"""REST API routes for Knowledge Base management."""
import difflib
import uuid

from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException, Request, UploadFile, File
from sqlalchemy.ext.asyncio import AsyncSession

from app.api.knowledge_base_schemas import (
    KnowledgeBaseListItem,
    KnowledgeBaseDetail,
    SourceDocumentResponse,
    ProcessingJobResponse,
    SpecVersionListItem,
    SpecVersionDetail,
    DiffResponse,
    DiffLine,
)
from app.dependencies.auth import get_current_user
from app.models.database import get_db
from app.repositories.knowledge_base_repository import KnowledgeBaseRepository
from app.services.storage_service import storage_service

kb_router = APIRouter(prefix="/knowledge-base", tags=["knowledge-base"])

# Allowed MIME types for source document upload
ALLOWED_MIME_TYPES = {
    "application/pdf",
    "application/vnd.openxmlformats-officedocument.wordprocessingml.document",  # docx
    "application/vnd.openxmlformats-officedocument.presentationml.presentation",  # pptx
    "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",  # xlsx
    "text/html",
    "text/plain",
    "text/markdown",
    "image/png",
    "image/jpeg",
    "image/webp",
}


async def _get_user_info(session: AsyncSession, user_claims: dict) -> tuple:
    """Extract user ID and name from claims."""
    from app.repositories.user_repository import UserRepository
    user_repo = UserRepository(session)
    azure_oid = user_claims.get("oid") or user_claims.get("sub")
    user_id = None
    user_name = user_claims.get("name", "Unknown")
    if azure_oid:
        user = await user_repo.get_or_create_from_azure(
            azure_ad_oid=azure_oid,
            email=user_claims.get("email", user_claims.get("preferred_username", "")),
            name=user_name,
        )
        user_id = user.id
    return user_id, user_name


@kb_router.get("", response_model=list[KnowledgeBaseListItem])
async def list_knowledge_bases(
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """List all knowledge bases with summary info."""
    repo = KnowledgeBaseRepository(db)
    kbs = await repo.list_knowledge_bases()

    results = []
    for kb in kbs:
        active_spec = next((sv for sv in kb.spec_versions if sv.is_active), None)
        latest_job = kb.processing_jobs[0] if kb.processing_jobs else None

        results.append(KnowledgeBaseListItem(
            id=kb.id,
            agent_key=kb.agent_key,
            display_name=kb.display_name,
            description=kb.description,
            source_document_count=len(kb.source_documents),
            active_spec_version=active_spec.version_number if active_spec else None,
            active_spec_char_count=active_spec.char_count if active_spec else None,
            latest_job_status=latest_job.status if latest_job else None,
            latest_job_completed_at=latest_job.completed_at if latest_job else None,
            created_at=kb.created_at,
        ))

    return results


@kb_router.get("/{kb_id}", response_model=KnowledgeBaseDetail)
async def get_knowledge_base(
    kb_id: uuid.UUID,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Get full detail for a knowledge base."""
    repo = KnowledgeBaseRepository(db)
    kb = await repo.get_knowledge_base(kb_id)
    if not kb:
        raise HTTPException(status_code=404, detail="Knowledge base not found")

    active_spec = next((sv for sv in kb.spec_versions if sv.is_active), None)
    latest_job = kb.processing_jobs[0] if kb.processing_jobs else None

    return KnowledgeBaseDetail(
        id=kb.id,
        agent_key=kb.agent_key,
        display_name=kb.display_name,
        description=kb.description,
        source_documents=[
            SourceDocumentResponse(
                id=doc.id,
                knowledge_base_id=doc.knowledge_base_id,
                filename=doc.filename,
                file_storage_key=doc.file_storage_key,
                file_size_bytes=doc.file_size_bytes,
                mime_type=doc.mime_type,
                uploaded_by_name=doc.uploaded_by_name,
                parse_status=doc.parse_status,
                parse_error=doc.parse_error,
                created_at=doc.created_at,
            )
            for doc in sorted(kb.source_documents, key=lambda d: d.created_at, reverse=True)
        ],
        active_spec_version=active_spec.version_number if active_spec else None,
        active_spec_char_count=active_spec.char_count if active_spec else None,
        latest_job=ProcessingJobResponse(
            id=latest_job.id,
            knowledge_base_id=latest_job.knowledge_base_id,
            status=latest_job.status,
            triggered_by_name=latest_job.triggered_by_name,
            total_documents=latest_job.total_documents,
            parsed_documents=latest_job.parsed_documents,
            spec_version_id=latest_job.spec_version_id,
            error_message=latest_job.error_message,
            started_at=latest_job.started_at,
            completed_at=latest_job.completed_at,
            created_at=latest_job.created_at,
        ) if latest_job else None,
        created_at=kb.created_at,
    )


@kb_router.post("/{kb_id}/documents", response_model=SourceDocumentResponse, status_code=201)
async def upload_source_document(
    kb_id: uuid.UUID,
    file: UploadFile = File(...),
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Upload a source document to a knowledge base."""
    repo = KnowledgeBaseRepository(db)
    kb = await repo.get_knowledge_base(kb_id)
    if not kb:
        raise HTTPException(status_code=404, detail="Knowledge base not found")

    # Validate file type
    if file.content_type and file.content_type not in ALLOWED_MIME_TYPES:
        raise HTTPException(
            status_code=400,
            detail=f"File type '{file.content_type}' is not supported. Supported types: PDF, DOCX, PPTX, XLSX, HTML, TXT, MD, PNG, JPG, WebP."
        )

    user_id, user_name = await _get_user_info(db, user)

    # Read file data
    file_data = await file.read()

    # Create DB record first to get the ID
    doc = await repo.add_source_document(
        knowledge_base_id=kb_id,
        filename=file.filename or "unknown",
        file_storage_key="pending",  # Will update after storing
        file_size_bytes=len(file_data),
        mime_type=file.content_type or "application/octet-stream",
        uploaded_by_id=user_id,
        uploaded_by_name=user_name,
    )

    # Store file using the DB-generated doc ID
    storage_key = await storage_service.store_kb_document(
        file_data=file_data,
        kb_id=kb_id,
        doc_id=doc.id,
        filename=file.filename or "unknown",
        mime_type=file.content_type or "application/octet-stream",
    )

    # Update the storage key
    doc.file_storage_key = storage_key

    return SourceDocumentResponse(
        id=doc.id,
        knowledge_base_id=doc.knowledge_base_id,
        filename=doc.filename,
        file_storage_key=doc.file_storage_key,
        file_size_bytes=doc.file_size_bytes,
        mime_type=doc.mime_type,
        uploaded_by_name=doc.uploaded_by_name,
        parse_status=doc.parse_status,
        parse_error=doc.parse_error,
        created_at=doc.created_at,
    )


@kb_router.delete("/{kb_id}/documents/{doc_id}", status_code=204)
async def delete_source_document(
    kb_id: uuid.UUID,
    doc_id: uuid.UUID,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Remove a source document from a knowledge base."""
    repo = KnowledgeBaseRepository(db)
    doc = await repo.remove_source_document(doc_id)
    if not doc:
        raise HTTPException(status_code=404, detail="Source document not found")

    # Delete file from storage
    await storage_service.delete_file(doc.file_storage_key)


@kb_router.post("/{kb_id}/process", response_model=ProcessingJobResponse, status_code=201)
async def trigger_processing(
    kb_id: uuid.UUID,
    request: Request,
    background_tasks: BackgroundTasks,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Trigger the document processing pipeline for a knowledge base."""
    kb_service = getattr(request.app.state, "knowledge_base_service", None)

    if kb_service is None:
        raise HTTPException(
            status_code=503,
            detail="Knowledge Base processing is not available. LLAMA_CLOUD_API_KEY is not configured."
        )

    repo = KnowledgeBaseRepository(db)
    kb = await repo.get_knowledge_base(kb_id)
    if not kb:
        raise HTTPException(status_code=404, detail="Knowledge base not found")

    # Auto-fail stale pending jobs (older than 5 minutes) before checking
    await repo.fail_stale_jobs(kb_id)

    # Check for active jobs
    has_active = await repo.has_active_job(kb_id)
    if has_active:
        raise HTTPException(status_code=409, detail="A processing job is already running for this knowledge base.")

    # Check that there are source documents
    docs = await repo.get_source_documents(kb_id)
    if not docs:
        raise HTTPException(status_code=400, detail="No source documents to process.")

    user_id, user_name = await _get_user_info(db, user)

    # Create the job and commit immediately so the background task can see it
    job = await repo.create_processing_job(
        knowledge_base_id=kb_id,
        total_documents=len(docs),
        triggered_by_id=user_id,
        triggered_by_name=user_name,
    )
    await db.commit()

    # Start background processing
    background_tasks.add_task(
        kb_service.process_documents,
        kb_id=kb_id,
        job_id=job.id,
        agent_key=kb.agent_key,
        user_id=user_id,
        user_name=user_name,
    )

    return ProcessingJobResponse(
        id=job.id,
        knowledge_base_id=job.knowledge_base_id,
        status=job.status,
        triggered_by_name=job.triggered_by_name,
        total_documents=job.total_documents,
        parsed_documents=job.parsed_documents,
        spec_version_id=job.spec_version_id,
        error_message=job.error_message,
        started_at=job.started_at,
        completed_at=job.completed_at,
        created_at=job.created_at,
    )


@kb_router.get("/{kb_id}/jobs/{job_id}", response_model=ProcessingJobResponse)
async def get_processing_job(
    kb_id: uuid.UUID,
    job_id: uuid.UUID,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Get the status of a processing job."""
    repo = KnowledgeBaseRepository(db)
    job = await repo.get_processing_job(job_id)
    if not job or job.knowledge_base_id != kb_id:
        raise HTTPException(status_code=404, detail="Processing job not found")

    return ProcessingJobResponse(
        id=job.id,
        knowledge_base_id=job.knowledge_base_id,
        status=job.status,
        triggered_by_name=job.triggered_by_name,
        total_documents=job.total_documents,
        parsed_documents=job.parsed_documents,
        spec_version_id=job.spec_version_id,
        error_message=job.error_message,
        started_at=job.started_at,
        completed_at=job.completed_at,
        created_at=job.created_at,
    )


@kb_router.get("/{kb_id}/versions", response_model=list[SpecVersionListItem])
async def list_spec_versions(
    kb_id: uuid.UUID,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """List all spec versions for a knowledge base."""
    repo = KnowledgeBaseRepository(db)
    versions = await repo.list_spec_versions(kb_id)

    return [
        SpecVersionListItem(
            id=v.id,
            knowledge_base_id=v.knowledge_base_id,
            version_number=v.version_number,
            generated_by_name=v.generated_by_name,
            source_document_ids=v.source_document_ids,
            is_active=v.is_active,
            char_count=v.char_count,
            created_at=v.created_at,
        )
        for v in versions
    ]


@kb_router.get("/{kb_id}/versions/{version_id}", response_model=SpecVersionDetail)
async def get_spec_version(
    kb_id: uuid.UUID,
    version_id: uuid.UUID,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Get full spec content for a version."""
    repo = KnowledgeBaseRepository(db)
    version = await repo.get_spec_version(version_id)
    if not version or version.knowledge_base_id != kb_id:
        raise HTTPException(status_code=404, detail="Spec version not found")

    return SpecVersionDetail(
        id=version.id,
        knowledge_base_id=version.knowledge_base_id,
        version_number=version.version_number,
        content=version.content,
        generated_by_name=version.generated_by_name,
        source_document_ids=version.source_document_ids,
        is_active=version.is_active,
        char_count=version.char_count,
        created_at=version.created_at,
    )


@kb_router.get("/{kb_id}/versions/{v_a}/diff/{v_b}", response_model=DiffResponse)
async def get_spec_diff(
    kb_id: uuid.UUID,
    v_a: uuid.UUID,
    v_b: uuid.UUID,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Compute diff between two spec versions."""
    repo = KnowledgeBaseRepository(db)
    version_a = await repo.get_spec_version(v_a)
    version_b = await repo.get_spec_version(v_b)

    if not version_a or version_a.knowledge_base_id != kb_id:
        raise HTTPException(status_code=404, detail="Version A not found")
    if not version_b or version_b.knowledge_base_id != kb_id:
        raise HTTPException(status_code=404, detail="Version B not found")

    lines_a = version_a.content.splitlines(keepends=True)
    lines_b = version_b.content.splitlines(keepends=True)

    diff = list(difflib.unified_diff(
        lines_a, lines_b,
        fromfile=f"v{version_a.version_number}",
        tofile=f"v{version_b.version_number}",
        lineterm="",
    ))

    additions = 0
    deletions = 0
    diff_lines = []
    old_line = 0
    new_line = 0

    for line in diff:
        if line.startswith("@@"):
            # Parse hunk header for line numbers
            import re
            match = re.match(r"@@ -(\d+)", line)
            if match:
                old_line = int(match.group(1)) - 1
                new_match = re.search(r"\+(\d+)", line)
                new_line = int(new_match.group(1)) - 1 if new_match else 0
            diff_lines.append(DiffLine(type="context", content=line.rstrip("\n")))
        elif line.startswith("---") or line.startswith("+++"):
            diff_lines.append(DiffLine(type="context", content=line.rstrip("\n")))
        elif line.startswith("+"):
            additions += 1
            new_line += 1
            diff_lines.append(DiffLine(
                type="add", content=line[1:].rstrip("\n"),
                line_number_new=new_line,
            ))
        elif line.startswith("-"):
            deletions += 1
            old_line += 1
            diff_lines.append(DiffLine(
                type="remove", content=line[1:].rstrip("\n"),
                line_number_old=old_line,
            ))
        else:
            old_line += 1
            new_line += 1
            diff_lines.append(DiffLine(
                type="context", content=line.rstrip("\n"),
                line_number_old=old_line,
                line_number_new=new_line,
            ))

    return DiffResponse(
        version_a=version_a.version_number,
        version_b=version_b.version_number,
        additions=additions,
        deletions=deletions,
        lines=diff_lines,
    )


@kb_router.post("/{kb_id}/versions/{version_id}/activate", response_model=SpecVersionDetail)
async def activate_spec_version(
    kb_id: uuid.UUID,
    version_id: uuid.UUID,
    request: Request,
    db: AsyncSession = Depends(get_db),
    user: dict = Depends(get_current_user),
):
    """Activate (revert to) a specific spec version."""
    repo = KnowledgeBaseRepository(db)
    version = await repo.activate_spec_version(version_id)
    if not version or version.knowledge_base_id != kb_id:
        raise HTTPException(status_code=404, detail="Spec version not found")

    # Invalidate reference docs cache
    kb = await repo.get_knowledge_base(kb_id)
    if kb:
        analysis_service = getattr(request.app.state, "analysis_service", None)
        if analysis_service:
            analysis_service.reference_docs.invalidate_cache(kb.agent_key)

    return SpecVersionDetail(
        id=version.id,
        knowledge_base_id=version.knowledge_base_id,
        version_number=version.version_number,
        content=version.content,
        generated_by_name=version.generated_by_name,
        source_document_ids=version.source_document_ids,
        is_active=version.is_active,
        char_count=version.char_count,
        created_at=version.created_at,
    )