Upload generator.py
Browse files- report/generator.py +410 -0
report/generator.py
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| 1 |
+
"""
|
| 2 |
+
Report Generation Module.
|
| 3 |
+
|
| 4 |
+
This module handles the generation of professional HTML reports from
|
| 5 |
+
normalized analysis results. It also supports PDF export.
|
| 6 |
+
|
| 7 |
+
Design Philosophy:
|
| 8 |
+
- Reports should look professionally designed
|
| 9 |
+
- All content should be bilingual (CN/EN) where appropriate
|
| 10 |
+
- No mention of "AI", "model", or "auto-generated"
|
| 11 |
+
- Clear distinction between data-backed and assumed conclusions
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
import os
|
| 15 |
+
from typing import Optional, Dict, Any
|
| 16 |
+
from pathlib import Path
|
| 17 |
+
from datetime import datetime
|
| 18 |
+
|
| 19 |
+
from jinja2 import Environment, FileSystemLoader, select_autoescape
|
| 20 |
+
|
| 21 |
+
from schemas.canonical_schema import AnalysisResult, RiskLevel
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
class ReportGenerator:
|
| 25 |
+
"""
|
| 26 |
+
Generates professional reports from normalized analysis results.
|
| 27 |
+
|
| 28 |
+
This class:
|
| 29 |
+
1. Loads the HTML template
|
| 30 |
+
2. Prepares data for rendering
|
| 31 |
+
3. Generates HTML output
|
| 32 |
+
4. Optionally exports to PDF
|
| 33 |
+
"""
|
| 34 |
+
|
| 35 |
+
def __init__(self, template_dir: Optional[str] = None):
|
| 36 |
+
"""
|
| 37 |
+
Initialize the report generator.
|
| 38 |
+
|
| 39 |
+
Args:
|
| 40 |
+
template_dir: Directory containing report templates.
|
| 41 |
+
Defaults to the templates folder.
|
| 42 |
+
"""
|
| 43 |
+
if template_dir is None:
|
| 44 |
+
# Default to templates directory relative to this file
|
| 45 |
+
template_dir = str(
|
| 46 |
+
Path(__file__).parent.parent / "templates"
|
| 47 |
+
)
|
| 48 |
+
|
| 49 |
+
self.template_dir = template_dir
|
| 50 |
+
|
| 51 |
+
# Initialize Jinja2 environment
|
| 52 |
+
self.env = Environment(
|
| 53 |
+
loader=FileSystemLoader(template_dir),
|
| 54 |
+
autoescape=select_autoescape(['html', 'xml']),
|
| 55 |
+
)
|
| 56 |
+
|
| 57 |
+
# Add custom filters
|
| 58 |
+
self.env.filters['risk_class'] = self._risk_to_css_class
|
| 59 |
+
self.env.filters['risk_width'] = self._risk_to_width
|
| 60 |
+
|
| 61 |
+
def generate_html(self, result: AnalysisResult) -> str:
|
| 62 |
+
"""
|
| 63 |
+
Generate HTML report from analysis result.
|
| 64 |
+
|
| 65 |
+
Args:
|
| 66 |
+
result: The normalized AnalysisResult
|
| 67 |
+
|
| 68 |
+
Returns:
|
| 69 |
+
Complete HTML string
|
| 70 |
+
"""
|
| 71 |
+
template = self.env.get_template("report_template.html")
|
| 72 |
+
|
| 73 |
+
# Prepare template context
|
| 74 |
+
context = self._prepare_context(result)
|
| 75 |
+
|
| 76 |
+
# Render template
|
| 77 |
+
html = template.render(**context)
|
| 78 |
+
|
| 79 |
+
return html
|
| 80 |
+
|
| 81 |
+
def save_html(
|
| 82 |
+
self,
|
| 83 |
+
result: AnalysisResult,
|
| 84 |
+
output_path: str
|
| 85 |
+
) -> str:
|
| 86 |
+
"""
|
| 87 |
+
Generate and save HTML report to file.
|
| 88 |
+
|
| 89 |
+
Args:
|
| 90 |
+
result: The normalized AnalysisResult
|
| 91 |
+
output_path: Path to save the HTML file
|
| 92 |
+
|
| 93 |
+
Returns:
|
| 94 |
+
Path to the saved file
|
| 95 |
+
"""
|
| 96 |
+
html = self.generate_html(result)
|
| 97 |
+
|
| 98 |
+
with open(output_path, 'w', encoding='utf-8') as f:
|
| 99 |
+
f.write(html)
|
| 100 |
+
|
| 101 |
+
return output_path
|
| 102 |
+
|
| 103 |
+
def generate_pdf(
|
| 104 |
+
self,
|
| 105 |
+
result: AnalysisResult,
|
| 106 |
+
output_path: str
|
| 107 |
+
) -> Optional[str]:
|
| 108 |
+
"""
|
| 109 |
+
Generate PDF report from analysis result.
|
| 110 |
+
|
| 111 |
+
Args:
|
| 112 |
+
result: The normalized AnalysisResult
|
| 113 |
+
output_path: Path to save the PDF file
|
| 114 |
+
|
| 115 |
+
Returns:
|
| 116 |
+
Path to the saved PDF file, or None if failed
|
| 117 |
+
"""
|
| 118 |
+
try:
|
| 119 |
+
from weasyprint import HTML
|
| 120 |
+
|
| 121 |
+
html = self.generate_html(result)
|
| 122 |
+
|
| 123 |
+
# Generate PDF
|
| 124 |
+
HTML(string=html, base_url=self.template_dir).write_pdf(output_path)
|
| 125 |
+
|
| 126 |
+
return output_path
|
| 127 |
+
|
| 128 |
+
except ImportError:
|
| 129 |
+
print("Warning: weasyprint not installed. PDF generation disabled.")
|
| 130 |
+
return None
|
| 131 |
+
except Exception as e:
|
| 132 |
+
print(f"Error generating PDF: {e}")
|
| 133 |
+
return None
|
| 134 |
+
|
| 135 |
+
def _prepare_context(self, result: AnalysisResult) -> Dict[str, Any]:
|
| 136 |
+
"""
|
| 137 |
+
Prepare the template context from AnalysisResult.
|
| 138 |
+
|
| 139 |
+
This transforms the structured data into template-friendly format.
|
| 140 |
+
"""
|
| 141 |
+
# Calculate risk levels for the chart
|
| 142 |
+
risk_levels = self._calculate_risk_chart_data(result)
|
| 143 |
+
|
| 144 |
+
# Translate excipient name
|
| 145 |
+
excipient_name_en = self._get_english_excipient_name(
|
| 146 |
+
result.excipient_name
|
| 147 |
+
)
|
| 148 |
+
|
| 149 |
+
return {
|
| 150 |
+
# Report metadata
|
| 151 |
+
"report_id": result.report_id,
|
| 152 |
+
"date": result.date,
|
| 153 |
+
|
| 154 |
+
# API information
|
| 155 |
+
"api_name": result.api_name,
|
| 156 |
+
"api_smiles": result.api_smiles,
|
| 157 |
+
"structure_image": None, # TODO: Implement structure rendering
|
| 158 |
+
|
| 159 |
+
# Reactive groups
|
| 160 |
+
"reactive_groups": result.reactive_groups,
|
| 161 |
+
|
| 162 |
+
# Physicochemical properties
|
| 163 |
+
"physicochemical": result.physicochemical,
|
| 164 |
+
|
| 165 |
+
# Excipient information
|
| 166 |
+
"excipient_name": result.excipient_name,
|
| 167 |
+
"excipient_name_en": excipient_name_en,
|
| 168 |
+
"excipient_profile": result.excipient_profile,
|
| 169 |
+
|
| 170 |
+
# Interactions
|
| 171 |
+
"interactions": result.interactions,
|
| 172 |
+
|
| 173 |
+
# Formulation strategies
|
| 174 |
+
"formulation_strategies": result.formulation_strategies,
|
| 175 |
+
|
| 176 |
+
# Risk chart data
|
| 177 |
+
"maillard_risk_class": risk_levels.get("maillard", {}).get("class", "low"),
|
| 178 |
+
"maillard_risk_width": risk_levels.get("maillard", {}).get("width", 20),
|
| 179 |
+
"hygro_risk_class": risk_levels.get("hygroscopicity", {}).get("class", "low"),
|
| 180 |
+
"hygro_risk_width": risk_levels.get("hygroscopicity", {}).get("width", 20),
|
| 181 |
+
"chem_risk_class": risk_levels.get("chemisorption", {}).get("class", "low"),
|
| 182 |
+
"chem_risk_width": risk_levels.get("chemisorption", {}).get("width", 20),
|
| 183 |
+
"oxid_risk_class": risk_levels.get("oxidation", {}).get("class", "medium"),
|
| 184 |
+
"oxid_risk_width": risk_levels.get("oxidation", {}).get("width", 60),
|
| 185 |
+
"hydro_risk_class": risk_levels.get("hydrolysis", {}).get("class", "low"),
|
| 186 |
+
"hydro_risk_width": risk_levels.get("hydrolysis", {}).get("width", 20),
|
| 187 |
+
|
| 188 |
+
# Disclaimer content
|
| 189 |
+
"assumptions": result.assumptions,
|
| 190 |
+
"limitations": result.limitations,
|
| 191 |
+
}
|
| 192 |
+
|
| 193 |
+
def _calculate_risk_chart_data(
|
| 194 |
+
self,
|
| 195 |
+
result: AnalysisResult
|
| 196 |
+
) -> Dict[str, Dict[str, Any]]:
|
| 197 |
+
"""
|
| 198 |
+
Calculate risk chart visualization data from interactions.
|
| 199 |
+
|
| 200 |
+
Maps interaction types to their risk levels and visual widths.
|
| 201 |
+
"""
|
| 202 |
+
# Default values
|
| 203 |
+
risk_data = {
|
| 204 |
+
"maillard": {"class": "low", "width": 20},
|
| 205 |
+
"hygroscopicity": {"class": "low", "width": 30},
|
| 206 |
+
"chemisorption": {"class": "low", "width": 25},
|
| 207 |
+
"oxidation": {"class": "low", "width": 20},
|
| 208 |
+
"hydrolysis": {"class": "low", "width": 20},
|
| 209 |
+
}
|
| 210 |
+
|
| 211 |
+
# Map interaction types to chart keys
|
| 212 |
+
type_mapping = {
|
| 213 |
+
"美拉德反应": "maillard",
|
| 214 |
+
"氧化反应": "oxidation",
|
| 215 |
+
"水解反应": "hydrolysis",
|
| 216 |
+
"吸附作用": "chemisorption",
|
| 217 |
+
}
|
| 218 |
+
|
| 219 |
+
# Risk level to width mapping
|
| 220 |
+
width_mapping = {
|
| 221 |
+
RiskLevel.NONE: 15,
|
| 222 |
+
RiskLevel.LOW: 30,
|
| 223 |
+
RiskLevel.MEDIUM: 60,
|
| 224 |
+
RiskLevel.HIGH: 90,
|
| 225 |
+
}
|
| 226 |
+
|
| 227 |
+
# Risk level to CSS class mapping
|
| 228 |
+
class_mapping = {
|
| 229 |
+
RiskLevel.NONE: "low",
|
| 230 |
+
RiskLevel.LOW: "low",
|
| 231 |
+
RiskLevel.MEDIUM: "medium",
|
| 232 |
+
RiskLevel.HIGH: "high",
|
| 233 |
+
}
|
| 234 |
+
|
| 235 |
+
# Update from actual interactions
|
| 236 |
+
for interaction in result.interactions:
|
| 237 |
+
cn_name = interaction.reaction_type.cn
|
| 238 |
+
chart_key = type_mapping.get(cn_name)
|
| 239 |
+
|
| 240 |
+
if chart_key:
|
| 241 |
+
risk_data[chart_key] = {
|
| 242 |
+
"class": class_mapping.get(interaction.risk_level, "low"),
|
| 243 |
+
"width": width_mapping.get(interaction.risk_level, 30),
|
| 244 |
+
}
|
| 245 |
+
|
| 246 |
+
return risk_data
|
| 247 |
+
|
| 248 |
+
def _get_english_excipient_name(self, cn_name: str) -> str:
|
| 249 |
+
"""Get English name for common excipients."""
|
| 250 |
+
translations = {
|
| 251 |
+
"无水磷酸氢钙": "DCP Anhydrous",
|
| 252 |
+
"磷酸氢钙": "Dibasic Calcium Phosphate",
|
| 253 |
+
"乳糖": "Lactose",
|
| 254 |
+
"微晶纤维素": "Microcrystalline Cellulose (MCC)",
|
| 255 |
+
"硬脂酸镁": "Magnesium Stearate",
|
| 256 |
+
"淀粉": "Starch",
|
| 257 |
+
"甘露醇": "Mannitol",
|
| 258 |
+
"交联羧甲纤维素钠": "Croscarmellose Sodium",
|
| 259 |
+
}
|
| 260 |
+
return translations.get(cn_name, cn_name)
|
| 261 |
+
|
| 262 |
+
@staticmethod
|
| 263 |
+
def _risk_to_css_class(risk_level: RiskLevel) -> str:
|
| 264 |
+
"""Convert RiskLevel to CSS class name."""
|
| 265 |
+
mapping = {
|
| 266 |
+
RiskLevel.NONE: "low",
|
| 267 |
+
RiskLevel.LOW: "low",
|
| 268 |
+
RiskLevel.MEDIUM: "medium",
|
| 269 |
+
RiskLevel.HIGH: "high",
|
| 270 |
+
}
|
| 271 |
+
return mapping.get(risk_level, "medium")
|
| 272 |
+
|
| 273 |
+
@staticmethod
|
| 274 |
+
def _risk_to_width(risk_level: RiskLevel) -> int:
|
| 275 |
+
"""Convert RiskLevel to percentage width for charts."""
|
| 276 |
+
mapping = {
|
| 277 |
+
RiskLevel.NONE: 15,
|
| 278 |
+
RiskLevel.LOW: 30,
|
| 279 |
+
RiskLevel.MEDIUM: 60,
|
| 280 |
+
RiskLevel.HIGH: 90,
|
| 281 |
+
}
|
| 282 |
+
return mapping.get(risk_level, 50)
|
| 283 |
+
|
| 284 |
+
|
| 285 |
+
def create_sample_report() -> str:
|
| 286 |
+
"""
|
| 287 |
+
Create a sample report for testing/demonstration.
|
| 288 |
+
|
| 289 |
+
Returns:
|
| 290 |
+
HTML string of the sample report
|
| 291 |
+
"""
|
| 292 |
+
from schemas.canonical_schema import (
|
| 293 |
+
BilingualText,
|
| 294 |
+
ReactiveGroup,
|
| 295 |
+
PhysicochemicalProperties,
|
| 296 |
+
ExcipientProfile,
|
| 297 |
+
InteractionMechanism,
|
| 298 |
+
FormulationStrategy,
|
| 299 |
+
ImpurityProfile,
|
| 300 |
+
PropertyType,
|
| 301 |
+
ConfidenceLevel,
|
| 302 |
+
)
|
| 303 |
+
|
| 304 |
+
# Create sample data
|
| 305 |
+
result = AnalysisResult(
|
| 306 |
+
report_id="PRE-2025-X89",
|
| 307 |
+
date="2025-12-28",
|
| 308 |
+
api_name="Compound C12CC3...",
|
| 309 |
+
api_smiles="C12CC3(CCN(C4=NC=C(SC5C=CN=C(N)C=5Cl)N=C4)CC3)[C@H](N)C1=CC=CN=2",
|
| 310 |
+
excipient_name="无水磷酸氢钙",
|
| 311 |
+
|
| 312 |
+
reactive_groups=[
|
| 313 |
+
ReactiveGroup(
|
| 314 |
+
name=BilingualText(cn="伯胺基团", en="Primary Amine"),
|
| 315 |
+
property_type=PropertyType.BASIC,
|
| 316 |
+
potential_reactions=[
|
| 317 |
+
BilingualText(cn="美拉德反应", en="Maillard"),
|
| 318 |
+
BilingualText(cn="氧化脱氨", en="Oxidation"),
|
| 319 |
+
],
|
| 320 |
+
),
|
| 321 |
+
ReactiveGroup(
|
| 322 |
+
name=BilingualText(cn="硫醚基团", en="Thioether"),
|
| 323 |
+
property_type=PropertyType.NEUTRAL,
|
| 324 |
+
potential_reactions=[
|
| 325 |
+
BilingualText(cn="氧化成亚砜", en="Sulfoxide"),
|
| 326 |
+
BilingualText(cn="氧化成砜", en="Sulfone"),
|
| 327 |
+
],
|
| 328 |
+
),
|
| 329 |
+
],
|
| 330 |
+
|
| 331 |
+
physicochemical=PhysicochemicalProperties(
|
| 332 |
+
acidity_basicity=BilingualText(cn="碱性", en="Basic"),
|
| 333 |
+
logp=3.5,
|
| 334 |
+
h_bond_donors=2,
|
| 335 |
+
h_bond_acceptors=6,
|
| 336 |
+
),
|
| 337 |
+
|
| 338 |
+
excipient_profile=ExcipientProfile(
|
| 339 |
+
name=BilingualText(cn="无水磷酸氢钙", en="DCP Anhydrous"),
|
| 340 |
+
formula="CaHPO₄",
|
| 341 |
+
key_properties=[
|
| 342 |
+
"微环境pH约为6.5-7.5",
|
| 343 |
+
"低吸湿性(<1% at 90% RH)",
|
| 344 |
+
"适合直接压片工艺",
|
| 345 |
+
],
|
| 346 |
+
impurity_profile=ImpurityProfile(
|
| 347 |
+
fe_ppm=10.58,
|
| 348 |
+
mn_ppm=1.18,
|
| 349 |
+
),
|
| 350 |
+
),
|
| 351 |
+
|
| 352 |
+
interactions=[
|
| 353 |
+
InteractionMechanism(
|
| 354 |
+
reaction_type=BilingualText(cn="美拉德反应", en="Maillard Reaction"),
|
| 355 |
+
risk_level=RiskLevel.NONE,
|
| 356 |
+
mechanism_analysis="DCP不含还原糖或醛基,不具备美拉德反应条件。",
|
| 357 |
+
expert_notes="无需担心此反应途径",
|
| 358 |
+
confidence=ConfidenceLevel.HIGH,
|
| 359 |
+
),
|
| 360 |
+
InteractionMechanism(
|
| 361 |
+
reaction_type=BilingualText(cn="氧化反应", en="Oxidation"),
|
| 362 |
+
risk_level=RiskLevel.MEDIUM,
|
| 363 |
+
mechanism_analysis="API含硫醚基团(-S-)易富电子,DCP中的微量金属离子(Fe²⁺, Cu²⁺)可在固态下充当催化剂,通过电子转移机制加速硫醚氧化为亚砜。",
|
| 364 |
+
expert_notes="需关注DCP批次中金属离子含量,建议选择Low Metal Grade规格",
|
| 365 |
+
confidence=ConfidenceLevel.MEDIUM,
|
| 366 |
+
),
|
| 367 |
+
InteractionMechanism(
|
| 368 |
+
reaction_type=BilingualText(cn="酸碱反应", en="Acid-Base"),
|
| 369 |
+
risk_level=RiskLevel.LOW,
|
| 370 |
+
mechanism_analysis="API为碱性,处于DCP微环境pH中性(6.5-7.5)时稳定。",
|
| 371 |
+
expert_notes="两者酸碱性质相容,但需控制制剂微环境",
|
| 372 |
+
confidence=ConfidenceLevel.HIGH,
|
| 373 |
+
),
|
| 374 |
+
InteractionMechanism(
|
| 375 |
+
reaction_type=BilingualText(cn="吸附作用", en="Adsorption"),
|
| 376 |
+
risk_level=RiskLevel.LOW,
|
| 377 |
+
mechanism_analysis="DCP比表面积较小,对药物的吸附能力有限。",
|
| 378 |
+
expert_notes="常规制剂工艺下影响可控",
|
| 379 |
+
confidence=ConfidenceLevel.MEDIUM,
|
| 380 |
+
),
|
| 381 |
+
],
|
| 382 |
+
|
| 383 |
+
formulation_strategies=[
|
| 384 |
+
FormulationStrategy(
|
| 385 |
+
title="辅料选择优化",
|
| 386 |
+
description="鉴于-S-的氧化敏感性,建议采购\"Low Metal Grade\"(低金属级)的无水磷酸氢钙。",
|
| 387 |
+
),
|
| 388 |
+
FormulationStrategy(
|
| 389 |
+
title="稳定剂添加",
|
| 390 |
+
description="建议在处方筛选中考察0.05%-0.1% EDTA二钠(作为金属离子螯合剂)对相关杂质增长的控制效果。",
|
| 391 |
+
),
|
| 392 |
+
FormulationStrategy(
|
| 393 |
+
title="工艺考量",
|
| 394 |
+
description="该API结构较大,建议应用DCP无水物进行Direct Compression(直接压片工艺),避免湿法制粒过程因API的碱性导致凝胶与酯类辅料发生API与酶或酸碱相关的副反应。",
|
| 395 |
+
),
|
| 396 |
+
],
|
| 397 |
+
|
| 398 |
+
assumptions=[
|
| 399 |
+
"分析基于SMILES结构推断",
|
| 400 |
+
"假设正常制剂工艺条件",
|
| 401 |
+
],
|
| 402 |
+
|
| 403 |
+
limitations=[
|
| 404 |
+
"具体批次数据需COA确认",
|
| 405 |
+
"相容性���论需稳定性试验(Stress Testing)验证",
|
| 406 |
+
],
|
| 407 |
+
)
|
| 408 |
+
|
| 409 |
+
generator = ReportGenerator()
|
| 410 |
+
return generator.generate_html(result)
|