FelixCode

修改部分的内容

-----------------------------
include

arith
egg_simpl.h(+)、var_context.h(+)

tir
op.h、stmt_functor.h、var.h


auto_scheduler
compute_dag.h、loop_state.h、transform_step.h

driver
driver_api.h

te
schedule_pass.h

topi/nn
pooling.h

----------------------------
src

auto_scheduler
compute_dag.cc、transform_step.cc、utils.h、loop_state.cc、auto_schedule.cc、feature.cc、measure.cc、measure_record.cc、utils.cc
search_policy: empty_policy.cc、search_policy.cc、sketch_policy.cc、sketch_policy_rules.cc、utils.cc

arith
egg_simpl/src   lang.rs(+)、lib.rs(+)
egg_simpl.cc(+)、var_context.cc(+)

tir/op
op.cc

tir/ir
stmt_functor.cc、expr.cc

tir/transforms
inject_virtual_thread.cc
vectorize_loop.cc

driver
driver_api.cc

te/schedule
bound.cc、message_passing.cc、message_passing.h

te/operation
op_utils.cc

felix(+)
sketch_rules.cc、sketch_rules.h、utils.cc、utils.h、constraints.cc、feat_transform.cc、features.cc、features.h、rangeinfer.h

-----------------------------
python

auto_scheduler
compute_dag.py、relay_integration.py、task_scheduler.py
cost_model: __init__.py、dataset.py(+)、metric.py(+)、mlp_model.py(+)、xgb_model.py

te/hybrid
parser.py

te
operation.py

topi
math.py
nn: elemwise.py、batch_matmul.py、conv2d.py、conv2d_transpose.py
cuda: conv2d_transpose.py、conv2d_nhwc_tensorcore.py、conv2d_nhwc_winograd.py

tir
expr.py

felix(+)
__init__.py、ffi.py、sym_dag.py、sym_task.py、utils.py、logging.py、sketch.py、features.py、optim.py、cost_model.py、_ffi_api.py、ansor_tune.py、test_extract_task.py
nn:__init__.py、dcgan.py、vit.py、llama.py

relay/backend
te_compiler.py

relay/op/strategy
cuda.py

relay/frontend
pytorch.py

scripts
felix_cost_model.py、patch_tenset_dataset.py、ansor_cost_model.py、ansor_tune_network.py、train_cost_model.py、tenset_measure_programs.py、tf_torch_perf.py、felix_tune_network.py
tf_nns: __init__.py、dcgan.py、r3d.py、vit.py

from pathlib import Path Path处理文件路径

lr_scheduler.MultiStepLR 是Pytorch中用于动态调整学习率的工具，其作用是根据预设的里程牌分阶段降低学习率 lr_scheduler.MultiStepLR(optimizer, milestones, gamma) optimizer:绑定的优化器对象(如SGD、Adam) milestones:预设的epoch节点列表(需严格递增) gamma:衰减系数，每次调整时学习率乘以该系数

@dataclass装饰器：用于自动生成特殊方法如__init__、repr、__eq__等类变量、实例变量：类变量是所有的实例都共享，实例变量定义在dataclass装饰器下，会被自动添加到__init__方法中 @classmethod装饰器：用于定义类方法而不是实例方法，类方法的第一个参数通常命名为cls(而不是self),表示类本身，类方法可以通过类名直接调用，而不需要先创建类的实例 @staticmethod：将方法定义为静态方法，不需要实例化类即可调用 @property：将方法转换为属性，使其可以像属性一样访问 @abc.abstractmethod：用于在抽象基类中定义抽象方法，标记一个方法为抽象方法，意味着该方法必须在子类中实现，如果子类没有实现所有的抽象方法，那么尝试实例化改子类时会引发TypeError异常

ctypes.byref()是python中的ctypes库中的一个函数，用于高效地传递C函数参数中所需的指针

ast.literal_eval：安全地将字符串形式的Python字面值转换为相应的Python对象

setattr()函数的作用是设置对象的属性值，接受三个参数：对象(要设置属性的对象)、属性名(要设置的属性名称)、属性值(要为属性设置的值) setattr(object, name, value) any() 接受一个可迭代对象，如果可迭代对象中任意一个元素为True，则返回True，否则返回False

extern “C” {} :解决C++与C之间的符号链接兼容性问题，强制C++以C的规则编译函数，禁止名称修饰

#ifndef/#else/#endif :实现条件编译，根据宏定义决定代码是否参与编译，#ifndef MACRO: 如果未定义MACRO，编译后续代码； #else: 否则编译另一段代码； #endif ：结束条件编译块

362+235+546+70=1213 207+1072+1072+30+263+640+100+280+81=3745 92+201+308+183+181+357+123+73+425+1617+307+409=4276

from tvm import felix经历过程 import tvm._ffi 模块加载，加载python/tvm/_ffi/init.py文件；基础设施准备：(加载base.py：初始化与C++库的基本连接，加载C++动态库通过_load_lib()函数)、加载registry.py：设置各种注册函数和类型转换机制）； C++库加载：在base.py中，_load_lib()函数查找并加载TVM的C++动态库，库加载之后，设置全局变量_LIB指向这个库，使Python可以调用C++函数 tvm._ffi._init_api(“felix”, name) 全局函数查找，调用list_global_func_names()函数，获取C++端所有注册的全局函数名称函数筛选与导入，使用get_global_func获取对应的函数对象

felix的src内容：注册的全局函数 feat_transform.cc: ~~GetFeaturePack(get_feature_pack—Sketch.fetch_features)~~、LinearExprAsPrimExpr(LinearExpr—RandConfigMaker) utils.cc: ~~ExtractBackbone(extract_backbone—Sketch)~~、~~PrintTrStep(print_state_tr_steps—Sketch)~~、~~GenerateCodeForState(generate_code_for_state—Sketch)~~、GetLoopBounds(get_loop_bounds)、ExtractConfigDict(extract_config_dict—add_to_dataset_builder)、~~StateFromConfig(state_from_config—SketchPerfFunc)~~、~~MeasurePerformance(measure_performance—measure_configs_latency_)~~ sketch_rules.cc: ~~GenerateAllSymSketches(generate_all_sym_sketches—SymTask)~~ 注册的节点： feat_transform: FeaturePackPyNode、LinearExprNode

编译流程

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felix的python内容：

logging.py init_logging(用于初始化Python的日志记录系统，配置同时输出到控制台和日志文件)

注册全局函数 runtime.module.loadfile_stackvm target.build.stackvm runtime._datatype_register、 runtime._datatype_get_type_code、runtime._datatype_get_type_name、runtime._datatype_get_type_registered

python里面注册api runtime: runtime、node、runtime.profiling

ir diagnostics、ir、instrument、transform

tir tir.analysis、tir.schedule、tir.transform、tir.usmp.analysis、tir.usmp.transform、tir.usmp、tir

target target

te schedule、tvm.hybrid、te

driver driver

parser parser

arith arith

support support

onnx.ModelProto是ONNX格式中定义的核心数据结构，用于表示深度学习模型，是ONNX模型的序列化序列 pytorch_lightning.LightningModule是Pytorch Lightning框架中的一个基类，用于封装pytorch模型及其训练逻辑

sym_dag.py文件的内容

RELAY_BUILDERS: Conv、DepthwiseConv2d、GroupConv2d、TransposeConv2d、Conv2dTensorCore、Conv2dWinograd、Dense、BatchMatmul、OnePool、TwoOPsPool、ThreeOPsPool、AdaptiveAvgPool、Softmax、Mean、ConstScalar、Elemwise、Broadcast

extract_tasks 经历的过程 sym_tasks.py->utils.py->sym_dag.py

optim.tune 经历的过程 Optimzer->TaskPerfFunc->SketchPerfFunc SingleTaskOptimizer

_do_one_task_one_round MLPModelPLWrapper(train_self)->optimizer_round

batch_create_tasks: tasks(tasks, task_weights) task.compute_dag 是访问每个任务的计算图属性

调用全局函数的顺序 SymTask(ffi.generate_all_sym_sketches) Sketch(ffi.generate_code_for_state、ffi.extract_backbone、ffi.print_state_for_state) Sketch.fetch_features(ffi.get_feature_pack)—>felix.FeaturePackPy SketchPerfFunc.make_measure_inputs(ffi.state_from_config) measure_configs_latency_(ffi.measure_performance)

sym_task extrac_tasks->extract_tasks_->extract_ansor_tasks->batch_create_tasks->SymbolicDAG.from_ansor->TaskInstance->SymTask(Sketch)->SymTaskAndInstances

utils

sym_dag

optim MLModelPLWrapper->Timer->TaskPerfFunc(SketchPerfFunc->TorchFeatures-TorchExprRunner)->DatasetBuilder

SingleTaskOptimizer->do_one_task_one_round->optimize_round(optimize_step -> self.task_f.rounded_sorted_configs->ConfigInfor) -> measure_configs -> measure_config_latency -> get_measure_input -> sketch_f.make_measure_inputs

cost_model

features

sym_task —> utils —> sym_dag —> optim —> cost_model —> features

Code Reproduction

CATALOG

FEATURED TAGS