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Update minimal smoldocling example
Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
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@ -256,7 +256,8 @@ granite_picture_description = PictureDescriptionVlmOptions(
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class SmolDoclingOptions(BaseModel):
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class SmolDoclingOptions(BaseModel):
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artifacts_path: str = ""
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artifacts_path: str = ""
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question: str = "Perform Layout Analysis."
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question: str = "Convert this page to docling." # "Perform Layout Analysis."
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load_in_8bit: bool = True
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load_in_8bit: bool = True
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llm_int8_threshold: float = 6.0
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llm_int8_threshold: float = 6.0
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quantized: bool = False
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quantized: bool = False
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@ -113,24 +113,6 @@ class VlmPipeline(PaginatedPipeline):
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# Other models working on `NodeItem` elements in the DoclingDocument
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# Other models working on `NodeItem` elements in the DoclingDocument
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]
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]
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@staticmethod
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def download_models_hf(
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local_dir: Optional[Path] = None, force: bool = False
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) -> Path:
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from huggingface_hub import snapshot_download
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from huggingface_hub.utils import disable_progress_bars
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disable_progress_bars()
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# TODO: download the correct model (private repo)
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download_path = snapshot_download(
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repo_id="ds4sd/xxx",
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force_download=force,
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local_dir=local_dir,
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)
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return Path(download_path)
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def initialize_page(self, conv_res: ConversionResult, page: Page) -> Page:
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def initialize_page(self, conv_res: ConversionResult, page: Page) -> Page:
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with TimeRecorder(conv_res, "page_init"):
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with TimeRecorder(conv_res, "page_init"):
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page._backend = conv_res.input._backend.load_page(page.page_no) # type: ignore
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page._backend = conv_res.input._backend.load_page(page.page_no) # type: ignore
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@ -1,14 +1,11 @@
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import json
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import json
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import os
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import time
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import time
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from pathlib import Path
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from pathlib import Path
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from urllib.parse import urlparse
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import yaml
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import yaml
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from docling.backend.docling_parse_backend import DoclingParseDocumentBackend
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from docling.datamodel.base_models import InputFormat
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from docling.datamodel.base_models import InputFormat
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from docling.datamodel.pipeline_options import PdfPipelineOptions, SmolDoclingOptions
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from docling.datamodel.pipeline_options import SmolDoclingOptions, VlmPipelineOptions
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from docling.document_converter import DocumentConverter, PdfFormatOption
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from docling.document_converter import DocumentConverter, PdfFormatOption
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from docling.pipeline.vlm_pipeline import VlmPipeline
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from docling.pipeline.vlm_pipeline import VlmPipeline
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@ -18,18 +15,17 @@ sources = [
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# "tests/data/2305.03393v1-pg9.pdf",
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# "tests/data/2305.03393v1-pg9.pdf",
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]
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]
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pipeline_options = PdfPipelineOptions()
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pipeline_options = VlmPipelineOptions() # artifacts_path="~/local_model_artifacts/")
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pipeline_options.generate_page_images = True
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pipeline_options.generate_page_images = True
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# If force_backend_text = True, text from backend will be used instead of generated text
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# If force_backend_text = True, text from backend will be used instead of generated text
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pipeline_options.force_backend_text = False
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pipeline_options.force_backend_text = False
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# pipeline_options.artifacts_path = "model_artifacts/SmolDocling_250M_0.9"
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vlm_options = SmolDoclingOptions(
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vlm_options = SmolDoclingOptions(
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artifacts_path="model_artifacts/SmolDocling_250M_0.9",
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# question="Convert this page to docling.",
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question="Convert this page to docling.",
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# load_in_8bit=True,
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load_in_8bit=True,
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# llm_int8_threshold=6.0,
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llm_int8_threshold=6.0,
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# quantized=False,
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quantized=False,
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)
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)
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pipeline_options.vlm_options = vlm_options
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pipeline_options.vlm_options = vlm_options
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