Intelegentny_Pszczelarz/.venv/Lib/site-packages/jax/_src/compilation_cache.py

# Copyright 2021 The JAX Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import hashlib
import io
import logging
import os
import re
import sys
from typing import Any, List, Optional
import zlib

import numpy as np

# If zstandard is installed, we use zstd compression, otherwise we use zlib.
try:
  import zstandard
except ImportError:
  zstandard = None

from jax._src.config import config
from jax._src import path as pathlib
from jax._src.compilation_cache_interface import CacheInterface
from jax._src.gfile_cache import GFileCache
from jax._src.lib import xla_client
from jax._src.lib import version_str as jaxlib_version_str
from jax._src.lib.mlir import ir
from jax._src.lib.mlir import passmanager as pm

# TODO(phawkins): remove the conditional import after jaxlib 0.4.9 is the
# minimum.
mlir_jax: Any
try:
  from jax._src.lib.mlir import jax as mlir_jax
except ImportError:
  mlir_jax = None


logger = logging.getLogger(__name__)

_cache: Optional[CacheInterface] = None


def initialize_cache(path):
  """Creates a global cache object.

  Should only be called once per process.

  Will throw an assertion error if called a second time with a different path.

  Args:
    path: path for the cache directory.
  """
  global _cache
  if _cache is not None and _cache._path == pathlib.Path(path):
    logger.warning("Cache already previously initialized at %s", _cache._path)
    return

  assert (
      _cache is None
  ), f"The cache path has already been initialized to {_cache._path}"
  _cache = GFileCache(path)
  logger.warning("Initialized persistent compilation cache at %s", path)


def get_executable(
    cache_key: str, compile_options, backend
) -> Optional[xla_client.LoadedExecutable]:
  """Returns the cached executable if present, or None otherwise."""
  assert (
      _cache is not None
  ), "initialize_cache must be called before you can call get_executable()"
  serialized_executable = _cache.get(cache_key)
  if not serialized_executable:
    return None
  if zstandard:
    decompressor = zstandard.ZstdDecompressor()
    serialized_executable = decompressor.decompress(serialized_executable)
  else:
    serialized_executable = zlib.decompress(serialized_executable)
  xla_executable_deserialized = backend.deserialize_executable(
      serialized_executable, compile_options
  )
  return xla_executable_deserialized


def put_executable(
    cache_key: str,
    module_name: str,
    executable: xla_client.LoadedExecutable,
    backend,
) -> None:
  """Adds 'executable' to the cache, possibly evicting older entries."""
  assert (
      _cache is not None
  ), "initialize_cache must be called before you can call put_executable()"
  logger.info(
      "Writing %s to persistent compilation cache with key %s.",
      module_name,
      cache_key,
  )
  serialized_executable = backend.serialize_executable(executable)
  if zstandard:
    compressor = zstandard.ZstdCompressor()
    serialized_executable = compressor.compress(serialized_executable)
  else:
    serialized_executable = zlib.compress(serialized_executable)
  _cache.put(cache_key, serialized_executable)


def _log_cache_key_hash(hash_obj, last_serialized: str, hashfn):
  if logger.isEnabledFor(logging.DEBUG):
    # Log the hash of just this entry
    fresh_hash_obj = hashlib.sha256()
    hashfn(fresh_hash_obj)
    logger.debug(
        "get_cache_key hash of serialized %s: %s",
        last_serialized,
        fresh_hash_obj.digest().hex(),
    )
    # Log the cumulative hash
    logger.debug(
        "get_cache_key hash after serializing %s: %s",
        last_serialized,
        hash_obj.digest().hex(),
    )


def get_cache_key(module: ir.Module, devices: np.ndarray, compile_options,
                  backend) -> str:
  """Creates a hashed string to use as a key to the compilation cache.

  get_cache_key takes in the MLIR module and compile_options of a program
  and hashes all the components into a unique hash. The hash is returned as a
  hex-encoded string that is 256 characters long.

  Typical return value example:
   '14ac577cdb2ef6d986078b4054cc9893a9a14a16dbb0d8f37b89167c1f1aacdf'
  """
  entries = [
    ("computation", lambda hash_obj: _hash_computation(hash_obj, module)),
    ("devices", lambda hash_obj: _hash_devices(hash_obj, devices)),
    ("compile_options",
     lambda hash_obj: _hash_compile_options(hash_obj, compile_options)),
    ("jax_lib version",
     lambda hash_obj: hash_obj.update(bytes(jaxlib_version_str.encode("utf-8")))
    ),
    ("the backend", lambda hash_obj: _hash_platform(hash_obj, backend)),
    ("XLA flags", _hash_xla_flags),
    ("compression", _hash_compression),
  ]

  hash_obj = hashlib.sha256()
  for name, hashfn in entries:
    hashfn(hash_obj)
    _log_cache_key_hash(hash_obj, name, hashfn)
  return hash_obj.digest().hex()


def _serialize_ir(m: ir.Module) -> bytes:
  output = io.BytesIO()
  m.operation.write_bytecode(file=output)
  return output.getvalue()

def _canonicalize_ir(m_original: ir.Module) -> bytes:
  # TODO(phawkins): remove the 'else' branch when jaxlib 0.4.9 is the minimum.
  if mlir_jax is not None:
    with m_original.context:
      m = m_original.operation.clone()
      passes = pm.PassManager.parse(
          "builtin.module(func.func(jax-strip-locations))"
      )
      passes.run(m.operation)
      return _serialize_ir(m)
  else:
    bytecode = _serialize_ir(m_original)
    return re.sub(b" at 0x[a-f0-9]+>", b" at 0x...>", bytecode)

def _hash_computation(hash_obj, module):
  if config.jax_compilation_cache_include_metadata_in_key:
    canonical_ir = _serialize_ir(module)
  else:
    canonical_ir = _canonicalize_ir(module)
  hash_obj.update(canonical_ir)

def _hash_devices(hash_obj, devices: np.ndarray) -> None:
  for device in devices.flat:
    _hash_string(hash_obj, device.device_kind)

def _hash_compile_options(hash_obj, compile_options_obj):
  expected_num_compile_options = 12
  # Ignore private and built-in methods. These can unexpectedly change and lead
  # to false positives, e.g. when different Python versions include different
  # built-ins.
  num_actual_options = len(
      [x for x in dir(compile_options_obj) if not x.startswith("_")]
  )
  assert num_actual_options == expected_num_compile_options, (
      "Unexpected number of CompileOption fields: "
      f"{num_actual_options}. This likely: means that an extra "
      "field was added, and this function needs to be updated."
  )

  if compile_options_obj.argument_layouts is not None:
    map(
        lambda shape: hash_obj.update(shape.to_serialized_proto()),
        compile_options_obj.argument_layouts,
    )
  _hash_int(hash_obj, compile_options_obj.parameter_is_tupled_arguments)
  _hash_executable_build_options(
      hash_obj, compile_options_obj.executable_build_options
  )
  _hash_bool(hash_obj, compile_options_obj.tuple_arguments)
  _hash_int(hash_obj, compile_options_obj.num_replicas)
  _hash_int(hash_obj, compile_options_obj.num_partitions)
  _hash_int(hash_obj, compile_options_obj.profile_version)
  if compile_options_obj.device_assignment is not None:
    hash_obj.update(compile_options_obj.device_assignment.serialize())
  _hash_bool(hash_obj, compile_options_obj.compile_portable_executable)
  _hash_int(hash_obj, len(compile_options_obj.env_option_overrides))
  for kv in compile_options_obj.env_option_overrides:
    _hash_string(hash_obj, kv[0])
    if isinstance(kv[1], str):
      _hash_string(hash_obj, kv[1])
    elif isinstance(kv[1], bool):
      _hash_bool(hash_obj, kv[1])
    else:
      raise RuntimeError("Invalid type: %s" % repr(type(kv[1])))


def _hash_executable_build_options(hash_obj, executable_obj):
  expected_options = 10
  # Ignore private and built-in methods. These can unexpectedly change and lead
  # to false positives, e.g. when different Python versions include different
  # built-ins.
  actual_options = len(
      [x for x in dir(executable_obj) if not x.startswith("_")]
  )
  assert actual_options == expected_options, (
      "Unexpected number of executable_build_options fields: "
      f"{actual_options}, expected: {expected_options}. This likely means "
      "that an extra field was added, and this function needs to be updated."
  )
  if executable_obj.result_layout is not None:
    hash_obj.update(executable_obj.result_layout.to_serialized_proto())
  _hash_int(hash_obj, executable_obj.num_replicas)
  _hash_int(hash_obj, executable_obj.num_partitions)
  _hash_debug_options(hash_obj, executable_obj.debug_options)
  if executable_obj.device_assignment is not None:
    hash_obj.update(executable_obj.device_assignment.serialize())
  _hash_bool(hash_obj, executable_obj.use_spmd_partitioning)
  _hash_bool(hash_obj, executable_obj.use_auto_spmd_partitioning)
  if executable_obj.use_auto_spmd_partitioning:
    if executable_obj.auto_spmd_partitioning_mesh_shape is not None:
      _hash_int_list(hash_obj, executable_obj.auto_spmd_partitioning_mesh_shape)
    if executable_obj.auto_spmd_partitioning_mesh_ids is not None:
      _hash_int_list(hash_obj, executable_obj.auto_spmd_partitioning_mesh_ids)
  _hash_bool_list(
      hash_obj, executable_obj.allow_spmd_sharding_propagation_to_output
  )


def _hash_debug_options(hash_obj, debug_obj):
  _hash_bool(hash_obj, debug_obj.xla_cpu_enable_fast_math)
  _hash_bool(hash_obj, debug_obj.xla_cpu_fast_math_honor_infs)
  _hash_bool(hash_obj, debug_obj.xla_cpu_fast_math_honor_nans)
  _hash_bool(hash_obj, debug_obj.xla_cpu_fast_math_honor_division)
  _hash_bool(hash_obj, debug_obj.xla_cpu_fast_math_honor_functions)
  _hash_bool(hash_obj, debug_obj.xla_gpu_enable_fast_min_max)
  _hash_int(hash_obj, debug_obj.xla_backend_optimization_level)
  _hash_bool(hash_obj, debug_obj.xla_cpu_enable_xprof_traceme)
  _hash_bool(hash_obj, debug_obj.xla_llvm_disable_expensive_passes)
  _hash_bool(hash_obj, debug_obj.xla_test_all_input_layouts)


def _hash_platform(hash_obj, backend):
  _hash_string(hash_obj, backend.platform)
  _hash_string(hash_obj, backend.platform_version)
  _hash_string(hash_obj, backend.runtime_type)


_xla_flags_to_exclude_from_cache_key = [
    "--xla_dump_compress_protos",
    "--xla_dump_module_metadata",
    "--xla_dump_max_hlo_modules",
    "--xla_dump_include_timestamp",
    "--xla_dump_hlo_pass_re",
    "--xla_dump_hlo_module_re",
    "--xla_dump_hlo_snapshots",
    "--xla_dump_fusion_visualization",
    "--xla_dump_hlo_as_url",
    "--xla_dump_hlo_as_proto",
    "--xla_dump_hlo_as_text",
    "--xla_dump_to",
    "--xla_force_host_platform_device_count",
    "--xla_dump_disable_metadata",
    "--xla_dump_hlo_pipeline_re",
    "--xla_tpu_sdc_checker_streamz_metric",
    "--xla_tpu_sdc_checker_enable_sdc_event_callbacks",
]

extra_flag_prefixes_to_include_in_cache_key: List[str] = []


def _hash_xla_flags(hash_obj):
  xla_flags = []

  xla_flags_env_var = os.getenv("XLA_FLAGS")
  if xla_flags_env_var:
    xla_flags.extend(xla_flags_env_var.split())

  for arg in sys.argv:
    if arg.startswith("--xla") or any(
        arg.startswith(p) for p in extra_flag_prefixes_to_include_in_cache_key
    ):
      xla_flags.append(arg)

  # N.B. all XLA flags that take an argument must use '=' and not a space
  # (e.g. --xla_force_host_platform_device_count=8) (I think).
  for flag in xla_flags:
    if flag.split("=")[0] in _xla_flags_to_exclude_from_cache_key:
      logger.debug("Not including XLA flag in cache key: %s", flag)
      continue
    logger.debug("Including XLA flag in cache key: %s", flag)
    _hash_string(hash_obj, flag)


def _hash_compression(hash_obj):
  _hash_string(hash_obj, "zstandard" if zstandard is not None else "zlib")


def _hash_int(hash_obj, int_var):
  hash_obj.update(int_var.to_bytes(8, byteorder="big"))


def _hash_bool(hash_obj, bool_var):
  hash_obj.update(bool_var.to_bytes(1, byteorder="big"))


def _hash_string(hash_obj, str_var):
  hash_obj.update(str_var.encode("utf-8").strip())


def _hash_bool_list(hash_obj, bool_list):
  for b in bool_list:
    _hash_bool(hash_obj, b)
  _hash_int(hash_obj, len(bool_list))


def _hash_int_list(hash_obj, int_list):
  for i in int_list:
    _hash_int(hash_obj, i)
  _hash_int(hash_obj, len(int_list))


def is_initialized():
  return _cache is not None


def reset_cache():
  global _cache
  assert is_initialized()
  logger.info("Resetting cache at %s.", _cache._path)
  _cache = None