diff --git a/atoma-inference/src/candle/mod.rs b/atoma-inference/src/candle/mod.rs
index 045a5a1a..7b5da9fe 100644
--- a/atoma-inference/src/candle/mod.rs
+++ b/atoma-inference/src/candle/mod.rs
@@ -75,7 +75,7 @@ pub fn save_image<P: AsRef<std::path::Path>>(img: &Tensor, p: P) -> candle::Resu
     Ok(())
 }
 
-pub fn save_tensor_to_file(tensor: &Tensor, path: &PathBuf) -> Result<(), candle::Error> {
+pub fn save_tensor_to_file(tensor: &Tensor, filename: &str) -> Result<(), candle::Error> {
     let json_output = serde_json::to_string(
         &tensor
             .to_device(&Device::Cpu)?
@@ -84,7 +84,7 @@ pub fn save_tensor_to_file(tensor: &Tensor, path: &PathBuf) -> Result<(), candle
             .to_vec1::<f64>()?,
     )
     .unwrap();
-    let mut file = File::create(path)?;
+    let mut file = File::create(PathBuf::from(filename))?;
     file.write_all(json_output.as_bytes())?;
     Ok(())
 }
diff --git a/atoma-inference/src/candle/stable_diffusion.rs b/atoma-inference/src/candle/stable_diffusion.rs
index fa5409de..766f64dd 100644
--- a/atoma-inference/src/candle/stable_diffusion.rs
+++ b/atoma-inference/src/candle/stable_diffusion.rs
@@ -12,7 +12,7 @@ use tokenizers::Tokenizer;
 
 use crate::{candle::device, models::ModelError};
 
-use super::CandleModel;
+use super::{save_tensor_to_file, CandleModel};
 
 pub struct Input {
     prompt: String,
@@ -303,10 +303,13 @@ impl CandleModel for StableDiffusion {
 
                 latents = scheduler.step(&noise_pred, timestep, &latents)?;
             }
-
+            save_tensor_to_file(&latents, "tensor1");
             let image = vae.decode(&(&latents / vae_scale)?)?;
+            save_tensor_to_file(&image, "tensor2");
             let image = ((image / 2.)? + 0.5)?.to_device(&Device::Cpu)?;
+            save_tensor_to_file(&image, "tensor3");
             let image = (image.clamp(0f32, 1.)? * 255.)?.to_dtype(DType::U8)?.i(0)?;
+            save_tensor_to_file(&image, "tensor4");
             res.push(image);
         }
         Ok(res)
diff --git a/atoma-inference/src/main.rs b/atoma-inference/src/main.rs
index 46ae6c83..1c19d93d 100644
--- a/atoma-inference/src/main.rs
+++ b/atoma-inference/src/main.rs
@@ -27,8 +27,8 @@ fn llama1() {
 }
 
 fn main() {
-    // stable_diffusion();
-    llama1();
+    stable_diffusion();
+    // llama1();
     // let result = llama::run("One day I will").unwrap();
     // println!("{}", result);