OCR de imagenes con Mistral: ImageProcessor (png/jpg/webp/gif/bmp/tiff), modelo mistral-ocr-latest y recuperacion de fuentes unknown

.env.example

@@ -2,7 +2,7 @@ APP_ENV=development
 APP_DATA_DIR=./data
 DATABASE_PATH=./data/app.db
 MISTRAL_API_KEY=
-MISTRAL_OCR_MODEL=mistral-ocr-4-0
+MISTRAL_OCR_MODEL=mistral-ocr-latest
 MISTRAL_OCR_BATCH_THRESHOLD=3
 MISTRAL_OCR_BATCH_POLL_SECONDS=10
 MISTRAL_OCR_BATCH_TIMEOUT_SECONDS=1800

AGENTS.md

@@ -18,6 +18,7 @@
 - `KnowledgeManager` owns filesystem layout and SQLite metadata; processors should not write final Markdown directly.
 - `IngestionService` selects processors by `source_type` and wraps output with Markdown frontmatter for LLM ingestion.
 - Text and Markdown are read directly; `.docx` uses `python-docx`; PDFs use PyMuPDF text extraction unless `use_ocr=true` is passed. PDF uploads can also pass `page_ranges` like `1-5,8,10-12`; ranges apply to both standard extraction and Mistral OCR.
+- Images (png, jpg, jpeg, webp, gif, bmp, tiff) are always processed with Mistral OCR (`ImageProcessor`), no `use_ocr` flag needed. Sources stored with `source_type="unknown"` (uploaded before a format was supported) are re-detected by extension on reprocess.
 - OCR uses Mistral `https://api.mistral.ai/v1/ocr` with `MISTRAL_OCR_MODEL`, defaulting to `mistral-ocr-latest`.
 - Audio uses Deepgram `https://api.deepgram.com/v1/listen?model=nova-3&smart_format=true&language=es`.
 - Video processing requires `ffmpeg`; audio is extracted to `data/tmp/`, transcribed with Deepgram, then deleted.

backend/app/config.py

@@ -8,7 +8,7 @@ class Settings(BaseSettings):
     app_data_dir: Path = Path("./data")
     database_path: Path = Path("./data/app.db")
     mistral_api_key: str = ""
-    mistral_ocr_model: str = "mistral-ocr-4-0"
+    mistral_ocr_model: str = "mistral-ocr-latest"
     mistral_ocr_batch_threshold: int = 3
     mistral_ocr_batch_poll_seconds: int = 10
     mistral_ocr_batch_timeout_seconds: int = 1800

backend/app/main.py

@@ -34,6 +34,7 @@ def health() -> dict[str, str]:
 def settings_status() -> dict:
     return {
         "mistral_configured": bool(settings.mistral_api_key),
+        "mistral_ocr_model": settings.mistral_ocr_model,
         "deepgram_configured": bool(settings.deepgram_api_key),
         "data_dir": str(settings.app_data_dir),
         "database_path": str(settings.database_path),

backend/app/managers/knowledge_manager.py

@@ -378,6 +378,18 @@ class KnowledgeManager:
             raise ValueError("Fuente no encontrada")
         return dict(row)
 
+    def refresh_source_type(self, source_id: int) -> str:
+        """Recalcula y persiste el tipo de una fuente guardada como ``unknown``.
+
+        Permite reprocesar archivos subidos antes de soportar su formato
+        (por ejemplo, imagenes que quedaron como ``unknown`` y fallaban).
+        """
+        source = self.get_source(source_id)
+        source_type = self.detect_source_type(Path(source["stored_path"]))
+        with self._connect() as conn:
+            conn.execute("update sources set source_type = ? where id = ?", (source_type, source_id))
+        return source_type
+
     def list_sources(self, subject_id: int, week_number: int) -> list[dict[str, Any]]:
         week = self.get_week(subject_id, week_number)
         with self._connect() as conn:
@@ -552,6 +564,8 @@ class KnowledgeManager:
             return "docx"
         if ext == "pdf":
             return "pdf"
+        if ext in {"png", "jpg", "jpeg", "webp", "gif", "bmp", "tif", "tiff"}:
+            return "image"
         if ext in {"mp3", "wav", "m4a", "ogg", "flac", "webm"}:
             return "audio"
         if ext in {"mp4", "mov", "mkv", "avi"}:

backend/app/services/ingestion_service.py

@@ -6,6 +6,7 @@ from backend.app.managers.knowledge_manager import KnowledgeManager
 from backend.app.services.markdown_builder import build_markdown
 from backend.app.services.processors.audio_processor import AudioProcessor
 from backend.app.services.processors.docx_processor import DocxProcessor
+from backend.app.services.processors.image_processor import ImageProcessor
 from backend.app.services.processors.pdf_processor import PdfProcessor
 from backend.app.services.processors.text_processor import TextProcessor
 from backend.app.services.processors.video_processor import VideoProcessor
@@ -19,7 +20,8 @@ class IngestionService:
         source = self.manager.get_source(source_id)
         context = self.manager.get_week_context(source["week_id"])
         path = Path(source["stored_path"])
-        processor = self._processor_for(source["source_type"], use_ocr, page_ranges)
+        source_type = self._resolve_source_type(source, path)
+        processor = self._processor_for(source_type, use_ocr, page_ranges)
         processed = processor.process(path)
         markdown = build_markdown(
             title=processed.title,
@@ -29,14 +31,21 @@ class IngestionService:
                 "subject_slug": context["subject_slug"],
                 "week": context["week_number"],
                 "source_file": source["original_name"],
-                "source_type": source["source_type"],
+                "source_type": source_type,
                 "processor": processed.processor,
-                "page_ranges": page_ranges if source["source_type"] == "pdf" and page_ranges else None,
+                "page_ranges": page_ranges if source_type == "pdf" and page_ranges else None,
                 "language": "es",
             },
         )
         return self.manager.create_document(source_id, processed.title, markdown, processor=processed.processor, page_ranges=page_ranges)
 
+    def _resolve_source_type(self, source: dict, path: Path) -> str:
+        if source["source_type"] != "unknown":
+            return source["source_type"]
+        # Archivos subidos antes de soportar su formato quedaron como
+        # ``unknown``; al reprocesarlos se recalcula el tipo por extension.
+        return self.manager.refresh_source_type(source["id"])
+
     def _processor_for(self, source_type: str, use_ocr: bool, page_ranges: str | None):
         if source_type == "text":
             return TextProcessor()
@@ -44,6 +53,8 @@ class IngestionService:
             return DocxProcessor()
         if source_type == "pdf":
             return PdfProcessor(use_ocr=use_ocr, page_ranges=page_ranges)
+        if source_type == "image":
+            return ImageProcessor()
         if source_type == "audio":
             return AudioProcessor()
         if source_type == "video":

backend/app/services/processors/image_processor.py

@@ -0,0 +1,19 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from backend.app.services.markdown_builder import title_from_path
+from backend.app.services.processors.base import ProcessedContent
+from backend.app.services.providers.mistral_client import MistralClient
+
+
+class ImageProcessor:
+    """Procesa imagenes sueltas (png, jpg, webp, gif, bmp, tiff) con Mistral OCR.
+
+    No hay extraccion de texto alternativa para imagenes: siempre pasan por
+    OCR, independiente de la opcion ``use_ocr``.
+    """
+
+    def process(self, path: Path) -> ProcessedContent:
+        markdown = MistralClient().ocr_image(path)
+        return ProcessedContent(title=title_from_path(path), body=markdown, processor="mistral-ocr-image")

backend/app/services/providers/mistral_client.py

@@ -36,6 +36,17 @@ class MistralClient:
     files_url = f"{base_url}/files"
     batch_url = f"{base_url}/batch/jobs"
 
+    _IMAGE_MIME_BY_EXT = {
+        ".png": "image/png",
+        ".jpg": "image/jpeg",
+        ".jpeg": "image/jpeg",
+        ".webp": "image/webp",
+        ".gif": "image/gif",
+        ".bmp": "image/bmp",
+        ".tif": "image/tiff",
+        ".tiff": "image/tiff",
+    }
+
     def __init__(self) -> None:
         self._api_key = settings.mistral_api_key
         self._model = settings.mistral_ocr_model
@@ -285,4 +296,5 @@ class MistralClient:
 
     def _image_data_url(self, image_path: Path) -> str:
         encoded = base64.b64encode(image_path.read_bytes()).decode("ascii")
-        return f"data:image/jpeg;base64,{encoded}"
+        mime = self._IMAGE_MIME_BY_EXT.get(image_path.suffix.lower(), "image/jpeg")
+        return f"data:{mime};base64,{encoded}"

docker-compose.yml

@@ -11,7 +11,7 @@ services:
       APP_DATA_DIR: /app/data
       DATABASE_PATH: /app/data/app.db
       MISTRAL_API_KEY: ${MISTRAL_API_KEY:-}
-      MISTRAL_OCR_MODEL: ${MISTRAL_OCR_MODEL:-mistral-ocr-4-0}
+      MISTRAL_OCR_MODEL: ${MISTRAL_OCR_MODEL:-mistral-ocr-latest}
       MISTRAL_OCR_BATCH_THRESHOLD: ${MISTRAL_OCR_BATCH_THRESHOLD:-3}
       MISTRAL_OCR_BATCH_POLL_SECONDS: ${MISTRAL_OCR_BATCH_POLL_SECONDS:-10}
       MISTRAL_OCR_BATCH_TIMEOUT_SECONDS: ${MISTRAL_OCR_BATCH_TIMEOUT_SECONDS:-1800}

frontend/app/settings/page.tsx

@@ -26,6 +26,7 @@ export default function SettingsPage() {
             <Row label="API" value={apiOk ? "Activa" : "No disponible"} ok={apiOk} />
             <Row label="Deepgram" value={settings?.deepgram_configured ? "Configurado" : "Falta DEEPGRAM_API_KEY"} ok={!!settings?.deepgram_configured} />
             <Row label="Mistral" value={settings?.mistral_configured ? "Configurado" : "Falta MISTRAL_API_KEY"} ok={!!settings?.mistral_configured} />
+            {settings?.mistral_ocr_model && <Row label="Modelo OCR" value={settings.mistral_ocr_model} ok={true} />}
           </div>
           {error && <p className="mt-4 text-sm text-red-300">{error}</p>}
         </Card>

frontend/app/subjects/[subjectId]/weeks/[weekNumber]/page.tsx

@@ -51,7 +51,7 @@ export default function WeekPage({ params }: { params: { subjectId: string; week
     setUploading(true); setError("");
     try {
       const ranges = pageMode === "ranges" ? pageRanges : undefined;
-      for (const file of files) await api.upload(subjectId, weekNumber, file, pdfMethod === "mistral_ocr", ranges);
+      for (const file of files) await api.upload(subjectId, weekNumber, file, isImageFile(file) || pdfMethod === "mistral_ocr", ranges);
       await load();
     } catch (err) {
       setError(err instanceof Error ? err.message : "No se pudo subir archivo");
@@ -65,6 +65,10 @@ export default function WeekPage({ params }: { params: { subjectId: string; week
     return file.type === "application/pdf" || file.name.toLowerCase().endsWith(".pdf");
   }
 
+  function isImageFile(file: File) {
+    return file.type.startsWith("image/") || /\.(png|jpe?g|webp|gif|bmp|tiff?)$/i.test(file.name);
+  }
+
   async function prepareFiles(files: File[]) {
     if (!files.length) return;
     setError("");
@@ -136,8 +140,10 @@ export default function WeekPage({ params }: { params: { subjectId: string; week
   async function reprocessSource(source: Source) {
     setReprocessingId(source.id); setError("");
     try {
-      const ranges = source.source_type === "pdf" && pageMode === "ranges" ? pageRanges : undefined;
-      await api.reprocessSource(source.id, source.source_type === "pdf" && pdfMethod === "mistral_ocr", ranges);
+      const isPdf = source.source_type === "pdf";
+      const ranges = isPdf && pageMode === "ranges" ? pageRanges : undefined;
+      const useOcr = isPdf ? pdfMethod === "mistral_ocr" : source.source_type === "image";
+      await api.reprocessSource(source.id, useOcr, ranges);
       await load();
     } catch (err) {
       setError(err instanceof Error ? err.message : "No se pudo reprocesar la fuente");
@@ -187,11 +193,11 @@ export default function WeekPage({ params }: { params: { subjectId: string; week
             <div className="flex flex-wrap items-center justify-between gap-4">
               <div>
                 <h2 className="text-xl font-semibold">Subir archivos</h2>
-                <p className="mt-1 text-sm text-slate-400">PDF, DOCX, TXT, Markdown, audio y video.</p>
+                <p className="mt-1 text-sm text-slate-400">PDF, DOCX, TXT, Markdown, imagenes, audio y video.</p>
               </div>
               <label className="cursor-pointer rounded-xl bg-blue-600 px-4 py-2 font-medium hover:bg-blue-500">
                 {uploading ? "Subiendo..." : "Seleccionar archivos"}
-                <input className="hidden" type="file" multiple onChange={uploadFiles} disabled={uploading} />
+                <input className="hidden" type="file" multiple onChange={uploadFiles} disabled={uploading} accept=".pdf,.docx,.txt,.md,.png,.jpg,.jpeg,.webp,.gif,.bmp,.tif,.tiff,.mp3,.wav,.m4a,.ogg,.flac,.webm,.mp4,.mov,.mkv,.avi" />
               </label>
             </div>
             <div
@@ -204,7 +210,7 @@ export default function WeekPage({ params }: { params: { subjectId: string; week
               <div className="mx-auto grid h-14 w-14 place-items-center rounded-2xl bg-blue-500/15 text-2xl">↑</div>
               <p className="mt-4 font-medium">Arrastra archivos aqui</p>
               <p className="mt-2 text-sm text-slate-400">Puedes soltar varios archivos a la vez. Se procesaran en esta semana.</p>
-              <p className="mt-3 text-xs text-slate-500">Soporta PDF, DOCX, TXT, Markdown, audio y video.</p>
+              <p className="mt-3 text-xs text-slate-500">Soporta PDF, DOCX, TXT, Markdown, imagenes (OCR automatico), audio y video.</p>
               {uploading && <p className="mt-4 text-sm text-blue-300">Subiendo archivos...</p>}
             </div>
             {pendingFiles.length > 0 && (

frontend/lib/api.ts

@@ -35,7 +35,7 @@ export type DocumentItem = {
   source_page_ranges?: string | null;
   created_at: string;
 };
-export type SettingsStatus = { mistral_configured: boolean; deepgram_configured: boolean; data_dir: string; database_path: string };
+export type SettingsStatus = { mistral_configured: boolean; mistral_ocr_model?: string; deepgram_configured: boolean; data_dir: string; database_path: string };
 
 async function parseResponse<T>(response: Response): Promise<T> {
   if (!response.ok) {