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flow.py
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flow.py
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# -*- coding: utf-8 -*-
import ast
import logging
import os
import sys
import textwrap
from collections import defaultdict
from types import FrameType
from typing import (
Any,
Callable,
Dict,
Iterable,
List,
Optional,
Set,
Tuple,
Union,
cast,
)
import pyccolo as pyc
from ipykernel.comm import Comm
from ipykernel.ipkernel import IPythonKernel
from pyccolo.tracer import PYCCOLO_DEV_MODE_ENV_VAR
from ipyflow import singletons
from ipyflow.analysis.resolved_symbols import ResolvedSymbol
from ipyflow.analysis.symbol_ref import SymbolRef
from ipyflow.config import (
ColorScheme,
DataflowSettings,
ExecutionMode,
ExecutionSchedule,
FlowDirection,
Highlights,
Interface,
MutableDataflowSettings,
ReactivityMode,
)
from ipyflow.data_model.cell import Cell, cells
from ipyflow.data_model.namespace import Namespace
from ipyflow.data_model.scope import Scope
from ipyflow.data_model.statement import statements
from ipyflow.data_model.symbol import Symbol
from ipyflow.data_model.timestamp import Timestamp
from ipyflow.frontend import FrontendCheckerResult
from ipyflow.line_magics import make_line_magic
from ipyflow.singletons import shell
from ipyflow.slicing.context import (
SlicingContext,
slicing_ctx_var,
static_slicing_context,
)
from ipyflow.tracing.ipyflow_tracer import DataflowTracer
from ipyflow.tracing.watchpoint import Watchpoint
from ipyflow.types import IdType, SupportedIndexType
logger = logging.getLogger(__name__)
logger.setLevel(logging.WARNING)
class NotebookFlow(singletons.NotebookFlow):
"""Holds all the state necessary to capture dataflow in Jupyter notebooks."""
def __init__(self, **kwargs) -> None:
super().__init__()
cells().clear()
statements().clear()
config = shell().config.ipyflow
self._line_magic = make_line_magic(self)
self.settings: DataflowSettings = DataflowSettings(
test_context=kwargs.pop("test_context", False),
mark_waiting_symbol_usages_unsafe=kwargs.pop(
"mark_waiting_symbol_usages_unsafe",
getattr(config, "mark_waiting_symbol_usages_unsafe", True),
),
mark_typecheck_failures_unsafe=kwargs.pop(
"mark_typecheck_failures_unsafe",
getattr(config, "mark_typecheck_failures_unsafe", False),
),
mark_phantom_cell_usages_unsafe=kwargs.pop(
"mark_phantom_cell_usages_unsafe",
getattr(config, "mark_phantom_cell_usages_unsafe", False),
),
)
self.mut_settings: MutableDataflowSettings = MutableDataflowSettings(
dataflow_enabled=kwargs.pop("dataflow_enabled", True),
trace_messages_enabled=kwargs.pop("trace_messages_enabled", False),
highlights=kwargs.pop("highlights", Highlights.EXECUTED),
interface=kwargs.pop("interface", Interface.UNKNOWN),
static_slicing_enabled=kwargs.pop(
"static_slicing_enabled",
getattr(config, "static_slicing_enabled", True),
),
dynamic_slicing_enabled=kwargs.pop(
"dynamic_slicing_enabled",
getattr(config, "dynamic_slicing_enabled", True),
),
exec_mode=ExecutionMode(
kwargs.pop(
"exec_mode",
getattr(config, "exec_mode", ExecutionMode.NORMAL),
)
),
exec_schedule=ExecutionSchedule(
kwargs.pop(
"exec_schedule",
getattr(config, "exec_schedule", ExecutionSchedule.LIVENESS_BASED),
)
),
flow_order=FlowDirection(
kwargs.pop(
"flow_direction",
getattr(config, "flow_direction", FlowDirection.IN_ORDER),
)
),
reactivity_mode=ReactivityMode(
kwargs.pop(
"reactivity_mode",
getattr(config, "reactivity_mode", ReactivityMode.BATCH),
)
),
push_reactive_updates=kwargs.pop(
"push_reactive_updates",
getattr(config, "push_reactive_updates", True),
),
push_reactive_updates_to_cousins=kwargs.pop(
"push_reactive_updates_to_cousins",
getattr(config, "push_reactive_updates_to_cousins", False),
),
pull_reactive_updates=kwargs.pop(
"pull_reactive_updates",
getattr(config, "pull_reactive_updates", False),
),
color_scheme=ColorScheme(
kwargs.pop(
"color_scheme",
getattr(config, "color_scheme", ColorScheme.NORMAL),
)
),
warn_out_of_order_usages=kwargs.pop(
"warn_out_of_order_usages",
getattr(config, "warn_out_of_order_usages", False),
),
lint_out_of_order_usages=kwargs.pop(
"lint_out_of_order_usages",
getattr(config, "lint_out_of_order_usages", False),
),
syntax_transforms_enabled=kwargs.pop(
"syntax_transforms_enabled",
getattr(
config, "syntax_transforms_enabled", sys.version_info >= (3, 8)
),
),
syntax_transforms_only=kwargs.pop(
"syntax_transforms_only",
getattr(config, "syntax_transforms_only", False),
),
max_external_call_depth_for_tracing=kwargs.pop(
"max_external_call_depth_for_tracing",
getattr(config, "max_external_call_depth_for_tracing", 3),
),
is_dev_mode=kwargs.pop(
"is_dev_mode",
getattr(
config,
"is_dev_mode",
os.getenv(PYCCOLO_DEV_MODE_ENV_VAR) == "1",
),
),
)
if self.is_dev_mode:
os.environ[PYCCOLO_DEV_MODE_ENV_VAR] = "1"
else:
os.environ.pop(PYCCOLO_DEV_MODE_ENV_VAR, None)
# Note: explicitly adding the types helps PyCharm intellisense
self.namespaces: Dict[int, Namespace] = {}
self.aliases: Dict[int, Set[Symbol]] = {}
self.starred_import_modules: Set[str] = set()
self.stmt_deferred_static_parents: Dict[
Timestamp, Dict[Timestamp, Set[Symbol]]
] = {}
self.global_scope: Scope = Scope()
self.virtual_symbols: Scope = Scope()
self._virtual_symbols_inited: bool = False
self.updated_symbols: Set[Symbol] = set()
self.updated_reactive_symbols: Set[Symbol] = set()
self.updated_deep_reactive_symbols: Set[Symbol] = set()
self.updated_reactive_symbols_last_cell: Set[Symbol] = set()
self.updated_deep_reactive_symbols_last_cell: Set[Symbol] = set()
self.active_watchpoints: List[Tuple[Tuple[Watchpoint, ...], Symbol]] = []
self.blocked_reactive_timestamps_by_symbol: Dict[Symbol, int] = {}
self.statement_to_func_sym: Dict[int, Symbol] = {}
self.active_cell_id: Optional[IdType] = None
self.waiter_usage_detected = False
self.out_of_order_usage_detected_counter: Optional[int] = None
self._prev_cell_waiting_symbols: Set[Symbol] = set()
self._cell_name_to_cell_num_mapping: Dict[str, int] = {}
self._exception_raised_during_execution: Union[None, Exception, str] = None
self._last_exception_raised: Union[None, str, Exception] = None
self.exception_counter: int = 0
self._saved_debug_message: Optional[str] = None
self.min_timestamp = -1
self.min_cascading_reactive_cell_num = -1
self._tags: Tuple[str, ...] = ()
self.last_executed_content: Optional[str] = None
self.last_executed_cell_id: Optional[IdType] = None
self.tracked_timestamps: Dict[str, Timestamp] = {}
self._comm_handlers: Dict[
str, Callable[[Dict[str, Any]], Optional[Dict[str, Any]]]
] = {}
self.register_comm_handler("change_active_cell", self.handle_change_active_cell)
self.register_comm_handler(
"compute_exec_schedule", self.handle_compute_exec_schedule
)
self.register_comm_handler(
"notify_content_changed", self.handle_notify_content_changed
)
self.register_comm_handler("reactivity_cleanup", self.handle_reactivity_cleanup)
self.register_comm_handler("refresh_symbols", self.handle_refresh_symbols)
self.register_comm_handler("upsert_symbol", self.handle_upsert_symbol)
self.register_comm_handler("get_code", self.handle_get_code)
self.register_comm_handler(
"get_last_updated_cell_id", self.handle_get_last_updated_cell_id
)
self.register_comm_handler("bump_timestamp", self.handle_bump_timestamp)
self.register_comm_handler(
"register_dynamic_comm_handler", self.handle_register_dynamic_comm_handler
)
self.debounced_exec_schedule_pending = False
self.fs: Namespace = None
self.display_sym: Symbol = None
self.fake_edge_sym: Symbol = None
self._comm: Optional[Comm] = None
self._prev_cell_metadata_by_id: Optional[Dict[IdType, Dict[str, Any]]] = None
self._prev_order_idx_by_id: Optional[Dict[IdType, int]] = None
self._min_new_ready_cell_counter = -1
self._min_forced_reactive_cell_counter = -1
def register_comm_target(self, kernel: IPythonKernel) -> None:
kernel.comm_manager.register_target(__package__, self._comm_target)
def init_virtual_symbols(self) -> None:
if self._virtual_symbols_inited:
return
self.fs = Namespace(Namespace.FILE_SYSTEM, "fs")
self.display_sym = self.virtual_symbols.upsert_symbol_for_name(
"display", Symbol.DISPLAY, propagate=False, implicit=True
)
self.fake_edge_sym = self.virtual_symbols.upsert_symbol_for_name(
"fake_edge_sym", object(), propagate=False, implicit=True
)
self._virtual_symbols_inited = True
def _initialize_cell_parents(
self, cell_parents: Optional[Dict[IdType, List[IdType]]]
) -> None:
if cell_parents is None:
return
with static_slicing_context():
for child, parents in cell_parents.items():
try:
child_cell = cells().from_id(child)
except KeyError:
continue
for parent in parents:
try:
parent_cell = cells().from_id(parent)
except KeyError:
continue
child_cell.add_parent_edge(parent_cell, self.fake_edge_sym)
def initialize(
self,
*,
interface: Optional[str] = None,
cell_metadata_by_id: Optional[Dict[str, Any]] = None,
cell_parents: Optional[Dict[IdType, List[IdType]]] = None,
**kwargs,
) -> None:
config = shell().config.ipyflow
iface = Interface(interface)
if self.mut_settings.interface == iface:
return
self.mut_settings.interface = iface
self.mut_settings.dataflow_enabled = getattr(
config, "dataflow_enabled", kwargs.get("dataflow_enabled", True)
)
self.mut_settings.syntax_transforms_enabled = getattr(
config,
"syntax_transforms_enabled",
kwargs.get("syntax_transforms_enabled", sys.version_info >= (3, 8)),
)
self.mut_settings.syntax_transforms_only = getattr(
config,
"syntax_transforms_only",
kwargs.get("syntax_transforms_only", False),
)
self.mut_settings.exec_mode = ExecutionMode(
getattr(
config,
"exec_mode",
kwargs.get("exec_mode"),
)
)
self.mut_settings.exec_schedule = ExecutionSchedule(
getattr(
config,
"exec_schedule",
kwargs.get("exec_schedule"),
)
)
self.mut_settings.flow_order = FlowDirection(
getattr(
config,
"flow_direction",
kwargs.get("flow_direction"),
)
)
self.mut_settings.highlights = Highlights(
getattr(config, "highlights", kwargs.get("highlights"))
)
self.mut_settings.reactivity_mode = ReactivityMode(
getattr(
config,
"reactivity_mode",
kwargs.get("reactivity_mode"),
)
)
push_reactive_updates = getattr(
config,
"push_reactive_updates",
kwargs.get("push_reactive_updates"),
)
push_reactive_updates_to_cousins = getattr(
config,
"push_reactive_updates_to_cousins",
kwargs.get("push_reactive_updates_to_cousins"),
)
pull_reactive_updates = getattr(
config,
"pull_reactive_updates",
kwargs.get("pull_reactive_updates"),
)
if push_reactive_updates is not None:
self.mut_settings.push_reactive_updates = push_reactive_updates
if push_reactive_updates_to_cousins is not None:
self.mut_settings.push_reactive_updates = push_reactive_updates_to_cousins
if pull_reactive_updates is not None:
self.mut_settings.pull_reactive_updates = iface == Interface.JUPYTERLAB
self.mut_settings.color_scheme = ColorScheme(
getattr(
config,
"color_scheme",
kwargs.get("color_scheme"),
)
)
self.mut_settings.max_external_call_depth_for_tracing = getattr(
config,
"max_external_call_depth_for_tracing",
kwargs.get(
"max_external_call_depth_for_tracing",
self.mut_settings.max_external_call_depth_for_tracing,
),
)
self.mut_settings.is_dev_mode = getattr(
config,
"is_dev_mode",
kwargs.get("is_dev_mode", self.mut_settings.is_dev_mode),
)
if self.is_dev_mode:
os.environ[PYCCOLO_DEV_MODE_ENV_VAR] = "1"
else:
os.environ.pop(PYCCOLO_DEV_MODE_ENV_VAR, None)
self.init_virtual_symbols()
if cell_metadata_by_id is not None:
self.handle_notify_content_changed(
{"cell_metadata_by_id": cell_metadata_by_id},
is_reactively_executing=True,
)
self._initialize_cell_parents(cell_parents)
@property
def is_dev_mode(self) -> bool:
return self.mut_settings.is_dev_mode
@property
def is_test(self) -> bool:
return self.settings.test_context
@property
def trace_messages_enabled(self) -> bool:
return self.mut_settings.trace_messages_enabled
@trace_messages_enabled.setter
def trace_messages_enabled(self, new_val) -> None:
self.mut_settings.trace_messages_enabled = new_val
def get_first_full_symbol(self, obj_id: int) -> Optional[Symbol]:
for alias in self.aliases.get(obj_id, []):
if not alias.is_anonymous:
return alias
return None
@staticmethod
def cell_counter() -> int:
return cells().exec_counter()
def min_new_ready_cell_counter(self) -> int:
return max(
self._min_new_ready_cell_counter, self.cell_counter(), self.min_timestamp
)
def min_forced_reactive_cell_counter(self) -> int:
return max(
self._min_forced_reactive_cell_counter,
self.min_timestamp,
)
def bump_min_forced_reactive_counter(self) -> None:
self._min_forced_reactive_cell_counter = self.cell_counter()
def add_data_dep(
self,
child: Timestamp,
parent: Timestamp,
sym: Symbol,
) -> None:
child_cell = cells().at_timestamp(child)
child_cell.used_symbols.add(sym)
parent_cell = cells().at_timestamp(parent)
# if it has already run, don't add the edge
if child_cell.is_current and parent_cell.is_current:
child_cell.add_parent_edge(parent_cell, sym)
if slicing_ctx_var.get() == SlicingContext.DYNAMIC:
statements().at_timestamp(child).add_parent_edge(
statements().at_timestamp(parent), sym
)
else:
self.stmt_deferred_static_parents.setdefault(child, {}).setdefault(
parent, set()
).add(sym)
def is_updated_reactive(self, sym: Symbol) -> bool:
return (
sym in self.updated_reactive_symbols
or sym in self.updated_reactive_symbols_last_cell
)
def is_updated_deep_reactive(self, sym: Symbol) -> bool:
return (
sym in self.updated_deep_reactive_symbols
or sym in self.updated_deep_reactive_symbols_last_cell
)
def reset_cell_counter(self):
# only called in test context
for sym in self.all_symbols():
sym.updated_timestamps.clear()
sym._timestamp = (
sym._max_inner_timestamp
) = sym.required_timestamp = Timestamp.uninitialized()
sym.timestamp_by_used_time.clear()
sym.timestamp_by_liveness_time.clear()
cells().clear()
statements().clear()
def get_and_set_exception_raised_during_execution(
self, new_val: Union[None, str, Exception] = None
) -> Union[None, str, Exception]:
ret = self._exception_raised_during_execution
self._exception_raised_during_execution = new_val
if new_val is not None:
self._last_exception_raised = new_val
self.exception_counter += 1
return ret
def reset_exception_counter(self) -> Tuple[int, Union[None, str, Exception]]:
ret = self.exception_counter, self._last_exception_raised
self.exception_counter = 0
self._last_exception_raised = None
return ret
def get_position(self, frame: FrameType) -> Tuple[int, int]:
try:
cell_num = self._cell_name_to_cell_num_mapping.get(
frame.f_code.co_filename, None
)
if cell_num is None:
cell_num = self.cell_counter()
return cell_num, frame.f_lineno
except KeyError as e:
logger.error(
"key error while retrieving cell for %s", frame.f_code.co_filename
)
raise e
def set_name_to_cell_num_mapping(self, frame: FrameType):
self._cell_name_to_cell_num_mapping[
frame.f_code.co_filename
] = cells().exec_counter()
def is_cell_file(self, fname: str) -> bool:
return fname in self._cell_name_to_cell_num_mapping
def set_active_cell(self, cell_id: IdType) -> None:
self.active_cell_id = cell_id
def set_tags(self, tags: Tuple[str, ...]) -> None:
self._tags = tags
def _comm_target(self, comm: Comm, open_msg: Dict[str, Any]) -> None:
@comm.on_msg
def _responder(msg):
request = msg["content"]["data"]
if (
request.get("type") == "compute_exec_schedule"
and self.debounced_exec_schedule_pending
):
return
self.handle(request, comm=comm)
self._comm = comm
self.initialize(**open_msg.get("content", {}).get("data", {}))
comm.send({"type": "establish", "success": True})
@staticmethod
def _create_untracked_cells_for_content(content_by_cell_id: Dict[IdType, str]):
for cell_id, content in content_by_cell_id.items():
cell = cells().from_id_nullable(cell_id)
if cell is not None:
continue
cells().create_and_track(cell_id, content, (), bump_cell_counter=False)
def _recompute_ast_for_cells(
self, content_by_cell_id: Dict[IdType, str], force: bool = False
) -> bool:
should_recompute_exec_schedule = force
for cell_id, content in content_by_cell_id.items():
if should_recompute_exec_schedule:
break
cell = cells().from_id_nullable(cell_id)
if cell is None:
continue
is_same_content = cell.current_content == content
is_same_counter = cell.cell_ctr == (cell.last_check_cell_ctr or 0)
if not is_same_content or not is_same_counter:
should_recompute_exec_schedule = True
if not should_recompute_exec_schedule:
return False
should_recompute_exec_schedule = False
for cell_id, content in content_by_cell_id.items():
cell = cells().from_id_nullable(cell_id)
if cell is None:
continue
prev_content = cell.current_content
try:
cell.current_content = content
cell.to_ast()
result = cell.check_and_resolve_symbols(
update_liveness_time_versions=False,
)
if cell.last_check_result is None:
prev_resolved_live_syms: Set[ResolvedSymbol] = set()
else:
prev_resolved_live_syms = cell.last_check_result.live
prev_live_syms = {resolved.sym for resolved in prev_resolved_live_syms}
live_syms: Set[Symbol] = {resolved.sym for resolved in result.live}
cell.static_removed_symbols |= prev_live_syms
cell.static_removed_symbols -= live_syms
for resolved in result.live:
resolved.update_usage_info(
used_time=resolved.liveness_timestamp,
exclude_ns=not resolved.is_last,
is_static=True,
)
cell.last_check_result = result
cell.last_check_cell_ctr = cell.cell_ctr
should_recompute_exec_schedule = True
except SyntaxError:
cell.current_content = prev_content
return should_recompute_exec_schedule
def register_comm_handler(
self,
msg_type: str,
handler: Callable[[Dict[str, Any]], Optional[Dict[str, Any]]],
overwrite: bool = False,
) -> None:
if msg_type in self._comm_handlers and not overwrite:
raise ValueError("handler already registered for msg type of %s" % msg_type)
self._comm_handlers[msg_type] = handler
def handle(self, request: Dict[str, Any], comm=None) -> None:
request_type = request["type"]
handler = self._comm_handlers.get(request_type)
if handler is None:
dbg_msg = "Unsupported request type for request %s" % request
logger.error(dbg_msg)
self._saved_debug_message = dbg_msg
return
try:
response = handler(request)
except Exception as e:
response = {
"success": False,
"error": str(e),
}
if self.is_dev_mode:
logger.exception("exception during comm handler execution")
if comm is None:
comm = self._comm
if comm is None:
return
if response is None:
response = {}
response["type"] = response.get("type", request_type)
response["success"] = response.get("success", True)
try:
comm.send(response)
except TypeError as e:
raise Exception(
"unable to serialize response for request of type %s" % request_type
) from e
def handle_change_active_cell(
self, request: Dict[str, Any]
) -> Optional[Dict[str, Any]]:
self.set_active_cell(request["active_cell_id"])
return None
def handle_notify_content_changed(
self, request: Dict[str, Any], is_reactively_executing: bool = False
) -> Optional[Dict[str, Any]]:
cell_metadata_by_id = request.get(
"cell_metadata_by_id", self._prev_cell_metadata_by_id
)
if cell_metadata_by_id is None:
# bail if we don't have this
return {"success": False, "error": "null value for cell metadata"}
is_cell_structure_change = self._prev_cell_metadata_by_id is None or len(
self._prev_cell_metadata_by_id
) != len(cell_metadata_by_id)
self._prev_cell_metadata_by_id = cell_metadata_by_id
cell_metadata_by_id = {
cell_id: metadata
for cell_id, metadata in cell_metadata_by_id.items()
if metadata["type"] == "code"
or metadata.get("override_live_refs")
or metadata.get("override_dead_refs")
}
order_index_by_id = {
cell_id: metadata["index"]
for cell_id, metadata in cell_metadata_by_id.items()
}
is_cell_structure_change = (
is_cell_structure_change or self._prev_order_idx_by_id != order_index_by_id
)
prev_order_idx_by_id = self._prev_order_idx_by_id
self._prev_order_idx_by_id = order_index_by_id
content_by_cell_id = {
cell_id: metadata["content"]
for cell_id, metadata in cell_metadata_by_id.items()
}
override_live_refs_by_cell_id = {
cell_id: metadata["override_live_refs"]
for cell_id, metadata in cell_metadata_by_id.items()
if metadata.get("override_live_refs")
}
override_dead_refs_by_cell_id = {
cell_id: metadata["override_dead_refs"]
for cell_id, metadata in cell_metadata_by_id.items()
if metadata.get("override_dead_refs")
}
cells().set_cell_positions(order_index_by_id)
cells().set_override_refs(
override_live_refs_by_cell_id, override_dead_refs_by_cell_id
)
should_recompute_exec_schedule = (
not is_reactively_executing
and self._recompute_ast_for_cells(
content_by_cell_id, force=order_index_by_id != prev_order_idx_by_id
)
) or is_cell_structure_change
placeholder_cells = cells().with_placeholder_ids()
if len(placeholder_cells) > 0:
for _, cell_id in sorted(
(idx, cell_id) for cell_id, idx in order_index_by_id.items()
):
if cells().has_id(cell_id):
continue
content = content_by_cell_id[cell_id]
for candidate in list(placeholder_cells):
if candidate.current_content == content:
candidate.update_id(cell_id)
placeholder_cells.remove(candidate)
break
self._create_untracked_cells_for_content(content_by_cell_id)
if should_recompute_exec_schedule:
return self.handle_compute_exec_schedule(
request, notify_content_changed=False, allow_new_ready=False
)
else:
return None
def _handle_compute_exec_schedule_impl(
self,
request: Dict[str, Any],
notify_content_changed: bool = True,
allow_new_ready: bool = True,
) -> Optional[Dict[str, Any]]:
if not self.mut_settings.dataflow_enabled:
return {"success": False, "error": "dataflow not enabled"}
is_reactively_executing = request.get("is_reactively_executing", False)
if self.active_cell_id is None:
self.set_active_cell(request.get("executed_cell_id"))
if self.active_cell_id is not None:
prev_cell = cells().current_cell()
if prev_cell.is_placeholder_id:
prev_cell.update_id(self.active_cell_id)
if notify_content_changed and request.get("notify_content_changed", True):
self.handle_notify_content_changed(
request, is_reactively_executing=is_reactively_executing
)
try:
self._add_parents_for_override_live_refs()
except KeyError:
pass
last_cell_id = request.get("executed_cell_id", self.last_executed_cell_id)
cell_metadata_by_id = request.get(
"cell_metadata_by_id", self._prev_cell_metadata_by_id
)
if cell_metadata_by_id is None:
# bail if we don't have this
null_vals = []
if cell_metadata_by_id is None:
null_vals.append("cell_metadata_by_id")
return {"success": False, "error": f"null value for {', '.join(null_vals)}"}
cells_to_check = list(
cell
for cell in (
cells().from_id_nullable(cell_id) for cell_id in cell_metadata_by_id
)
if cell is not None
)
exec_schedule = self.mut_settings.exec_schedule
response = self.check_and_link_multiple_cells(
cells_to_check=cells_to_check,
last_executed_cell_id=last_cell_id,
allow_new_ready=request.get(
"allow_new_ready",
allow_new_ready
and exec_schedule
in (
ExecutionSchedule.LIVENESS_BASED,
ExecutionSchedule.HYBRID_DAG_LIVENESS_BASED,
),
),
).to_json()
response["type"] = "compute_exec_schedule"
response["exec_mode"] = self.mut_settings.exec_mode.value
response["exec_schedule"] = exec_schedule.value
response["flow_order"] = self.mut_settings.flow_order.value
response["last_executed_cell_id"] = last_cell_id
response["highlights"] = self.mut_settings.highlights.value
response["last_execution_was_error"] = (
self._exception_raised_during_execution is not None
)
response["is_reactively_executing"] = is_reactively_executing
response["settings"] = dict(
self.mut_settings.to_json().items() | self.settings.to_json().items()
)
cell_parents: Dict[IdType, List[IdType]] = {}
cell_children: Dict[IdType, List[IdType]] = {}
for cell in cells_to_check:
this_cell_parents: Set[IdType] = set()
latest_par_by_ts = cell.get_latest_parent_by_ts_map()
for _ in self.mut_settings.iter_slicing_contexts():
for par_id, raw_syms in cell.directional_parents.items():
syms = raw_syms - cell.static_removed_symbols
if len(syms) == 0:
continue
if (
latest_par_by_ts is not None
and self.fake_edge_sym not in syms
and par_id
not in {
latest_par_by_ts[sym.shallow_timestamp].cell_id
for sym in syms
}
):
continue
parent = cells().from_id(par_id)
if (
parent.last_check_result is not None
and syms <= parent.static_writes
and len(parent.last_check_result.modified & syms) == 0
):
continue
if parent.cell_ctr >= 0 and not any(
parent.cell_ctr
in {ts.cell_num for ts in sym.updated_timestamps}
for sym in syms
):
continue
should_skip = False
if (
self.mut_settings.flow_order == FlowDirection.IN_ORDER
and slicing_ctx_var.get() == SlicingContext.STATIC
):
for (
other_par_id,
other_syms,
) in cell.directional_parents.items():
if syms == {self.fake_edge_sym} and other_syms == {
self.fake_edge_sym
}:
continue
other_parent = cells().from_id(other_par_id)
if other_parent.position <= parent.position:
continue
if syms <= other_syms or self.fake_edge_sym in other_syms:
should_skip = True
break
if should_skip:
continue
this_cell_parents.add(par_id)
cell_parents[cell.id] = list(this_cell_parents)
for cell_id, parents in cell_parents.items():
for parent_id in parents:
cell_children.setdefault(parent_id, []).append(cell_id)
cell_children = {k: list(set(v)) for k, v in cell_children.items()}
for cell in cells_to_check:
if cell.cell_id not in cell_children:
cell_children[cell.cell_id] = []
response["cell_parents"] = cell_parents
response["cell_children"] = cell_children
response["executed_cells"] = list(cells().all_executed_cell_ids())
return response
def handle_compute_exec_schedule(
self,
request: Dict[str, Any],
notify_content_changed: bool = True,
allow_new_ready: bool = True,
) -> Optional[Dict[str, Any]]:
try:
return self._handle_compute_exec_schedule_impl(
request,
notify_content_changed=notify_content_changed,
allow_new_ready=allow_new_ready,
)
finally:
self.active_cell_id = None
def handle_reactivity_cleanup(self, _request=None) -> None:
self.min_cascading_reactive_cell_num = self.cell_counter()
self._min_new_ready_cell_counter = self.cell_counter() + 1
self.updated_reactive_symbols.clear()
self.updated_deep_reactive_symbols.clear()
def toggle_reactivity(self):
if self.mut_settings.exec_mode == ExecutionMode.NORMAL:
self.mut_settings.exec_mode = ExecutionMode.REACTIVE
elif self.mut_settings.exec_mode == ExecutionMode.REACTIVE:
self.mut_settings.exec_mode = ExecutionMode.NORMAL
else:
raise ValueError("unhandled exec mode: %s" % self.mut_settings.exec_mode)
self._min_new_ready_cell_counter = self.cell_counter() + 1
def handle_refresh_symbols(self, request) -> None:
for symbol_str in request.get("symbols", []):
sym = SymbolRef.resolve(symbol_str)
if sym is not None:
sym.refresh(take_timestamp_snapshots=False)
return None
def handle_upsert_symbol(self, request) -> Optional[Dict[str, Any]]:
symbol_name = request["symbol"]
user_globals = shell().user_global_ns
if symbol_name not in user_globals:
return {"success": False}
dep_symbols = set()
for dep in request.get("deps", []):
dep_sym = SymbolRef.resolve(dep)
if dep_sym is not None:
dep_symbols.add(dep_sym)
obj = user_globals.get(symbol_name)
prev_sym = self.global_scope.get(symbol_name)
if prev_sym is not None and prev_sym.obj is obj:
return {"success": False}
with Timestamp.offset(stmt_offset=-1):
self.global_scope.upsert_symbol_for_name(
symbol_name, obj, dep_symbols, ast.parse("pass").body[0]
)
return None
def handle_get_code(self, request) -> Dict[str, Any]:
symbol_name = request["symbol"]
sym = self.global_scope.get(symbol_name)
if sym is None:
return {"success": False}
return {
"symbol": symbol_name,
"code": str(sym.code(format_type=str)),
}
def handle_get_last_updated_cell_id(self, request) -> Dict[str, Any]:
symbol_name = request["symbol"]
sym = self.global_scope.get(symbol_name)
if sym is None:
return {"success": False}
try:
last_updated_cell_id = cells().at_timestamp(sym.timestamp).id
except KeyError:
return {"success": False}
return {
"symbol": symbol_name,
"cell_id": last_updated_cell_id,
}
def handle_bump_timestamp(self, request) -> None:
timestamp_name = request["timestamp"]
self.tracked_timestamps[timestamp_name] = Timestamp.current()
return None
def handle_register_dynamic_comm_handler(self, request) -> Optional[Dict[str, Any]]:
handler_msg_type = request.get("msg_type", None)
handler_str = request.get("handler", None)
if handler_msg_type is None or handler_str is None:
return None
handler_str = handler_str.strip()
handler_str = textwrap.indent(textwrap.dedent(handler_str).strip(), " " * 4)
handler_fun_name = f"_X5ix_{handler_msg_type}_handler"
handler_str = f"def {handler_fun_name}(self, request):\n{handler_str}"
exec(handler_str, globals())
handler = globals().pop(handler_fun_name, None)
self.register_comm_handler(
handler_msg_type,
lambda request_: handler(self, request_),
overwrite=request.get("overwrite", False),
)
return None
def check_and_link_multiple_cells(
self,
cells_to_check: Optional[Iterable[Cell]] = None,
update_liveness_time_versions: bool = False,
last_executed_cell_id: Optional[IdType] = None,
clear_updated_reactive_symbols: bool = False,
allow_new_ready: bool = True,
) -> FrontendCheckerResult:
result = FrontendCheckerResult.empty(allow_new_ready=allow_new_ready)
try:
if (
DataflowTracer not in singletons.shell().registered_tracers
or not DataflowTracer.initialized()
):
return result
return result.compute_frontend_checker_result(
cells_to_check=cells_to_check,
update_liveness_time_versions=update_liveness_time_versions,
last_executed_cell_id=last_executed_cell_id,
)
finally:
if clear_updated_reactive_symbols:
self.updated_reactive_symbols_last_cell.clear()
self.updated_deep_reactive_symbols_last_cell.clear()
def _safety_precheck_cell(self, cell: Cell) -> None:
for tracer in singletons.shell().registered_tracers:
# just make sure all tracers are initialized
tracer.instance()
checker_result = self.check_and_link_multiple_cells(
cells_to_check=[cell],
update_liveness_time_versions=self.mut_settings.static_slicing_enabled,
clear_updated_reactive_symbols=True,
)
if cell.cell_id in checker_result.waiting_cells:
self.waiter_usage_detected = True
unsafe_order_cells = checker_result.unsafe_order_cells.get(cell.cell_id, None)
if unsafe_order_cells is not None:
self.out_of_order_usage_detected_counter = max(
(cell.position, cell.cell_ctr) for cell in unsafe_order_cells
)[1]
def _add_parents_for_override_live_refs(self) -> None:
for live_sym_ref in cells().current_cell().override_live_refs or []:
sym = SymbolRef.resolve(live_sym_ref)
if sym is not None:
with static_slicing_context():
self.add_data_dep(
Timestamp(self.cell_counter(), 0), sym.timestamp, sym
)
def _resync_symbols(self, symbols: Iterable[Symbol]):
for sym in symbols:
sym.resync_if_necessary(refresh=False)