diff --git a/Cargo.lock b/Cargo.lock index 2bfb617b20..06fbc9a1bf 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -74,6 +74,23 @@ dependencies = [ "libc 0.2.66 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "base64" +version = "0.9.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "byteorder 1.3.2 (registry+https://github.com/rust-lang/crates.io-index)", + "safemem 0.3.3 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "base64" +version = "0.10.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "byteorder 1.3.2 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "bindgen" version = "0.51.1" @@ -209,6 +226,17 @@ name = "color_quant" version = "1.0.1" source = "registry+https://github.com/rust-lang/crates.io-index" +[[package]] +name = "cookie" +version = "0.11.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "base64 0.9.3 (registry+https://github.com/rust-lang/crates.io-index)", + "ring 0.13.5 (registry+https://github.com/rust-lang/crates.io-index)", + "time 0.1.42 (registry+https://github.com/rust-lang/crates.io-index)", + "url 1.7.2 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "core-foundation-sys" version = "0.6.2" @@ -341,6 +369,35 @@ dependencies = [ "byteorder 1.3.2 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "devise" +version = "0.2.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "devise_codegen 0.2.0 (registry+https://github.com/rust-lang/crates.io-index)", + "devise_core 0.2.0 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "devise_codegen" +version = "0.2.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "devise_core 0.2.0 (registry+https://github.com/rust-lang/crates.io-index)", + "quote 0.6.13 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "devise_core" +version = "0.2.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "bitflags 1.2.1 (registry+https://github.com/rust-lang/crates.io-index)", + "proc-macro2 0.4.30 (registry+https://github.com/rust-lang/crates.io-index)", + "quote 0.6.13 (registry+https://github.com/rust-lang/crates.io-index)", + "syn 0.15.44 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "either" version = "1.5.3" @@ -410,11 +467,42 @@ dependencies = [ "miniz_oxide 0.3.5 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "fsevent" +version = "0.4.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "bitflags 1.2.1 (registry+https://github.com/rust-lang/crates.io-index)", + "fsevent-sys 2.0.1 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "fsevent-sys" +version = "2.0.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "libc 0.2.66 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "fuchsia-cprng" version = "0.1.1" source = "registry+https://github.com/rust-lang/crates.io-index" +[[package]] +name = "fuchsia-zircon" +version = "0.3.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "bitflags 1.2.1 (registry+https://github.com/rust-lang/crates.io-index)", + "fuchsia-zircon-sys 0.3.3 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "fuchsia-zircon-sys" +version = "0.3.3" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "getrandom" version = "0.1.13" @@ -465,6 +553,11 @@ name = "hound" version = "3.4.0" source = "registry+https://github.com/rust-lang/crates.io-index" +[[package]] +name = "httparse" +version = "1.3.4" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "humantime" version = "1.3.0" @@ -473,6 +566,34 @@ dependencies = [ "quick-error 1.2.2 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "hyper" +version = "0.10.16" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "base64 0.9.3 (registry+https://github.com/rust-lang/crates.io-index)", + "httparse 1.3.4 (registry+https://github.com/rust-lang/crates.io-index)", + "language-tags 0.2.2 (registry+https://github.com/rust-lang/crates.io-index)", + "log 0.3.9 (registry+https://github.com/rust-lang/crates.io-index)", + "mime 0.2.6 (registry+https://github.com/rust-lang/crates.io-index)", + "num_cpus 1.11.1 (registry+https://github.com/rust-lang/crates.io-index)", + "time 0.1.42 (registry+https://github.com/rust-lang/crates.io-index)", + "traitobject 0.1.0 (registry+https://github.com/rust-lang/crates.io-index)", + "typeable 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)", + "unicase 1.4.2 (registry+https://github.com/rust-lang/crates.io-index)", + "url 1.7.2 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "idna" +version = "0.1.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "matches 0.1.8 (registry+https://github.com/rust-lang/crates.io-index)", + "unicode-bidi 0.3.4 (registry+https://github.com/rust-lang/crates.io-index)", + "unicode-normalization 0.1.11 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "image" version = "0.23.0-preview.0" @@ -489,6 +610,14 @@ dependencies = [ "tiff 0.4.0 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "indexmap" +version = "1.3.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "autocfg 0.1.7 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "inflate" version = "0.4.5" @@ -497,6 +626,24 @@ dependencies = [ "adler32 1.0.4 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "inotify" +version = "0.6.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "bitflags 1.2.1 (registry+https://github.com/rust-lang/crates.io-index)", + "inotify-sys 0.1.3 (registry+https://github.com/rust-lang/crates.io-index)", + "libc 0.2.66 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "inotify-sys" +version = "0.1.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "libc 0.2.66 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "iovec" version = "0.1.4" @@ -513,6 +660,11 @@ dependencies = [ "either 1.5.3 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "itoa" +version = "0.4.4" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "jpeg-decoder" version = "0.1.18" @@ -531,11 +683,21 @@ dependencies = [ "winapi-build 0.1.1 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "language-tags" +version = "0.2.2" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "lazy_static" version = "1.4.0" source = "registry+https://github.com/rust-lang/crates.io-index" +[[package]] +name = "lazycell" +version = "1.2.1" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "libc" version = "0.2.66" @@ -561,6 +723,14 @@ dependencies = [ "vcpkg 0.2.8 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "log" +version = "0.3.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "log 0.4.8 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "log" version = "0.4.8" @@ -574,6 +744,11 @@ name = "lzw" version = "0.10.0" source = "registry+https://github.com/rust-lang/crates.io-index" +[[package]] +name = "matches" +version = "0.1.8" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "matrixmultiply" version = "0.2.3" @@ -582,6 +757,11 @@ dependencies = [ "rawpointer 0.2.1 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "maybe-uninit" +version = "2.0.0" +source = "registry+https://github.com/rust-lang/crates.io-index" + [[package]] name = "memchr" version = "2.2.1" @@ -605,6 +785,14 @@ dependencies = [ "toml 0.2.1 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "mime" +version = "0.2.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "log 0.3.9 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "miniz_oxide" version = "0.3.5" @@ -613,6 +801,46 @@ dependencies 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(registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "mio-extras" +version = "2.0.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "lazycell 1.2.1 (registry+https://github.com/rust-lang/crates.io-index)", + "log 0.4.8 (registry+https://github.com/rust-lang/crates.io-index)", + "mio 0.6.21 (registry+https://github.com/rust-lang/crates.io-index)", + "slab 0.4.2 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "miow" +version = "0.2.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "kernel32-sys 0.2.2 (registry+https://github.com/rust-lang/crates.io-index)", + "net2 0.2.33 (registry+https://github.com/rust-lang/crates.io-index)", + "winapi 0.2.8 (registry+https://github.com/rust-lang/crates.io-index)", + "ws2_32-sys 0.2.1 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "multimap" version = "0.4.0" @@ -631,6 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(registry+https://github.com/rust-lang/crates.io-index)", + "pear 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)", + "percent-encoding 1.0.1 (registry+https://github.com/rust-lang/crates.io-index)", + "smallvec 0.6.13 (registry+https://github.com/rust-lang/crates.io-index)", + "state 0.4.1 (registry+https://github.com/rust-lang/crates.io-index)", + "time 0.1.42 (registry+https://github.com/rust-lang/crates.io-index)", + "unicode-xid 0.1.0 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "rustc-demangle" version = "0.1.16" @@ -1054,6 +1407,24 @@ dependencies = [ "semver 0.9.0 (registry+https://github.com/rust-lang/crates.io-index)", ] +[[package]] +name = "ryu" +version = "1.0.2" +source = "registry+https://github.com/rust-lang/crates.io-index" + +[[package]] +name = "safemem" +version = "0.3.3" +source = "registry+https://github.com/rust-lang/crates.io-index" + +[[package]] +name = "same-file" +version = "1.0.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "winapi-util 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)", +] + [[package]] name = "sample" version = "0.10.0" @@ -1091,11 +1462,54 @@ name = "semver-parser" version = "0.7.0" source = "registry+https://github.com/rust-lang/crates.io-index" +[[package]] +name = "serde" +version = "1.0.104" +source = "registry+https://github.com/rust-lang/crates.io-index" + +[[package]] +name = "serde_derive" +version = "1.0.104" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "proc-macro2 1.0.6 (registry+https://github.com/rust-lang/crates.io-index)", + "quote 1.0.2 (registry+https://github.com/rust-lang/crates.io-index)", + "syn 1.0.11 (registry+https://github.com/rust-lang/crates.io-index)", +] + +[[package]] +name = "serde_json" +version = "1.0.44" +source = "registry+https://github.com/rust-lang/crates.io-index" +dependencies = [ + "itoa 0.4.4 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+++ b/tacotron_melgan/src/main.rs @@ -1,39 +1,50 @@ +#![feature(proc_macro_hygiene, decl_macro)] + +#[macro_use] extern crate rocket; +#[macro_use] extern crate rocket_contrib; +#[macro_use] extern crate serde_derive; extern crate hound; extern crate rand; +extern crate serde; +extern crate serde_json; extern crate tch; use tch::CModule; use tch::Tensor; use tch::nn::Module; use tch::nn::ModuleT; +use server::run_server; pub mod melgan; pub mod model; +pub mod server; pub mod tacotron; pub fn main() { println!("Tacotron2 + MelGan"); - melgan::run_melgan_network(); + //melgan::run_melgan_network(); //tacotron::run_tacotron(); //run_end_to_end(); + + run_server(); } fn run_end_to_end() { println!("Load Tacotron Model"); let tacotron_model = - model::load_model("/home/bt/dev/voder/tacotron_melgan/tacotron_container.pt"); + model::load_model_file("/home/bt/dev/voder/tacotron_melgan/tacotron_container.pt"); println!("Load Melgan Model"); let melgan_model = - model::load_model("/home/bt/dev/voder/tacotron_melgan/container2.pt"); + model::load_model_file("/home/bt/dev/voder/tacotron_melgan/container2.pt"); println!("Load Text Sequence Tensor"); let text_sequence = - model::load_wrapped_tensor("/home/bt/dev/voder/data/text/tacotron_text_sequence.pt.containerized.pt"); + model::load_wrapped_tensor_file("/home/bt/dev/voder/data/text/tacotron_text_sequence.pt.containerized.pt"); - for i in 0..10 { - println!(">>> Evaluating Tacotron Model {}", i); + //for i in 0..10 { + println!(">>> Evaluating Tacotron Model"); let mut mel_tensor = tacotron_model.forward(&text_sequence); println!("Result mel tensor: {:?}", mel_tensor); @@ -49,9 +60,9 @@ fn run_end_to_end() { let audio = melgan::audio_tensor_to_audio_signal(audio_tensor); - //println!("Writing audio file..."); - //melgan::write_audio_file(audio, "double_model_results.wav"); + println!("Writing audio file..."); + melgan::write_audio_file(audio, "double_model_results_2.wav"); println!("Done."); - } + //} } diff --git a/tacotron_melgan/src/melgan.rs b/tacotron_melgan/src/melgan.rs index 522993e2e7..3eb2f48cba 100644 --- a/tacotron_melgan/src/melgan.rs +++ b/tacotron_melgan/src/melgan.rs @@ -6,8 +6,8 @@ use tch; use rand::Rng; use model::{ - load_model, - load_wrapped_tensor, + load_model_file, + load_wrapped_tensor_file, }; const WRAPPED_MODEL_PATH : &'static str = "/home/bt/dev/voder/tacotron_melgan/container2.pt"; @@ -16,6 +16,7 @@ const EXAMPLE_MEL_1: &'static str = "/home/bt/dev/voder/data/mels/LJ002-0320.mel const EXAMPLE_MEL_2 : &'static str = "/home/bt/dev/voder/data/mels/trump_2018_02_15-001.mel.containerized.pt"; pub const MAX_WAV_VALUE : f32 = 32768.0f32; +pub const HALF_WAV_VALUE : f32 = MAX_WAV_VALUE * 0.5f32; // TODO: This is an hparam and should be dynamic. pub const HOP_LENGTH : i64 = 256; @@ -58,7 +59,7 @@ fn debug_print_sample(audio: &Vec, num_samples: usize) { } pub fn run_melgan_network() { - let mut mel = load_wrapped_tensor(EXAMPLE_MEL_1); + let mut mel = load_wrapped_tensor_file(EXAMPLE_MEL_1); println!("Got mel: {:?} of dim {}", mel, mel.dim()); if mel.dim() == 2 { @@ -66,18 +67,18 @@ pub fn run_melgan_network() { mel = mel.unsqueeze(0); } - let melgan_model = load_model(WRAPPED_MODEL_PATH); + let melgan_model = load_model_file(WRAPPED_MODEL_PATH); println!("Evaluating model..."); let output = melgan_model.forward(&mel); println!("Result tensor: {:?}", output); - let data = audio_tensor_to_audio_signal(output); + let audio = audio_tensor_to_audio_signal(output); - debug_print_sample(&data, 10); + debug_print_sample(&audio, 10); - write_audio_file(data, "melgan_output.wav"); + write_audio_file(audio, "melgan_output.wav"); } pub fn write_audio_file(audio_signal: Vec, filename: &str) { @@ -91,7 +92,7 @@ pub fn write_audio_file(audio_signal: Vec, filename: &str) { let mut writer = hound::WavWriter::create(filename, spec).unwrap(); for sample in audio_signal { - let sample = MAX_WAV_VALUE * sample; + let sample = sample * 0.0001f32; writer.write_sample(sample).unwrap(); } } diff --git a/tacotron_melgan/src/model.rs b/tacotron_melgan/src/model.rs index 2605060977..905957a047 100644 --- a/tacotron_melgan/src/model.rs +++ b/tacotron_melgan/src/model.rs @@ -1,10 +1,18 @@ -use tch::Tensor; +use hound::SampleFormat; +use hound::WavSpec; +use hound::WavWriter; use tch::CModule; -use tch; +use tch::Tensor; use tch::nn::Module; +use tch; + +use std::io::Cursor; +use std::io::BufWriter; + +use melgan::audio_tensor_to_audio_signal; /// Load a Torch model -pub fn load_model(filename: &str) -> CModule { +pub fn load_model_file(filename: &str) -> CModule { println!("Loading model: {}", filename); tch::CModule::load(filename).unwrap() } @@ -19,7 +27,7 @@ pub fn load_model(filename: &str) -> CModule { /// method that simply returns the wrapped tensor. /// /// I wrote a script to wrap tensors: 'jit_containerize_tensor.py'. -pub fn load_wrapped_tensor(filename: &str) -> Tensor { +pub fn load_wrapped_tensor_file(filename: &str) -> Tensor { println!("Loading wrapped tensor file: {}", filename); let module = tch::CModule::load(filename).unwrap(); let mut temp = Tensor::zeros( @@ -28,3 +36,71 @@ pub fn load_wrapped_tensor(filename: &str) -> Tensor { ); module.forward(&temp) } + +pub struct TacoMelModel { + tacotron_model: CModule, + melgan_model: CModule, +} + +impl TacoMelModel { + + pub fn create(tacotron_filename: &str, melgan_filename: &str) -> Self { + let tacotron_model = + load_model_file("/home/bt/dev/voder/tacotron_melgan/tacotron_container.pt"); + + let melgan_model = + load_model_file("/home/bt/dev/voder/tacotron_melgan/container2.pt"); + + Self { + tacotron_model, + melgan_model, + } + } + + pub fn run_tts(&self, text: &str) -> Vec { + // TODO + let text_sequence = + load_wrapped_tensor_file("/home/bt/dev/voder/data/text/tacotron_text_sequence.pt.containerized.pt"); + + let mut mel_tensor = self.tacotron_model.forward(&text_sequence); + let audio_tensor = self.melgan_model.forward(&mel_tensor); + + audio_tensor_to_audio_signal(audio_tensor) + } + + pub fn run_tts_audio(&self, text: &str) -> Vec { + let audio_signal = self.run_tts(text); + + let spec = WavSpec { + channels: 1, + sample_rate: 16000, + bits_per_sample: 32, + sample_format: SampleFormat::Float, + }; + + let bytes : Vec = Vec::new(); + let seek : Cursor> = Cursor::new(bytes); + let mut buffer = BufWriter::new(seek); + + { + let mut writer = WavWriter::new(&mut buffer, spec).unwrap(); + for s in audio_signal { + let s = s * 0.0001f32; // TODO: Temporary fix for audio + writer.write_sample(s).unwrap(); + } + writer.finalize().unwrap(); // TODO: Error + } + + //let mut writer = hound::WavWriter::create(filename, spec).unwrap(); + + /*for sample in audio_signal { + let sample = sample * 0.0001f32; + writer.write_sample(sample).unwrap(); + }*/ + + match buffer.into_inner() { + Err(_) => { Vec::new() }, // TODO: Error + Ok(r) => { r.get_ref().to_vec() }, + } + } +} diff --git a/tacotron_melgan/src/server.rs b/tacotron_melgan/src/server.rs new file mode 100644 index 0000000000..f839cd9f1d --- /dev/null +++ b/tacotron_melgan/src/server.rs @@ -0,0 +1,57 @@ +use rocket::{Request, State, Response}; +use rocket::response::content::Content; +use rocket::http::{RawStr, ContentType}; +use rocket_contrib::json::{Json, JsonValue}; +use model::TacoMelModel; + +#[derive(Serialize, Deserialize)] +struct Message { + contents: String, +} + +#[get("/")] +fn get_index() -> String { + format!("Hello") +} + +//#[put("/tts", data = "")] +#[get("/tts?")] +//fn post_tts(request: String) -> JsonValue { +//fn get_tts(model: State, text: &RawStr) -> Vec { +fn get_tts(model: State, text: &RawStr) -> Content> { + let audio_bytes = model.inner().run_tts_audio(text.as_str()); + //json!({ "status": "ok" }) + /*Response::build() + .header(ContentType::new("audio", "wav")) + .wr + .ok()*/ + Content(ContentType::new("audio", "wav"), audio_bytes) +} + +#[catch(404)] +fn not_found(req: &Request) -> String { + format!("I couldn't find '{}'. Try something else?", req.uri()) +} + +pub fn run_server() { + /*let options = Options::Index | Options::DotFiles; + rocket::ignite() + .mount("/static", StaticFiles::from("/www/public")) + .mount("/pub", StaticFiles::new("/www/public", options).rank(-1))*/ + + let model = TacoMelModel::create( + "/home/bt/dev/voder/tacotron_melgan/tacotron_container.pt", + "/home/bt/dev/voder/tacotron_melgan/container2.pt"); + + rocket::ignite() + .mount("/", routes![ + get_index, + get_tts, + ]) + .manage(model) + .register(catchers![not_found]) + .launch(); +} + + +