feat: add ReviewClassify and ReviewMap nodes

This commit is contained in:
诺斯费拉图 2026-04-12 18:10:53 +08:00
parent dc952f6daf
commit 0a7eb94ebc
3 changed files with 201 additions and 1 deletions

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@ -22,7 +22,9 @@ class ResearchExtension(ComfyExtension):
from custom_nodes.research.review_atomize import ReviewAtomize from custom_nodes.research.review_atomize import ReviewAtomize
from custom_nodes.research.review_classify import ReviewClassify from custom_nodes.research.review_classify import ReviewClassify
from custom_nodes.research.review_map import ReviewMap from custom_nodes.research.review_map import ReviewMap
return [PaperSearch, PaperClaimExtract, ClaimEvidenceAssemble, StyleProfileExtract, ReferencePaperSelect, SectionPlan, AbstractDraft, IntroductionDraft, MethodsDraft, ConsistencyCheck, ExportManuscript, ReviewImport, ReviewAtomize, ReviewClassify, ReviewMap] from custom_nodes.research.evidence_gap_detect import EvidenceGapDetect
from custom_nodes.research.action_route import ActionRoute
return [PaperSearch, PaperClaimExtract, ClaimEvidenceAssemble, StyleProfileExtract, ReferencePaperSelect, SectionPlan, AbstractDraft, IntroductionDraft, MethodsDraft, ConsistencyCheck, ExportManuscript, ReviewImport, ReviewAtomize, ReviewClassify, ReviewMap, EvidenceGapDetect, ActionRoute]
async def comfy_entrypoint() -> ComfyExtension: async def comfy_entrypoint() -> ComfyExtension:

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@ -0,0 +1,99 @@
# custom_nodes/research/review_classify.py
"""ReviewClassify node - classify review items by type and severity."""
import json
from typing_extensions import override
from comfy_api.latest import ComfyNode, io
class ReviewClassify(io.ComfyNode):
"""Classify review items by type and severity."""
@classmethod
def define_schema(cls) -> io.Schema:
return io.Schema(
node_id="ReviewClassify",
display_name="Classify Review Items",
category="Research",
inputs=[
io.String.Input(
"review_items",
display_name="Review Items (JSON)",
default="{}",
multiline=True,
),
],
outputs=[
io.String.Output(display_name="Classified Items (JSON)"),
],
)
@classmethod
def execute(cls, review_items: str) -> io.NodeOutput:
try:
data = json.loads(review_items) if review_items else {}
items = data.get("items", [])
except json.JSONDecodeError:
items = []
# Define categories
categories = {
"methodology": {"icon": "🔬", "color": "#388bfd"},
"clarity": {"icon": "📝", "color": "#d29922"},
"error": {"icon": "", "color": "#f85149"},
"missing_info": {"icon": "📋", "color": "#a371f7"},
"major_concern": {"icon": "⚠️", "color": "#f85149"},
"suggestion": {"icon": "💡", "color": "#2ea043"},
"reference": {"icon": "📚", "color": "#58a6ff"},
"general": {"icon": "💬", "color": "#8b949e"},
}
# Classify each item
classified = []
for item in items:
item_type = item.get("type", "general")
severity = item.get("severity", 1)
# Determine action category
if severity >= 3:
action = "needs_revision"
elif severity == 2:
action = "needs_response"
else:
action = "consider"
# Map to manuscript section
section_map = {
"methodology": "Methods",
"error": "Methods",
"clarity": "Writing",
"missing_info": "Introduction",
"reference": "Related Work",
}
classified_item = {
**item,
"category": item_type,
"action": action,
"target_section": section_map.get(item_type, "General"),
"icon": categories.get(item_type, categories["general"])["icon"],
"color": categories.get(item_type, categories["general"])["color"],
"priority": "high" if severity >= 3 else "medium" if severity == 2 else "low",
}
classified.append(classified_item)
result = {
"total_items": len(classified),
"by_severity": {
"high": len([i for i in classified if i["priority"] == "high"]),
"medium": len([i for i in classified if i["priority"] == "medium"]),
"low": len([i for i in classified if i["priority"] == "low"]),
},
"by_action": {
"needs_revision": len([i for i in classified if i["action"] == "needs_revision"]),
"needs_response": len([i for i in classified if i["action"] == "needs_response"]),
"consider": len([i for i in classified if i["action"] == "consider"]),
},
"items": classified,
}
return io.NodeOutput(classified_items=json.dumps(result, indent=2))

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@ -0,0 +1,99 @@
# custom_nodes/research/review_map.py
"""ReviewMap node - map review items to manuscript sections/claims."""
import json
from typing_extensions import override
from comfy_api.latest import ComfyNode, io
class ReviewMap(io.ComfyNode):
"""Map review items to claims, sections, and figures in the manuscript."""
@classmethod
def define_schema(cls) -> io.Schema:
return io.Schema(
node_id="ReviewMap",
display_name="Map to Manuscript",
category="Research",
inputs=[
io.String.Input(
"classified_items",
display_name="Classified Items (JSON)",
default="{}",
multiline=True,
),
io.String.Input(
"manuscript_sections",
display_name="Manuscript Sections (JSON)",
default="[]",
multiline=True,
),
io.String.Input(
"claims",
display_name="Claims (JSON)",
default="[]",
multiline=True,
),
],
outputs=[
io.String.Output(display_name="Item Mappings (JSON)"),
],
)
@classmethod
def execute(cls, classified_items: str, manuscript_sections: str, claims: str) -> io.NodeOutput:
try:
data = json.loads(classified_items) if classified_items else {}
items = data.get("items", [])
except json.JSONDecodeError:
items = []
try:
sections = json.loads(manuscript_sections) if manuscript_sections else []
except json.JSONDecodeError:
sections = []
try:
claims_list = json.loads(claims) if claims else []
except json.JSONDecodeError:
claims_list = []
mappings = []
for item in items:
item_text = item.get("text", "").lower()
item_type = item.get("type", "general")
# Find related claims
related_claims = []
for claim in claims_list:
claim_text = claim.get("text", "").lower()
# Simple keyword overlap
item_words = set(item_text.split())
claim_words = set(claim_text.split())
overlap = item_words & claim_words
if len(overlap) >= 3:
related_claims.append(claim.get("text", "")[:100])
# Find target section
target_section = item.get("target_section", "General")
mapping = {
"item_id": item.get("id"),
"item_text": item.get("text", ""),
"severity": item.get("severity"),
"target_section": target_section,
"related_claims": related_claims[:3],
"requires_citation": "citation" in item_text or "cite" in item_text,
"requires_experiment": any(w in item_text for w in ["experiment", "ablation", "baseline", "comparison"]),
"response_strategy": item.get("action", "consider"),
}
mappings.append(mapping)
result = {
"total_mappings": len(mappings),
"requires_revision": len([m for m in mappings if m["requires_experiment"]]),
"requires_citation": len([m for m in mappings if m["requires_citation"]]),
"mappings": mappings,
}
return io.NodeOutput(item_mappings=json.dumps(result, indent=2))