diff --git a/crates/burn-compute/src/client.rs b/crates/burn-compute/src/client.rs
index cb1ec1a8ba..c946682b9e 100644
--- a/crates/burn-compute/src/client.rs
+++ b/crates/burn-compute/src/client.rs
@@ -14,7 +14,7 @@ use burn_common::{reader::Reader, sync_type::SyncType};
 #[derive(Debug)]
 pub struct ComputeClient<Server: ComputeServer, Channel> {
     channel: Channel,
-    tuner: Arc<RwLock<Tuner<Server, Channel>>>,
+    tuner: Arc<RwLock<Tuner<Server::AutotuneKey>>>,
 }
 
 impl<S, C> Clone for ComputeClient<S, C>
@@ -36,7 +36,7 @@ where
     Channel: ComputeChannel<Server>,
 {
     /// Create a new client.
-    pub fn new(channel: Channel, tuner: Arc<RwLock<Tuner<Server, Channel>>>) -> Self {
+    pub fn new(channel: Channel, tuner: Arc<RwLock<Tuner<Server::AutotuneKey>>>) -> Self {
         Self { channel, tuner }
     }
 
diff --git a/crates/burn-compute/src/tune/tune_cache.rs b/crates/burn-compute/src/tune/tune_cache.rs
index 7200942525..0d41ac9657 100644
--- a/crates/burn-compute/src/tune/tune_cache.rs
+++ b/crates/burn-compute/src/tune/tune_cache.rs
@@ -52,6 +52,8 @@ pub(crate) struct TuneCache<K> {
     persistent_cache: HashMap<K, PersistentCacheEntry>,
     #[cfg(feature = "autotune-persistent-cache")]
     device_id: String,
+    #[cfg(feature = "autotune-persistent-cache")]
+    name: String,
 }
 
 /// Result of the cache try
@@ -64,6 +66,7 @@ pub enum TuneCacheResult<K> {
 
 impl<K: AutotuneKey> TuneCache<K> {
     pub(crate) fn new(
+        #[cfg_attr(not(feature = "autotune-persistent-cache"), allow(unused_variables))] name: &str,
         #[cfg_attr(not(feature = "autotune-persistent-cache"), allow(unused_variables))]
         device_id: &str,
     ) -> Self {
@@ -73,6 +76,7 @@ impl<K: AutotuneKey> TuneCache<K> {
                 in_memory_cache: HashMap::new(),
                 persistent_cache: HashMap::new(),
                 device_id: device_id.to_string(),
+                name: name.to_string(),
             };
             if let Err(e) = cache.load() {
                 log::warn!(
@@ -239,6 +243,6 @@ impl<K: AutotuneKey> TuneCache<K> {
     /// Return the file path for the persistent cache on disk
     #[cfg(feature = "autotune-persistent-cache")]
     pub fn get_persistent_cache_file_path(&self) -> PathBuf {
-        get_persistent_cache_file_path(&self.device_id)
+        get_persistent_cache_file_path(&format!("{}-{}", self.name, self.device_id))
     }
 }
diff --git a/crates/burn-compute/src/tune/tuner.rs b/crates/burn-compute/src/tune/tuner.rs
index 4fafa5adf0..bac874c4e1 100644
--- a/crates/burn-compute/src/tune/tuner.rs
+++ b/crates/burn-compute/src/tune/tuner.rs
@@ -1,4 +1,3 @@
-use core::marker::PhantomData;
 #[cfg(target_family = "wasm")]
 use web_time::Duration;
 
@@ -15,32 +14,37 @@ use crate::client::ComputeClient;
 use crate::server::ComputeServer;
 use crate::tune::{AutotuneOperation, AutotuneOperationSet, TuneBenchmark, TuneCache};
 
+use super::AutotuneKey;
+
 #[derive(Debug)]
 /// Executes autotune benchmarking and caching
-pub struct Tuner<S: ComputeServer, C> {
-    tune_cache: TuneCache<S::AutotuneKey>,
-    _channel: PhantomData<C>,
+pub struct Tuner<K: AutotuneKey> {
+    tune_cache: TuneCache<K>,
 }
 
 #[allow(clippy::new_without_default)]
-impl<S: ComputeServer, C: ComputeChannel<S>> Tuner<S, C> {
+impl<K: AutotuneKey> Tuner<K> {
     /// Returns a tuner with cache initialized from persistent cache
-    pub fn new(device_id: &str) -> Self {
+    pub fn new(name: &str, device_id: &str) -> Self {
         Self {
-            tune_cache: TuneCache::new(device_id),
-            _channel: PhantomData,
+            tune_cache: TuneCache::new(name, device_id),
         }
     }
 
-    pub(crate) fn autotune_fastest(&self, key: &S::AutotuneKey) -> Option<usize> {
+    /// Fetch the fastest autotune operation index for an autotune key.
+    pub fn autotune_fastest(&self, key: &K) -> Option<usize> {
         self.tune_cache.find_fastest(key)
     }
 
-    pub(crate) fn execute_autotune(
+    /// Execute the fastest autotune operation if known, otherwise perform some benchmarks before.
+    pub fn execute_autotune<S, C>(
         &mut self,
-        autotune_operation_set: Box<dyn AutotuneOperationSet<S::AutotuneKey>>,
+        autotune_operation_set: Box<dyn AutotuneOperationSet<K>>,
         client: &ComputeClient<S, C>,
-    ) {
+    ) where
+        S: ComputeServer,
+        C: ComputeChannel<S>,
+    {
         let operation = match self.tune_cache.try_cache(autotune_operation_set) {
             super::TuneCacheResult::Hit(ops) => ops,
             super::TuneCacheResult::Miss(set) => self.autotuning(set, client),
@@ -49,11 +53,15 @@ impl<S: ComputeServer, C: ComputeChannel<S>> Tuner<S, C> {
         AutotuneOperation::execute(operation);
     }
 
-    fn autotuning(
+    fn autotuning<S, C>(
         &mut self,
-        autotune_operation_set: Box<dyn AutotuneOperationSet<S::AutotuneKey>>,
+        autotune_operation_set: Box<dyn AutotuneOperationSet<K>>,
         client: &ComputeClient<S, C>,
-    ) -> Box<dyn AutotuneOperation> {
+    ) -> Box<dyn AutotuneOperation>
+    where
+        S: ComputeServer,
+        C: ComputeChannel<S>,
+    {
         let key = autotune_operation_set.key();
         let autotunables = autotune_operation_set.autotunables();
         let mut names = Vec::with_capacity(autotunables.len());
@@ -86,11 +94,15 @@ impl<S: ComputeServer, C: ComputeChannel<S>> Tuner<S, C> {
         }
     }
 
-    fn run_benchmark(
+    fn run_benchmark<S, C>(
         &mut self,
         operation: Box<dyn AutotuneOperation>,
         client: &ComputeClient<S, C>,
-    ) -> BenchmarkDurations {
+    ) -> BenchmarkDurations
+    where
+        S: ComputeServer,
+        C: ComputeChannel<S>,
+    {
         TuneBenchmark::new(operation, client.clone()).run()
     }
 
diff --git a/crates/burn-compute/tests/dummy/compute.rs b/crates/burn-compute/tests/dummy/compute.rs
index 875f79705a..1699b170ec 100644
--- a/crates/burn-compute/tests/dummy/compute.rs
+++ b/crates/burn-compute/tests/dummy/compute.rs
@@ -20,6 +20,7 @@ pub type DummyClient = ComputeClient<DummyServer, DummyChannel>;
 
 static RUNTIME: ComputeRuntime<DummyDevice, DummyServer, DummyChannel> = ComputeRuntime::new();
 pub static TUNER_DEVICE_ID: &str = "tests/dummy-device";
+pub static TUNER_PREFIX: &str = "dummy-tests/dummy-device";
 
 pub fn init_client() -> ComputeClient<DummyServer, MutexComputeChannel<DummyServer>> {
     let storage = BytesStorage::default();
@@ -27,7 +28,7 @@ pub fn init_client() -> ComputeClient<DummyServer, MutexComputeChannel<DummyServ
         SimpleMemoryManagement::new(storage, DeallocStrategy::Never, SliceStrategy::Never);
     let server = DummyServer::new(memory_management);
     let channel = MutexComputeChannel::new(server);
-    let tuner = Arc::new(RwLock::new(Tuner::new(TUNER_DEVICE_ID)));
+    let tuner = Arc::new(RwLock::new(Tuner::new("dummy", TUNER_DEVICE_ID)));
     ComputeClient::new(channel, tuner)
 }
 
diff --git a/crates/burn-compute/tests/integration_test.rs b/crates/burn-compute/tests/integration_test.rs
index 7d4a14f67a..14539ef80f 100644
--- a/crates/burn-compute/tests/integration_test.rs
+++ b/crates/burn-compute/tests/integration_test.rs
@@ -134,8 +134,7 @@ fn autotune_cache_same_key_return_a_cache_hit() {
 #[cfg(feature = "std")]
 fn autotune_cache_no_cache_on_disk_return_a_cache_miss() {
     // delete the cache file
-    let file_path =
-        burn_compute::tune::get_persistent_cache_file_path(crate::dummy::TUNER_DEVICE_ID);
+    let file_path = burn_compute::tune::get_persistent_cache_file_path(crate::dummy::TUNER_PREFIX);
     let _ = std::fs::remove_file(file_path);
 
     type Runtime = ComputeRuntime<DummyDevice, dummy::DummyServer, dummy::DummyChannel>;
@@ -176,8 +175,7 @@ fn autotune_cache_no_cache_on_disk_return_a_cache_miss() {
 #[cfg(feature = "std")]
 fn autotune_cache_file_path_creation_works_when_path_does_not_exist_yet() {
     // delete the cache file
-    let file_path =
-        burn_compute::tune::get_persistent_cache_file_path(crate::dummy::TUNER_DEVICE_ID);
+    let file_path = burn_compute::tune::get_persistent_cache_file_path(crate::dummy::TUNER_PREFIX);
     let parent_dir = file_path
         .parent()
         .expect("Cache file should have a parent directory");
diff --git a/crates/burn-cuda/src/runtime.rs b/crates/burn-cuda/src/runtime.rs
index 1cb0180639..aab907c93f 100644
--- a/crates/burn-cuda/src/runtime.rs
+++ b/crates/burn-cuda/src/runtime.rs
@@ -65,7 +65,7 @@ impl Runtime for CudaRuntime {
             let tuner_device_id = tuner_device_id();
             ComputeClient::new(
                 MutexComputeChannel::new(server),
-                Arc::new(RwLock::new(Tuner::new(&tuner_device_id))),
+                Arc::new(RwLock::new(Tuner::new("cuda", &tuner_device_id))),
             )
         })
     }
diff --git a/crates/burn-wgpu/src/runtime.rs b/crates/burn-wgpu/src/runtime.rs
index 782dc723da..8b1ee1451b 100644
--- a/crates/burn-wgpu/src/runtime.rs
+++ b/crates/burn-wgpu/src/runtime.rs
@@ -168,7 +168,10 @@ fn create_client(
     let channel = MutexComputeChannel::new(server);
     let tuner_device_id = tuner_device_id(adapter.get_info());
 
-    ComputeClient::new(channel, Arc::new(RwLock::new(Tuner::new(&tuner_device_id))))
+    ComputeClient::new(
+        channel,
+        Arc::new(RwLock::new(Tuner::new("wgpu", &tuner_device_id))),
+    )
 }
 
 /// Select the wgpu device and queue based on the provided [device](WgpuDevice).