diff --git a/Cargo.toml b/Cargo.toml
index 1dbeb84..6960636 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -11,15 +11,17 @@ torch-backend = ["burn-tch"]
 wgpu-backend = ["burn-wgpu"]
 
 [dependencies.burn-tch]
-version = "0.8.0"
+package = "burn-tch"
+git = "https://github.com/burn-rs/burn.git"
 optional = true
 
 [dependencies.burn-wgpu]
-version = "0.8.0"
+package = "burn-wgpu"
+git = "https://github.com/burn-rs/burn.git"
 optional = true
 
 [dependencies]
-burn = "0.8.0"
+burn = { git = "https://github.com/burn-rs/burn.git" }
 serde = {version = "1.0.171", features = ["std", "derive"]}
 npy = "0.4.0"
 num-traits = "0.2.15"
diff --git a/src/bin/convert/main.rs b/src/bin/convert/main.rs
index d2f6b53..8476f8d 100644
--- a/src/bin/convert/main.rs
+++ b/src/bin/convert/main.rs
@@ -22,8 +22,7 @@ cfg_if::cfg_if! {
     }
 }
 
-use burn::record::{self, Recorder, FullPrecisionSettings};
-use stablediffusion::binrecorderfast::{BinFileRecorderBuffered};
+use burn::record::{self, Recorder, BinFileRecorder, FullPrecisionSettings};
 
 fn convert_dump_to_model<B: Backend>(dump_path: &str, model_name: &str, device: &B::Device) -> Result<(), Box<dyn Error>> {
     println!("Loading dump...");
@@ -36,7 +35,7 @@ fn convert_dump_to_model<B: Backend>(dump_path: &str, model_name: &str, device:
 }
 
 fn save_model_file<B: Backend>(model: StableDiffusion<B>, name: &str) -> Result<(), record::RecorderError> {
-    BinFileRecorderBuffered::<FullPrecisionSettings>::new()
+    BinFileRecorder::<FullPrecisionSettings>::new()
     .record(
         model.into_record(),
         name.into(),
diff --git a/src/bin/sample/main.rs b/src/bin/sample/main.rs
index 245e92f..9a40d8a 100644
--- a/src/bin/sample/main.rs
+++ b/src/bin/sample/main.rs
@@ -22,11 +22,10 @@ use std::env;
 use std::io;
 use std::process;
 
-use burn::record::{self, Recorder, FullPrecisionSettings};
-use stablediffusion::binrecorderfast::{BinFileRecorderBuffered};
+use burn::record::{self, Recorder, BinFileRecorder, FullPrecisionSettings};
 
 fn load_stable_diffusion_model_file<B: Backend>(filename: &str) -> Result<StableDiffusion<B>, record::RecorderError> {
-    BinFileRecorderBuffered::<FullPrecisionSettings>::new()
+    BinFileRecorder::<FullPrecisionSettings>::new()
     .load(filename.into())
     .map(|record| StableDiffusionConfig::new().init().load_record(record))
 }
diff --git a/src/binrecorderfast.rs b/src/binrecorderfast.rs
deleted file mode 100644
index b1c6ca2..0000000
--- a/src/binrecorderfast.rs
+++ /dev/null
@@ -1,86 +0,0 @@
-use bincode;
-use burn::record::{PrecisionSettings, Recorder, RecorderError, FileRecorder};
-use std::fs::File;
-use std::io::{BufReader, BufWriter};
-use std::path::PathBuf;
-use std::marker::PhantomData;
-use serde::{de::DeserializeOwned, Serialize};
-//use super::{bin_config, PrecisionSettings, Recorder, RecorderError};
-
-fn bin_config() -> bincode::config::Configuration {
-    bincode::config::standard()
-}
-
-macro_rules! str2reader {
-    ($file:expr) => {{
-        $file.set_extension(<Self as FileRecorder>::file_extension());
-        let path = $file.as_path();
-        File::open(path).map_err(|err| match err.kind() {
-            std::io::ErrorKind::NotFound => RecorderError::FileNotFound(err.to_string()),
-            _ => RecorderError::Unknown(err.to_string()),
-        }).map(|file| BufReader::new(file)) // wrap File in BufReader
-    }};
-}
-
-macro_rules! str2writer {
-    ($file:expr) => {{
-        $file.set_extension(<Self as FileRecorder>::file_extension());
-        let path = $file.as_path();
-
-        if path.exists() {
-            //log::info!("File exists, replacing");
-            std::fs::remove_file(path).map_err(|err| RecorderError::Unknown(err.to_string()))?;
-        }
-
-        File::create(path).map_err(|err| match err.kind() {
-            std::io::ErrorKind::NotFound => RecorderError::FileNotFound(err.to_string()),
-            _ => RecorderError::Unknown(err.to_string()),
-        }).map(|file| BufWriter::new(file))  // wrap File in BufWriter
-    }};
-}
-
-#[derive(Debug, Default, Clone)]
-pub struct BinFileRecorderBuffered<S: PrecisionSettings> {
-    _settings: PhantomData<S>,
-}
-
-impl<S: PrecisionSettings> BinFileRecorderBuffered<S> {
-    pub fn new() -> Self {
-        BinFileRecorderBuffered {
-            _settings: PhantomData, 
-        }
-    }
-}
-
-impl<S: PrecisionSettings> FileRecorder for BinFileRecorderBuffered<S> {
-    fn file_extension() -> &'static str {
-        "bin"
-    }
-}
-
-impl<S: PrecisionSettings> Recorder for BinFileRecorderBuffered<S> {
-    type Settings = S;
-    type RecordArgs = PathBuf;
-    type RecordOutput = ();
-    type LoadArgs = PathBuf;
-
-    fn save_item<I: Serialize>(
-        &self,
-        item: I,
-        mut file: Self::RecordArgs,
-    ) -> Result<(), RecorderError> {
-        let config = bin_config();
-        let mut writer = str2writer!(file)?;
-        bincode::serde::encode_into_std_write(&item, &mut writer, config)
-            .map_err(|err| RecorderError::Unknown(err.to_string()))?;
-        Ok(())
-    }
-
-    fn load_item<I: DeserializeOwned>(&self, mut file: Self::LoadArgs) -> Result<I, RecorderError> {
-        let mut reader = str2reader!(file)?;
-        let state =
-            bincode::serde::decode_from_std_read(&mut reader, bin_config())
-                .map_err(|err| RecorderError::Unknown(err.to_string()))?;
-        Ok(state)
-    }
-}
diff --git a/src/lib.rs b/src/lib.rs
index 46cd752..993bb59 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -1,4 +1,3 @@
 pub mod model;
 pub mod tokenizer;
-pub mod helper;
-pub mod binrecorderfast;
\ No newline at end of file
+pub mod helper;
\ No newline at end of file