diff --git a/jax_triton/triton_lib.py b/jax_triton/triton_lib.py
index 78ffaa7f..d3d272f6 100644
--- a/jax_triton/triton_lib.py
+++ b/jax_triton/triton_lib.py
@@ -18,8 +18,10 @@
 from __future__ import annotations
 
 import copy
+import dataclasses
 import functools
 import os
+import pprint
 import tempfile
 import types
 from typing import Any, Callable, Dict, Optional, Protocol, Sequence, Tuple, Union
@@ -64,6 +66,7 @@
   )
 
 os.environ["TRITON_CACHE_DIR"] = ""
+_JAX_TRITON_DUMP_DIR = os.environ.get("JAX_TRITON_DUMP_DIR")
 map, unsafe_map = util.safe_map, map
 zip, unsafe_zip = util.safe_zip, zip
 
@@ -153,12 +156,22 @@ def aval_size_bytes(aval):
   return np.dtype(aval.dtype).itemsize * aval.size
 
 
+@dataclasses.dataclass
+class PtxCompilationResult:
+  ptx: str
+  name: str
+  shared_mem_bytes: int
+  cluster_dims: tuple
+  ttgir: Optional[str]
+  llir: Optional[str]
+
+
 def compile_ttir_to_ptx_inplace(
     ttir,
     cuda_backend: cb.CUDABackend,
     cuda_options: cb.CUDAOptions,
     compute_capability,
-) -> Tuple[str, str, int, Any]:
+) -> PtxCompilationResult:
   if cuda_options.debug:
     print(ttir)
   if isinstance(ttir, ir.Module):
@@ -211,7 +224,16 @@ def compile_ttir_to_ptx_inplace(
     print(ptx)
   name = metadata["name"]
   cluster_dims = metadata["cluster_dims"]
-  return ptx, name, shared_mem_bytes, cluster_dims
+  ttgir = str(ttgir) if _JAX_TRITON_DUMP_DIR else None
+  llir = str(llir) if _JAX_TRITON_DUMP_DIR else None
+  return PtxCompilationResult(
+      ptx=ptx,
+      name=name,
+      shared_mem_bytes=shared_mem_bytes,
+      cluster_dims=cluster_dims,
+      ttgir=ttgir,
+      llir=llir,
+  )
 
 
 _COMPILED_KERNEL_CACHE = {}  # TODO(cjfj): Convert to LRU cache?
@@ -286,6 +308,12 @@ def get_or_create_triton_kernel(
             enable_fp_fusion=enable_fp_fusion,
         )
     )
+    kernel_hash = abs(hash(cache_key))
+    if _JAX_TRITON_DUMP_DIR:
+      os.makedirs(f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}")
+      with open(f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}/config", "w") as f:
+        pprint.pprint(cache_key, stream=f)
+        pprint.pprint(cuda_options, stream=f)
 
     context = _triton.ir.context()
     _triton.ir.load_dialects(context)
@@ -302,25 +330,50 @@ def get_or_create_triton_kernel(
         options=cuda_options,
         context=context,
     )
+    ttir = str(module)
 
-    ttir = str(module)  # `module`` is compiled in-place, so copy TTIR here.
-    ptx, kernel_name, shared_mem_bytes, cluster_dims = (
-        compile_ttir_to_ptx_inplace(
-            module,
-            cuda_backend,
-            cuda_options,
-            compute_capability,
-        )
+    compilation_result = compile_ttir_to_ptx_inplace(
+        module,
+        cuda_backend,
+        cuda_options,
+        compute_capability,
     )
+    kernel_name = compilation_result.name
+    if _JAX_TRITON_DUMP_DIR:
+      with open(
+          f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}/{kernel_name}.ttir", "w"
+      ) as f:
+        f.write(ttir)
+      with open(
+          f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}/{kernel_name}.ptx", "w"
+      ) as f:
+        f.write(compilation_result.ptx)
+      with open(
+          f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}/{kernel_name}.ttgir", "w"
+      ) as f:
+        f.write(compilation_result.ttgir)
+      with open(
+          f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}/{kernel_name}.llir", "w"
+      ) as f:
+        f.write(compilation_result.llir)
+      with open(
+          f"{_JAX_TRITON_DUMP_DIR}/{kernel_hash}/{kernel_name}.compile_info",
+          "w",
+      ) as f:
+        f.write(
+            f"{kernel_name}: shared_mem_bytes:"
+            f" {compilation_result.shared_mem_bytes}, cluster_dims:"
+            f" {compilation_result.cluster_dims}\n"
+        )
 
     kernel = triton_kernel_call_lib.TritonKernel(
         kernel_name,
         num_warps,
-        shared_mem_bytes,
-        ptx,
+        compilation_result.shared_mem_bytes,
+        compilation_result.ptx,
         ttir,
         compute_capability,
-        *cluster_dims,
+        *compilation_result.cluster_dims,
     )
 
     _COMPILED_KERNEL_CACHE[cache_key] = kernel
diff --git a/tests/cluster_test.py b/tests/cluster_test.py
index 19a8f15a..79f0e9ce 100644
--- a/tests/cluster_test.py
+++ b/tests/cluster_test.py
@@ -51,7 +51,7 @@ def test_cluster(self, num_ctas):
     def my_compile_ttir_to_ptx(*args, **kwargs):
       nonlocal cluster_dims, original_compile_ttir_to_ptx_fn
       ret_args = original_compile_ttir_to_ptx_fn(*args, **kwargs)
-      cluster_dims = ret_args[-1]
+      cluster_dims = ret_args.cluster_dims
       return ret_args
 
     my_triton_call = functools.partial(jt.triton_call, num_ctas=num_ctas)