diff --git a/bindings/node/native/src/lib.rs b/bindings/node/native/src/lib.rs
index efaab045..09b2a1b9 100644
--- a/bindings/node/native/src/lib.rs
+++ b/bindings/node/native/src/lib.rs
@@ -9,6 +9,7 @@ mod pre_tokenizers;
 mod processors;
 mod tasks;
 mod tokenizer;
+mod trainers;
 mod utils;
 
 use neon::prelude::*;
@@ -26,6 +27,8 @@ register_module!(mut m, {
     normalizers::register(&mut m, "normalizers")?;
     // PreTokenizers
     pre_tokenizers::register(&mut m, "pre_tokenizers")?;
+    // Trainers
+    trainers::register(&mut m, "trainers")?;
 
     Ok(())
 });
diff --git a/bindings/node/native/src/trainers.rs b/bindings/node/native/src/trainers.rs
new file mode 100644
index 00000000..95590988
--- /dev/null
+++ b/bindings/node/native/src/trainers.rs
@@ -0,0 +1,203 @@
+extern crate tokenizers as tk;
+
+use crate::utils::Container;
+use neon::prelude::*;
+use std::collections::HashSet;
+
+/// Trainer
+pub struct Trainer {
+    pub trainer: Container<dyn tk::tokenizer::Trainer + Sync>,
+}
+
+declare_types! {
+    pub class JsTrainer for Trainer {
+        init(_) {
+            // This should not be called from JS
+            Ok(Trainer {
+                trainer: Container::Empty
+            })
+        }
+    }
+}
+
+/// bpe_trainer(options?: {
+///   vocabSize?: number = 30000,
+///   minFrequency?: number = 2,
+///   specialTokens?: string[] = [],
+///   limitAlphabet?: number = undefined,
+///   initialAlphabet?: string[] = [],
+///   showProgress?: bool = true,
+///   continuingSubwordPrefix?: string = undefined,
+///   endOfWordSuffix?: string = undefined,
+/// })
+fn bpe_trainer(mut cx: FunctionContext) -> JsResult<JsTrainer> {
+    let options = cx.argument_opt(0);
+
+    let mut builder = tk::models::bpe::BpeTrainer::builder();
+
+    if let Some(options) = options {
+        if let Ok(options) = options.downcast::<JsObject>() {
+            if let Ok(size) = options.get(&mut cx, "vocabSize") {
+                builder = builder
+                    .vocab_size(size.downcast::<JsNumber>().or_throw(&mut cx)?.value() as usize);
+            }
+            if let Ok(freq) = options.get(&mut cx, "minFrequency") {
+                builder = builder
+                    .min_frequency(freq.downcast::<JsNumber>().or_throw(&mut cx)?.value() as u32);
+            }
+            if let Ok(tokens) = options.get(&mut cx, "specialTokens") {
+                builder = builder.special_tokens(
+                    tokens
+                        .downcast::<JsArray>()
+                        .or_throw(&mut cx)?
+                        .to_vec(&mut cx)?
+                        .into_iter()
+                        .map(|token| Ok(token.downcast::<JsString>().or_throw(&mut cx)?.value()))
+                        .collect::<NeonResult<Vec<_>>>()?,
+                );
+            }
+            if let Ok(limit) = options.get(&mut cx, "limitAlphabet") {
+                builder = builder.limit_alphabet(
+                    limit.downcast::<JsNumber>().or_throw(&mut cx)?.value() as usize,
+                );
+            }
+            if let Ok(alphabet) = options.get(&mut cx, "initialAlphabet") {
+                builder = builder.initial_alphabet(
+                    alphabet
+                        .downcast::<JsArray>()
+                        .or_throw(&mut cx)?
+                        .to_vec(&mut cx)?
+                        .into_iter()
+                        .map(|tokens| {
+                            Ok(tokens
+                                .downcast::<JsString>()
+                                .or_throw(&mut cx)?
+                                .value()
+                                .chars()
+                                .nth(0))
+                        })
+                        .collect::<NeonResult<Vec<_>>>()?
+                        .into_iter()
+                        .filter(|c| c.is_some())
+                        .map(|c| c.unwrap())
+                        .collect::<HashSet<_>>(),
+                );
+            }
+            if let Ok(show) = options.get(&mut cx, "showProgress") {
+                builder =
+                    builder.show_progress(show.downcast::<JsBoolean>().or_throw(&mut cx)?.value());
+            }
+            if let Ok(prefix) = options.get(&mut cx, "continuingSubwordPrefix") {
+                builder = builder.continuing_subword_prefix(
+                    prefix.downcast::<JsString>().or_throw(&mut cx)?.value(),
+                );
+            }
+            if let Ok(suffix) = options.get(&mut cx, "endOfWordSuffix") {
+                builder = builder
+                    .end_of_word_suffix(suffix.downcast::<JsString>().or_throw(&mut cx)?.value());
+            }
+        }
+    }
+
+    let mut trainer = JsTrainer::new::<_, JsTrainer, _>(&mut cx, vec![])?;
+    let guard = cx.lock();
+    trainer
+        .borrow_mut(&guard)
+        .trainer
+        .to_owned(Box::new(builder.build()));
+    Ok(trainer)
+}
+/// wordpiece_trainer(options?: {
+///   vocabSize?: number = 30000,
+///   minFrequency?: number = 2,
+///   specialTokens?: string[] = [],
+///   limitAlphabet?: number = undefined,
+///   initialAlphabet?: string[] = [],
+///   showProgress?: bool = true,
+///   continuingSubwordPrefix?: string = undefined,
+///   endOfWordSuffix?: string = undefined,
+/// })
+fn wordpiece_trainer(mut cx: FunctionContext) -> JsResult<JsTrainer> {
+    let options = cx.argument_opt(0);
+
+    let mut builder = tk::models::wordpiece::WordPieceTrainer::builder();
+
+    if let Some(options) = options {
+        if let Ok(options) = options.downcast::<JsObject>() {
+            if let Ok(size) = options.get(&mut cx, "vocabSize") {
+                builder = builder
+                    .vocab_size(size.downcast::<JsNumber>().or_throw(&mut cx)?.value() as usize);
+            }
+            if let Ok(freq) = options.get(&mut cx, "minFrequency") {
+                builder = builder
+                    .min_frequency(freq.downcast::<JsNumber>().or_throw(&mut cx)?.value() as u32);
+            }
+            if let Ok(tokens) = options.get(&mut cx, "specialTokens") {
+                builder = builder.special_tokens(
+                    tokens
+                        .downcast::<JsArray>()
+                        .or_throw(&mut cx)?
+                        .to_vec(&mut cx)?
+                        .into_iter()
+                        .map(|token| Ok(token.downcast::<JsString>().or_throw(&mut cx)?.value()))
+                        .collect::<NeonResult<Vec<_>>>()?,
+                );
+            }
+            if let Ok(limit) = options.get(&mut cx, "limitAlphabet") {
+                builder = builder.limit_alphabet(
+                    limit.downcast::<JsNumber>().or_throw(&mut cx)?.value() as usize,
+                );
+            }
+            if let Ok(alphabet) = options.get(&mut cx, "initialAlphabet") {
+                builder = builder.initial_alphabet(
+                    alphabet
+                        .downcast::<JsArray>()
+                        .or_throw(&mut cx)?
+                        .to_vec(&mut cx)?
+                        .into_iter()
+                        .map(|tokens| {
+                            Ok(tokens
+                                .downcast::<JsString>()
+                                .or_throw(&mut cx)?
+                                .value()
+                                .chars()
+                                .nth(0))
+                        })
+                        .collect::<NeonResult<Vec<_>>>()?
+                        .into_iter()
+                        .filter(|c| c.is_some())
+                        .map(|c| c.unwrap())
+                        .collect::<HashSet<_>>(),
+                );
+            }
+            if let Ok(show) = options.get(&mut cx, "showProgress") {
+                builder =
+                    builder.show_progress(show.downcast::<JsBoolean>().or_throw(&mut cx)?.value());
+            }
+            if let Ok(prefix) = options.get(&mut cx, "continuingSubwordPrefix") {
+                builder = builder.continuing_subword_prefix(
+                    prefix.downcast::<JsString>().or_throw(&mut cx)?.value(),
+                );
+            }
+            if let Ok(suffix) = options.get(&mut cx, "endOfWordSuffix") {
+                builder = builder
+                    .end_of_word_suffix(suffix.downcast::<JsString>().or_throw(&mut cx)?.value());
+            }
+        }
+    }
+
+    let mut trainer = JsTrainer::new::<_, JsTrainer, _>(&mut cx, vec![])?;
+    let guard = cx.lock();
+    trainer
+        .borrow_mut(&guard)
+        .trainer
+        .to_owned(Box::new(builder.build()));
+    Ok(trainer)
+}
+
+/// Register everything here
+pub fn register(m: &mut ModuleContext, prefix: &str) -> NeonResult<()> {
+    m.export_function(&format!("{}_BPETrainer", prefix), bpe_trainer)?;
+    m.export_function(&format!("{}_WordPieceTrainer", prefix), wordpiece_trainer)?;
+    Ok(())
+}