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+checksum = "38ff0f21cfee8f97d94cef41359e0c89aa6113028ab0291aa8ca0038995a95aa" +dependencies = [ + "cc", + "pkg-config", +] diff --git a/Cargo.toml b/Cargo.toml new file mode 100644 index 0000000..48016d3 --- /dev/null +++ b/Cargo.toml @@ -0,0 +1,23 @@ +[package] +name = "gpt_sovits_plugin" +version = "0.1.0" +edition = "2021" + +[lib] +crate-type = ["cdylib"] + +[dependencies] +wasmedge_plugin_sdk = { version = "0.3", git = "https://github.com/second-state/wasmedge_plugin_rust_sdk" } +anyhow = "1.0.87" +tokenizers = { version = "0.20.0", features = ["http"] } +tch = { version = "0.17.0" } +pinyin = "0.10.0" +wav_io = "0.1.14" +serde_json = "1.0" +serde = { version = "1.0", features = ["derive"] } + +[features] +standalone = ["wasmedge_plugin_sdk/standalone"] + +[workspace] +members = ["gpt_sovits_wasm"] diff --git a/QuickStart.md b/QuickStart.md new file mode 100644 index 0000000..9db6356 --- /dev/null +++ b/QuickStart.md @@ -0,0 +1,28 @@ +Step 1: Install Torch 2.4 + +Step 2: Build plugin & Wasm + +```bash +cd gpt_sovits_plugin + +export LIBTORCH=/home/csh/torch_2.4/libtorch +cargo build --release + +cd gpt_sovits_wasm +cargo build --target wasm32-wasi --release + +cd .. +mkdir plugins +cp target/release/libgpt_sovits_plugin.so plugins + +export WASMEDGE_PLUGIN_PATH=plugins +export LD_LIBRARY_PATH=~/torch_2.4/libtorch/lib +``` + +Step 3: Download resource.zip and unzip + +Step 4: Run +```bash +# run +wasmedge --dir=".:." target/wasm32-wasi/debug/gpt_sovits_wasm.wasm '这是一段语音示例' +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..c364864 --- /dev/null +++ b/config.json @@ -0,0 +1,9 @@ +{ + "bert_model_path": "resource/bert_model.pt", + "ssl_model_path": "resource/ssl_model.pt", + "gpt_sovits_path": "resource/gpt_sovits_model.pt", + "tokenizer_path": "resource/tokenizer.json", + "symbols_path": "resource/symbols_v2.json", + "ref_audio_path": "resource/chen1_ref.wav", + "ref_text": "声音,是有温度的.夜晚的声音,会发光." +} \ No newline at end of file diff --git a/gpt_sovits_wasm/Cargo.toml b/gpt_sovits_wasm/Cargo.toml new file mode 100644 index 0000000..a033b46 --- /dev/null +++ b/gpt_sovits_wasm/Cargo.toml @@ -0,0 +1,6 @@ +[package] +name = "gpt_sovits_wasm" +version = "0.1.0" +edition = "2021" + +[dependencies] diff --git a/gpt_sovits_wasm/src/main.rs b/gpt_sovits_wasm/src/main.rs new file mode 100644 index 0000000..fa738ed --- /dev/null +++ b/gpt_sovits_wasm/src/main.rs @@ -0,0 +1,38 @@ +mod gpt_sovits { + mod ffi { + #[link(wasm_import_module = "gpt_sovits")] + extern "C" { + pub fn infer(text_ptr: *const u8, text_len: usize) -> i32; + pub fn get_output(output_buf: *mut u8, output_len: usize) -> i32; + } + } + + pub fn infer(text: &str) -> Result, &'static str> { + unsafe { + let i = ffi::infer(text.as_ptr(), text.len()); + match i { + -1 => Err("infer error"), + -2 => Err("runtime error"), + _ => { + let mut buf = vec![0u8; i as usize]; + let o = ffi::get_output(buf.as_mut_ptr(), i as usize); + match o { + -2 => Err("runtime error"), + _ => Ok(buf), + } + } + } + } + } +} +fn main() { + let text = std::env::args().nth(1).unwrap(); + println!("infer {text} -> out.wav"); + match gpt_sovits::infer(&text) { + Ok(buf) => { + std::fs::write("out.wav", buf).unwrap(); + println!("done"); + } + Err(e) => eprintln!("error: {e}"), + } +} diff --git a/src/lib.rs b/src/lib.rs new file mode 100644 index 0000000..930af52 --- /dev/null +++ b/src/lib.rs @@ -0,0 +1,120 @@ +use wasmedge_plugin_sdk::{ + error::{CoreError, CoreExecutionError}, + memory::{Memory, WasmPtr}, + module::{PluginModule, SyncInstanceRef}, + types::{ValType, WasmVal}, +}; + +mod tts; + +pub struct HostData(anyhow::Result); + +fn infer<'a>( + _inst_ref: &'a mut SyncInstanceRef, + mem: &'a mut Memory, + data: &'a mut HostData, + args: Vec, +) -> Result, CoreError> { + if let Some([WasmVal::I32(text_ptr), WasmVal::I32(text_len)]) = args.get(0..2) { + match &mut data.0 { + Ok(runtime) => { + let text_ptr = *text_ptr as usize; + let text_len = *text_len as usize; + if let Some(text) = mem.get_slice(WasmPtr::::from(text_ptr), text_len) { + if let Ok(text) = std::str::from_utf8(text) { + match tch::no_grad(|| runtime.infer(text)) { + Ok(wav) => { + let len = wav.len(); + runtime.output_wav = wav; + Ok(vec![WasmVal::I32(len as i32)]) + } + Err(e) => { + eprintln!("infer error: {:?}", e); + Ok(vec![WasmVal::I32(-1)]) + } + } + } else { + Ok(vec![WasmVal::I32(-1)]) + } + } else { + Err(CoreError::Execution(CoreExecutionError::MemoryOutOfBounds)) + } + } + Err(_) => Ok(vec![WasmVal::I32(-2)]), + } + } else { + Err(CoreError::Execution(CoreExecutionError::FuncTypeMismatch)) + } +} + +fn get_output( + _inst_ref: &mut SyncInstanceRef, + mem: &mut Memory, + data: &mut HostData, + args: Vec, +) -> Result, CoreError> { + if let Some([WasmVal::I32(data_ptr), WasmVal::I32(len)]) = args.get(0..2) { + match &mut data.0 { + Ok(runtime) => { + let data_ptr = *data_ptr as usize; + let len = *len as usize; + if let Some(output_buff) = mem.mut_slice(WasmPtr::from(data_ptr), len) { + output_buff.copy_from_slice(&runtime.output_wav); + Ok(vec![WasmVal::I32(0)]) + } else { + Err(CoreError::Execution(CoreExecutionError::MemoryOutOfBounds)) + } + } + Err(_) => Ok(vec![WasmVal::I32(-2)]), + } + } else { + Err(CoreError::Execution(CoreExecutionError::FuncTypeMismatch)) + } +} + +fn is_ok<'a>( + _inst_ref: &'a mut SyncInstanceRef, + _main_memory: &'a mut Memory, + data: &'a mut HostData, + _args: Vec, +) -> Result, CoreError> { + match data.0 { + Ok(_) => Ok(vec![WasmVal::I32(1)]), + Err(_) => Ok(vec![WasmVal::I32(0)]), + } +} + +pub fn create_module() -> PluginModule { + let runtime = tts::GPTSovitsRuntime::new_by_env(); + + let mut module = PluginModule::create("gpt_sovits", HostData(runtime)).unwrap(); + + module + .add_func( + "infer", + (vec![ValType::I32, ValType::I32], vec![ValType::I32]), + infer, + ) + .unwrap(); + module + .add_func( + "get_output", + (vec![ValType::I32, ValType::I32], vec![ValType::I32]), + get_output, + ) + .unwrap(); + module + .add_func("is_ok", (vec![], vec![ValType::I32]), is_ok) + .unwrap(); + + module +} + +wasmedge_plugin_sdk::plugin::register_plugin!( + plugin_name="gpt_sovits", + plugin_description="a tts plugin based on gpt-sovits", + version=(0,0,0,1), + modules=[ + {"gpt_sovits","a tts plugin based on gpt-sovits",create_module} + ] +); diff --git a/src/tts.rs b/src/tts.rs new file mode 100644 index 0000000..b68c04d --- /dev/null +++ b/src/tts.rs @@ -0,0 +1,264 @@ +use std::collections::HashMap; + +use tch::{IValue, Tensor}; +use tokenizers::Tokenizer; + +#[derive(Debug, serde::Deserialize)] +pub struct Config { + pub bert_model_path: String, + pub ssl_model_path: String, + pub gpt_sovits_path: String, + pub tokenizer_path: String, + pub symbols_path: String, + + pub ref_audio_path: String, + pub ref_text: String, +} + +fn split_zh_ph(ph: &str) -> (&str, &str) { + if ph.starts_with("zh") || ph.starts_with("ch") || ph.starts_with("sh") { + ph.split_at(2) + } else { + ph.split_at(1) + } +} + +fn phones(symbels: &HashMap, text: &str, device: tch::Device) -> (Tensor, Tensor) { + use pinyin::ToPinyin; + + let mut word2ph = Vec::new(); + + let mut sequence = Vec::new(); + + for c in text.chars() { + if let Some(p) = c.to_pinyin() { + let (y, s) = split_zh_ph(p.with_tone_num_end()); + sequence.push(symbels.get(y).map(|id| *id).unwrap_or(0)); + sequence.push(symbels.get(s).map(|id| *id).unwrap_or(0)); + word2ph.push(2); + } else { + let s = c.to_string(); + sequence.push(symbels.get(&s).map(|id| *id).unwrap_or(0)); + word2ph.push(1); + } + } + + let word2ph = Tensor::from_slice(&word2ph); + let t = Tensor::from_slice(&sequence).to_device(device); + (t.unsqueeze(0), word2ph) +} + +pub struct GPTSovitsRuntime { + tokenizer: Tokenizer, + symbels: HashMap, + device: tch::Device, + bert: tch::CModule, + gpt_sovits: tch::CModule, + ref_data: RefData, + pub output_wav: Vec, +} + +pub struct RefData { + ssl_content: Tensor, + ref_audio_sr: Tensor, + + ref_seq: Tensor, + ref_bert: Tensor, +} + +fn resample( + ssl: &tch::CModule, + ref_audio: &IValue, + src_sr: u32, + target_sr: u32, +) -> anyhow::Result { + let ref_audio_new = ssl.method_is( + "resample", + &[ + ref_audio, + &IValue::Int(src_sr as i64), + &IValue::Int(target_sr as i64), + ], + )?; + let ref_audio_16k = match ref_audio_new { + IValue::Tensor(ref_audio_16k) => ref_audio_16k, + _ => unreachable!(), + }; + Ok(ref_audio_16k) +} + +fn get_ref_data( + ref_text: &str, + ref_audio: Tensor, + ref_audio_sr: u32, + tokenizer: &Tokenizer, + symbels: &HashMap, + ssl: &tch::CModule, + bert: &tch::CModule, + device: tch::Device, +) -> anyhow::Result { + let ref_audio = IValue::Tensor(ref_audio); + + let (ref_text_ids, ref_text_mask, ref_text_token_type_ids) = + encode_text(ref_text, &tokenizer, device)?; + let (ref_seq, ref_text_word2ph) = phones(&symbels, ref_text, device); + + let ref_bert = bert.forward_ts(&[ + ref_text_ids, + ref_text_mask, + ref_text_token_type_ids, + ref_text_word2ph, + ])?; + + let ref_audio_16k = resample(ssl, &ref_audio, ref_audio_sr, 16000)?; + let ref_audio_sr = resample(ssl, &ref_audio, ref_audio_sr, 32000)?; + + let ssl_content = ssl.forward_ts(&[&ref_audio_16k])?; + + Ok(RefData { + ssl_content, + ref_audio_sr, + ref_seq, + ref_bert, + }) +} + +impl GPTSovitsRuntime { + pub fn new_by_env() -> anyhow::Result { + let config_path = std::env::var("GPT_SOVITS_CONFIG_PATH")?; + let config = std::fs::read_to_string(config_path)?; + let config: Config = serde_json::from_str(&config)?; + Self::new(&config) + } + + pub fn new(config: &Config) -> anyhow::Result { + tch::no_grad(|| Self::new_(config)) + } + + fn new_(config: &Config) -> anyhow::Result { + let tokenizer = + Tokenizer::from_file(&config.tokenizer_path).map_err(|e| anyhow::anyhow!("{e:?}"))?; + let symbels = load_symbel(&config.symbols_path)?; + let device = tch::Device::cuda_if_available(); + let (bert, ssl, gpt_sovits) = load_model(config, device)?; + + let (load_ref_audio, ref_audio_sr) = load_ref_audio(&config.ref_audio_path, device)?; + + let ref_data = get_ref_data( + &config.ref_text, + load_ref_audio, + ref_audio_sr, + &tokenizer, + &symbels, + &ssl, + &bert, + device, + )?; + + Ok(Self { + tokenizer, + symbels, + device, + bert, + gpt_sovits, + ref_data, + output_wav: Vec::new(), + }) + } + + pub fn infer(&self, text: &str) -> anyhow::Result> { + let (text_ids, text_mask, text_token_type_ids) = + encode_text(text, &self.tokenizer, self.device)?; + + let (text_seq, text_word2ph) = phones(&self.symbels, text, self.device); + + let text_bert = + self.bert + .forward_ts(&[text_ids, text_mask, text_token_type_ids, text_word2ph])?; + + let audio = self.gpt_sovits.forward_ts(&[ + &self.ref_data.ssl_content, + &self.ref_data.ref_audio_sr, + &self.ref_data.ref_seq, + &text_seq, + &self.ref_data.ref_bert, + &text_bert, + ])?; + + let audio_size = audio.size1()? as usize; + let mut samples = vec![0f32; audio_size]; + audio.f_copy_data(&mut samples, audio_size)?; + let header = wav_io::new_header(32000, 16, false, true); + let out_put = wav_io::write_to_bytes(&header, &samples) + .map_err(|e| anyhow::anyhow!("write wav error: {e}"))?; + + Ok(out_put) + } +} + +fn load_symbel(path: &str) -> anyhow::Result> { + let f = std::fs::File::open(path)?; + Ok(serde_json::from_reader(f)?) +} + +fn encode_text( + text: &str, + tokenizer: &Tokenizer, + device: tch::Device, +) -> anyhow::Result<(Tensor, Tensor, Tensor)> { + let encoding = tokenizer + .encode(text, true) + .map_err(|e| anyhow::anyhow!("{e:?}"))?; + + let ids = encoding + .get_ids() + .into_iter() + .map(|x| (*x) as i64) + .collect::>(); + let text_ids = Tensor::from_slice(&ids); + let text_ids = text_ids.unsqueeze(0).to_device(device); + + let mask = encoding + .get_attention_mask() + .into_iter() + .map(|x| (*x) as i64) + .collect::>(); + let text_mask = Tensor::from_slice(&mask); + let text_mask = text_mask.unsqueeze(0).to_device(device); + + let token_type_ids = encoding + .get_type_ids() + .into_iter() + .map(|x| (*x) as i64) + .collect::>(); + let text_token_type_ids = Tensor::from_slice(&token_type_ids); + let text_token_type_ids = text_token_type_ids.unsqueeze(0).to_device(device); + Ok((text_ids, text_mask, text_token_type_ids)) +} + +fn load_model( + config: &Config, + device: tch::Device, +) -> anyhow::Result<(tch::CModule, tch::CModule, tch::CModule)> { + let mut bert = tch::CModule::load_on_device(&config.bert_model_path, device) + .map_err(|e| anyhow::anyhow!("load bert_model error: {}", e))?; + bert.set_eval(); + + let mut ssl = tch::CModule::load_on_device(&config.ssl_model_path, device) + .map_err(|e| anyhow::anyhow!("load ssl_model error: {}", e))?; + ssl.set_eval(); + + let mut gpt_sovits = tch::CModule::load_on_device(&config.gpt_sovits_path, device) + .map_err(|e| anyhow::anyhow!("load vits_model error: {}", e))?; + gpt_sovits.set_eval(); + + Ok((bert, ssl, gpt_sovits)) +} + +pub fn load_ref_audio(ref_audio_path: &str, device: tch::Device) -> anyhow::Result<(Tensor, u32)> { + let ref_audio_file = std::fs::File::open(ref_audio_path)?; + let (head, samples) = + wav_io::read_from_file(ref_audio_file).map_err(|e| anyhow::anyhow!("{e}"))?; + let t = Tensor::from_slice(&samples).to_device(device); + Ok((t.unsqueeze(0), head.sample_rate)) +}