mirror of
https://github.com/nod-ai/AMD-SHARK-Studio.git
synced 2026-04-03 03:00:17 -04:00
[SharkInference-SharkRuntime] Adds capability to mmap vmfbs
-- This commit is based on [VmModule.mmap() API](https://github.com/openxla/iree/pull/14124). -- It thereby adds capability to mmap vmfbs in SHARK. Signed-off-by: Abhishek Varma <abhishek@nod-labs.com>
This commit is contained in:
@@ -19,6 +19,7 @@ from shark.parser import shark_args
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import numpy as np
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import os
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import re
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import tempfile
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# Get the iree-compile arguments given device.
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@@ -181,8 +182,10 @@ def compile_benchmark_dirs(bench_dir, device, dispatch_benchmarks):
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vmfb_file.close()
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config = get_iree_runtime_config(device)
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vm_module = ireert.VmModule.from_flatbuffer(
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config.vm_instance, flatbuffer_blob
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vm_module = ireert.VmModule.from_buffer(
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config.vm_instance,
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flatbuffer_blob,
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warn_if_copy=False,
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)
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benchmark_cl = build_benchmark_args_non_tensor_input(
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@@ -313,8 +316,8 @@ def get_iree_module(flatbuffer_blob, device, device_idx=None):
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config = ireert.Config(device=haldevice)
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else:
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config = get_iree_runtime_config(device)
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vm_module = ireert.VmModule.from_flatbuffer(
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config.vm_instance, flatbuffer_blob
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vm_module = ireert.VmModule.from_buffer(
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config.vm_instance, flatbuffer_blob, warn_if_copy=False
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)
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ctx = ireert.SystemContext(config=config)
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ctx.add_vm_module(vm_module)
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@@ -322,6 +325,55 @@ def get_iree_module(flatbuffer_blob, device, device_idx=None):
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return ModuleCompiled, config
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def load_vmfb_using_mmap(
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flatbuffer_blob_or_path, device: str, device_idx: int = None
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):
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instance = ireert.VmInstance()
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device = iree_device_map(device)
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haldriver = ireert.get_driver(device)
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haldevice = haldriver.create_device_by_uri(
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device,
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allocators=[],
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)
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# First get configs.
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if device_idx is not None:
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device = iree_device_map(device)
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print("registering device id: ", device_idx)
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haldriver = ireert.get_driver(device)
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haldevice = haldriver.create_device(
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haldriver.query_available_devices()[device_idx]["device_id"],
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allocators=shark_args.device_allocator,
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)
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config = ireert.Config(device=haldevice)
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else:
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config = get_iree_runtime_config(device)
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# Now load vmfb.
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# Two scenarios we have here :-
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# 1. We either have the vmfb already saved and therefore pass the path of it.
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# (This would arise if we're invoking `load_module` from a SharkInference obj)
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# OR 2. We are compiling on the fly, therefore we have the flatbuffer blob to play with.
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# (This would arise if we're invoking `compile` from a SharkInference obj)
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temp_file_to_unlink = None
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if (
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isinstance(flatbuffer_blob_or_path, str)
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and ".vmfb" in flatbuffer_blob_or_path
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):
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vmfb_file_path = flatbuffer_blob_or_path
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mmaped_vmfb = ireert.VmModule.mmap(instance, flatbuffer_blob_or_path)
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ctx = ireert.SystemContext(config=config)
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ctx.add_vm_module(mmaped_vmfb)
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mmaped_vmfb = getattr(ctx.modules, mmaped_vmfb.name)
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else:
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with tempfile.NamedTemporaryFile(delete=False) as tf:
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tf.write(flatbuffer_blob_or_path)
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tf.flush()
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vmfb_file_path = tf.name
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temp_file_to_unlink = vmfb_file_path
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mmaped_vmfb = ireert.VmModule.mmap(instance, vmfb_file_path)
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return mmaped_vmfb, config, temp_file_to_unlink
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def get_iree_compiled_module(
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module,
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device: str,
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@@ -329,19 +381,58 @@ def get_iree_compiled_module(
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model_config_path: str = None,
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extra_args: list = [],
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device_idx: int = None,
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mmap: bool = False,
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):
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"""Given a module returns the compiled .vmfb and configs"""
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flatbuffer_blob = compile_module_to_flatbuffer(
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module, device, frontend, model_config_path, extra_args
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)
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return get_iree_module(flatbuffer_blob, device, device_idx=device_idx)
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temp_file_to_unlink = None
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# TODO: Currently mmap=True control flow path has been switched off for mmap.
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# Got to find a cleaner way to unlink/delete the temporary file since
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# we're setting delete=False when creating NamedTemporaryFile. That's why
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# I'm getting hold of the name of the temporary file in `temp_file_to_unlink`.
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if mmap:
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print(f"Will load the compiled module as a mmapped temporary file")
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vmfb, config, temp_file_to_unlink = load_vmfb_using_mmap(
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flatbuffer_blob, device, device_idx
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)
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else:
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vmfb, config = get_iree_module(
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flatbuffer_blob, device, device_idx=device_idx
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)
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ret_params = {
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"vmfb": vmfb,
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"config": config,
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"temp_file_to_unlink": temp_file_to_unlink,
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}
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return ret_params
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def load_flatbuffer(flatbuffer_path: str, device: str, device_idx: int = None):
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with open(os.path.join(flatbuffer_path), "rb") as f:
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flatbuffer_blob = f.read()
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return get_iree_module(flatbuffer_blob, device, device_idx=device_idx)
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def load_flatbuffer(
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flatbuffer_path: str,
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device: str,
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device_idx: int = None,
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mmap: bool = False,
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):
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temp_file_to_unlink = None
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if mmap:
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print(f"Loading flatbuffer at {flatbuffer_path} as a mmapped file")
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vmfb, config, temp_file_to_unlink = load_vmfb_using_mmap(
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flatbuffer_path, device, device_idx
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)
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else:
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with open(os.path.join(flatbuffer_path), "rb") as f:
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flatbuffer_blob = f.read()
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vmfb, config = get_iree_module(
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flatbuffer_blob, device, device_idx=device_idx
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)
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ret_params = {
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"vmfb": vmfb,
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"config": config,
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"temp_file_to_unlink": temp_file_to_unlink,
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}
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return ret_params
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def export_iree_module_to_vmfb(
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@@ -48,6 +48,8 @@ class SharkInference:
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Refer to {https://mlir.llvm.org/docs/Dialects/}
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is_benchmark: bool
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Whether this SharkInference module should be benchmark-enabled.
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mmap: bool
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Whether to load/run vmfb using mmap. It's `True` by default.
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Methods
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-------
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@@ -70,6 +72,7 @@ class SharkInference:
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dispatch_benchmark: str = None,
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dispatch_benchmark_dir: str = "temp_dispatch_benchmarks",
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device_idx: int = None,
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mmap: bool = True,
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):
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self.mlir_module = mlir_module
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self.device = shark_args.device if device == "none" else device
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@@ -88,6 +91,7 @@ class SharkInference:
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)
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self.shark_runner = None
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self.mmap = mmap
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def compile(self, extra_args=[]):
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if self.dispatch_benchmarks is not None:
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@@ -201,12 +205,14 @@ class SharkInference:
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compile_vmfb=False,
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extra_args=extra_args,
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)
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(
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self.shark_runner.iree_compilation_module,
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self.shark_runner.iree_config,
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) = load_flatbuffer(
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params = load_flatbuffer(
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path,
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self.device,
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self.device_idx,
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mmap=self.mmap,
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)
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self.shark_runner.iree_compilation_module = params["vmfb"]
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self.shark_runner.iree_config = params["config"]
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self.shark_runner.temp_file_to_unlink = params["temp_file_to_unlink"]
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del params
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return
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@@ -85,16 +85,17 @@ class SharkRunner:
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if compile_vmfb == True:
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# Compile the module to get the .vmfb.
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(
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self.iree_compilation_module,
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self.iree_config,
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) = get_iree_compiled_module(
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params = get_iree_compiled_module(
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self.mlir_module,
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self.device,
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self.mlir_dialect,
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extra_args=self.extra_args,
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device_idx=self.device_idx,
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)
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self.iree_compilation_module = params["vmfb"]
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self.iree_config = params["config"]
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self.temp_file_to_unlink = params["temp_file_to_unlink"]
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del params
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def run(self, function_name, inputs: tuple, send_to_host=False):
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return get_results(
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