Five concurrent training nodes, each sizing its thread pool to every core,
left the engine's own event loop unscheduled: the API stopped answering
within 10 s and every client died. The same shape on a GPU deadlocked a run
for 21 minutes at 0% utilisation with nothing failing and nothing to read --
it just sat in `running`.
@node(resources={"cpus": 2}) is the declaration. The engine holds that much
for the length of the execution, so more of them than the machine has room
for wait their turn rather than oversubscribing it, and a `gpus` node holds
its card exclusively. FLOW_CPUS defaults to every core but two, and those two
are what keeps the engine answering.
Because a thread cap is read when the process imports the library, a warm
worker cannot be told a different one -- so an environment gets a pool of its
own and nodes deriving the same one share it, rather than paying a cold start
per call on exactly the nodes whose imports are slowest. XLA_FLAGS is never
derived: it is a composed, version-dependent string, so it travels in
resources.env where it is visible.
A node that declares nothing is not accounted for and behaves as it always
did -- it just gets FLOW_CPUS/FLOW_MAX_WORKERS as a thread cap, which is the
half of this that fixes the reported incident without anybody declaring
anything. An operator who set OMP_NUM_THREADS themselves still wins.
Resources are claimed strictly before a worker slot, so the two blocking
waits cannot deadlock. A node queued for them publishes node_queued and shows
on GET /workers/resources, because waiting and hanging looked identical.
Accounted, not enforced: no cgroups, no rlimits. Scheduling across machines,
flavours and enforcement are the next steps.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
383 lines
12 KiB
Python
383 lines
12 KiB
Python
"""The persisted shape of a flow, shared by the store, the API and the editor.
|
|
|
|
A flow is structure plus code: this module is the structure. Node logic for
|
|
``python`` nodes lives beside it as a plain ``.py`` file.
|
|
"""
|
|
|
|
from __future__ import annotations
|
|
|
|
import re
|
|
from typing import Any, Literal
|
|
|
|
from pydantic import BaseModel, ConfigDict, Field, field_validator
|
|
|
|
from fluksio.flow.messages import MessageSpec
|
|
|
|
NAME_PATTERN = re.compile(r"^[a-z][a-z0-9_]*$")
|
|
|
|
|
|
def _validate_name(value: str) -> str:
|
|
if not NAME_PATTERN.match(value):
|
|
raise ValueError(
|
|
"Use lowercase letters, digits and underscores, starting with a letter"
|
|
)
|
|
return value
|
|
|
|
|
|
class Resources(BaseModel):
|
|
"""What one execution of a node needs to have to itself.
|
|
|
|
Declaring nothing is the default and means what it always did: the node
|
|
runs on the shared worker pool and nothing is accounted for it. That is
|
|
right for the kind of node most flows are made of — a poll, a threshold, a
|
|
message on its way somewhere.
|
|
|
|
It is wrong for the other kind. A numerical library sizes its thread pool
|
|
to every core it can see, so a handful of them at once oversubscribe the
|
|
machine badly enough to starve the engine's own event loop, and a GPU
|
|
library that preallocates most of the card deadlocks when a second one
|
|
arrives. Both are a node saying how much of the machine it takes, which is
|
|
what this is.
|
|
"""
|
|
|
|
model_config = ConfigDict(extra="forbid")
|
|
|
|
cpus: int = Field(
|
|
default=1,
|
|
ge=1,
|
|
description=(
|
|
"Cores held for the whole execution. Also what the thread-pool "
|
|
"variables are set to, so a library sizing itself to the machine "
|
|
"sizes itself to this instead."
|
|
),
|
|
)
|
|
gpus: int = Field(
|
|
default=0,
|
|
ge=0,
|
|
description=(
|
|
"Whole devices held for the whole execution, named to the node "
|
|
"through CUDA_VISIBLE_DEVICES. Nothing else is given them while it "
|
|
"runs, which is what keeps two preallocating processes apart."
|
|
),
|
|
)
|
|
env: dict[str, str] = Field(
|
|
default_factory=dict,
|
|
description=(
|
|
"Extra environment for the worker this node runs in, applied over "
|
|
"what the allocation derives. Where a library's own tuning goes — "
|
|
"XLA_FLAGS, XLA_PYTHON_CLIENT_MEM_FRACTION — since those are "
|
|
"composed strings the engine must not invent."
|
|
),
|
|
)
|
|
|
|
|
|
class NodeDef(BaseModel):
|
|
"""A node as stored: identity, configuration and ports.
|
|
|
|
Deliberately no canvas position. The editor lays a flow out itself, so
|
|
where a node sits is a fact about the drawing rather than about the flow —
|
|
and a graph nobody can arrange is one worth keeping small.
|
|
"""
|
|
|
|
id: str
|
|
type: str = "python"
|
|
title: str = ""
|
|
#: This node's settings: constants of its function, stored with the flow.
|
|
#: A function node reads them as keyword arguments beside its ports, so a
|
|
#: setting cannot share a name with one.
|
|
params: dict[str, Any] = Field(default_factory=dict)
|
|
requires: list[MessageSpec] = Field(default_factory=list)
|
|
provides: list[MessageSpec] = Field(default_factory=list)
|
|
#: Name of a shared source in the library, instead of this node's own file.
|
|
#: Editing it edits the copy every flow using it runs.
|
|
source_ref: str | None = None
|
|
timeout: float | None = Field(
|
|
default=None,
|
|
ge=0,
|
|
description=(
|
|
"Seconds this node's code may be silent before it is stopped. A "
|
|
"yield or an emit resets the clock, and the first call's imports "
|
|
"are not charged to it. 0 disables the limit: the node runs until "
|
|
"it finishes, and only a dead worker fails the call. Empty "
|
|
"inherits the engine default."
|
|
),
|
|
)
|
|
device: str | None = Field(
|
|
default=None,
|
|
description=(
|
|
"Label of the worker this node's code must run on, such as 'gpu'. "
|
|
"Empty means the engine's own workers. A run needing a label no "
|
|
"attached worker carries waits rather than failing."
|
|
),
|
|
)
|
|
device_policy: Literal["require", "prefer"] = Field(
|
|
default="require",
|
|
description=(
|
|
"What to do when no worker carries `device`: wait for one, or run "
|
|
"locally anyway."
|
|
),
|
|
)
|
|
cache: bool = Field(
|
|
default=True,
|
|
description=(
|
|
"Whether a batch run may reuse an earlier execution of this node "
|
|
"with the same source, settings and inputs. Turn it off for a "
|
|
"function whose answer can change on its own."
|
|
),
|
|
)
|
|
resources: Resources | None = Field(
|
|
default=None,
|
|
description=(
|
|
"What one execution of this node holds while it runs. Absent — the "
|
|
"default — means it is not accounted for and shares the engine's "
|
|
"workers, which is right for everything that is not compute-heavy."
|
|
),
|
|
)
|
|
|
|
@field_validator("id")
|
|
@classmethod
|
|
def _check_id(cls, value: str) -> str:
|
|
return _validate_name(value)
|
|
|
|
|
|
class FlowOrigin(BaseModel):
|
|
"""Where a flow was declared, when that was somewhere other than here.
|
|
|
|
A flow drawn on the canvas has no origin: the store is where it lives. One
|
|
stamped with this was declared with the decorators in somebody's own
|
|
repository and put here by ``fluksio sync``, so the node bodies below it
|
|
are generated imports and the code they run is versioned twice — once here
|
|
and once there. Its presence is what makes a flow code-defined.
|
|
|
|
Deliberately no timestamp. The store commits every change it is given, so
|
|
when a flow was last synced is a fact its own history already holds — and
|
|
one that would otherwise change on every sync, making an unchanged upload
|
|
look like a new version of the flow.
|
|
"""
|
|
|
|
kind: Literal["python"] = "python"
|
|
#: The repository root on the machine that ran ``sync``.
|
|
repo: str = ""
|
|
#: Its commit, and whether the tree had uncommitted changes at the time —
|
|
#: a run stamped with a dirty commit names code that was never stored.
|
|
commit: str = ""
|
|
dirty: bool = False
|
|
|
|
|
|
class FlowInput(BaseModel):
|
|
"""A message the flow starts with rather than computes."""
|
|
|
|
spec: MessageSpec
|
|
initial: Any | None = None
|
|
|
|
|
|
class FlowDef(BaseModel):
|
|
"""One atomic flow."""
|
|
|
|
name: str
|
|
title: str = ""
|
|
nodes: list[NodeDef] = Field(default_factory=list)
|
|
inputs: list[FlowInput] = Field(default_factory=list)
|
|
version: int = 1
|
|
mode: Literal["live", "batch"] = Field(
|
|
default="live",
|
|
description=(
|
|
"A live flow reacts to what arrives: its subscriptions, schedules "
|
|
"and webhooks run until it is stopped. A batch flow only runs when "
|
|
"a run asks it to, from its inputs to its outputs, and is never "
|
|
"activated."
|
|
),
|
|
)
|
|
outputs: list[str] = Field(
|
|
default_factory=list,
|
|
description=(
|
|
"Messages a batch run reports as its result, unqualified. Empty "
|
|
"means every message the flow ends up holding."
|
|
),
|
|
)
|
|
origin: FlowOrigin | None = Field(
|
|
default=None,
|
|
description=(
|
|
"Set when the flow was declared in code elsewhere and uploaded by "
|
|
"`fluksio sync`. Absent for a flow drawn on the canvas."
|
|
),
|
|
)
|
|
|
|
@field_validator("name")
|
|
@classmethod
|
|
def _check_name(cls, value: str) -> str:
|
|
return _validate_name(value)
|
|
|
|
|
|
class NodeSource(BaseModel):
|
|
"""The Python source of a node."""
|
|
|
|
code: str
|
|
#: True when nothing is stored and `code` is the new-node template. An
|
|
#: editor opens on it either way; a client deciding whether somebody wrote
|
|
#: that code needs to know it was nobody. Read-only — set on the way out.
|
|
missing: bool = False
|
|
|
|
|
|
Health = Literal["ok", "degraded", "down"]
|
|
|
|
|
|
class NodeStatusPublic(BaseModel):
|
|
"""Whether a node loaded, and how its connection is doing."""
|
|
|
|
id: str
|
|
status: str = "active"
|
|
error: str | None = None
|
|
health: Health = "ok"
|
|
health_detail: str | None = None
|
|
#: The node's last runtime failure, kept after it runs again: a failure
|
|
#: that fired an alert should leave a trace of what it was.
|
|
last_error: str = ""
|
|
last_error_ts: float | None = None
|
|
|
|
|
|
class MessageValue(BaseModel):
|
|
"""The last payload seen on a message."""
|
|
|
|
value: Any = None
|
|
ts: float | None = None
|
|
|
|
|
|
class HistoryPoint(BaseModel):
|
|
"""One numeric value a message carried, and when."""
|
|
|
|
ts: float
|
|
value: float
|
|
|
|
|
|
class MessageHistory(BaseModel):
|
|
"""A message's recent numeric values, oldest first.
|
|
|
|
Only numbers are recorded, so ``numeric`` tells the panel whether an empty
|
|
series means "nothing plottable here" or "nothing has arrived yet".
|
|
"""
|
|
|
|
message: str
|
|
numeric: bool = False
|
|
points: list[HistoryPoint] = Field(default_factory=list)
|
|
|
|
|
|
class FlowSummary(BaseModel):
|
|
name: str
|
|
title: str = ""
|
|
node_count: int = 0
|
|
error_count: int = 0
|
|
has_draft: bool = False
|
|
enabled: bool = True
|
|
paused: bool = False
|
|
# Its background tasks kept crashing, so the engine stopped restarting them.
|
|
quarantined: bool = False
|
|
#: Of the working copy, so publishing from a list needs no second read.
|
|
version: int = 1
|
|
|
|
|
|
class FlowsPublic(BaseModel):
|
|
data: list[FlowSummary]
|
|
count: int
|
|
|
|
|
|
class LibraryNode(BaseModel):
|
|
"""A node source shared across flows, and who is using it."""
|
|
|
|
name: str
|
|
used_by: list[str] = Field(default_factory=list)
|
|
|
|
|
|
class FlowStatePublic(BaseModel):
|
|
values: dict[str, MessageValue] = Field(default_factory=dict)
|
|
nodes: list[NodeStatusPublic] = Field(default_factory=list)
|
|
|
|
|
|
class ModulePackage(BaseModel):
|
|
"""One package installed in the venv node code runs on."""
|
|
|
|
name: str
|
|
version: str
|
|
|
|
|
|
class ModulesInfo(BaseModel):
|
|
"""The venv node code imports from, and the manifest that describes it."""
|
|
|
|
python_version: str = ""
|
|
venv_path: str = ""
|
|
requirements: str = ""
|
|
packages: list[ModulePackage] = Field(default_factory=list)
|
|
#: Whether what is installed matches the manifest.
|
|
applied: bool = False
|
|
#: True when node code runs on the venv Fluksio was installed into rather
|
|
#: than one the engine built. That venv belongs to whoever made it, so the
|
|
#: manifest does not describe it and nothing here installs into it.
|
|
adopted: bool = False
|
|
|
|
|
|
class ApplyRequest(BaseModel):
|
|
"""A pip manifest, one requirement per line."""
|
|
|
|
requirements: str = ""
|
|
|
|
|
|
class ApplyResult(BaseModel):
|
|
ok: bool
|
|
output: str = ""
|
|
|
|
|
|
class BrainNode(BaseModel):
|
|
"""One neuron: a thing the engine talks to, or a node that only computes.
|
|
|
|
Nodes of the same type pointing at the same outside thing — one broker
|
|
topic, one URL, one bucket — are a single entry here, whichever flows they
|
|
sit in. ``members`` are the ``flow.node_id`` names behind it, which is also
|
|
what the live events are keyed by.
|
|
"""
|
|
|
|
id: str
|
|
label: str
|
|
kind: str
|
|
members: list[str] = Field(default_factory=list)
|
|
flows: list[str] = Field(default_factory=list)
|
|
issue: str | None = Field(
|
|
default=None,
|
|
description=(
|
|
"Why this neuron cannot run, if validation found something. A "
|
|
"failure the engine hits while running arrives over the socket "
|
|
"instead; this is the part that is already true before anything "
|
|
"fires, and so has to travel with the graph."
|
|
),
|
|
)
|
|
|
|
|
|
class BrainEdge(BaseModel):
|
|
"""Messages carrying values from one neuron to another."""
|
|
|
|
source: str
|
|
target: str
|
|
messages: list[str] = Field(default_factory=list)
|
|
|
|
|
|
class BrainGraph(BaseModel):
|
|
"""Every published flow at once, merged on what its nodes talk to."""
|
|
|
|
nodes: list[BrainNode] = Field(default_factory=list)
|
|
edges: list[BrainEdge] = Field(default_factory=list)
|
|
|
|
|
|
class NodeTypeInfo(BaseModel):
|
|
"""A node type the editor can offer, with its parameter schema."""
|
|
|
|
type: str
|
|
title: str
|
|
description: str
|
|
params_schema: dict[str, Any] = Field(default_factory=dict)
|
|
has_source: bool = False
|
|
#: Whether this type takes settings beyond the ones its schema declares.
|
|
#: A function node's settings are its author's to name, and reach `process`
|
|
#: as keyword arguments beside its ports.
|
|
free_params: bool = False
|
|
#: The package a connector came from; empty for the built-in types.
|
|
plugin: str | None = None
|