\n let some_software = SomeSoftware {};\n let other_software = OtherSoftware {};\n\n assert!(compare_license_types(other_software, some_software));\n }\n}\n\n\npub trait SomeTrait {\n fn some_function(&self) -> bool {\n true\n }\n}\n\npub trait OtherTrait {\n fn other_function(&self) -> bool {\n true\n }\n}\n\nstruct SomeStruct {}\nstruct OtherStruct {}\n\nimpl SomeTrait for SomeStruct {}\nimpl OtherTrait for SomeStruct {}\nimpl SomeTrait for OtherStruct {}\nimpl OtherTrait for OtherStruct {}\n\n// YOU MAY ONLY CHANGE THE NEXT LINE\nfn some_func(item: impl SomeTrait+OtherTrait) -> bool {\n item.some_function() && item.other_function()\n}\n\nfn main() {\n some_func(SomeStruct {});\n some_func(OtherStruct {});\n}\n\n\nQuiz 3\nuse std::fmt::Display;\npub struct ReportCard<T: Display> {\n pub grade: T,\n pub student_name: String,\n pub student_age: u8,\n}\n\nimpl<T:Display> ReportCard<T> {\n pub fn print(&self) -> String {\n format!(\"{} ({}) - achieved a grade of {}\",\n &self.student_name, &self.student_age, &self.grade)\n }\n}\n\n#[cfg(test)]\nmod tests {\n use super::*;\n\n #[test]\n fn generate_numeric_report_card() {\n let report_card = ReportCard {\n grade: 2.1,\n student_name: \"Tom Wriggle\".to_string(),\n student_age: 12,\n };\n assert_eq!(\n report_card.print(),\n \"Tom Wriggle (12) - achieved a grade of 2.1\"\n );\n }\n\n #[test]\n fn generate_alphabetic_report_card() {\n // TODO: Make sure to change the grade here after you finish the exercise.\n let report_card = ReportCard {\n grade: \"A+\",\n student_name: \"Gary Plotter\".to_string(),\n student_age: 11,\n };\n assert_eq!(\n report_card.print(),\n \"Gary Plotter (11) - achieved a grade of A+\"\n );\n }\n}\n\n\n","id":"https://cometyang.github.io/rustling/note-0828-2022-rust-traits/","title":"Rustling Traits"},"https://cometyang.github.io/rustling/note-0830-2022-rust-final/":{"body":"🎉 All exercises completed! 🎉\n+----------------------------------------------------+\n| You made it to the Fe-nish line! |\n+-------------------------- ------------------------+\n\\/\n▒▒ ▒▒▒▒▒▒▒▒ ▒▒▒▒▒▒▒▒ ▒▒\n▒▒▒▒ ▒▒ ▒▒ ▒▒ ▒▒ ▒▒ ▒▒ ▒▒▒▒\n▒▒▒▒ ▒▒ ▒▒ ▒▒ ▒▒ ▒▒ ▒▒▒▒\n░░▒▒▒▒░░▒▒ ▒▒ ▒▒ ▒▒ ▒▒░░▒▒▒▒\n▓▓▓▓▓▓▓▓ ▓▓ ▓▓██ ▓▓ ▓▓██ ▓▓ ▓▓▓▓▓▓▓▓\n▒▒▒▒ ▒▒ ████ ▒▒ ████ ▒▒░░ ▒▒▒▒\n▒▒ ▒▒▒▒▒▒ ▒▒▒▒▒▒ ▒▒▒▒▒▒ ▒▒\n▒▒▒▒▒▒▒▒▒▒▓▓▓▓▓▓▒▒▒▒▒▒▒▒▓▓▒▒▓▓▒▒▒▒▒▒▒▒\n▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒\n▒▒▒▒▒▒▒▒▒▒██▒▒▒▒▒▒██▒▒▒▒▒▒▒▒▒▒\n▒▒ ▒▒▒▒▒▒▒▒▒▒██████▒▒▒▒▒▒▒▒▒▒ ▒▒\n▒▒ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ ▒▒\n▒▒ ▒▒ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ ▒▒ ▒▒\n▒▒ ▒▒ ▒▒ ▒▒ ▒▒ ▒▒\n▒▒ ▒▒ ▒▒ ▒▒\nWe hope you enjoyed learning about the various aspects of Rust!\nIf you noticed any issues, please don't hesitate to report them to our repo.\nYou can also contribute your own exercises to help the greater community!\nBefore reporting an issue or contributing, please read our guidelines:\nhttps://github.com/rust-lang/rustlings/blob/main/CONTRIBUTING.md\n","id":"https://cometyang.github.io/rustling/note-0830-2022-rust-final/","title":"Rustling Done"}},"docInfo":{"https://cometyang.github.io/":{"body":0,"title":0},"https://cometyang.github.io/about/":{"body":2,"title":0},"https://cometyang.github.io/machinelearning/":{"body":0,"title":2},"https://cometyang.github.io/machinelearning/note-06-02-2023-langchain/":{"body":271,"title":3},"https://cometyang.github.io/notes/":{"body":0,"title":1},"https://cometyang.github.io/notes/note-0816-2022-zola/":{"body":9,"title":4},"https://cometyang.github.io/notes/note-0816-2022/":{"body":13,"title":2},"https://cometyang.github.io/rustling/":{"body":0,"title":1},"https://cometyang.github.io/rustling/note-0823-2022-rust/":{"body":310,"title":2},"https://cometyang.github.io/rustling/note-0824-2022-rust-enum/":{"body":154,"title":3},"https://cometyang.github.io/rustling/note-0824-2022-rust-move-sematics/":{"body":243,"title":4},"https://cometyang.github.io/rustling/note-0826-2022-rust-option/":{"body":61,"title":2},"https://cometyang.github.io/rustling/note-0826-2022-rust-string/":{"body":207,"title":3},"https://cometyang.github.io/rustling/note-0827-2022-rust-errorhandle/":{"body":276,"title":3},"https://cometyang.github.io/rustling/note-0828-2022-rust-generics/":{"body":30,"title":2},"https://cometyang.github.io/rustling/note-0828-2022-rust-iterator/":{"body":404,"title":2},"https://cometyang.github.io/rustling/note-0828-2022-rust-lifetime/":{"body":123,"title":2},"https://cometyang.github.io/rustling/note-0828-2022-rust-traits/":{"body":186,"title":2},"https://cometyang.github.io/rustling/note-0830-2022-rust-final/":{"body":33,"title":2}},"length":19},"lang":"English"};