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Python

"""Pure compilation of prepared Distributed Collectors for comfy-media-v1 pools.
The legacy image compiler remains separate. This compiler emits one MediaExportV1
execution target per connected Collector socket (``images`` and/or ``audio``),
retaining only its upstream computation. It never imports ComfyUI or
inspects/executes runtime node classes.
"""
from __future__ import annotations
import copy
import hashlib
import json
from graphlib import CycleError, TopologicalSorter
from ...serverless_bridge.contract import SOCKET_KINDS, VALUE_SOCKETS, identifier, validate_bindings
from ...serverless_bridge.image_transfer import DEFAULT_FORMAT, validate_options
from .serverless_prompt import (
_PRIMITIVE_NODES,
_REMOVED_SCALAR_NODES,
_is_link,
_is_unsupported_distributed,
_make_scalar_resolver,
_prune_graph,
)
_COLLECTOR = "DistributedCollector"
# Collector inputs, in output-slot order, that a typed pool returns.
COLLECTOR_SOCKETS = ("images", "audio")
# Collector widget defaults (the saved-workflow contract is legacy_png / 90).
COLLECTOR_DEFAULT_FORMAT = "legacy_png"
COLLECTOR_DEFAULT_QUALITY = 90
def collector_image_policy(inputs):
"""Return the endpoint IMAGE (format, quality) for one Collector.
legacy_png is the Collector's saved default and names a JSON/base64 framing
that only applies to direct workers; serverless returns the same 8-bit
pixels as compressed png. exact stays opt-in. No other format is altered.
"""
fmt, quality = validate_options(inputs.get("transfer_format", COLLECTOR_DEFAULT_FORMAT),
inputs.get("transfer_quality", COLLECTOR_DEFAULT_QUALITY))
return ("png" if fmt == "legacy_png" else fmt), quality
def _validate_identifier(value, context):
# Validate the original token before any lookup. In particular, neither
# integer node IDs nor whitespace in prepared identities is normalized.
try:
identifier(value)
except ValueError:
raise ValueError(f"{context} must be a valid nonempty media identifier") from None
def _validate_prompt(prepared_prompt, *, require_collectors=True):
"""Validate the entire source graph, including branches later discarded."""
if not isinstance(prepared_prompt, dict) or not prepared_prompt:
raise ValueError("prepared prompt must be a nonempty API graph mapping")
collectors = []
for node_id, node in prepared_prompt.items():
_validate_identifier(node_id, "prompt node ID")
if not isinstance(node, dict):
raise ValueError(f"prompt node {node_id!r} must be an object")
class_type = node.get("class_type")
if not isinstance(class_type, str) or not class_type.strip():
raise ValueError(f"prompt node {node_id!r} must have a nonempty class_type")
if class_type == _COLLECTOR:
collectors.append(node_id)
elif _is_unsupported_distributed(class_type):
raise ValueError(f"unsupported distributed or batch node: {class_type}")
inputs = node.get("inputs", {})
if not isinstance(inputs, dict):
raise ValueError(f"prompt node {node_id!r} inputs must be an object")
if any(not isinstance(name, str) or not name for name in inputs):
raise ValueError(f"prompt node {node_id!r} input names must be nonempty strings")
if require_collectors and not collectors:
raise ValueError("prepared prompt contains no DistributedCollector nodes")
dependencies = {}
for node_id, node in prepared_prompt.items():
parents = set()
for input_name, value in node.get("inputs", {}).items():
# Ordinary inputs may contain literal lists. As in the legacy
# compiler, exactly two elements denotes an API link, not media.
if not _is_link(value):
continue
source_id, slot = value
context = f"link at node {node_id!r} input {input_name!r}"
_validate_identifier(source_id, context + " source ID")
if source_id not in prepared_prompt:
raise ValueError(f"invalid {context}: source {source_id!r} does not exist")
if type(slot) is not int or slot < 0:
raise ValueError(f"invalid {context}: output slot must be a nonnegative integer")
source_class = prepared_prompt[source_id]["class_type"]
if source_class in _REMOVED_SCALAR_NODES or source_class in _PRIMITIVE_NODES:
if slot != 0:
raise ValueError(f"invalid output slot {slot} for scalar node {source_id!r}")
elif source_class == _COLLECTOR and slot >= len(COLLECTOR_SOCKETS):
raise ValueError(f"invalid output slot {slot} for collector {source_id!r}")
parents.add(source_id)
dependencies[node_id] = parents
for collector_id in collectors:
inputs = prepared_prompt[collector_id].get("inputs", {})
collector_image_policy(inputs)
for field in ("multi_job_id", "worker_id"):
_validate_identifier(inputs.get(field), f"collector {collector_id!r} {field}")
connected = [socket for socket in COLLECTOR_SOCKETS if socket in inputs]
if not connected:
raise ValueError(f"collector {collector_id!r} requires at least one connected media socket")
for socket in connected:
value = inputs[socket]
if not _is_link(value):
raise ValueError(f"collector {collector_id!r} {socket} must be linked; use PrimitiveString for literal text")
if prepared_prompt[value[0]]["class_type"] in _REMOVED_SCALAR_NODES:
# Export sockets must remain actual links after scalar folding.
# A PrimitiveString wrapper supports distributed text values.
raise ValueError(f"collector {collector_id!r} {socket} cannot link directly to a distributed scalar; use a typed node or PrimitiveString")
# Iterative topological sorting checks ordinary and unused cycles too, not
# only the primitive chains that the shared scalar resolver traverses.
try:
ordered = list(TopologicalSorter(dependencies).static_order())
except CycleError:
raise ValueError("cycle in prepared media prompt") from None
collector_set = set(collectors)
has_collector_ancestor = {}
for node_id in ordered:
has_collector_ancestor[node_id] = any(
parent in collector_set or has_collector_ancestor[parent]
for parent in dependencies[node_id]
)
if node_id in collector_set and has_collector_ancestor[node_id]:
raise ValueError("collector-to-collector dependence is unsupported")
return sorted(collectors)
def _build_explicit_exports(source_nodes, specs, request_id):
bindings, exports = [], {}
reserved = set(source_nodes)
for spec in specs:
if not isinstance(spec, dict) or set(spec) != {
"collector_id", "job_id", "participant_id", "socket", "source",
"transfer_format", "transfer_quality"}:
raise ValueError("Invalid explicit media export specification")
collector_id, socket = spec["collector_id"], spec["socket"]
kind = "VALUE" if socket in VALUE_SOCKETS else SOCKET_KINDS.get(socket)
if kind is None:
raise ValueError("Unsupported explicit media export socket")
link = spec["source"]
if (not _is_link(link) or link[0] not in source_nodes
or type(link[1]) is not int or link[1] < 0):
raise ValueError("Explicit media export requires a valid source link")
fmt, quality = validate_options(spec["transfer_format"], spec["transfer_quality"])
if kind != "IMAGE" and fmt != DEFAULT_FORMAT:
raise ValueError("Image transfer controls apply only to IMAGE exports")
# Same stable identities as Collector compilation, including collisions.
identity = json.dumps([collector_id, socket], separators=(",", ":"))
digest = hashlib.sha256(identity.encode("utf-8")).hexdigest()
base_id = f"serverless:media:{digest}"
node_id, suffix = base_id, 0
while node_id in reserved:
suffix += 1
node_id = f"{base_id}:{suffix}"
reserved.add(node_id)
binding = {"binding_id": f"b:{digest}", "collector_id": collector_id,
"job_id": spec["job_id"], "participant_id": spec["participant_id"],
"node_id": node_id, "socket": socket, "kind": kind}
bindings.append(binding)
exports[node_id] = {"class_type": "MediaExportV1", "inputs": {
"request_id": request_id, "binding_json": json.dumps(binding),
socket: copy.deepcopy(link)}}
if fmt != DEFAULT_FORMAT:
exports[node_id]["inputs"].update(transfer_format=fmt, transfer_quality=quality)
validate_bindings(bindings)
return bindings, exports
def _build_exports(source_nodes, collector_ids, request_id):
specs = []
for collector_id in collector_ids:
inputs = source_nodes[collector_id].get("inputs", {})
for socket in COLLECTOR_SOCKETS:
if socket not in inputs:
continue
fmt, quality = collector_image_policy(inputs) if socket == "images" else (DEFAULT_FORMAT, 90)
specs.append({"collector_id": collector_id, "job_id": inputs["multi_job_id"],
"participant_id": inputs["worker_id"], "socket": socket,
"source": inputs[socket], "transfer_format": fmt, "transfer_quality": quality})
return _build_explicit_exports(source_nodes, specs, request_id)
def compile_export_prompt(prepared_prompt, request_id, specs):
"""Compile explicit internal exports, without fabricating a Collector node.
Callers supply linked source sockets and literal binding identities; only
exporters and required ancestors survive. This does not add Collector
sockets: its public compiler remains images/audio only.
"""
_validate_identifier(request_id, "request_id")
if _validate_prompt(prepared_prompt, require_collectors=False):
raise ValueError("Explicit exports cannot contain Collector nodes")
bindings, exports = _build_explicit_exports(prepared_prompt, specs, request_id)
compiled = _prune_graph(prepared_prompt, bindings, exports, _make_scalar_resolver(prepared_prompt))
return {node_id: compiled[node_id] for node_id in sorted(compiled)}, bindings
def compile_media_prompt(prepared_prompt: dict, request_id: str) -> tuple[dict, list[dict]]:
"""Return a worker graph and canonical typed-media export bindings.
Each DistributedCollector must have prepared literal ``multi_job_id`` and
``worker_id`` identities and at least one linked ``images``/``audio`` input.
Present media inputs must be API links. Collector transport controls become
the IMAGE export policy (``legacy_png`` is sent as ``png``); other controls
are not exported.
Only MediaExportV1 targets and their ancestors survive. Required ordinary
output/utility nodes are preserved regardless of their runtime OUTPUT_NODE
flag; callers must dispatch exactly the returned binding ``node_id`` values
as partial_execution_targets. Distributed scalar dependencies use the same
resolver as the legacy compiler. Direct scalar-to-media links need a typed
wrapper so that each export input remains a link.
Validation and compilation never modify the caller's source graph. This
structural compiler does not infer socket types or unknown nodes' output
counts; ComfyUI performs runtime type validation at the endpoint.
"""
_validate_identifier(request_id, "request_id")
collector_ids = _validate_prompt(prepared_prompt)
bindings, exports = _build_exports(prepared_prompt, collector_ids, request_id)
compiled = _prune_graph(
prepared_prompt, bindings, exports, _make_scalar_resolver(prepared_prompt)
)
return {node_id: compiled[node_id] for node_id in sorted(compiled)}, bindings