diff --git a/tokenizers/src/models/bpe/trainer.rs b/tokenizers/src/models/bpe/trainer.rs
index 727ebd40..13ab8440 100644
--- a/tokenizers/src/models/bpe/trainer.rs
+++ b/tokenizers/src/models/bpe/trainer.rs
@@ -169,7 +169,7 @@ impl BpeTrainer {
             let p = ProgressBar::new(0);
             p.set_style(
                 ProgressStyle::default_bar()
-                    .template("[{elapsed_precise}] {msg:30} {bar:40} {pos:>7}/{len:7}"),
+                    .template("[{elapsed_precise}] {msg:<40!} {wide_bar} {pos:<9!}/{len:>9!}"),
             );
             Some(p)
         } else {
@@ -483,4 +483,9 @@ impl Trainer for BpeTrainer {
                 .or_insert(1);
         }
     }
+
+    /// Whether we should show progress
+    fn should_show_progress(&self) -> bool {
+        self.show_progress
+    }
 }
diff --git a/tokenizers/src/models/wordpiece/trainer.rs b/tokenizers/src/models/wordpiece/trainer.rs
index 2f5d163c..08a873a3 100644
--- a/tokenizers/src/models/wordpiece/trainer.rs
+++ b/tokenizers/src/models/wordpiece/trainer.rs
@@ -104,4 +104,8 @@ impl Trainer for WordPieceTrainer {
     fn process_tokens(&self, mut words: &mut HashMap<String, u32>, tokens: Vec<String>) {
         self.bpe_trainer.process_tokens(&mut words, tokens)
     }
+
+    fn should_show_progress(&self) -> bool {
+        self.bpe_trainer.should_show_progress()
+    }
 }
diff --git a/tokenizers/src/tokenizer/mod.rs b/tokenizers/src/tokenizer/mod.rs
index 1e7bb159..7166e14a 100644
--- a/tokenizers/src/tokenizer/mod.rs
+++ b/tokenizers/src/tokenizer/mod.rs
@@ -13,6 +13,7 @@ pub use crate::utils::{
     pad_encodings, truncate_encodings, PaddingParams, PaddingStrategy, TruncationParams,
     TruncationStrategy,
 };
+use indicatif::{MultiProgress, ProgressBar, ProgressDrawTarget, ProgressStyle};
 use rayon::prelude::*;
 use std::{
     collections::HashMap,
@@ -61,6 +62,7 @@ pub trait Decoder {
 /// A `Trainer` has the responsibility to train a model. We feed it with lines/sentences
 /// and it returns a `Model` when done.
 pub trait Trainer: Sync {
+    fn should_show_progress(&self) -> bool;
     fn train(&self, words: HashMap<String, u32>) -> Result<Box<dyn Model + Sync>>;
     fn process_tokens(&self, words: &mut HashMap<String, u32>, tokens: Vec<String>);
 }
@@ -405,13 +407,30 @@ impl Tokenizer {
     /// Train a model and replace our current Model, using the given Trainer
     #[allow(clippy::borrowed_box)]
     pub fn train(&mut self, trainer: &Box<dyn Trainer>, files: Vec<String>) -> Result<()> {
-        let results = files
-            .par_iter()
-            .map(|file| -> Result<HashMap<String, u32>> {
-                let mut words = HashMap::new();
+        let progress = MultiProgress::new();
+        let style = ProgressStyle::default_bar()
+            .template("[{elapsed_precise}] {msg:<40!} {wide_bar} {pos:<9!}/{len:>9!}");
+        let jobs = files
+            .into_iter()
+            .map(|filename| {
+                let file = File::open(filename.clone())?;
+                let len = file.metadata().map(|c| c.len()).unwrap_or(0);
+                let pbar = progress.add(ProgressBar::new(len));
+                if !trainer.should_show_progress() {
+                    pbar.set_draw_target(ProgressDrawTarget::hidden());
+                }
+                pbar.set_style(style.clone());
+                pbar.set_message(&filename);
+                Ok((file, pbar))
+            })
+            .collect::<Result<Vec<_>>>()?;
 
-                let file: std::fs::File = File::open(file)?;
-                let mut file = BufReader::new(file);
+        let handle = std::thread::spawn(move || progress.join().unwrap());
+        let results = jobs
+            .par_iter()
+            .map(|(file, pbar)| -> Result<HashMap<String, u32>> {
+                let mut words = HashMap::new();
+                let mut file = BufReader::new(pbar.wrap_read(file));
 
                 let mut buf = String::new();
                 loop {
@@ -431,9 +450,11 @@ impl Tokenizer {
                     }
                 }
 
+                pbar.finish();
                 Ok(words)
             })
             .collect::<Vec<_>>();
+        handle.join().unwrap();
 
         let mut words = HashMap::new();
         for result in results {