latest changes of media

README.md

@@ -5,6 +5,7 @@ colorFrom: purple
 colorTo: green
 sdk: docker
 pinned: false
-models: []
+models:
+  - Riksarkivet/HTR_pipeline_models
 datasets: []
 ---

app.py

@@ -1,7 +1,7 @@
 import gradio as gr
 
 from helper.gradio_config import css, js, theme
-from helper.text import TextAbout, TextApp, TextHowTo, TextRiksarkivet, TextRoadmap
+from helper.text import TextAbout, TextApp, TextHowTo, TextRoadmap
 from tabs.htr_tool import htr_tool_tab
 from tabs.stepwise_htr_tool import stepwise_htr_tool_tab
 
@@ -14,6 +14,7 @@ with gr.Blocks(title="HTR Riksarkivet", theme=theme, css=css) as demo:
 
         with gr.Tab("Stepwise HTR Tool"):
             stepwise_htr_tool_tab.render()
+
         with gr.Tab("How to use"):
             with gr.Tabs():
                 with gr.Tab("HTR Tool"):
@@ -23,7 +24,7 @@ with gr.Blocks(title="HTR Riksarkivet", theme=theme, css=css) as demo:
                         with gr.Column():
                             gr.Markdown(TextHowTo.both_htr_tool_video)
                             gr.Video(
-                                value="https://github.com/Borg93/htr_gradio_file_placeholder/raw/main/eating_spaghetti.mp4",
+                                value="https://github.com/Borg93/htr_gradio_file_placeholder/raw/main/htr_tool_media_cut.mp4",
                                 label="How to use HTR Tool",
                             )
                             gr.Markdown(TextHowTo.reach_out)
@@ -32,18 +33,7 @@ with gr.Blocks(title="HTR Riksarkivet", theme=theme, css=css) as demo:
                     with gr.Row().style(equal_height=False):
                         with gr.Column():
                             gr.Markdown(TextHowTo.stepwise_htr_tool)
-                            with gr.Row():
-                                with gr.Accordion("The tabs for the Stepwise HTR Tool:", open=False):
-                                    with gr.Tabs():
-                                        with gr.Tab("1. Region Segmentation"):
-                                            gr.Markdown(TextHowTo.stepwise_htr_tool_tab1)
-                                        with gr.Tab("2. Line Segmentation"):
-                                            gr.Markdown(TextHowTo.stepwise_htr_tool_tab2)
-                                        with gr.Tab("3. Transcribe Text"):
-                                            gr.Markdown(TextHowTo.stepwise_htr_tool_tab3)
-                                        with gr.Tab("4. Explore Results"):
-                                            gr.Markdown(TextHowTo.stepwise_htr_tool_tab4)
-                            gr.Markdown(TextHowTo.stepwise_htr_tool_end)
+
                         with gr.Column():
                             gr.Markdown(TextHowTo.both_htr_tool_video)
                             gr.Video(
@@ -52,6 +42,82 @@ with gr.Blocks(title="HTR Riksarkivet", theme=theme, css=css) as demo:
                             )
                             gr.Markdown(TextHowTo.reach_out)
 
+                    with gr.Row():
+                        gr.Markdown(TextHowTo.stepwise_htr_tool_tab_intro)
+                    with gr.Row():
+                        with gr.Accordion("The tabs for the Stepwise HTR Tool:", open=True):
+                            with gr.Tabs():
+                                with gr.Tab("1. Region Segmentation"):
+                                    gr.Markdown(TextHowTo.stepwise_htr_tool_tab1)
+                                with gr.Tab("2. Line Segmentation"):
+                                    gr.Markdown(TextHowTo.stepwise_htr_tool_tab2)
+                                with gr.Tab("3. Transcribe Text"):
+                                    gr.Markdown(TextHowTo.stepwise_htr_tool_tab3)
+                                with gr.Tab("4. Explore Results"):
+                                    gr.Markdown(TextHowTo.stepwise_htr_tool_tab4)
+                    gr.Markdown(TextHowTo.stepwise_htr_tool_end)
+
+                with gr.Tab("API"):
+                    with gr.Row():
+                        with gr.Column():
+                            gr.Markdown(
+                                """
+                                ## Usage of Client API
+
+                                For those interested in testing out the demo, it's available to run as a Gradio Python client. 
+                                To facilitate this, there's a lightweight package called gradio_client that you can easily install via pip.
+                                        """
+                            )
+
+                            gr.Code(
+                                value="""
+from gradio_client import Client # pip install gradio_client
+
+# Change url to your client (localhost: http://127.0.0.1:7860/)
+client = Client("https://huggingface.co/spaces/Riksarkivet/htr_demo") 
+job = client.submit(
+    "https://your.image.url.or.pah.jpg", 
+    api_name="/predict",
+)
+
+print(job.result())
+
+                        """,
+                                language="python",
+                                interactive=False,
+                                show_label=False,
+                            )
+                            gr.Markdown(
+                                """                    
+                    Below you can see the results, in XML, from the API call:
+                    """
+                            )
+                            gr.Markdown(TextHowTo.figure_htr_api)
+
+                        with gr.Column():
+                            gr.Markdown(
+                                """
+        ## Duplicating a Space for private use
+        It's worth noting that while using any public Space as an API is possible, there's a catch. Hugging Face might rate limit you if you send an excessive number of requests in a short period. 
+        However, there's a workaround for those who need to make frequent API calls. By duplicating a public Space, you can create your own private Space. 
+        This private version allows you to make unlimited requests without any restrictions. So, if you're planning on heavy usage duplicate space:
+
+        <br>
+        <p align="center">
+            <a href="https://huggingface.co/spaces/Riksarkivet/htr_demo?duplicate=true">
+                <img src="https://huggingface.co/datasets/huggingface/badges/raw/main/duplicate-this-space-xl-dark.svg" alt="Badge 1">
+            </a>
+        </p>
+        <br>
+
+        """
+                            )
+                            gr.Markdown(TextHowTo.figure_htr_hardware)
+
+                            gr.Markdown(
+                                "Note that if you have GPU hardware available, you can also run this application on Docker or clone it locally."
+                            )
+
         with gr.Tab("About"):
             with gr.Tabs():
                 with gr.Tab("Project"):
@@ -90,14 +156,14 @@ with gr.Blocks(title="HTR Riksarkivet", theme=theme, css=css) as demo:
                         with gr.Column():
                             gr.Markdown(TextRoadmap.notebook)
 
-                with gr.Tab("Riksarkivet"):
-                    with gr.Row():
-                        gr.Markdown(TextRiksarkivet.riksarkivet)
-
-    # callback.setup([fast_track_input_region_image], "flagged_data_points")
-    # flagging_button.click(lambda *args: callback.flag(args), [fast_track_input_region_image], None, preprocess=False)
-    # flagging_button.click(lambda: (gr.update(value="Flagged")), outputs=flagging_button)
-    # fast_track_input_region_image.change(lambda: (gr.update(value="Flag")), outputs=flagging_button)
+                            gr.Markdown(
+                                """
+                                <p align="center">
+                                    <a href="https://huggingface.co/spaces/Riksarkivet/htr_demo/discussions">
+                                        <img src="https://huggingface.co/datasets/huggingface/badges/raw/main/open-a-discussion-xl-dark.svg" alt="Badge 1">
+                                    </a>
+                                </p>"""
+                            )
 
     demo.load(None, None, None, _js=js)
 

helper/text/text_howto.py

@@ -13,7 +13,18 @@ class TextHowTo:
     </figure> 
     The HTR Tool will transform an image of handwritten text into structured, transcribed text within approximately 1-2 minutes (depending on your hardware). 
     Note that the generated page XML file is strucutred in such manner that it allows for an easy integration with other software, such as Transkribus.
+    
+    <br><br>
+
+    You can use our own developed Image viewer for the xml output: 
+    <p align="center">
+        <a href="https://huggingface.co/spaces/Riksarkivet/Viewer_demo">
+            <img src="https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-xl-dark.svg" alt="Badge 1">
+        </a>
+    </p>
     <br>
+
+                    
 """
     reach_out = """  Feel free to reach out if you have any questions or need further assistance!
 
@@ -23,13 +34,15 @@ class TextHowTo:
 ## Stepwise HTR Tool
 
 The Stepwise HTR Tool is a powerful tool for performing Handwritten Text Recognition (HTR) tasks. The Stepwise version provides you with fine-grained control over each step of the HTR process, allowing for greater customization and troubleshooting capabilities.
-With the Stepwise HTR Tool, you can break down the HTR process into distinct steps: region segmentation, line segmentation, text transcription, and result exploration.
-This tool offers a range of configuration options to tailor the HTR process to your specific needs. You can adjust settings such as P-threshold and C-threshold to fine-tune the region and line segmentation, and choose from a selection of underlying machine learning models to drive each step of the process.
-The Stepwise HTR Tool also provides a dedicated Explore Results tab, allowing you to thoroughly analyze and interact with the transcriptions. You can sort and identify both bad and good predictions, helping you gain insights and make improvements to the HTR accuracy.
-Each step is interconnected, and the output of one step serves as the input for the next step, ensuring a seamless and efficient workflow.
 <br><br>
+With the Stepwise HTR Tool, you can break down the HTR process into distinct steps: region segmentation, line segmentation, text transcription, and result exploration. This tool offers a range of configuration options to tailor the HTR process to your specific needs. You can adjust settings such as P-threshold and C-threshold to fine-tune the region and line segmentation, and choose from a selection of underlying machine learning models to drive each step of the process.
+<br><br>
+The Stepwise HTR Tool also provides a dedicated Explore Results tab, allowing you to thoroughly analyze and interact with the transcriptions. You can sort and identify both bad and good predictions, helping you gain insights and make improvements to the HTR accuracy. Each step is interconnected, and the output of one step serves as the input for the next step, ensuring a seamless and efficient workflow.
+
+"""
+    stepwise_htr_tool_tab_intro = """
+    Follow the instructions below provided in each tab to perform the respective step of the HTR process and ensure you work through the tabs sequentially:
 
-Follow the instructions below provided in each tab to perform the respective step of the HTR process and ensure you work through the tabs sequentially:
 """
 
     stepwise_htr_tool_tab1 = """
@@ -84,14 +97,29 @@ To explore the HTR results, follow these steps:
 """
 
     stepwise_htr_tool_end = """
-    As mentioned, please note that each tab in this workflow is dependent on the previous steps, where you progressively work through the process in a step-by-step manner.
-    <br>
-    """
+As mentioned, please note that each tab in this workflow is dependent on the previous steps, where you progressively work through the process in a step-by-step manner.
+<br>
+"""
 
     both_htr_tool_video = """
-        ## &nbsp;
-        Alternatively, you can watch the instructional video below, which provides a step-by-step walkthrough of the HTR Tool and some additional features.
-    """
+## &nbsp;
+Alternatively, you can watch the instructional video below, which provides a step-by-step walkthrough of the HTR Tool and some additional features.
+"""
+
+    figure_htr_api = """
+<figure>
+<img src="https://raw.githubusercontent.com/Borg93/htr_gradio_file_placeholder/main/notebook_api.png" alt="HTR_tool" style="width:98%; display: block; margin-left: auto; margin-right:auto;" >
+<figcaption style="text-align: center;"> <em> Figure - How to run API through a client in a notebook </em></figcaption>
+</figure> 
+"""
+
+    figure_htr_hardware = """
+
+<figure>
+<img src="https://raw.githubusercontent.com/Borg93/htr_gradio_file_placeholder/main/hardware_example.png" alt="HTR_tool" style="width:75%; display: block; margin-left: auto; margin-right:auto;" >
+<figcaption style="text-align: center;"> <em> Figure - Choose a hardware that has atleast a GPU </em></figcaption>
+</figure> 
+"""
 
 
 if __name__ == "__main__":

tabs/htr_tool.py

@@ -56,8 +56,20 @@ with gr.Blocks() as htr_tool_tab:
                             examples=images_for_demo.examples_list,
                             inputs=[fast_name_files_placeholder, fast_track_input_region_image],
                             label="Example images",
-                            examples_per_page=3,
+                            examples_per_page=5,
                         )
+            with gr.Row():
+                gr.Markdown(
+                    """
+                    Image viewer for xml output: 
+                    <p align="center">
+                        <a href="https://huggingface.co/spaces/Riksarkivet/Viewer_demo">
+                            <img src="https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-xl-dark.svg" alt="Badge 1">
+                        </a>
+                    </p>
+                    
+                    """
+                )
 
         with gr.Column(scale=4):
             fast_track_output_image = gr.Image(label="HTR results visualizer", type="numpy", tool="editor", height=650)
@@ -82,3 +94,8 @@ with gr.Blocks() as htr_tool_tab:
         outputs=[xml_rendered_placeholder_for_api],
         api_name="predict",
     )
+
+    # callback.setup([fast_track_input_region_image], "flagged_data_points")
+    # flagging_button.click(lambda *args: callback.flag(args), [fast_track_input_region_image], None, preprocess=False)
+    # flagging_button.click(lambda: (gr.update(value="Flagged")), outputs=flagging_button)
+    # fast_track_input_region_image.change(lambda: (gr.update(value="Flag")), outputs=flagging_button)

tabs/stepwise_htr_tool.py

@@ -68,7 +68,7 @@ with gr.Blocks() as stepwise_htr_tool_tab:
                                 examples=images_for_demo.examples_list,
                                 inputs=[name_files_placeholder, input_region_image],
                                 label="Example images",
-                                examples_per_page=2,
+                                examples_per_page=5,
                             )
 
                 with gr.Column(scale=3):

test_api.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -14,408 +14,299 @@
       "<PcGts xmlns=\"http://schema.primaresearch.org/PAGE/gts/pagecontent/2013-07-15\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"http://schema.primaresearch.org/PAGE/gts/pagecontent/2013-07-15 http://schema.primaresearch.org/PAGE/gts/pagecontent/2013-07-15/pagecontent.xsd\">\n",
       "    <Metadata>\n",
       "        <Creator>Swedish National Archives</Creator>\n",
-      "        <Created>2023-07-12, 14:33:18</Created>\n",
+      "        <Created>2023-08-21, 13:28:06</Created>\n",
       "    </Metadata>\n",
-      "    <Page imageFilename=\"page_xml.xml\" imageWidth=\"2715\" imageHeight=\"2128\">\n",
+      "    <Page imageFilename=\"page_xml.xml\" imageWidth=\"4885\" imageHeight=\"4066\">\n",
       "    <TextRegion id=\"region_0\" custom=\"readingOrder {index:0;}\">\n",
-      "        <Coords points=\"1337,303 275,325 260,1580 286,1900 1363,1887\"/>\n",
+      "        <Coords points=\"1477,265 1467,217 1440,201 1370,211 1248,203 1127,224 1067,224 1003,212 844,247 766,243 747,261 742,280 751,332 766,346 1258,341 1357,332 1439,341 1468,327\"/>\n",
       "    <TextLine id=\"line_region_0_0\" custom=\"readingOrder {index:0;}\">\n",
-      "                <Coords points=\"1349,331 1340,315 1290,310 1289,300 1202,300 1201,310 527,324 363,316 336,325 332,337 352,364 451,373 911,355 1112,368 1219,351 1338,350\"/>\n",
+      "                <Coords points=\"1458,248 1443,222 1449,200 1412,215 1366,200 1325,207 1302,200 1241,200 1235,206 1205,200 1187,210 1085,222 957,206 795,239 769,273 771,333 783,340 1445,333 1450,324\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>Rättegångs fullmakt en blanco för J. A. Rude¬</Unicode>\n",
+      "            <Unicode>År 1865.</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9845\"/>\n",
+      "                        <PredScore pred_score=\"0.9482\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_1\" custom=\"readingOrder {index:1;}\">\n",
-      "                <Coords points=\"1347,372 1325,364 1192,375 287,378 279,412 285,421 1235,413 1336,406\"/>\n",
+      "    </TextRegion>\n",
+      "    <TextRegion id=\"region_1\" custom=\"readingOrder {index:1;}\">\n",
+      "        <Coords points=\"2408,486 2193,463 2150,392 2032,363 1620,397 1440,366 92,384 88,539 224,582 218,650 313,648 307,584 343,582 333,708 211,761 176,952 287,1251 250,1430 269,1680 333,1642 358,1993 644,2056 928,2031 2103,2082 2180,2047 2218,1926 2407,1918\"/>\n",
+      "    <TextLine id=\"line_region_1_0\" custom=\"readingOrder {index:0;}\">\n",
+      "                <Coords points=\"2147,425 2118,393 1648,421 1442,395 1232,414 377,404 291,433 73,430 73,491 268,482 415,530 608,491 1565,490 1645,526 1734,501 1826,528 1921,496 2129,488\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>berg eller den han i sitt ställe förordnar i mål vid</Unicode>\n",
+      "            <Unicode>Augusti 21. från Wexiö ankommit, telegram så lydande:</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9811\"/>\n",
+      "                        <PredScore pred_score=\"0.987\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_2\" custom=\"readingOrder {index:2;}\">\n",
-      "                <Coords points=\"1348,439 1334,429 1221,422 1006,435 470,437 287,428 278,452 283,473 300,478 911,473 1050,487 1144,469 1333,468 1346,461\"/>\n",
+      "    <TextLine id=\"line_region_1_1\" custom=\"readingOrder {index:1;}\">\n",
+      "                <Coords points=\"2401,550 2382,515 2353,507 2116,528 1918,486 1818,493 1798,523 1394,490 1270,527 1018,529 914,527 828,492 732,507 612,487 531,501 512,560 527,588 1800,580 1972,626 2173,586 2233,586 2294,614 2380,604\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>Litt härads rätt emot min man J. O. Nilsson en¬</Unicode>\n",
+      "            <Unicode>&quot;Poliskammaren i Götheborg. Delägaren i Torps</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9802\"/>\n",
+      "                        <PredScore pred_score=\"0.9985\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_3\" custom=\"readingOrder {index:3;}\">\n",
-      "                <Coords points=\"1337,492 1265,483 1094,494 866,487 285,497 272,509 271,536 283,551 422,537 790,532 886,553 953,537 1030,551 1107,529 1325,525 1337,513\"/>\n",
+      "    <TextLine id=\"line_region_1_2\" custom=\"readingOrder {index:2;}\">\n",
+      "                <Coords points=\"2404,669 2382,630 2230,585 2086,623 1891,623 1739,595 1548,620 1380,600 671,608 444,625 428,672 437,702 972,683 1199,704 1408,685 2177,688 2298,707 2383,698\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>gående skilnad i äktenskapet; egande ombudet</Unicode>\n",
+      "            <Unicode>jernbruksbonden Johannes Nilsson från Skägga¬</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9975\"/>\n",
+      "                        <PredScore pred_score=\"0.9878\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_4\" custom=\"readingOrder {index:4;}\">\n",
-      "                <Coords points=\"1350,559 1343,544 1321,539 1049,555 929,546 864,555 278,558 272,583 285,602 512,610 626,593 707,593 809,617 882,590 1092,587 1147,601 1218,591 1273,602 1342,586\"/>\n",
+      "    <TextLine id=\"line_region_1_3\" custom=\"readingOrder {index:3;}\">\n",
+      "                <Coords points=\"409,757 1316,785 1916,775 2051,821 2144,783 2384,784 2404,760 2389,723 2267,690 1938,685 1678,713 1311,713 971,688 803,706 708,672 615,706 439,701\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>hvars lagliga åtgärder godkännas att uppsätta stäm¬</Unicode>\n",
+      "            <Unicode>lösa har i tisdags på jernväg afrest till Götheborg</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9812\"/>\n",
+      "                        <PredScore pred_score=\"0.9875\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_5\" custom=\"readingOrder {index:5;}\">\n",
-      "                <Coords points=\"1351,610 1332,597 1103,593 1009,607 763,615 647,594 593,607 284,616 273,650 285,663 337,671 484,649 1347,636\"/>\n",
+      "    <TextLine id=\"line_region_1_4\" custom=\"readingOrder {index:4;}\">\n",
+      "                <Coords points=\"471,836 496,869 2177,871 2316,899 2381,881 2400,850 2380,794 2277,780 2047,809 1919,781 1824,798 1585,779 1441,804 1185,775 802,799 671,777 498,803\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>ning och derå teckna mitt namn, försäkras Otter¬</Unicode>\n",
+      "            <Unicode>ändamål att begifva sig till America Enligt</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9835\"/>\n",
+      "                        <PredScore pred_score=\"0.9967\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_6\" custom=\"readingOrder {index:6;}\">\n",
-      "                <Coords points=\"1350,669 1341,655 1303,650 282,675 269,696 285,714 1179,700 1252,715 1331,705 1349,694\"/>\n",
+      "    <TextLine id=\"line_region_1_5\" custom=\"readingOrder {index:5;}\">\n",
+      "                <Coords points=\"409,930 422,960 2190,965 2355,962 2377,938 2375,907 2353,894 2042,878 1909,900 1611,869 1433,901 1231,870 1058,891 953,865 881,886 731,876 424,906\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>lund den 29 Augusti 1895 Anika Nilson Höf Ting</Unicode>\n",
+      "            <Unicode>anmälan har Nilsson medtagit omkring 10,000</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9462\"/>\n",
+      "                        <PredScore pred_score=\"0.9992\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_7\" custom=\"readingOrder {index:7;}\">\n",
-      "                <Coords points=\"1327,713 1082,715 1020,704 927,704 826,720 621,710 446,727 287,715 272,724 271,751 285,767 488,771 566,760 821,758 1031,771 1132,752 1313,757 1332,751\"/>\n",
+      "    <TextLine id=\"line_region_1_6\" custom=\"readingOrder {index:6;}\">\n",
+      "                <Coords points=\"398,1015 412,1084 568,1059 730,1088 854,1057 2383,1059 2406,1028 2386,991 2148,963 2046,984 1687,975 1501,998 1270,967 918,997 524,962 413,984\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>Bevittnas af Lars Larsson Hof Tång ol Olsson Ny¬</Unicode>\n",
+      "            <Unicode>R.d, deraf en del tillhör jernbruket samt lemnat</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9753\"/>\n",
+      "                        <PredScore pred_score=\"0.9866\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_0_8\" custom=\"readingOrder {index:8;}\">\n",
-      "                <Coords points=\"1341,787 1330,767 1075,762 972,777 680,776 603,764 488,781 286,777 277,809 285,822 768,823 1171,808 1231,828 1329,808\"/>\n",
+      "    <TextLine id=\"line_region_1_7\" custom=\"readingOrder {index:7;}\">\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>ordnas i mitt ställe. Husås den 24 Sept. 1895.</Unicode>\n",
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-      "            <Unicode>J. A. Riideberg. Bevittnas: Fr. Svensson. O. M.</Unicode>\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>Byström.</Unicode>\n",
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-      "            <Unicode>nevarande månad svaranden delgifvits med¬</Unicode>\n",
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-      "            <Unicode>gaf Svaranden käromålet och erkände, all han,</Unicode>\n",
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-      "            <Unicode>som icke sedan år 1891 sammanträffat med</Unicode>\n",
+      "            <Unicode>ket fartyg. Widare med posten.</Unicode>\n",
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-      "            <Unicode>ligt förhållande med ogifta Arbetsqvinnan Mar¬</Unicode>\n",
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-      "            <Unicode>gareta Lidén</Unicode>\n",
+      "            <Unicode>&quot;Polismästaren Götheborg</Unicode>\n",
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-      "            <Unicode>lidit den 6 Mars 1894 samt att hon icke haft barn</Unicode>\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>63</Unicode>\n",
+      "            <Unicode>läder. Torde efterspanes Ersättning utlofvas. Beckman</Unicode>\n",
       "        </TextEquiv>\n",
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+      "                                <TextEquiv>\n",
+      "            <Unicode>Rådman</Unicode>\n",
+      "        </TextEquiv>\n",
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       "            </TextLine>\n",
       "    </TextRegion>\n",
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       "    <TextLine id=\"line_region_3_0\" custom=\"readingOrder {index:0;}\">\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>ka vid upprop företrädde och, då jäf emot dom</Unicode>\n",
+      "            <Unicode>från Stockholm ankommit blegram så lydande:</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9943\"/>\n",
+      "                        <PredScore pred_score=\"0.9856\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_1\" custom=\"readingOrder {index:1;}\">\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>hvarken anfördes eller kunde utletas, fingo ef¬</Unicode>\n",
+      "            <Unicode>&quot;Till Poliskammaren i Gbrg.</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9759\"/>\n",
+      "                        <PredScore pred_score=\"0.9966\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_2\" custom=\"readingOrder {index:2;}\">\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>lägga vittnes eden, hvarpå de, om edens vigt tre</Unicode>\n",
+      "            <Unicode>Hustru Emma Regina Lovisa Box, född Lundgren, som i förr¬</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.973\"/>\n",
+      "                        <PredScore pred_score=\"0.9963\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_3\" custom=\"readingOrder {index:3;}\">\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>indrade, hvar för sig hördel och lemmanstäm¬</Unicode>\n",
+      "            <Unicode>gar förlupit sin vid Gustafsberg å Wermdön boende man efter</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9831\"/>\n",
+      "                        <PredScore pred_score=\"0.9888\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_4\" custom=\"readingOrder {index:4;}\">\n",
-      "                <Coords points=\"2662,548 2655,531 2036,537 1832,530 1625,540 1609,557 1616,577 2628,569 2655,565\"/>\n",
+      "                <Coords points=\"393,3616 2187,3619 2330,3608 2345,3567 408,3564\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>nande berättade, att svaranden och numera</Unicode>\n",
+      "            <Unicode>bodrägt af minst 100 Rdr och tros medfölja en Engelsman</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9944\"/>\n",
+      "                        <PredScore pred_score=\"0.983\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_5\" custom=\"readingOrder {index:5;}\">\n",
-      "                <Coords points=\"1606,617 1616,642 1807,630 1896,656 1950,632 2313,627 2412,644 2475,625 2650,621 2664,614 2666,594 2650,582 2551,578 2208,587 2113,569 1977,594 1616,598\"/>\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>aflidna Margareta Lidén omkring 2 1/2 år in¬</Unicode>\n",
+      "            <Unicode>John Tolly, torde efterspanas, gripas och hitsändas, bön är ljus med</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9783\"/>\n",
+      "                        <PredScore pred_score=\"0.975\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_6\" custom=\"readingOrder {index:6;}\">\n",
-      "                <Coords points=\"1599,680 1614,696 2334,685 2471,692 2657,680 2669,673 2669,650 2658,637 2090,648 2011,631 1884,656 1615,653 1602,661\"/>\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>till Margareta Lidens död sammantefvat i Öster¬</Unicode>\n",
+      "            <Unicode>buunt har, blå ögon, långlagdt ansigte, landlas i öfre kaken</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9706\"/>\n",
+      "                        <PredScore pred_score=\"0.9537\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_7\" custom=\"readingOrder {index:7;}\">\n",
-      "                <Coords points=\"2669,707 2652,691 1889,707 1794,694 1737,706 1617,704 1604,737 1614,748 1754,748 1853,766 1920,748 2393,741 2477,756 2572,749 2630,757 2666,739\"/>\n",
+      "                <Coords points=\"388,3814 409,3841 2395,3850 2382,3813 410,3796\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>åsen, haft gemensamt hushåll och begagnat ge¬</Unicode>\n",
+      "            <Unicode>Fattig korpulent, kan ej väl tala Svenska. Ett barn om 5 mi¬</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9743\"/>\n",
+      "                        <PredScore pred_score=\"0.9332\"/>\n",
       "            </TextLine>\n",
       "    <TextLine id=\"line_region_3_8\" custom=\"readingOrder {index:8;}\">\n",
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-      "                                <TextEquiv>\n",
-      "            <Unicode>menlam läng.</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.8747\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_9\" custom=\"readingOrder {index:9;}\">\n",
-      "                <Coords points=\"2659,828 2650,800 2563,810 2351,807 1918,823 1835,817 1771,801 1695,806 1684,834 1695,860 1994,857 2154,873 2247,851 2318,857 2388,847 2651,844\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>Vittnes målen upprepades för vittnena och</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9865\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_10\" custom=\"readingOrder {index:10;}\">\n",
-      "                <Coords points=\"2650,881 2643,870 2581,862 2300,866 2213,876 1607,874 1598,910 1613,921 1717,920 1781,936 1905,909 2635,906 2647,901\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>blefvo af dem vidkända; hvarefter vittnena</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9885\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_11\" custom=\"readingOrder {index:11;}\">\n",
-      "                <Coords points=\"2669,925 2654,914 1863,934 1710,925 1605,937 1587,974 1610,984 1688,979 1715,991 1731,979 1851,967 2005,966 2076,984 2169,965 2600,962 2666,953\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>på begäran och enligt kärandeombudets med¬</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9892\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_12\" custom=\"readingOrder {index:12;}\">\n",
-      "                <Coords points=\"2668,985 2660,975 1673,987 1609,996 1602,1033 1618,1047 1699,1028 2222,1022 2343,1031 2667,1009\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>gifvande tillerkändes ersättning för inställel¬</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9943\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_13\" custom=\"readingOrder {index:13;}\">\n",
-      "                <Coords points=\"1598,1079 1630,1087 2650,1070 2662,1046 2650,1034 2548,1022 2440,1034 2121,1042 2012,1023 1881,1046 1776,1021 1695,1045 1604,1051\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>len, Salomon Salomonsson med tio kronor</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9877\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_14\" custom=\"readingOrder {index:14;}\">\n",
-      "                <Coords points=\"2669,1105 2660,1094 2608,1089 2242,1096 2169,1087 2042,1099 1921,1088 1842,1099 1753,1088 1616,1102 1605,1132 1617,1144 2664,1130\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>och Lovisa Christina Danrat med sex kronor</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9788\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_15\" custom=\"readingOrder {index:15;}\">\n",
-      "                <Coords points=\"2674,1167 2667,1146 2642,1142 2555,1151 1610,1163 1603,1196 1614,1220 1653,1208 1989,1197 2050,1209 2169,1196 2579,1199 2666,1183\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>tjugufyra öre, att af käranden till dem för¬</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9977\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_16\" custom=\"readingOrder {index:16;}\">\n",
-      "                <Coords points=\"2034,1230 2003,1214 1959,1211 1797,1218 1653,1212 1605,1225 1601,1229 1599,1250 1612,1256 1636,1252 1812,1252 1879,1264 1931,1249 2004,1248\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>skatts vis utgifvas.</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9559\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_17\" custom=\"readingOrder {index:17;}\">\n",
-      "                <Coords points=\"1701,1278 1708,1305 2474,1301 2527,1287 2516,1264 2452,1257 2112,1267 2031,1262 1976,1271 1831,1273 1753,1255 1713,1261\"/>\n",
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       "                                <TextEquiv>\n",
-      "            <Unicode>Svaranden erkände vittnes målen.</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9769\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_18\" custom=\"readingOrder {index:18;}\">\n",
-      "                <Coords points=\"2663,1327 2634,1312 2342,1311 2273,1320 1750,1330 1653,1320 1638,1327 1637,1348 1654,1362 1961,1360 2032,1381 2138,1363 2211,1379 2251,1363 2474,1368 2646,1353 2660,1346\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>Kärandeombudet ingaf härpå följande prestbevis.</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9882\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_19\" custom=\"readingOrder {index:19;}\">\n",
-      "                <Coords points=\"1687,1406 1707,1421 1897,1419 1969,1437 2084,1421 2295,1417 2392,1432 2480,1414 2630,1423 2669,1412 2675,1386 2668,1367 2305,1377 2245,1366 2173,1383 2032,1385 1953,1366 1890,1377 1705,1376 1690,1384\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>Att förre Fältjägaren Jonas Olof Nilsson från</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9778\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_20\" custom=\"readingOrder {index:20;}\">\n",
-      "                <Coords points=\"1606,1455 1616,1475 1713,1488 2267,1474 2353,1491 2391,1479 2648,1467 2656,1446 2647,1432 2472,1423 2413,1435 2172,1427 1950,1441 1746,1437 1653,1423 1616,1427\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>Hof af nedanskrifna församling, född den 8.</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9931\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_21\" custom=\"readingOrder {index:21;}\">\n",
-      "                <Coords points=\"2677,1567 2668,1533 2592,1528 2639,1519 2646,1507 2631,1495 2306,1502 2234,1519 2195,1504 2171,1516 2063,1507 1964,1522 1635,1496 1626,1508 1638,1525 1804,1545 1656,1557 1639,1567 1668,1575 2229,1561 2391,1574 2487,1555 2567,1578\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>December till skulld, och hans hustru Annika</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9083\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_22\" custom=\"readingOrder {index:22;}\">\n",
-      "                <Coords points=\"2667,1624 2658,1605 2593,1596 2179,1608 1618,1601 1605,1612 1603,1632 1615,1647 1971,1642 2059,1665 2164,1642 2556,1648 2642,1640\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>hvarandra sammanvigda den 33 December 1883 /åttio¬</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9695\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_23\" custom=\"readingOrder {index:23;}\">\n",
-      "                <Coords points=\"2674,1666 2667,1657 2377,1652 2053,1664 1616,1658 1604,1687 1615,1702 1815,1702 1873,1713 1973,1701 2668,1694\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>tre), och att ingendera förut varit frånskild, samt</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9713\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_24\" custom=\"readingOrder {index:24;}\">\n",
-      "                <Coords points=\"2678,1743 2674,1719 2659,1711 2335,1720 2137,1712 2040,1721 1615,1723 1609,1746 1621,1759 2151,1759 2227,1771 2324,1759 2570,1759 2667,1770\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>att bemälde makar i äktenskap med hvarandra haf¬</Unicode>\n",
+      "            <Unicode>nader tros medfölja. Stockholms Lundskansli¬</Unicode>\n",
       "        </TextEquiv>\n",
       "                        <PredScore pred_score=\"0.9877\"/>\n",
       "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_25\" custom=\"readingOrder {index:25;}\">\n",
-      "                <Coords points=\"2671,1782 2634,1770 1615,1779 1611,1805 1635,1816 2426,1814 2670,1803\"/>\n",
-      "                                <TextEquiv>\n",
-      "            <Unicode>va en dotter och en son, som båda lefva, det varder</Unicode>\n",
-      "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.995\"/>\n",
-      "            </TextLine>\n",
-      "    <TextLine id=\"line_region_3_26\" custom=\"readingOrder {index:26;}\">\n",
-      "                <Coords points=\"2683,1843 2674,1825 1627,1828 1615,1851 1627,1862 1746,1864 1747,1873 1813,1873 1814,1864 1831,1863 1859,1864 1860,1873 1947,1873 1948,1864 2143,1873 2144,1864 2669,1862\"/>\n",
+      "    <TextLine id=\"line_region_3_9\" custom=\"readingOrder {index:9;}\">\n",
+      "                <Coords points=\"2255,3952 2242,3931 2227,3927 1604,3935 1586,3950 1583,3979 1606,3988 2203,3983 2241,3977\"/>\n",
       "                                <TextEquiv>\n",
-      "            <Unicode>härmed på begäran intygadt för sökande af äktenskaps</Unicode>\n",
+      "            <Unicode>Sten Drakenberg</Unicode>\n",
       "        </TextEquiv>\n",
-      "                        <PredScore pred_score=\"0.9819\"/>\n",
+      "                        <PredScore pred_score=\"0.9435\"/>\n",
       "            </TextLine>\n",
       "    </TextRegion>\n",
       "    </Page>\n",
@@ -429,7 +320,7 @@
     "\n",
     "client = Client(\"http://127.0.0.1:7860/\")\n",
     "job = client.submit(\n",
-    "    \"./helper/examples/images/image_0.jpg\",  # str (filepath or URL to image)\n",
+    "    \"https://datasets-server.huggingface.co/assets/Riksarkivet/test_images_demo/--/default/train/2/image/image.jpg\",  # str (filepath or URL to image)\n",
     "    api_name=\"/predict\",\n",
     ")\n",
     "\n",