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data_server/Cargo.toml

@@ -1,19 +0,0 @@
-[package]
-name = "data_server"
-version = "0.1.0"
-edition = "2021"
-
-# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
-
-[dependencies]
-bytes = "1.5.0"
-clap = { version = "4.4.11", features = ["derive"] }
-env_logger = "0.10.1"
-log = "0.4.20"
-prost = "0.12.3"
-rand = "0.8.5"
-tokio = { version = "1.34.0", features = ["full"] }
-tonic = "0.10.2"
-
-[build-dependencies]
-tonic-build = "0.10.2"

data_server/build.rs

@@ -1,4 +0,0 @@
-fn main() -> Result<(), Box<dyn std::error::Error>> {
-    tonic_build::compile_protos("../fish_speech/datasets/protos/text-data.proto")?;
-    Ok(())
-}

data_server/src/main.rs

@@ -1,280 +0,0 @@
-use clap::Parser;
-use log::info;
-use prost::Message;
-use rand::seq::SliceRandom;
-use rand::{thread_rng, Rng};
-use std::fs::{self, File};
-use std::io::{self, BufReader, Read, Result as IoResult};
-use std::path::{Path, PathBuf};
-use std::{env, vec};
-use tonic::{transport::Server, Request, Response, Status};
-
-pub mod text_data {
-    tonic::include_proto!("text_data");
-}
-
-use text_data::{
-    data_service_server::{DataService, DataServiceServer},
-    SampleDataRequest, SampledData, Sentence, TextData,
-};
-
-#[derive(Default, Debug, Clone)]
-pub struct RSSentence {
-    text: String,
-    phones: Vec<String>,
-    semantics: Vec<Vec<u32>>,
-}
-
-#[derive(Default, Debug, Clone)]
-pub struct RSTextData {
-    source: String,
-    name: String,
-    languages: Vec<String>,
-    sentences: Vec<RSSentence>,
-}
-
-#[derive(Default)]
-pub struct MyDataService {
-    groups: Vec<RSTextData>,
-    causual_sampling: bool,
-    weights: Vec<f32>,
-}
-
-async fn read_pb_stream<R: Read>(mut reader: BufReader<R>) -> io::Result<Vec<RSTextData>> {
-    let mut text_data_list = Vec::new();
-    let mut index = 0;
-    let mut total_vq_frames = 0;
-
-    loop {
-        let mut size_buf = [0u8; 4];
-        match reader.read_exact(&mut size_buf) {
-            Ok(()) => (),
-            Err(ref e) if e.kind() == io::ErrorKind::UnexpectedEof => break, // End of file
-            Err(e) => return Err(e),
-        }
-
-        let size = u32::from_le_bytes(size_buf) as usize;
-
-        let mut message_buf = vec![0u8; size];
-        reader.read_exact(&mut message_buf)?;
-
-        let text_data = TextData::decode(&message_buf[..])
-            .map_err(|e| io::Error::new(io::ErrorKind::InvalidData, e))?;
-
-        text_data.sentences.iter().for_each(|sentence| {
-            total_vq_frames += sentence.semantics[0].values.len();
-        });
-        
-        text_data_list.push(RSTextData {
-            source: text_data.source.clone(),
-            name: text_data.name.clone(),
-            languages: text_data.languages.clone(),
-            sentences: text_data
-                .sentences
-                .iter()
-                .map(|sentence| RSSentence {
-                    text: sentence.text.clone(),
-                    phones: sentence.phones.clone(),
-                    semantics: sentence
-                        .semantics
-                        .iter()
-                        .map(|semantics| semantics.values.iter().map(|v| *v).collect())
-                        .collect(),
-                })
-                .collect(),
-        });
-
-        index += 1;
-
-        if index % 1000 == 0 {
-            info!("Loaded {} groups, total vq frames: {}", index, total_vq_frames);
-        }
-    }
-
-    info!("Worker loaded {} groups, total vq frames: {}", index, total_vq_frames);
-
-    Ok(text_data_list)
-}
-
-fn list_files(path: PathBuf) -> Vec<String> {
-    let mut files = Vec::new();
-
-    for entry in fs::read_dir(path).unwrap() {
-        let entry = entry.unwrap();
-        let path = entry.path();
-        if path.is_dir() {
-            files.extend(list_files(path));
-        } else {
-            files.push(path.to_str().unwrap().to_string());
-        }
-    }
-
-    files
-}
-
-impl MyDataService {
-    pub async fn new(files: Vec<String>, causual_sampling: bool) -> IoResult<Self> {
-        let mut groups = Vec::new();
-        let mut weights = Vec::new();
-        let mut handles = Vec::new();
-        let start_time = std::time::Instant::now();
-
-        // Expand files if some are directories
-        let mut new_files = Vec::new();
-        for filename in files.iter() {
-            let path = Path::new(filename);
-            if path.is_dir() {
-                // run recursively on all files in the directory
-                for entry in list_files(path.to_path_buf()) {
-                    if entry.ends_with(".protos") {
-                        new_files.push(entry);
-                    }
-                }
-            } else {
-                new_files.push(filename.clone());
-            }
-        }
-
-        log::info!("Loading files: {:?}", new_files.len());
-
-        for filename in new_files.iter() {
-            // Tokio launch multiple tasks to read the files in parallel
-            let copied_filename = filename.clone();
-            let handle = tokio::spawn(async move {
-                let file = File::open(copied_filename)?;
-                let reader = BufReader::new(file);
-                read_pb_stream(reader).await
-            });
-            handles.push(handle);
-        }
-
-        for handle in handles {
-            let text_data_list = handle.await??;
-            for text_data in text_data_list {
-                weights.push(text_data.sentences.len() as f32);
-                groups.push(text_data);
-            }
-        }
-
-        log::info!("All workers finished, total groups: {}, used time: {:?}", groups.len(), start_time.elapsed());
-
-        Ok(MyDataService {
-            groups,
-            weights,
-            causual_sampling,
-        })
-    }
-}
-
-fn cast_rs_sentence(sentence: &RSSentence) -> Sentence {
-    Sentence {
-        text: sentence.text.clone(),
-        phones: sentence.phones.clone(),
-        semantics: sentence
-            .semantics
-            .iter()
-            .map(|semantics| text_data::Semantics {
-                values: semantics.iter().map(|v| *v as u32).collect(),
-            })
-            .collect(),
-    }
-}
-
-#[tonic::async_trait]
-impl DataService for MyDataService {
-    async fn sample_data(
-        &self,
-        request: Request<SampleDataRequest>,
-    ) -> Result<Response<SampledData>, Status> {
-        let mut num_samples = request.into_inner().num_samples as usize;
-        let mut rng = thread_rng();
-
-        let group = self
-            .groups
-            .choose_weighted(&mut rng, |item| item.sentences.len() as f32);
-
-        if group.is_err() {
-            return Err(Status::internal("Failed to select a group"));
-        }
-
-        let group = group.unwrap();
-
-        if self.causual_sampling {
-            if num_samples > group.sentences.len() {
-                num_samples = group.sentences.len();
-            }
-
-            // Random number between 0 and group.sentences.len() - num_samples
-            let max = group.sentences.len() - num_samples;
-            if max <= 0 {
-                return Ok(Response::new(SampledData {
-                    name: group.name.clone(),
-                    source: group.source.clone(),
-                    samples: (&group.sentences).into_iter().map(cast_rs_sentence).collect(),
-                }));
-            }
-
-            let start = rng.gen_range(0..max);
-            Ok(Response::new(SampledData {
-                name: group.name.clone(),
-                source: group.source.clone(),
-                samples: group.sentences[start..start + num_samples].iter().map(cast_rs_sentence).collect(),
-            }))
-        } else {
-            let sentences_ref = group.sentences.choose_multiple(&mut rng, num_samples);
-
-            let sentences: Vec<Sentence> = sentences_ref
-                .into_iter()
-                .map(cast_rs_sentence)
-                .collect();
-
-            Ok(Response::new(SampledData {
-                name: group.name.clone(),
-                source: group.source.clone(),
-                samples: sentences,
-            }))
-        }
-    }
-}
-
-/// My Data Service Application
-#[derive(Parser, Debug)]
-#[clap(author, version, about, long_about = None)]
-struct Args {
-    /// Files to process
-    #[clap(short, long, value_name = "FILE", required = true)]
-    files: Vec<String>,
-
-    /// Causual sampling
-    #[clap(short, long, default_value = "true")]
-    causal: bool,
-
-    /// Address to bind to
-    #[clap(short, long, default_value = "127.0.0.1:50051")]
-    address: String,
-}
-
-#[tokio::main(flavor = "multi_thread", worker_threads = 8)]
-async fn main() -> Result<(), Box<dyn std::error::Error>> {
-    if env::var("RUST_LOG").is_err() {
-        env::set_var("RUST_LOG", "info")
-    }
-
-    env_logger::init();
-
-    // Parse command-line arguments
-    let args = Args::parse();
-    info!("Arguments: {:?}", args);
-
-    let addr = args.address.parse()?;
-    let data_service = MyDataService::new(args.files, args.causal).await?;
-
-    info!("Starting server at {}", addr);
-
-    Server::builder()
-        .add_service(DataServiceServer::new(data_service))
-        .serve(addr)
-        .await?;
-
-    Ok(())
-}

fish_speech/configs/model/dual_ar_8_codebook_small.yaml

@@ -9,5 +9,5 @@ config:
   dim: 768
   rope_base: 10000
   norm_eps: 1e-5
-  num_codebooks: 8  # input/output codebook size
-  codebook_size: 264 # codebook size 256 + 2 special tokens
+  num_codebooks: 2  # input/output codebook size
+  codebook_size: 1032 # codebook size 1024 + 2 special tokens

fish_speech/configs/text2semantic_pretrain.yaml

@@ -23,6 +23,9 @@ tokenizer:
 # Dataset Configuration
 train_dataset:
   _target_: fish_speech.datasets.text.AutoAugTextDataset
+  proto_files:
+    - data/protos/gigaspeech
+    - data/protos/libirtts-train
   tokenizer: ${tokenizer}
   max_length: ${max_length}
   num_codebooks: ${model.model.config.num_codebooks}
@@ -32,6 +35,8 @@ train_dataset:
 
 val_dataset:
   _target_: fish_speech.datasets.text.AutoAugTextDataset
+  proto_files:
+    - data/protos/libirtts-test
   tokenizer: ${tokenizer}
   max_length: ${max_length}
   num_codebooks: ${model.model.config.num_codebooks}

fish_speech/configs/vqgan_pretrain.yaml

@@ -24,7 +24,7 @@ train_dataset:
   _target_: torch.utils.data.ConcatDataset
   datasets:
     - _target_: fish_speech.datasets.vqgan.VQGANDataset
-      filelist: data/libri-light-pack/filelist.txt
+      filelist: data/gigaspeech/vq_train_filelist.txt
       sample_rate: ${sample_rate}
       hop_length: ${hop_length}
       slice_frames: 512
@@ -53,7 +53,7 @@ model:
   _target_: fish_speech.models.vqgan.VQGAN
 
   sampling_rate: ${sample_rate}
-  weight_adv: 0.5
+  weight_adv: 0.2
   weight_vq: 1.0
   weight_mel: 1.0
   freeze_encoder: false
@@ -69,7 +69,7 @@ model:
     _target_: fish_speech.models.vqgan.modules.fsq.DownsampleFiniteScalarQuantize
     input_dim: 768
     n_codebooks: 1
-    n_groups: 8
+    n_groups: 2
     levels: [8, 5, 5, 5]
 
   decoder:

fish_speech/datasets/text.py

@@ -1,6 +1,7 @@
 import random
 from dataclasses import dataclass
 from itertools import chain
+from pathlib import Path
 from random import Random
 from typing import Optional, Union
 
@@ -185,7 +186,7 @@ class AutoAugTextDataset(IterableDataset):
 
     def __init__(
         self,
-        server: str = "localhost:50051",
+        proto_files: list[str],
         seed: int = 42,
         phones_prob: float = 0.3,
         repetition_prob: float = 0.0,
@@ -193,8 +194,6 @@ class AutoAugTextDataset(IterableDataset):
         max_length: int = 1024,
         tokenizer: AutoTokenizer = None,
         use_speaker: bool = True,
-        use_data_server: bool = True,
-        proto_files: Optional[list[str]] = None,
         causual: bool = True,
         mix_text_phone_prob: float = 0.5,
         use_negative_samples: bool = False,
@@ -202,7 +201,7 @@ class AutoAugTextDataset(IterableDataset):
     ):
         """
         Args:
-            server: gRPC server address
+            proto_files: proto buf files if using local data
             seed: random seed
             phones_prob: probability to use phones
             repetition_prob: probability to repeat the same sentence
@@ -210,8 +209,6 @@ class AutoAugTextDataset(IterableDataset):
             max_length: max length of the text
             tokenizer: tokenizer
             use_speaker: include speaker information in the prompt
-            use_data_server: use data server or local data
-            proto_files: proto buf files if using local data
             causual: use causual sampling when using local data, disable will lead to random sampling
             mix_text_phone_prob: probability to mix text and phones, if this is 0, then it will be pure text or pure phones
             use_negative_samples: generate negative samples
@@ -232,7 +229,6 @@ class AutoAugTextDataset(IterableDataset):
         self.repetition_prob = repetition_prob
         self.interactive_prob = interactive_prob
         self.use_speaker = use_speaker
-        self.use_data_server = use_data_server
         self.proto_files = proto_files
         self.causual = causual
         self.mix_text_phone_prob = mix_text_phone_prob
@@ -240,25 +236,41 @@ class AutoAugTextDataset(IterableDataset):
         self.num_codebooks = num_codebooks
 
         self.semantic_token_id = self.tokenizer.convert_tokens_to_ids("<s:0>")
-
-        if use_data_server is True:
-            self.channel = grpc.insecure_channel(server)
-            self.stub = DataServiceStub(self.channel)
-        else:
-            self.init_mock_data_server()
+        self.groups = None
 
     def init_mock_data_server(self):
+        if self.groups is not None:
+            return
+
+        # Expand the proto files
+        expanded_proto_files = []
+        for filename in self.proto_files:
+            for i in braceexpand(filename):
+                i = Path(i)
+                if i.is_file():
+                    expanded_proto_files.append(i)
+                elif i.is_dir():
+                    expanded_proto_files.extend(i.rglob("*.proto"))
+                    expanded_proto_files.extend(i.rglob("*.protos"))
+                else:
+                    raise ValueError(f"{i} is not a file or directory")
+
+        expanded_proto_files = sorted(expanded_proto_files)
+        Random(self.seed).shuffle(expanded_proto_files)
+
         self.groups = []
+        shard_proto_files = split_by_rank_worker(expanded_proto_files)
+        log.info(
+            f"Reading {len(shard_proto_files)} / {len(expanded_proto_files)} files"
+        )
+
         count = 0
-        for filename in self.proto_files:
+        for filename in shard_proto_files:
             with open(filename, "rb") as f:
                 for text_data in read_pb_stream(f):
                     self.groups.append(text_data)
                     count += 1
 
-                    if count % 1000 == 0:
-                        log.info(f"Read {count} groups of data")
-
         log.info(f"Read total {count} groups of data")
 
         # Shuffle the lines
@@ -280,6 +292,7 @@ class AutoAugTextDataset(IterableDataset):
             )
         else:
             sentence = clean_text(sentence)
+            sentence = " ".join([f"<s:{i:d}>" for i in sentence.encode("utf-8")])
 
         tokens = self.tokenizer.encode(
             f"{sentence}",
@@ -290,13 +303,12 @@ class AutoAugTextDataset(IterableDataset):
         return sentence, len(tokens)
 
     def sample_data(self):
+        if self.groups is None:
+            self.init_mock_data_server()
+
         # Shuffle unique lines, estimate that each sample is at least 20 tokens
         num_samples = self.max_length // 20
 
-        if self.use_data_server:
-            request = SampleDataRequest(num_samples=num_samples)
-            return self.stub.SampleData(request)
-
         # choice group based on their number of samples
         group = random.choices(
             self.groups, weights=[len(i.sentences) for i in self.groups], k=1
@@ -691,14 +703,6 @@ if __name__ == "__main__":
         num_codebooks=4,
     )
 
-    # ds = AutoAugTextDataset(
-    #     tokenizer=AutoTokenizer.from_pretrained("fishaudio/speech-lm-v1"),
-    #     use_speaker=True,
-    #     interactive_prob=1.0,
-    #     use_data_server=False,
-    #     proto_files=["data/wenet-speech.protos"],
-    # )
-
     dm = TextDataModule(
         train_dataset=ds,
         val_dataset=ds,

tools/llama/generate.py

@@ -290,6 +290,7 @@ def encode_tokens(
         string = " ".join(prompt)
     else:
         string = clean_text(string)
+        string = " ".join([f"<s:{i:d}>" for i in string.encode("utf-8")])
 
     if speaker is not None:
         string = f"[SPK: {speaker}] {string}"
@@ -413,8 +414,8 @@ def split_text(text, min_length):
 @click.option("--num-samples", type=int, default=1)
 @click.option("--max-new-tokens", type=int, default=0)
 @click.option("--top-k", type=int, default=None)
-@click.option("--top-p", type=float, default=0.9)
-@click.option("--repetition-penalty", type=float, default=1.2)
+@click.option("--top-p", type=float, default=0.7)
+@click.option("--repetition-penalty", type=float, default=1.5)
 @click.option("--temperature", type=float, default=0.7)
 @click.option(
     "--checkpoint-path",

tools/vqgan/inference.py

@@ -95,7 +95,7 @@ def main(input_path, output_path, config_name, checkpoint_path):
 
     # Save audio
     fake_audio = fake_audios[0, 0].cpu().numpy().astype(np.float32)
-    sf.write("fake.wav", fake_audio, model.sampling_rate)
+    sf.write(output_path, fake_audio, model.sampling_rate)
     logger.info(f"Saved audio to {output_path}")