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Commit 85f0282a authored by Lengyue's avatar Lengyue Committed by zjsun
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init training code

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.gitignore
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.pgx.* .pgx.*
.pdm-python .pdm-python
/speech_lm.egg-info /speech_lm.egg-info
__pycache__
/results
pdm.lock
View file @ 85f0282a
...@@ -39,11 +39,37 @@ dependencies = [ ...@@ -39,11 +39,37 @@ dependencies = [
"frozenlist>=1.1.0", "frozenlist>=1.1.0",
] ]
[[package]]
name = "ansicon"
version = "1.89.0"
summary = "Python wrapper for loading Jason Hood's ANSICON"
[[package]] [[package]]
name = "antlr4-python3-runtime" name = "antlr4-python3-runtime"
version = "4.9.3" version = "4.9.3"
summary = "ANTLR 4.9.3 runtime for Python 3.7" summary = "ANTLR 4.9.3 runtime for Python 3.7"
[[package]]
name = "anyio"
version = "3.7.1"
requires_python = ">=3.7"
summary = "High level compatibility layer for multiple asynchronous event loop implementations"
dependencies = [
"exceptiongroup; python_version < \"3.11\"",
"idna>=2.8",
"sniffio>=1.1",
]
[[package]]
name = "arrow"
version = "1.3.0"
requires_python = ">=3.8"
summary = "Better dates & times for Python"
dependencies = [
"python-dateutil>=2.7.0",
"types-python-dateutil>=2.8.10",
]
[[package]] [[package]]
name = "async-timeout" name = "async-timeout"
version = "4.0.3" version = "4.0.3"
...@@ -56,6 +82,21 @@ version = "23.1.0" ...@@ -56,6 +82,21 @@ version = "23.1.0"
requires_python = ">=3.7" requires_python = ">=3.7"
summary = "Classes Without Boilerplate" summary = "Classes Without Boilerplate"
[[package]]
name = "backoff"
version = "2.2.1"
requires_python = ">=3.7,<4.0"
summary = "Function decoration for backoff and retry"
[[package]]
name = "beautifulsoup4"
version = "4.12.2"
requires_python = ">=3.6.0"
summary = "Screen-scraping library"
dependencies = [
"soupsieve>1.2",
]
[[package]] [[package]]
name = "bitsandbytes" name = "bitsandbytes"
version = "0.41.1" version = "0.41.1"
...@@ -76,6 +117,17 @@ dependencies = [ ...@@ -76,6 +117,17 @@ dependencies = [
"typing-extensions>=4.0.1; python_version < \"3.11\"", "typing-extensions>=4.0.1; python_version < \"3.11\"",
] ]
[[package]]
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requires_python = ">=2.7"
summary = "Easy, practical library for making terminal apps, by providing an elegant, well-documented interface to Colors, Keyboard input, and screen Positioning capabilities."
dependencies = [
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"six>=1.9.0",
"wcwidth>=0.1.4",
]
[[package]] [[package]]
name = "certifi" name = "certifi"
version = "2023.7.22" version = "2023.7.22"
...@@ -103,6 +155,15 @@ version = "0.4.6" ...@@ -103,6 +155,15 @@ version = "0.4.6"
requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
summary = "Cross-platform colored terminal text." summary = "Cross-platform colored terminal text."
[[package]]
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dependencies = [
"python-dateutil",
]
[[package]] [[package]]
name = "datasets" name = "datasets"
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...@@ -124,12 +185,64 @@ dependencies = [ ...@@ -124,12 +185,64 @@ dependencies = [
"xxhash", "xxhash",
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[[package]]
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]
[[package]]
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"ninja",
"numpy",
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"psutil",
"py-cpuinfo",
"pydantic<2.0.0",
"torch",
"tqdm",
]
[[package]] [[package]]
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[[package]] [[package]]
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...@@ -160,6 +273,17 @@ dependencies = [ ...@@ -160,6 +273,17 @@ dependencies = [
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] ]
[[package]]
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version = "0.14.0"
requires_python = ">=3.7"
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[[package]]
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version = "3.1.0"
summary = "Hjson, a user interface for JSON."
[[package]] [[package]]
name = "huggingface-hub" name = "huggingface-hub"
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...@@ -175,18 +299,45 @@ dependencies = [ ...@@ -175,18 +299,45 @@ dependencies = [
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] ]
[[package]]
name = "hydra-core"
version = "1.3.2"
summary = "A framework for elegantly configuring complex applications"
dependencies = [
"antlr4-python3-runtime==4.9.*",
"omegaconf<2.4,>=2.2",
"packaging",
]
[[package]] [[package]]
name = "idna" name = "idna"
version = "3.4" version = "3.4"
requires_python = ">=3.5" requires_python = ">=3.5"
summary = "Internationalized Domain Names in Applications (IDNA)" summary = "Internationalized Domain Names in Applications (IDNA)"
[[package]]
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version = "3.1.3"
requires_python = ">=3.8"
summary = "Collection of common interactive command line user interfaces, based on Inquirer.js"
dependencies = [
"blessed>=1.19.0",
"python-editor>=1.0.4",
"readchar>=3.0.6",
]
[[package]] [[package]]
name = "isort" name = "isort"
version = "5.12.0" version = "5.12.0"
requires_python = ">=3.8.0" requires_python = ">=3.8.0"
summary = "A Python utility / library to sort Python imports." summary = "A Python utility / library to sort Python imports."
[[package]]
name = "itsdangerous"
version = "2.1.2"
requires_python = ">=3.7"
summary = "Safely pass data to untrusted environments and back."
[[package]] [[package]]
name = "jinja2" name = "jinja2"
version = "3.1.2" version = "3.1.2"
...@@ -196,12 +347,107 @@ dependencies = [ ...@@ -196,12 +347,107 @@ dependencies = [
"MarkupSafe>=2.0", "MarkupSafe>=2.0",
] ]
[[package]]
name = "jinxed"
version = "1.2.0"
summary = "Jinxed Terminal Library"
dependencies = [
"ansicon; platform_system == \"Windows\"",
]
[[package]]
name = "lightning"
version = "2.0.9.post0"
requires_python = ">=3.8"
summary = "The Deep Learning framework to train, deploy, and ship AI products Lightning fast."
dependencies = [
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"PyYAML<8.0",
"PyYAML<8.0,>=5.4",
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"beautifulsoup4<6.0,>=4.8.0",
"click<10.0",
"croniter<1.5.0,>=1.3.0",
"dateutils<2.0",
"deepdiff<8.0,>=5.7.0",
"fastapi<2.0,>=0.92.0",
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[[package]]
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summary = "Lightning Cloud"
dependencies = [
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"fastapi",
"pyjwt",
"python-multipart",
"requests",
"rich",
"six",
"urllib3",
"uvicorn",
"websocket-client",
]
[[package]]
name = "lightning-utilities"
version = "0.9.0"
requires_python = ">=3.7"
summary = "PyTorch Lightning Sample project."
dependencies = [
"packaging>=17.1",
"typing-extensions",
]
[[package]]
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version = "3.0.0"
requires_python = ">=3.8"
summary = "Python port of markdown-it. Markdown parsing, done right!"
dependencies = [
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]
[[package]] [[package]]
name = "markupsafe" name = "markupsafe"
version = "2.1.3" version = "2.1.3"
requires_python = ">=3.7" requires_python = ">=3.7"
summary = "Safely add untrusted strings to HTML/XML markup." summary = "Safely add untrusted strings to HTML/XML markup."
[[package]]
name = "mdurl"
version = "0.1.2"
requires_python = ">=3.7"
summary = "Markdown URL utilities"
[[package]] [[package]]
name = "mpmath" name = "mpmath"
version = "1.3.0" version = "1.3.0"
...@@ -234,6 +480,11 @@ version = "3.1" ...@@ -234,6 +480,11 @@ version = "3.1"
requires_python = ">=3.8" requires_python = ">=3.8"
summary = "Python package for creating and manipulating graphs and networks" summary = "Python package for creating and manipulating graphs and networks"
[[package]]
name = "ninja"
version = "1.11.1.1"
summary = "Ninja is a small build system with a focus on speed"
[[package]] [[package]]
name = "numpy" name = "numpy"
version = "1.25.2" version = "1.25.2"
...@@ -333,6 +584,12 @@ dependencies = [ ...@@ -333,6 +584,12 @@ dependencies = [
"antlr4-python3-runtime==4.9.*", "antlr4-python3-runtime==4.9.*",
] ]
[[package]]
name = "ordered-set"
version = "4.1.0"
requires_python = ">=3.7"
summary = "An OrderedSet is a custom MutableSet that remembers its order, so that every"
[[package]] [[package]]
name = "packaging" name = "packaging"
version = "23.2" version = "23.2"
...@@ -393,6 +650,11 @@ version = "5.9.5" ...@@ -393,6 +650,11 @@ version = "5.9.5"
requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
summary = "Cross-platform lib for process and system monitoring in Python." summary = "Cross-platform lib for process and system monitoring in Python."
[[package]]
name = "py-cpuinfo"
version = "9.0.0"
summary = "Get CPU info with pure Python"
[[package]] [[package]]
name = "pyarrow" name = "pyarrow"
version = "13.0.0" version = "13.0.0"
...@@ -402,6 +664,36 @@ dependencies = [ ...@@ -402,6 +664,36 @@ dependencies = [
"numpy>=1.16.6", "numpy>=1.16.6",
] ]
[[package]]
name = "pydantic"
version = "1.10.13"
requires_python = ">=3.7"
summary = "Data validation and settings management using python type hints"
dependencies = [
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]
[[package]]
name = "pygments"
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requires_python = ">=3.7"
summary = "Pygments is a syntax highlighting package written in Python."
[[package]]
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requires_python = ">=3.7"
summary = "JSON Web Token implementation in Python"
[[package]]
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[[package]] [[package]]
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[[package]] [[package]]
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[[package]] [[package]]
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[[package]] [[package]]
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[[package]] [[package]]
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[[package]]
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[[package]]
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requires_python = ">=3.8"
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[[package]]
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[[package]]
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requires_python = ">=3.6.2,<4.0.0"
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dependencies = [
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]
[[package]] [[package]]
name = "sympy" name = "sympy"
version = "1.12" version = "1.12"
...@@ -510,6 +892,17 @@ dependencies = [ ...@@ -510,6 +892,17 @@ dependencies = [
"torch==2.1.0", "torch==2.1.0",
] ]
[[package]]
name = "torchmetrics"
version = "1.2.0"
requires_python = ">=3.8"
summary = "PyTorch native Metrics"
dependencies = [
"lightning-utilities>=0.8.0",
"numpy>1.20.0",
"torch>=1.8.1",
]
[[package]] [[package]]
name = "torchvision" name = "torchvision"
version = "0.16.0" version = "0.16.0"
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] ]
[[package]]
name = "traitlets"
version = "5.11.2"
requires_python = ">=3.8"
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[[package]] [[package]]
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version = "4.34.0" version = "4.34.0"
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[[package]]
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summary = "Typing stubs for python-dateutil"
[[package]] [[package]]
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...@@ -575,6 +979,34 @@ version = "2.0.6" ...@@ -575,6 +979,34 @@ version = "2.0.6"
requires_python = ">=3.7" requires_python = ">=3.7"
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[[package]]
name = "uvicorn"
version = "0.23.2"
requires_python = ">=3.8"
summary = "The lightning-fast ASGI server."
dependencies = [
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"h11>=0.8",
"typing-extensions>=4.0; python_version < \"3.11\"",
]
[[package]]
name = "wcwidth"
version = "0.2.8"
summary = "Measures the displayed width of unicode strings in a terminal"
[[package]]
name = "websocket-client"
version = "1.6.4"
requires_python = ">=3.8"
summary = "WebSocket client for Python with low level API options"
[[package]]
name = "websockets"
version = "11.0.3"
requires_python = ">=3.7"
summary = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
[[package]] [[package]]
name = "xxhash" name = "xxhash"
version = "3.4.1" version = "3.4.1"
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......
preparing_data/prepare_dataset.py 0 → 100644
View file @ 85f0282a
import json
import os
from pathlib import Path
import librosa
import torch
from datasets import Dataset
from multiprocess import set_start_method
from transformers import AutoProcessor, EncodecModel
set_start_method("spawn", force=True)
encodec_name = "facebook/encodec_24khz"
encodec_processor = AutoProcessor.from_pretrained(encodec_name)
encodec_model = EncodecModel.from_pretrained(encodec_name)
encodec_model.eval()
def tokenize(text, audio, sr=None, speaker=None):
assert sr is None or sr == encodec_processor.sampling_rate
if isinstance(audio, (str, Path)):
audio, sr = librosa.load(audio, sr=sr, mono=True)
prompt = "[INST] "
if speaker:
prompt += f"[SPK] {speaker} [/SPK] "
prompt += f"{text} [/INST] "
inputs = encodec_processor(
raw_audio=audio, sampling_rate=sr, return_tensors="pt"
).to(encodec_model.device)
outputs = encodec_model.encode(
inputs["input_values"], inputs["padding_mask"], bandwidth=1.5, return_dict=True
)
assert outputs.audio_codes.dim() == 4 # [batch, channel, codebook, code]
assert outputs.audio_codes.shape[0] == outputs.audio_codes.shape[1] == 1
codes = outputs.audio_codes[0, 0, 0, :].long()
codes_str = " ".join([f"<encodec_{int(c)}>" for c in codes.tolist()])
prompt += codes_str
return {
"prompt": prompt,
"codes": codes,
}
def wrap_tokenize(x):
device = torch.device("cuda", 0)
if encodec_model.device != device:
encodec_model.to(device)
return tokenize(
text=x["text"],
audio=x["raw_path"],
sr=encodec_processor.sampling_rate,
speaker=x["speaker"],
)
def generator_libritts_r():
base = Path("dataset/tts/LibriTTS_R")
for i in base.rglob("*.wav"):
text_file = i.with_suffix(".normalized.txt")
if not text_file.exists():
continue
text = text_file.read_text().strip()
yield {
"text": text,
"speaker": f"libritts_{i.parent.parent.name}",
"raw_path": str(i),
"path": str(i.relative_to(base)),
}
if __name__ == "__main__":
dataset = Dataset.from_generator(generator_libritts_r)
dataset = dataset.map(wrap_tokenize, num_proc=12)
dataset = dataset.remove_columns(["raw_path"])
dataset.save_to_disk("dataset/tts/libritts-r-encodec")
dataset.push_to_hub("fishaudio/libritts-r-encodec", private=True)
pyproject.toml
View file @ 85f0282a
...@@ -12,10 +12,12 @@ dependencies = [ ...@@ -12,10 +12,12 @@ dependencies = [
"torchaudio>=2.1.0", "torchaudio>=2.1.0",
"transformers>=4.34.0", "transformers>=4.34.0",
"datasets>=2.14.5", "datasets>=2.14.5",
"accelerate>=0.23.0",
"bitsandbytes>=0.41.1", "bitsandbytes>=0.41.1",
"peft>=0.5.0", "peft>=0.5.0",
"omegaconf>=2.3.0", "deepspeed>=0.11.1",
"lightning>=2.0.9.post0",
"hydra-core>=1.3.2",
"pyrootutils>=1.0.4",
] ]
requires-python = ">=3.10" requires-python = ">=3.10"
license = {text = "MIT"} license = {text = "MIT"}
......
speech_lm/configs/pretrain.yaml 0 → 100644
View file @ 85f0282a
paths:
run_dir: results/pretrain
hydra:
run:
dir: ${paths.run_dir}
speech_lm/train.py 0 → 100644
View file @ 85f0282a
import torch
from lightning.fabric import Fabric
import hydra
from omegaconf import DictConfig, OmegaConf
import pyrootutils
# Allow TF32 on Ampere GPUs
torch.set_float32_matmul_precision("high")
torch.backends.cudnn.allow_tf32 = True
# register eval resolver and root
pyrootutils.setup_root(__file__, indicator=".project-root", pythonpath=True)
OmegaConf.register_new_resolver("eval", eval)
# flake8: noqa: E402
from speech_lm.dataset import build_dataset
@hydra.main(version_base="1.3", config_path="./configs", config_name="pretrain.yaml")
def main(cfg: DictConfig):
print(cfg)
if __name__ == "__main__":
main()
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