Use buffer to increase model loading/saving speed tremendously
This commit is contained in:
@@ -14,3 +14,4 @@ num-traits = "0.2.15"
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rust_tokenizers = "8.1.0"
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rust_tokenizers = "8.1.0"
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regex = "1.9.1"
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regex = "1.9.1"
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image = "0.24.6"
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image = "0.24.6"
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bincode = "1.3.3"
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@@ -16,7 +16,8 @@ use burn::{
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use burn_tch::{TchBackend, TchDevice};
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use burn_tch::{TchBackend, TchDevice};
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use burn::record::{self, Recorder, BinFileRecorder, FullPrecisionSettings};
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use burn::record::{self, Recorder, FullPrecisionSettings};
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use stablediffusion::binrecorder::{BinFileRecorderBuffered};
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fn convert_dump_to_model<B: Backend>(dump_path: &str, model_name: &str, device: &B::Device) -> Result<(), Box<dyn Error>> {
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fn convert_dump_to_model<B: Backend>(dump_path: &str, model_name: &str, device: &B::Device) -> Result<(), Box<dyn Error>> {
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println!("Loading dump...");
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println!("Loading dump...");
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@@ -29,7 +30,7 @@ fn convert_dump_to_model<B: Backend>(dump_path: &str, model_name: &str, device:
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}
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}
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fn save_model_file<B: Backend>(model: StableDiffusion<B>, name: &str) -> Result<(), record::RecorderError> {
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fn save_model_file<B: Backend>(model: StableDiffusion<B>, name: &str) -> Result<(), record::RecorderError> {
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BinFileRecorder::<FullPrecisionSettings>::new()
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BinFileRecorderBuffered::<FullPrecisionSettings>::new()
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.record(
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.record(
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model.into_record(),
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model.into_record(),
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name.into(),
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name.into(),
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@@ -15,10 +15,11 @@ use std::env;
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use std::io;
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use std::io;
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use std::process;
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use std::process;
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use burn::record::{self, Recorder, BinFileRecorder, FullPrecisionSettings};
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use burn::record::{self, Recorder, FullPrecisionSettings};
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use stablediffusion::binrecorder::{BinFileRecorderBuffered};
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fn load_stable_diffusion_model_file<B: Backend>(filename: &str) -> Result<StableDiffusion<B>, record::RecorderError> {
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fn load_stable_diffusion_model_file<B: Backend>(filename: &str) -> Result<StableDiffusion<B>, record::RecorderError> {
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BinFileRecorder::<FullPrecisionSettings>::new()
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BinFileRecorderBuffered::<FullPrecisionSettings>::new()
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.load(filename.into())
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.load(filename.into())
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.map(|record| StableDiffusionConfig::new().init().load_record(record))
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.map(|record| StableDiffusionConfig::new().init().load_record(record))
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}
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}
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85
src/binrecorder.rs
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85
src/binrecorder.rs
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@@ -0,0 +1,85 @@
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use bincode::{self, Options};
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use burn::record::{PrecisionSettings, Recorder, RecorderError, FileRecorder};
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use std::fs::File;
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use std::io::{BufReader, BufWriter};
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use std::path::PathBuf;
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use std::marker::PhantomData;
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use serde::{de::DeserializeOwned, Serialize};
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//use super::{bin_config, PrecisionSettings, Recorder, RecorderError};
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/*fn bin_config() -> bincode::config::Configuration {
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bincode::config::standard()
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}*/
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macro_rules! str2reader {
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($file:expr) => {{
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$file.set_extension(<Self as FileRecorder>::file_extension());
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let path = $file.as_path();
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File::open(path).map_err(|err| match err.kind() {
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std::io::ErrorKind::NotFound => RecorderError::FileNotFound(err.to_string()),
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_ => RecorderError::Unknown(err.to_string()),
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}).map(|file| BufReader::new(file)) // wrap File in BufReader
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}};
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}
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macro_rules! str2writer {
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($file:expr) => {{
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$file.set_extension(<Self as FileRecorder>::file_extension());
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let path = $file.as_path();
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if path.exists() {
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//log::info!("File exists, replacing");
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std::fs::remove_file(path).map_err(|err| RecorderError::Unknown(err.to_string()))?;
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}
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File::create(path).map_err(|err| match err.kind() {
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std::io::ErrorKind::NotFound => RecorderError::FileNotFound(err.to_string()),
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_ => RecorderError::Unknown(err.to_string()),
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}).map(|file| BufWriter::new(file)) // wrap File in BufWriter
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}};
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}
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#[derive(Debug, Default, Clone)]
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pub struct BinFileRecorderBuffered<S: PrecisionSettings> {
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_settings: PhantomData<S>,
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}
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impl<S: PrecisionSettings> BinFileRecorderBuffered<S> {
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pub fn new() -> Self {
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BinFileRecorderBuffered {
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_settings: PhantomData,
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}
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}
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}
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impl<S: PrecisionSettings> FileRecorder for BinFileRecorderBuffered<S> {
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fn file_extension() -> &'static str {
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"bin"
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}
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}
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impl<S: PrecisionSettings> Recorder for BinFileRecorderBuffered<S> {
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type Settings = S;
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type RecordArgs = PathBuf;
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type RecordOutput = ();
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type LoadArgs = PathBuf;
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fn save_item<I: Serialize>(
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&self,
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item: I,
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mut file: Self::RecordArgs,
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) -> Result<(), RecorderError> {
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let mut writer = str2writer!(file)?;
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bincode::serialize_into(&mut writer, &item)
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.map_err(|err| RecorderError::Unknown(err.to_string()))?;
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Ok(())
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}
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fn load_item<I: DeserializeOwned>(&self, mut file: Self::LoadArgs) -> Result<I, RecorderError> {
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let mut reader = str2reader!(file)?;
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let state =
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bincode::deserialize_from(&mut reader)
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.map_err(|err| RecorderError::Unknown(err.to_string()))?;
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Ok(state)
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}
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}
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@@ -1,3 +1,4 @@
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pub mod model;
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pub mod model;
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pub mod tokenizer;
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pub mod tokenizer;
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pub mod helper;
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pub mod helper;
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pub mod binrecorder;
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