generation test

apply_content.py

@@ -32,7 +32,7 @@ def md_to_html_para(text):
     # Italic
     text = re.sub(r'\*([^*]+)\*', r'<i>\1</i>', text)
     # Inline code
-    text = re.sub(r'`([^`]+)`', r'<span style="font-family:Consolas;font-size:10pt;background:#f5f5f5">\1</span>', text)
+    text = re.sub(r'`([^`]+)`', r'<span style="font-family:Consolas;font-size:10pt">\1</span>', text)
     return text
 
 def extract_table_title(lines, current_index):
@@ -104,9 +104,10 @@ def parse_md_to_html_blocks(md_content):
             fig_file = f'figures/figura_{figure_counter}.png'
             fig_path = os.path.join(BASE_DIR, 'thesis_output', fig_file)
 
-            # Create figure with MsoCaption class and bookmark for Word cross-reference
+            # Create figure with MsoCaption class and proper Word SEQ field for cross-reference
+            # Format: "Figura X." in bold, title in italic (per UNIR guidelines)
             bookmark_id = f"_TocFigura{figure_counter}"
-            html_blocks.append(f'''<p class=MsoCaption style="text-align:center"><a name="{bookmark_id}"><span lang=ES style="font-size:12.0pt;line-height:150%">Figura {figure_counter}. </span></a><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">{fig_title}</span></i></p>''')
+            html_blocks.append(f'''<p class=MsoCaption style="text-align:center"><a name="{bookmark_id}"><b><span lang=ES style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \\* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">{figure_counter}</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">.</span></b><span lang=ES style="font-size:12.0pt;line-height:150%"> </span><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">{fig_title}</span></i></p>''')
 
             if os.path.exists(fig_path):
                 # Use actual image with proper Word-compatible format (max 400px width, 500px height to fit page)
@@ -131,7 +132,7 @@ def parse_md_to_html_blocks(md_content):
             code = '\n'.join(code_lines)
             # Escape HTML entities in code
             code = code.replace('&', '&amp;').replace('<', '&lt;').replace('>', '&gt;')
-            html_blocks.append(f'<p class=MsoNormal style="margin-left:1cm;background:#F5F5F5;padding:10px"><span style="font-family:Consolas;font-size:9pt"><pre>{code}</pre></span></p>')
+            html_blocks.append(f'<p class=MsoNormal style="margin-left:1cm"><span style="font-family:Consolas;font-size:9pt"><pre>{code}</pre></span></p>')
             i += 1
             continue
 
@@ -186,25 +187,30 @@ def parse_md_to_html_blocks(md_content):
                 table_source = lines[i].replace('*', '').replace('Fuente:', '').strip()
                 i += 1
 
-            # Add table title with MsoCaption class and bookmark for Word cross-reference
+            # Add table title with MsoCaption class and proper Word SEQ field for cross-reference
+            # Format: "Tabla X." in bold, title in italic (per UNIR guidelines)
             bookmark_id = f"_TocTabla{table_counter}"
             if table_title:
                 clean_title = table_title.replace(f"Tabla {table_counter}.", "").strip()
-                html_blocks.append(f'<p class=MsoCaption><a name="{bookmark_id}"><span lang=ES style="font-size:12.0pt;line-height:150%">Tabla {table_counter}. </span></a><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">{clean_title}</span></i></p>')
             else:
-                html_blocks.append(f'<p class=MsoCaption><a name="{bookmark_id}"><span lang=ES style="font-size:12.0pt;line-height:150%">Tabla {table_counter}. </span></a><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>')
+                clean_title = "Tabla de datos."
+            html_blocks.append(f'''<p class=MsoCaption><a name="{bookmark_id}"><b><span lang=ES style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \\* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">{table_counter}</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">.</span></b><span lang=ES style="font-size:12.0pt;line-height:150%"> </span><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">{clean_title}</span></i></p>''')
 
-            # Build table HTML
+            # Build table HTML with APA style (horizontal lines only, no vertical)
-            table_html = '<table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0 style="border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt">'
+            table_html = '<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0 style="border-collapse:collapse;border:none">'
             for j, tline in enumerate(table_lines):
                 cells = [c.strip() for c in tline.split('|')[1:-1]]
                 table_html += '<tr>'
                 for cell in cells:
                     if j == 0:
-                        # Header row
+                        # Header row: top and bottom border, bold text
-                        table_html += f'<td style="border:solid windowtext 1.0pt;padding:5px;background:#F0F0F0"><p class=MsoNormal style="margin:0"><b><span lang=ES>{md_to_html_para(cell)}</span></b></p></td>'
+                        table_html += f'<td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class=MsoNormal style="margin:0"><b><span lang=ES>{md_to_html_para(cell)}</span></b></p></td>'
+                    elif j == len(table_lines) - 1:
+                        # Last row: bottom border only
+                        table_html += f'<td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class=MsoNormal style="margin:0"><span lang=ES>{md_to_html_para(cell)}</span></p></td>'
                     else:
-                        table_html += f'<td style="border:solid windowtext 1.0pt;padding:5px"><p class=MsoNormal style="margin:0"><span lang=ES>{md_to_html_para(cell)}</span></p></td>'
+                        # Middle rows: no borders
+                        table_html += f'<td style="border:none;padding:5px"><p class=MsoNormal style="margin:0"><span lang=ES>{md_to_html_para(cell)}</span></p></td>'
                 table_html += '</tr>'
             table_html += '</table>'
             html_blocks.append(table_html)

docs/02_contexto_estado_arte.md

@@ -165,38 +165,16 @@ Los métodos de HPO incluyen:
 La combinación Ray Tune + Optuna permite búsquedas eficientes en espacios de alta dimensionalidad.
 
 ```mermaid
-flowchart TD
+flowchart LR
-    subgraph "Ray Tune"
+    A["Espacio de<br/>búsqueda"] --> B["Ray Tune<br/>Scheduler"]
-        A["Espacio de<br/>búsqueda"]
+    B --> C["Trials<br/>paralelos"]
-        B["Scheduler<br/>(gestión de trials)"]
+    C --> D["Evaluación<br/>OCR"]
-        C["Trial 1"]
+    D --> E["Métricas<br/>CER/WER"]
-        D["Trial 2"]
+    E --> F["Optuna<br/>TPE"]
-        E["Trial N"]
+    F -->|"Nueva config"| B
-    end
-
-    subgraph "Optuna (TPE)"
-        F["Modelo probabilístico<br/>de la función objetivo"]
-        G["Sugiere nueva<br/>configuración"]
-    end
-
-    subgraph "Evaluación"
-        H["Ejecuta modelo OCR<br/>con config"]
-        I["Calcula métricas<br/>(CER, WER)"]
-    end
-
-    A --> B
-    B --> C & D & E
-    C & D & E --> H
-    H --> I
-    I -->|"Resultados"| F
-    F --> G
-    G -->|"Nueva config"| B
-
-    style A fill:#fff3e0
-    style I fill:#e8f5e9
 ```
 
-*Figura 2. Arquitectura de optimización de hiperparámetros con Ray Tune y Optuna.*
+*Figura 2. Ciclo de optimización de hiperparámetros con Ray Tune y Optuna.*
 
 #### HPO en Sistemas OCR
 

docs/07_anexo_a.md

@@ -15,19 +15,29 @@ El repositorio incluye:
 
 ## A.2 Estructura del Repositorio
 
+```mermaid
+flowchart LR
+    root["MastersThesis/"] --> docs["docs/"]
+    root --> src["src/"]
+    root --> results["results/"]
+    root --> instructions["instructions/"]
+    root --> readme["README.md"]
+
+    src --> nb1["paddle_ocr_fine_tune_unir_raytune.ipynb"]
+    src --> py1["paddle_ocr_tuning.py"]
+    src --> py2["dataset_manager.py"]
+    src --> nb2["prepare_dataset.ipynb"]
+    src --> csv["raytune_results_*.csv"]
 ```
-MastersThesis/
+
-├── docs/                    # Capítulos de la tesis en Markdown
+*Figura 8. Estructura del repositorio del proyecto.*
-├── src/
+
-│   ├── paddle_ocr_fine_tune_unir_raytune.ipynb  # Experimento principal
+**Descripción de componentes:**
-│   ├── paddle_ocr_tuning.py                      # Script de evaluación CLI
+
-│   ├── dataset_manager.py                        # Clase ImageTextDataset
+- **docs/**: Capítulos de la tesis en Markdown
-│   ├── prepare_dataset.ipynb                     # Preparación del dataset
+- **src/**: Código fuente (notebooks y scripts)
-│   └── raytune_paddle_subproc_results_*.csv      # Resultados de 64 trials
+- **results/**: Resultados de benchmarks en CSV
-├── results/                 # Resultados de benchmarks
+- **instructions/**: Instrucciones y plantilla UNIR
-├── instructions/            # Instrucciones y plantilla UNIR
-└── README.md
-```
 
 ## A.3 Requisitos de Software
 

generate_mermaid_figures.py

@@ -19,6 +19,7 @@ def extract_mermaid_diagrams():
         '02_contexto_estado_arte.md',
         '03_objetivos_metodologia.md',
         '04_desarrollo_especifico.md',
+        '07_anexo_a.md',
     ]
 
     for md_file in md_files:

thesis_output/figures/figures_manifest.json

@@ -33,5 +33,10 @@
     "file": "figura_7.png",
     "title": "Comparación Baseline vs Optimizado (24 páginas)",
     "index": 7
+  },
+  {
+    "file": "figura_8.png",
+    "title": "Diagrama de 07_anexo_a.md",
+    "index": 8
   }
 ]