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event_args_yaml_parser.py
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351 lines (326 loc) · 9.16 KB
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# (c) Meta Platforms, Inc. and affiliates. Confidential and proprietary.
# pyre-strict
import re
from functools import lru_cache
from pathlib import Path
from typing import Callable, Dict, List, NamedTuple
import yaml
from hta.configs.default_values import AttributeSpec, EventArgs, ValueType
class YamlVersion(NamedTuple):
major: int
minor: int
patch: int
def get_version_str(self) -> str:
return f"{self.major}.{self.minor}.{self.patch}"
@staticmethod
def from_string(version_str: str) -> "YamlVersion":
pattern = r"^(\d+)\.(\d+)\.(\d+)$"
match = re.match(pattern, version_str)
if not match:
raise ValueError(f"Invalid version string: {version_str}")
major, minor, patch = map(int, match.groups())
return YamlVersion(major, minor, patch)
# Yaml version will be mapped to the yaml files defined under the "event_args_formats" folder
v1_0_0: YamlVersion = YamlVersion(1, 0, 0)
DEFAULT_YAML_ARGS_FORMAT: str = """version: 1.0.0
AVAILABLE_ARGS:
index::ev_idx:
name: ev_idx
raw_name: Ev Idx
value_type: Int
default_value: -1
index::external_id:
name: external_id
raw_name: External id
value_type: Int
default_value: -1
cpu_op::concrete_inputs:
name: concrete_inputs
raw_name: Concrete Inputs
value_type: Object
default_value: "[]"
cpu_op::fwd_thread:
name: fwd_thread_id
raw_name: Fwd thread id
value_type: Int
default_value: -1
cpu_op::input_dims:
name: input_dims
raw_name: Input Dims
value_type: Object
default_value: "-1"
cpu_op::input_type:
name: input_type
raw_name: Input type
value_type: Object
default_value: "-1"
cpu_op::input_strides:
name: input_strides
raw_name: Input Strides
value_type: Object
default_value: "-1"
cpu_op::sequence_number:
name: sequence
raw_name: Sequence number
value_type: Int
default_value: -1
cpu_op::kernel_backend:
name: kernel_backend
raw_name: kernel_backend
value_type: String
default_value: ""
correlation::cbid:
name: cbid
raw_name: cbid
value_type: Int
default_value: -1
correlation::cpu_gpu:
name: correlation
raw_name: correlation
value_type: Int
default_value: -1
sm::blocks:
name: blocks_per_sm
raw_name: blocks per SM
value_type: Object
default_value: "[]"
sm::occupancy:
name: est_occupancy
raw_name: est. achieved occupancy %
value_type: Int
default_value: -1
sm::warps:
name: warps_per_sm
raw_name: warps per SM
value_type: Float
default_value: 0.0
data::bytes:
name: bytes
raw_name: bytes
value_type: Int
default_value: -1
data::bandwidth:
name: memory_bw_gbps
raw_name: memory bandwidth (GB/s)
value_type: Float
default_value: 0.0
cuda::context:
name: context
raw_name: context
value_type: Int
default_value: -1
cuda::device:
name: device
raw_name: device
value_type: Int
default_value: -1
cuda::stream:
name: stream
raw_name: stream
value_type: Int
default_value: -1
kernel::queued:
name: queued
raw_name: queued
value_type: Int
default_value: -1
kernel::shared_memory:
name: shared_memory
raw_name: shared memory
value_type: Int
default_value: -1
threads::block:
name: block
raw_name: block
value_type: Object
default_value: "[]"
threads::grid:
name: grid
raw_name: grid
value_type: Object
default_value: "[]"
threads::registers:
name: registers_per_thread
raw_name: registers per thread
value_type: Int
default_value: -1
cuda_sync::stream:
name: wait_on_stream
raw_name: wait_on_stream
value_type: Int
default_value: -1
cuda_sync::event:
name: wait_on_cuda_event_record_corr_id
raw_name: wait_on_cuda_event_record_corr_id
value_type: Int
default_value: -1
info::labels:
name: labels
raw_name: labels
value_type: String
default_value: ""
info::name:
name: name
raw_name: name
value_type: Int
default_value: -1
info::op_count:
name: op_count
raw_name: Op count
value_type: Int
default_value: -1
info::sort_index:
name: sort_index
raw_name: sort_index
value_type: Int
default_value: -1
nccl::collective_name:
name: collective_name
raw_name: Collective name
value_type: String
default_value: ""
nccl::in_msg_nelems:
name: in_msg_nelems
raw_name: In msg nelems
value_type: Int
default_value: 0
nccl::out_msg_nelems:
name: out_msg_nelems
raw_name: Out msg nelems
value_type: Int
default_value: 0
nccl::group_size:
name: group_size
raw_name: Group size
value_type: Int
default_value: 0
nccl::dtype:
name: msg_dtype
raw_name: dtype
value_type: String
default_value: ""
nccl::in_split_size:
name: in_split_size
raw_name: In split size
value_type: Object
default_value: "[]"
nccl::out_split_size:
name: out_split_size
raw_name: Out split size
value_type: Object
default_value: "[]"
nccl::process_group_name:
name: process_group_name
raw_name: Process Group Name
value_type: String
default_value: ""
nccl::process_group_desc:
name: process_group_desc
raw_name: Process Group Description
value_type: String
default_value: ""
nccl::process_group_ranks:
name: process_group_ranks
raw_name: Process Group Ranks
value_type: Object
default_value: "[]"
nccl::rank:
name: process_rank
raw_name: Rank
value_type: Int
default_value: -1
"""
ARGS_INPUT_SHAPE_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k]
for k in ["cpu_op::input_dims", "cpu_op::input_type", "cpu_op::input_strides"]
]
)
ARGS_BANDWIDTH_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k] for k in ["data::bytes", "data::bandwidth"]
]
)
ARGS_SYNC_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k] for k in ["cuda_sync::stream", "cuda_sync::event"]
]
)
ARGS_MINIMUM_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k] for k in ["cuda::stream", "correlation::cpu_gpu"]
]
)
ARGS_COMPLETE_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k] for k in available_args if not k.startswith("info")
]
)
ARGS_INFO_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k] for k in ["info::labels", "info::name", "info::sort_index"]
]
)
ARGS_COMMUNICATION_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: [
available_args[k]
for k in [
"nccl::collective_name",
"nccl::in_msg_nelems",
"nccl::out_msg_nelems",
"nccl::dtype",
"nccl::group_size",
"nccl::rank",
"nccl::in_split_size",
"nccl::out_split_size",
]
]
)
ARGS_DEFAULT_FUNC: Callable[[Dict[str, AttributeSpec]], List[AttributeSpec]] = (
lambda available_args: (
ARGS_MINIMUM_FUNC(available_args)
+ ARGS_BANDWIDTH_FUNC(available_args)
+ ARGS_SYNC_FUNC(available_args)
+ ARGS_INPUT_SHAPE_FUNC(available_args)
+ [available_args["index::external_id"]]
)
)
@lru_cache()
def parse_event_args_yaml(version: YamlVersion) -> EventArgs:
pkg_path: Path = Path(__file__).parent
yaml_file = f"event_args_{version.get_version_str()}.yaml"
local_yaml_data_filepath = str(pkg_path.joinpath("event_args_formats", yaml_file))
if Path(local_yaml_data_filepath).exists():
with open(local_yaml_data_filepath, "r") as f:
yaml_content = yaml.safe_load(f)
else:
yaml_content = yaml.safe_load(DEFAULT_YAML_ARGS_FORMAT)
def parse_value_type(value: str) -> ValueType:
return ValueType[value]
available_args: Dict[str, AttributeSpec] = {
k: AttributeSpec(
name=value["name"],
raw_name=value["raw_name"],
value_type=parse_value_type(value["value_type"]),
default_value=value["default_value"],
)
for k, value in yaml_content["AVAILABLE_ARGS"].items()
}
return EventArgs(
AVAILABLE_ARGS=available_args,
ARGS_INPUT_SHAPE=ARGS_INPUT_SHAPE_FUNC(available_args),
ARGS_BANDWIDTH=ARGS_BANDWIDTH_FUNC(available_args),
ARGS_SYNC=ARGS_SYNC_FUNC(available_args),
ARGS_MINIMUM=ARGS_MINIMUM_FUNC(available_args),
ARGS_COMPLETE=ARGS_COMPLETE_FUNC(available_args),
ARGS_INFO=ARGS_INFO_FUNC(available_args),
ARGS_COMMUNICATION=ARGS_COMMUNICATION_FUNC(available_args),
ARGS_DEFAULT=ARGS_DEFAULT_FUNC(available_args),
)
def main() -> None:
version = v1_0_0
event_args = parse_event_args_yaml(version)
print(event_args)
print(f"Printed event args for version {version.get_version_str()}")
if __name__ == "__main__":
main()