Manual model warmup to resolve AOT model warmup performance degradati…

…on (#126) * Implement manual model warmup to resolve performance degradation * fix insert generate compiled * remove check for JetStreamEngine in orchestrator * pyink pylint fixes * change references from aot to warmup * fix non-empty comparison * use all() to check True in entire lists
AI-Hypercomputer · Aug 14, 2024 · 59538fc · 59538fc
1 parent e61532d
commit 59538fc
Show file tree

Hide file tree

Showing 4 changed files with 32 additions and 99 deletions.
diff --git a/jetstream/core/orchestrator.py b/jetstream/core/orchestrator.py
@@ -143,7 +143,6 @@ class ActiveRequest:
   prefill_result: Any = None
   #################### Information relevant for prefill ########################
   prefill_content: Optional[str | list[int]] = None
-  padded_token_length: Optional[int] = None
   ################## Information relevant for detokenization ###################
   # Which generate step this was added at.
   generate_timestep_added: Optional[int] = None
@@ -513,19 +512,13 @@ def _prefill_thread(self, idx: int):
       padded_tokens, true_length = self._process_prefill_content(
           request, tokenizer, is_bos, prefill_engine.max_prefill_length
       )
-      if isinstance(prefill_engine, engine_api.JetStreamEngine):
-        request.padded_token_length = token_utils.take_nearest_length(
-            prefill_engine.prefill_buckets, true_length
-        )
-        prefill_engine.set_padded_token_length(request.padded_token_length)
 
       # Compute new kv cache for the prefill_content.
       prefill_result, first_token = prefill_engine.prefill(
           params=prefill_params,
           padded_tokens=padded_tokens,
           true_length=true_length,
       )
-
       request.prefill_result = prefill_result
 
       # put first token to detokenize queue
@@ -722,11 +715,6 @@ def _generate_thread(self, idx: int):
             generate_timestep,
         )
 
-        if isinstance(generate_engine, engine_api.JetStreamEngine):
-          generate_engine.set_padded_token_length(
-              new_request.padded_token_length
-          )
-
         decode_state = generate_engine.insert(
             new_request.prefill_result, decode_state, slot=slot
         )

diff --git a/jetstream/core/server_lib.py b/jetstream/core/server_lib.py
@@ -34,7 +34,7 @@
 from jetstream.core import orchestrator
 from jetstream.core.metrics.prometheus import JetstreamMetricsCollector
 from jetstream.core.proto import jetstream_pb2_grpc
-from jetstream.engine import aot_utils, engine_api
+from jetstream.engine import warmup_utils, engine_api
 
 from prometheus_client import start_http_server
 
@@ -107,7 +107,7 @@ def create_driver(
     devices: Device objects, will be used to get engine with proper slicing.
     jax_padding: The flag to enable JAX padding during tokenization.
     metrics_collector: The JetStream Promethus metric collector.
-    enable_model_warmup: The flag to enable model server warmup with AOT.
+    enable_model_warmup: The flag to enable model server warmup.
 
   Returns:
     An orchestrator driver.
@@ -142,7 +142,7 @@ def create_driver(
     ]
 
     try:
-      _ = aot_utils.layout_params_and_compile_executables(
+      _ = warmup_utils.layout_params_and_compile_executables(
           prefill_engines,  # pylint: disable=protected-access
           generate_engines,  # pylint: disable=protected-access
           prefill_params,  # pylint: disable=protected-access
@@ -191,7 +191,7 @@ def run(
     metrics_server_config: The config to enable Promethus metric server.
     enable_jax_profiler: The flag to enable JAX profiler server.
     jax_profiler_port: The port JAX profiler server (default to 9999).
-    enable_model_warmup: The flag to enable model server warmup with AOT.
+    enable_model_warmup: The flag to enable model server warmup.
 
   Returns:
     JetStreamServer that wraps the grpc server and orchestrator driver.

diff --git a/jetstream/engine/engine_api.py b/jetstream/engine/engine_api.py
@@ -257,22 +257,13 @@ def colocated_cpus(self) -> Union[list[CpuDevices], None]:
 class JetStreamEngine(Engine):
   """A wrapper engine of the Engine class.
 
-  JetStreamEngine defines the AOT warmed up model server engine.
+  JetStreamEngine defines the warmed up model server engine.
   """
 
   def __init__(self, downstream_engine: Engine):
     self._downstream_engine = downstream_engine
 
-    # Executables
-    self.prefill_executable = None
-    self.insert_executable = None
-    self.generate_executable = None
-
     self.prefill_buckets = None
-
-    # Nearest right token length
-    self._padded_token_length = None
-
     self.warm = False
 
   def prefill(
@@ -284,9 +275,7 @@ def prefill(
       true_length: int,
   ) -> Tuple[Prefix, ResultTokens]:
 
-    prefill_result, first_token = self.prefill_executable[
-        self.padded_token_length
-    ](
+    prefill_result, first_token = self._downstream_engine.prefill(
         params=params,
         padded_tokens=padded_tokens,
         true_length=true_length,
@@ -300,7 +289,7 @@ def insert(
       slot: int,
   ) -> DecodeState:
 
-    decode_state = self.insert_executable[self.padded_token_length](
+    decode_state = self._downstream_engine.insert(
         prefix=prefix,
         decode_state=decode_state,
         slot=slot,
@@ -310,7 +299,7 @@ def insert(
   def generate(
       self, params: Params, decode_state: DecodeState
   ) -> Tuple[DecodeState, ResultTokens]:
-    decode_state, sampled_tokens = self.generate_executable(  # pylint: disable=not-callable
+    decode_state, sampled_tokens = self._downstream_engine.generate(
         params=params, decode_state=decode_state
     )
     return decode_state, sampled_tokens
@@ -355,6 +344,3 @@ def mesh(self) -> jax.sharding.Mesh:
   @property
   def colocated_cpus(self) -> Union[list[CpuDevices], None]:
     return self._downstream_engine.colocated_cpus
-
-  def set_padded_token_length(self, padded_token_length: int):
-    self.padded_token_length = padded_token_length
diff --git a/jetstream/engine/aot_utils.py → jetstream/engine/warmup_utils.py b/jetstream/engine/aot_utils.py → jetstream/engine/warmup_utils.py
@@ -12,12 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-"""AOT compilation utils."""
+"""Model server warmup utils."""
 
-import jax
 import jax.numpy as jnp
 import concurrent.futures
-from typing import Any, Optional, cast
+from typing import Any, Optional
 import logging
 from jetstream.engine import engine_api, token_utils
 
@@ -44,34 +43,30 @@ def layout_params_and_compile_executables(
   any_prefill_engine = None
   any_prefill_params = None
 
-  prefill_executables = []
-  inserts_generate_executables = []
+  prefills_compiled = []
+  inserts_generate_compiled = []
 
   for i, pe in enumerate(prefill_engines):
     any_prefill_engine = pe
     any_prefill_params = prefill_params[i]
-    prefill_executable = initialize_prefill_jit_cache(
+    prefill_compiled = initialize_prefill_jit_cache(
         prefill_engine=pe,
         prefill_params=prefill_params[i],
         prefill_idx=i,
     )
-    prefill_executables.append(prefill_executable)
+    prefills_compiled.append(prefill_compiled)
 
   for i, ge in enumerate(generate_engines):
-    insert_executable, generate_executable = (
-        initialize_insert_generate_jit_cache(
-            prefill_engine=any_prefill_engine,
-            generate_engine=ge,
-            prefill_params=any_prefill_params,
-            generate_params=generate_params[i],
-            generate_idx=i,
-        )
-    )
-    inserts_generate_executables.append(
-        [insert_executable, generate_executable]
+    insert_generate_compiled = initialize_insert_generate_jit_cache(
+        prefill_engine=any_prefill_engine,
+        generate_engine=ge,
+        prefill_params=any_prefill_params,
+        generate_params=generate_params[i],
+        generate_idx=i,
     )
+    inserts_generate_compiled.append([insert_generate_compiled])
 
-  if prefill_executables and inserts_generate_executables:
+  if all(prefills_compiled) and all(inserts_generate_compiled):
     return True
   return False
 
@@ -104,47 +99,32 @@ def initialize_prefill_jit_cache(
   def compile_prefill(length):
     padded_tokens, true_length = jnp.ones((length), dtype="int32"), length
 
-    lowered = jax.jit(
-        prefill_engine._downstream_engine.prefill,  # pylint: disable=protected-access
-        out_shardings=prefill_engine.get_prefix_destination_sharding(),
-    ).lower(
+    _, _ = prefill_engine._downstream_engine.prefill(  # pylint: disable=protected-access
         params=prefill_params,
         padded_tokens=padded_tokens,
         true_length=true_length,
     )
-    logging.info(
-        "---------Prefill engine %d lowered for prefill length %d.---------",
-        prefill_idx,
-        length,
-    )
-    compiled = lowered.compile()
+
     logging.info(
         "---------Prefill engine %d compiled for prefill length %d.---------",
         prefill_idx,
         length,
     )
-    return compiled
 
   logging.info("---------Prefill compilation %d begun.---------", prefill_idx)
 
   with concurrent.futures.ThreadPoolExecutor(
       max_workers=len(prefill_buckets)
   ) as executor:
-    prefill_executable = list(executor.map(compile_prefill, prefill_buckets))
-
-  prefill_executable = {
-      k: cast(jax.stages.Compiled, e)
-      for k, e in zip(prefill_buckets, prefill_executable)
-  }
+    _ = executor.map(compile_prefill, prefill_buckets)
 
-  prefill_engine.prefill_executable = prefill_executable
   prefill_engine.warm = True
 
   logging.info(
       "---------Prefill compilation %d complete.---------", prefill_idx
   )
 
-  return prefill_executable
+  return prefill_engine.warm
 
 
 def initialize_insert_generate_jit_cache(
@@ -184,39 +164,25 @@ def compile_insert(length):
         true_length=true_length,
     )
 
-    lowered = jax.jit(generate_engine._downstream_engine.insert).lower(  # pylint: disable=protected-access
-        prefix=prefill, decode_state=decode_state, slot=1
-    )
-    logging.info(
-        "---------Generate engine %d lowered for insert length %d.---------",
-        generate_idx,
-        length,
-    )
-    compiled = lowered.compile()
+    generate_engine.insert(prefix=prefill, decode_state=decode_state, slot=0)
 
     logging.info(
         "---------Generate engine %d compiled for insert length %d.---------",
         generate_idx,
         length,
     )
-    return compiled
 
   def compile_generate():
 
     logging.info(
         "---------Generate compilation %d begun.---------", generate_idx
     )
 
-    lowered = jax.jit(generate_engine._downstream_engine.generate).lower(  # pylint: disable=protected-access
+    generate_engine._downstream_engine.generate(  # pylint: disable=protected-access
         params=generate_params,
         decode_state=decode_state,
     )
-    logging.info(
-        "---------Generate engine %d lowered.---------",
-        generate_idx,
-    )
 
-    compiled = lowered.compile()
     logging.info(
         "---------Generate engine %d compiled.---------",
         generate_idx,
@@ -226,35 +192,28 @@ def compile_generate():
         "---------Generate compilation %d complete.---------", generate_idx
     )
 
-    return compiled
-
   logging.info(
       "---------Insertion generation compilation %d begun.---------",
       generate_idx,
   )
 
-  generate_executable = compile_generate()
+  compile_generate()
+
   logging.info(
       "---------Generate engine %d compiled generation step.---------",
       generate_idx,
   )
-  generate_engine.generate_executable = generate_executable
 
   with concurrent.futures.ThreadPoolExecutor(
       max_workers=len(prefill_buckets)
   ) as executor:
-    insert_executable = list(executor.map(compile_insert, prefill_buckets))
+    _ = executor.map(compile_insert, prefill_buckets)
 
-  insert_executable = {
-      k: cast(jax.stages.Compiled, e)
-      for k, e in zip(prefill_buckets, insert_executable)
-  }
-  generate_engine.insert_executable = insert_executable
   generate_engine.warm = True
 
   logging.info(
       "---------Insertion generation compilation %d complete.---------",
       generate_idx,
   )
 
-  return insert_executable, generate_executable
+  return generate_engine.warm