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//! The `data_sample_parser` module provides functionality to read sample data, parse and analyze it, //! so that test data can be generated based on profiles. //! //! # Examples //! //! //! Generate some demo test data ... //! //! ``` //! extern crate test_data_generation; //! //! use test_data_generation::data_sample_parser::DataSampleParser; //! //! fn main() { //! // initalize a new DataSampelParser //! let dsp = DataSampleParser::new(); //! //! // generate some test data using the demo functions //! println!("generate date:{}", dsp.demo_date()); //! println!("generate person:{}", dsp.demo_person_name()); //! } //! ``` //! //! Save the algorithm ... //! //! Archive (export) the data sample parser object so that you can reuse the algorithm to generate test data at a later time. //! This enables you to persist the algorithm without having to store the actual data sample that was used to create the algorithm - //! Which is important if you used 'real' data in your sample data. //! //! ``` //! extern crate test_data_generation; //! //! use test_data_generation::data_sample_parser::DataSampleParser; //! //! fn main() { //! // analyze the dataset //! let mut dsp = DataSampleParser::new(); //! //! assert_eq!(dsp.save("./tests/samples/empty-dsp").unwrap(), true); //! } //! ``` //! //! Load an algorithm ... //! //! Create a data sample parser from a previously saved (exported) archive file so you can generate test data based on the algorithm.</br> //! *NOTE:* In this example, there was only one data point in the data smaple that was analyzed (the word 'OK'). This was intentional //! so the algorithm would be guaranteed to generate that same word. This was done ensure the assert_eq! returns true. //! //! ``` //! extern crate test_data_generation; //! //! use test_data_generation::data_sample_parser::DataSampleParser; //! //! fn main() { //! let mut dsp = DataSampleParser::from_file("./tests/samples/sample-00-dsp"); //! //! assert_eq!(dsp.generate_record()[0], "OK".to_string()); //! } //! ``` use std::collections::BTreeMap; use configs::Configs; use profile::profile::{Profile}; use std::fs::File; use std::io; use std::io::Write; use std::io::prelude::*; use std::result::Result; use csv; use std::error::Error; use csv::WriterBuilder; //use crossbeam; use serde_json; type ProfilesMap = BTreeMap<String, Profile>; #[derive(Serialize, Deserialize, Debug)] /// Represents the Parser for sample data to be used pub struct DataSampleParser{ /// indicates if there were issues parsing and anlyzing the data sample pub issues: bool, /// Configs object that define the configuration settings cfg: Option<Configs>, /// List of Profiles objects identified by a unique profile name BTreeMap<String, Profile> profiles: ProfilesMap, } impl DataSampleParser { /// Constructs a new DataSampleParser /// /// #Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let dsp = DataSampleParser::new(); /// } /// ``` pub fn new() -> DataSampleParser { DataSampleParser{ issues: false, cfg: None, profiles: ProfilesMap::new(), } } /// Constructs a new DataSampleParser /// /// # Arguments /// /// * `path: String - The full path name (including the file name and extension) to the configuration file.</br> /// /// #Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// // param: the path to the configuration file /// let dsp = DataSampleParser::new_with("./config/tdg.yaml"); /// } /// ``` pub fn new_with(path: &'static str) -> DataSampleParser { DataSampleParser{ issues: false, cfg: Some(Configs::new(path)), profiles: ProfilesMap::new(), } } /// Constructs a new DataSampleParser from an exported JSON file. This is used when restoring from "archive" /// /// #Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// let mut dsp = DataSampleParser::from_file("./tests/samples/sample-00-dsp"); /// /// assert_eq!(dsp.generate_record()[0], "OK".to_string()); /// } /// ``` pub fn from_file(path: &'static str) -> DataSampleParser { // open the archive file let mut file = match File::open(format!("{}.json",&path)) { Err(_e) => { error!("Could not open file {:?}", &path.to_string()); panic!("Could not open file {:?}", &path.to_string()); }, Ok(f) => { info!("Successfully opened file {:?}", &path.to_string()); f }, }; //read the archive file let mut serialized = String::new(); match file.read_to_string(&mut serialized) { Err(e) => { error!("Could not read file {:?} because of {:?}", &path.to_string(), e.to_string()); panic!("Could not read file {:?} because of {:?}", &path.to_string(), e.to_string()); }, Ok(s) => { info!("Successfully read file {:?}", &path.to_string()); s }, }; serde_json::from_str(&serialized).unwrap() } /// This function analyzes sample data that is a csv formatted string and returns a boolean if successful. /// _NOTE:_ The csv properties are as follows: /// + headers are included as first line /// + double quote wrap text /// + double quote escapes is enabled /// + delimiter is a comma /// /// /// # Arguments /// /// * `path: &'static str` - The full path name of the csv formatted sample data file.</br> /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let mut dsp = DataSampleParser::new(); /// /// assert_eq!(dsp.analyze_csv_file("./tests/samples/sample-01.csv").unwrap(),1); /// } /// ``` pub fn analyze_csv_file(&mut self, path: &'static str) -> Result<i32, String> { info!("Starting to analyzed the csv file {}",path); let file = try!(File::open(path).map_err(|e| { error!("csv file {} couldn't be opened!",path); e.to_string() })); let mut rdr = csv::ReaderBuilder::new() .has_headers(true) .quote(b'"') .double_quote(true) .delimiter(b',') .from_reader(file); //iterate through the headers for headers in rdr.headers() { for header in headers.iter() { //add a Profile to the list of profiles to represent the field (indexed using the header label) let p = Profile::new(); self.profiles.insert(format!("{}",header), p); } } //create a Vec from all the keys (headers) in the profiles list let profile_keys: Vec<_> = self.profiles.keys().cloned().collect(); let mut rec_cnt: u16 = <u16>::min_value(); debug!("CSV headers: {:?}",profile_keys); //iterate through all the records for result in rdr.records() { let record = result.expect("a CSV record"); //keep a count of the number of records analyzed rec_cnt = rec_cnt + 1; //iterate through all the fields for (idx, field) in record.iter().enumerate() { // Print a debug version of the record. debug!("Field Index: {}, Field Value: {}", idx, field); //select the profile based on the field name (header) and analyze the field value self.profiles.get_mut(&profile_keys[idx]).unwrap().analyze(field); } } /* // attempting to multithread the processing for updating the profiles crossbeam::scope(|scope| { //iterate through all the records for result in rdr.records() { scope.spawn(move || { let record = result.expect("a CSV record"); //keep a count of the number of records analyzed rec_cnt = rec_cnt + 1; //iterate through all the fields for (idx, field) in record.iter().enumerate() { // Print a debug version of the record. debug!("Field Index: {}, Field Value: {}", idx, field); //select the profile based on the field name (header) and analyze the field value self.profiles.get_mut(&profile_keys[idx]).unwrap().analyze(field); } }); } }); */ info!("Successfully analyzed the csv file {}", path); debug!("Analyzed {} records, {} fields", rec_cnt, self.profiles.len()); //prepare the profiles for data generation self.profiles.iter_mut().for_each(|p|p.1.pre_generate()); Ok(1) } /// This function generates date as strings using the a `demo` profile /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let dsp = DataSampleParser::new(); /// /// // generate some test data using the demo functions /// println!("generate date:{}", dsp.demo_date()); /// } /// ``` pub fn demo_date(&self) -> String{ let mut profil = Profile::new(); profil.analyze("01/04/2017"); profil.analyze("02/09/2017"); profil.analyze("03/13/2017"); profil.analyze("04/17/2017"); profil.analyze("05/22/2017"); profil.analyze("07/26/2017"); profil.analyze("08/30/2017"); profil.analyze("09/07/2017"); profil.analyze("10/11/2017"); profil.analyze("11/15/2017"); profil.analyze("12/21/2017"); profil.analyze("01/14/2016"); profil.analyze("02/19/2016"); profil.analyze("03/23/2016"); profil.analyze("04/27/2016"); profil.analyze("05/02/2016"); profil.analyze("07/16/2015"); profil.analyze("08/20/2015"); profil.analyze("09/17/2015"); profil.analyze("10/01/2014"); profil.analyze("11/25/2014"); profil.analyze("12/31/2018"); profil.pre_generate(); //profil.apply_facts("##p##p####".to_string()) profil.generate() } /// This function generates people's names as strings using the a `demo` profile /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let dsp = DataSampleParser::new(); /// /// // generate some test data using the demo functions /// println!("generate date:{}", dsp.demo_person_name()); /// } pub fn demo_person_name(&self) -> String{ let mut profil = Profile::new(); profil.analyze("Smith, John"); profil.analyze("O'Brien, Henny"); profil.analyze("Dale, Danny"); profil.analyze("Rickets, Ronnae"); profil.analyze("Richard, Richie"); profil.analyze("Roberts, Blake"); profil.analyze("Conways, Sephen"); profil.pre_generate(); profil.generate() } /// This function generates test data for the specified field name. /// /// # Arguments /// /// * `field: String` - The name of the field (e.g.: firstname) the represents the profile to use when generating the test data.</br> /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let mut dsp = DataSampleParser::new(); /// /// dsp.analyze_csv_file("./tests/samples/sample-01.csv").unwrap(); /// println!("Generated data for first name {}",dsp.generate_by_field_name("firstname".to_string())); /// } /// ``` pub fn generate_by_field_name(&mut self, field: String) -> String { self.profiles.get_mut(&field).unwrap().generate().to_string() } /// This function Vec of generates test data fields. /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let mut dsp = DataSampleParser::new(); /// /// dsp.analyze_csv_file("./tests/samples/sample-01.csv").unwrap(); /// println!("Generated data record: {:?}",dsp.generate_record()); /// } /// ``` pub fn generate_record(&mut self) -> Vec<String> { let mut record = Vec::new(); for profile in self.profiles.iter_mut() { record.push(profile.1.generate().to_string()); } record } /// This function creates a csv file of generated test data. /// Prior to calling this funciton, you need to call the analyze_csv_file() function. /// _NOTE:_ The csv properties are as follows: /// + headers are included as first line /// + double quotes wrap text /// + double quote escapes is enabled /// + delimiter is a comma /// /// /// # Arguments /// /// * `row_count: u32` - The number of rows to generate.</br> /// * `path: &'static str` - The full path name where to save the csv file.</br> /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let mut dsp = DataSampleParser::new(); /// /// dsp.analyze_csv_file("./tests/samples/sample-01.csv").unwrap(); /// dsp.generate_csv(100, "./tests/samples/generated-01.csv").unwrap(); /// } /// ``` pub fn generate_csv(&mut self, row_count: u32, path: &'static str) -> Result<(), Box<Error>> { info!("generating csv file {}", path); let mut wtr = try!(WriterBuilder::new() .has_headers(true) .quote(b'"') .double_quote(true) .delimiter(b',') .from_path(path).map_err(|e| { error!("csv file {} couldn't be created!",path); e.to_string() })); let headers = self.extract_headers(); wtr.write_record(&headers)?; for r in 0..row_count { let mut record = Vec::new(); for profile in self.profiles.iter_mut() { record.push(profile.1.generate()); } wtr.write_record(&record)?; } wtr.flush()?; Ok(()) } /// This function returns a vector of header names /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// let mut dsp = DataSampleParser::new(); /// /// dsp.analyze_csv_file("./tests/samples/sample-01.csv").unwrap(); /// let headers = dsp.extract_headers(); /// /// assert_eq!(headers.len(), 2); /// } pub fn extract_headers(&mut self) -> Vec<String> { let mut headers = vec!(); for profile in self.profiles.iter_mut() { headers.push(profile.0.to_string()); } headers } /// This function returns a boolean that indicates if the data sample parsing had issues /// /// # Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // initalize a new DataSampelParser /// // param: the path to the configuration file is wrong /// let dsp = DataSampleParser::new_with("./target/debug/config/tdg.yaml"); /// /// // generate some test data using the demo functions /// assert_eq!(dsp.running_with_issues(), &false); /// } pub fn running_with_issues(&self) -> &bool{ &self.issues } /// This function saves (exports) the DataSampleParser to a JSON file. /// This is useful when you wish to reuse the algorithm to generate more test data later. /// /// # Arguments /// /// * `field: String` - The full path of the export file , excluding the file extension, (e.g.: "./test/data/custom-names").</br> /// /// #Errors /// If this function encounters any form of I/O or other error, an error variant will be returned. /// Otherwise, the function returns Ok(true).</br> /// /// #Example /// /// ``` /// extern crate test_data_generation; /// /// use test_data_generation::data_sample_parser::DataSampleParser; /// /// fn main() { /// // analyze the dataset /// let mut dsp = DataSampleParser::new(); /// dsp.analyze_csv_file("./tests/samples/sample-00.csv").unwrap(); /// /// assert_eq!(dsp.save("./tests/samples/sample-00-dsp").unwrap(), true); /// } /// pub fn save(&mut self, path: &'static str) -> Result<(bool), io::Error> { let dsp_json = serde_json::to_string(&self).unwrap(); // Create the archive file let mut file = match File::create(format!("{}.json",&path)) { Err(e) => { error!("Could not create file {:?}", &path.to_string()); return Err(e); }, Ok(f) => { info!("Successfully exported to {:?}", &path.to_string()); f }, }; // Write the json string to file, returns io::Result<()> match file.write_all(dsp_json.as_bytes()) { Err(e) => { error!("Could not write to file {}", &path.to_string()); return Err(e); }, Ok(_) => { info!("Successfully exported to {}", &path.to_string()); }, }; Ok(true) } }