From 21944ac670bd0935c800e228dc383d066e13688e Mon Sep 17 00:00:00 2001
From: Kristoffer Andersson <kristoffer.andersson@gu.se>
Date: Thu, 7 Nov 2024 12:46:58 +0100
Subject: [PATCH 1/2] fix: handle annotations when 2 tokens are merged

Change to use output spans and corrections.

Fixes #44
---
 examples/christoph-borg/config.yaml           |  21 +-
 .../ocr-correction-viklofg-sweocr/config.yaml |  19 +-
 examples/texts/dokument.txt                   |   3 +-
 .../annotations.py                            |  70 ++-
 .../ocr_corrector.py                          |  86 ++--
 .../tests/__snapshots__/test_annotations.ambr |  14 +
 .../__snapshots__/test_ocr_suggestor.ambr     | 480 +++++++++++++++---
 .../tests/test_annotations.py                 |  20 +
 pdm.lock                                      |  34 +-
 pyproject.toml                                |   1 +
 pyrightconfig.json                            |   3 +
 11 files changed, 626 insertions(+), 125 deletions(-)
 create mode 100644 ocr-correction-viklofg-sweocr/tests/__snapshots__/test_annotations.ambr
 create mode 100644 ocr-correction-viklofg-sweocr/tests/test_annotations.py
 create mode 100644 pyrightconfig.json

diff --git a/examples/christoph-borg/config.yaml b/examples/christoph-borg/config.yaml
index 5d9c306..fdacb3e 100644
--- a/examples/christoph-borg/config.yaml
+++ b/examples/christoph-borg/config.yaml
@@ -1,16 +1,17 @@
 metadata:
-    id: christoph-borg
-    language: swe
+  id: christoph-borg
+  language: swe
 
 import:
-    importer: text_import:parse
+  importer: text_import:parse
 
 export:
-    annotations:
-        - <sentence>
-        # - <token:word>
-        - <token>:stanza.pos
-        - <token>:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr
-        
+  annotations:
+    - <sentence>
+    # - <token:word>
+    - <token>:stanza.pos
+    - sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction
+    - sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr
+
 sparv:
-    compression: none
+  compression: none
diff --git a/examples/ocr-correction-viklofg-sweocr/config.yaml b/examples/ocr-correction-viklofg-sweocr/config.yaml
index 38e6d68..28f35c7 100644
--- a/examples/ocr-correction-viklofg-sweocr/config.yaml
+++ b/examples/ocr-correction-viklofg-sweocr/config.yaml
@@ -1,16 +1,17 @@
 metadata:
-    id: hello-ocr
-    language: swe
+  id: hello-ocr
+  language: swe
 
 import:
-    importer: text_import:parse
+  importer: text_import:parse
 
 export:
-    annotations:
-        - <sentence>
-        # - <token:word>
-        - <token>:stanza.pos
-        - <token>:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr
+  annotations:
+    - <sentence>
+    # - <token:word>
+    - <token>:stanza.pos
+    - sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction
+    - sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr
 
 sparv:
-    compression: none
+  compression: none
diff --git a/examples/texts/dokument.txt b/examples/texts/dokument.txt
index 5d1bb8f..c5780a7 100644
--- a/examples/texts/dokument.txt
+++ b/examples/texts/dokument.txt
@@ -1 +1,2 @@
-Den i HandelstidniDgens g&rdagsnnmmer omtalade hvalfisken, sorn fångats i Frölnndaviken
+Den i HandelstidniDgens g&rdagsnnmmer omtalade hvalfisken, sorn fångats i Frölnndaviken.
+Jonath an saknades.
diff --git a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py
index ffa327a..304a13b 100644
--- a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py
+++ b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py
@@ -1,3 +1,5 @@
+from typing import List, Optional, Tuple
+
 from sparv import api as sparv_api  # type: ignore [import-untyped]
 from sparv.api import Annotation, Output, annotator  # type: ignore [import-untyped]
 
@@ -8,28 +10,74 @@
 
 @annotator("OCR corrections as annotations", language=["swe"])
 def annotate_ocr_correction(
-    out_ocr_correction: Output = Output(
-        "<token>:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr",
-        cls="sbx_ocr_correction_viklofg_sweocr",
-        description="OCR Corrections from viklfog/swedish-ocr (format: '|<word>:<score>|...|)",  # noqa: E501
+    out_ocr: Output = Output(
+        "sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction", cls="ocr_correction"
+    ),
+    out_ocr_corr: Output = Output(
+        "sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr",
+        cls="ocr_correction:correction",
     ),
+    # out_ocr_correction: Output = Output(
+    #     "<token>:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr",
+    #     cls="sbx_ocr_correction_viklofg_sweocr",
+    #     description="OCR Corrections from viklfog/swedish-ocr (format: '|<word>:<score>|...|)",  # noqa: E501
+    # ),
     word: Annotation = Annotation("<token:word>"),
     sentence: Annotation = Annotation("<sentence>"),
+    token: Annotation = Annotation("<token>"),
 ) -> None:
     ocr_corrector = OcrCorrector.default()
 
     sentences, _orphans = sentence.get_children(word)
     token_word = list(word.read())
-    out_ocr_correction_annotation = word.create_empty_attribute()
+    # out_ocr_correction_annotation = word.create_empty_attribute()
+
+    ocr_corrections = []
 
     logger.progress(total=len(sentences))  # type: ignore
-    for sent in sentences:
+    for sent_idx in sentences:
         logger.progress()  # type: ignore
-        sent_to_tag = [token_word[token_index] for token_index in sent]
+        sent = [token_word[token_index] for token_index in sent_idx]
+
+        ocr_corrections.append(ocr_corrector.calculate_corrections(sent))
+        # for i, ocr_correction in enumerate(ocr_corrections, start=sent[0]):
+        #     out_ocr_correction_annotation[i] = ocr_correction
+
+    # logger.info("writing annotations")
+    # out_ocr.write(ocr_spans)
+    # out_ocr_corr.write(ocr_corr_ann)
+    parse_ocr_corrections(sentences, token, ocr_corrections, out_ocr, out_ocr_corr)
+
+
+def parse_ocr_corrections(
+    sentences: List,
+    token: Annotation,
+    ocr_corrections: List[List[Tuple[Tuple[int, int], Optional[str]]]],
+    out_ocr: Output,
+    out_ocr_corr: Output,
+) -> None:
+    ocr_spans = []
+    ocr_corr_ann = []
+
+    token_spans = list(token.read_spans())
+    for sent, corr_sent in zip(sentences, ocr_corrections):
+        i = 0
+        for span, corr_opt in corr_sent:
+            start_pos = token_spans[sent[i]][0]
+
+            i += span[1] - span[0]
 
-        ocr_corrections = ocr_corrector.calculate_corrections(sent_to_tag)
-        for i, ocr_correction in enumerate(ocr_corrections, start=sent[0]):
-            out_ocr_correction_annotation[i] = ocr_correction
+            end_pos = token_spans[sent[i - 1]][1]
+            logger.debug(
+                "(%d, %d): '%s'",
+                start_pos,
+                end_pos,
+                "" if corr_opt is None else corr_opt,
+            )
+            if corr_opt is not None:
+                ocr_spans.append((start_pos, end_pos))
+                ocr_corr_ann.append(corr_opt)
 
     logger.info("writing annotations")
-    out_ocr_correction.write(out_ocr_correction_annotation)
+    out_ocr.write(ocr_spans)
+    out_ocr_corr.write(ocr_corr_ann)
diff --git a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
index 141417d..acf753b 100644
--- a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
+++ b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
@@ -1,7 +1,8 @@
 import re
-from typing import List, Optional
+from typing import List, Optional, Tuple
 
 from parallel_corpus import graph
+from parallel_corpus.token import Token
 from sparv import api as sparv_api  # type: ignore [import-untyped]
 from transformers import (  # type: ignore [import-untyped]
     AutoTokenizer,
@@ -44,13 +45,15 @@ def default(cls) -> "OcrCorrector":
         )
         return cls(model=model, tokenizer=tokenizer)
 
-    def calculate_corrections(self, text: List[str]) -> List[Optional[str]]:
+    def calculate_corrections(
+        self, text: List[str]
+    ) -> List[Tuple[Tuple[int, int], Optional[str]]]:
         logger.debug("Analyzing '%s'", text)
 
         parts: List[str] = []
         curr_part: List[str] = []
         curr_len = 0
-        ocr_corrections: List[Optional[str]] = []
+        ocr_corrections: List[Tuple[Tuple[int, int], Optional[str]]] = []
         for word in text:
             len_word = bytes_length(word)
             if (curr_len + len_word + 1) > self.TEXT_LIMIT:
@@ -61,66 +64,85 @@ def calculate_corrections(self, text: List[str]) -> List[Optional[str]]:
                 curr_len = len_word if curr_len == 0 else curr_len + len_word + 1
         if len(curr_part) > 0:
             parts.append(TOK_SEP.join(curr_part))
+        curr_start = 0
         for part in parts:
-            graph_initial = graph.init(part)
             suggested_text = self.pipeline(part)[0]["generated_text"]
-
-            suggested_text = PUNCTUATION.sub(r" \0", suggested_text)
-            graph_aligned = graph.set_target(graph_initial, suggested_text)
-            ocr_corrections.extend(align_and_diff(graph_aligned))
+            suggested_text = PUNCTUATION.sub(r" \g<0>", suggested_text)
+            graph_aligned = graph.init_with_source_and_target(part, suggested_text)
+            span_ann, curr_start = align_and_diff(graph_aligned, curr_start=curr_start)
+            ocr_corrections.extend(span_ann)
 
         logger.debug("Finished analyzing. ocr_corrections=%s", ocr_corrections)
         return ocr_corrections
 
 
-def align_and_diff(g: graph.Graph) -> List[Optional[str]]:
+def align_and_diff(
+    g: graph.Graph, *, curr_start: int
+) -> Tuple[List[Tuple[Tuple[int, int], Optional[str]]], int]:
     corrections = []
     edge_map = graph.edge_map(g)
+    visited_tokens = set()
     for s_token in g.source:
+        logger.debug("checking s_token=%s", s_token)
         edge = edge_map[s_token.id]
 
         source_ids = [id_ for id_ in edge.ids if id_.startswith("s")]
         target_ids = [id_ for id_ in edge.ids if id_.startswith("t")]
+        target_ids_str = "-".join(target_ids)
+        if target_ids_str in visited_tokens:
+            continue
+        visited_tokens.add(target_ids_str)
+        logger.debug("processing s_token=%s", s_token)
+
         if len(source_ids) == len(target_ids):
             source_text = "".join(
-                lookup_text(g, s_id, graph.Side.source) for s_id in source_ids
+                lookup_text(g.source, s_id) for s_id in source_ids
             ).strip()
             target_text = "".join(
-                lookup_text(g, s_id, graph.Side.target) for s_id in target_ids
+                lookup_text(g.target, s_id) for s_id in target_ids
             ).strip()
-            corrections.append(target_text if source_text != target_text else None)
+            start = curr_start
+            curr_start += 1
+            corrections.append(
+                (
+                    (start, curr_start),
+                    target_text if source_text != target_text else None,
+                )
+            )
 
         elif len(source_ids) == 1:
             target_texts = " ".join(
-                lookup_text(g, id_, graph.Side.target).strip() for id_ in target_ids
+                lookup_text(g.target, id_).strip() for id_ in target_ids
             )
             source_text = s_token.text.strip()
-            corrections.append(target_texts if source_text != target_texts else None)
-        elif len(target_ids) == 1:
-            # TODO Handle this correct (https://github.com/spraakbanken/sparv-sbx-ocr-correction/issues/44)
-            logger.warn(
-                f"Handle several sources, see https://github.com/spraakbanken/sparv-sbx-ocr-correction/issues/44, {source_ids=} {target_ids=} {g.source=} {g.target=}"  # noqa: E501
+            start = curr_start
+            curr_start += 1
+
+            corrections.append(
+                (
+                    (start, curr_start),
+                    target_texts if source_text != target_texts else None,
+                ),
             )
-            target_text = lookup_text(g, target_ids[0], graph.Side.target).strip()
-            corrections.append(target_text)
+        elif len(target_ids) == 1:
+            target_text = lookup_text(g.target, target_ids[0]).strip()
+            start = curr_start
+            curr_start += len(source_ids)
+            corrections.append(((start, curr_start), target_text))
         else:
-            # TODO Handle this correct (https://github.com/spraakbanken/sparv-sbx-ocr-correction/issues/44)
+            # TODO Handle this correct (https://github.com/spraakbanken/sparv-sbx-ocr-correction/issues/50)
             raise NotImplementedError(
                 f"Handle several sources, {source_ids=} {target_ids=} {g.source=} {g.target=}"  # noqa: E501
             )
 
-    return corrections
+    return corrections, curr_start
+
 
+def lookup_text(tokens: List[Token], id_: str) -> str:
+    for token in tokens:
+        if token.id == id_:
+            return token.text
 
-def lookup_text(g: graph.Graph, id_: str, side: graph.Side) -> str:
-    if side == graph.Side.source:
-        for token in g.source:
-            if token.id == id_:
-                return token.text
-    else:
-        for token in g.target:
-            if token.id == id_:
-                return token.text
     raise ValueError(
-        f"The id={id_} isn't found in the given graph on side={side}",
+        f"The id={id_} isn't found in the list of tokens",
     )
diff --git a/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_annotations.ambr b/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_annotations.ambr
new file mode 100644
index 0000000..4f09e91
--- /dev/null
+++ b/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_annotations.ambr
@@ -0,0 +1,14 @@
+# serializer version: 1
+# name: test_annotate_ocr_correction
+  list([
+    tuple(
+      7,
+      18,
+    ),
+  ])
+# ---
+# name: test_annotate_ocr_correction.1
+  list([
+    'ansaknades',
+  ])
+# ---
diff --git a/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_ocr_suggestor.ambr b/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_ocr_suggestor.ambr
index 7a8ae9a..dac26e0 100644
--- a/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_ocr_suggestor.ambr
+++ b/ocr-correction-viklofg-sweocr/tests/__snapshots__/test_ocr_suggestor.ambr
@@ -1,73 +1,433 @@
 # serializer version: 1
 # name: test_issue_40
   list([
-    'Jonat han',
-    None,
-    '',
-    None,
-    None,
-    '',
-    None,
-    None,
-    None,
-    '',
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    '',
+    tuple(
+      tuple(
+        0,
+        1,
+      ),
+      'Jonat han',
+    ),
+    tuple(
+      tuple(
+        1,
+        2,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        2,
+        3,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        3,
+        4,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        4,
+        5,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        5,
+        6,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        6,
+        7,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        7,
+        8,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        8,
+        9,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        9,
+        10,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        10,
+        11,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        11,
+        12,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        12,
+        13,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        13,
+        14,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        14,
+        15,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        15,
+        16,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        16,
+        17,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        17,
+        18,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        18,
+        19,
+      ),
+      None,
+    ),
   ])
 # ---
 # name: test_long_text
   list([
-    None,
-    None,
-    'Riksgäldskontoret',
-    '',
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    '',
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    None,
-    'Riksdagsordningen',
-    None,
-    '',
+    tuple(
+      tuple(
+        0,
+        1,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        1,
+        2,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        2,
+        3,
+      ),
+      'Riksgäldskontoret',
+    ),
+    tuple(
+      tuple(
+        3,
+        4,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        4,
+        5,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        5,
+        6,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        6,
+        7,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        7,
+        8,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        8,
+        9,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        9,
+        10,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        10,
+        11,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        11,
+        12,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        12,
+        13,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        13,
+        14,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        14,
+        15,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        15,
+        16,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        16,
+        17,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        17,
+        18,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        18,
+        19,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        19,
+        20,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        20,
+        21,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        21,
+        22,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        22,
+        23,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        23,
+        24,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        24,
+        25,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        25,
+        26,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        26,
+        27,
+      ),
+      'Riksdagsordningen',
+    ),
+    tuple(
+      tuple(
+        27,
+        28,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        28,
+        29,
+      ),
+      '',
+    ),
   ])
 # ---
 # name: test_short_text
   list([
-    None,
-    None,
-    'Handelstidningens',
-    'gårdagsnummer',
-    None,
-    None,
-    '',
-    'som',
-    None,
-    None,
-    'Frölandsviken',
-    '',
+    tuple(
+      tuple(
+        0,
+        1,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        1,
+        2,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        2,
+        3,
+      ),
+      'Handelstidningens',
+    ),
+    tuple(
+      tuple(
+        3,
+        4,
+      ),
+      'gårdagsnummer',
+    ),
+    tuple(
+      tuple(
+        4,
+        5,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        5,
+        6,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        6,
+        7,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        7,
+        8,
+      ),
+      'som',
+    ),
+    tuple(
+      tuple(
+        8,
+        9,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        9,
+        10,
+      ),
+      None,
+    ),
+    tuple(
+      tuple(
+        10,
+        11,
+      ),
+      'Frölandsviken',
+    ),
+    tuple(
+      tuple(
+        11,
+        12,
+      ),
+      None,
+    ),
   ])
 # ---
diff --git a/ocr-correction-viklofg-sweocr/tests/test_annotations.py b/ocr-correction-viklofg-sweocr/tests/test_annotations.py
new file mode 100644
index 0000000..50ca4ea
--- /dev/null
+++ b/ocr-correction-viklofg-sweocr/tests/test_annotations.py
@@ -0,0 +1,20 @@
+from sbx_ocr_correction_viklofg_sweocr.annotations import annotate_ocr_correction
+from sparv_pipeline_testing import MemoryOutput, MockAnnotation
+
+
+def test_annotate_ocr_correction(snapshot) -> None:
+    output_ocr: MemoryOutput = MemoryOutput()
+    output_ocr_corr: MemoryOutput = MemoryOutput()
+    # "Jonath an saknades ."
+    # "12345678901234567890"
+    # "         1         2"
+    word = MockAnnotation(name="<token:word>", values=["Jonath", "an", "saknades", "."])
+    sentence = MockAnnotation(
+        name="<sentence>", children={"<token:word>": [[0, 1, 2, 3]]}
+    )
+    token = MockAnnotation(name="<token>", spans=[(0, 6), (7, 9), (10, 18), (19, 20)])
+
+    annotate_ocr_correction(output_ocr, output_ocr_corr, word, sentence, token)
+
+    assert output_ocr.values == snapshot
+    assert output_ocr_corr.values == snapshot
diff --git a/pdm.lock b/pdm.lock
index df7c31c..563b0cd 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -4,8 +4,11 @@
 [metadata]
 groups = ["default", "dev"]
 strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.1"
-content_hash = "sha256:fb2039beb36d0e8c2bd2e41c1d68d9471b32cfa63a05084490fbe9018e9650fa"
+lock_version = "4.5.0"
+content_hash = "sha256:e402f3604a71fcf2e2fbec0fc4534703e51fdd7d599400893f8db559853a316c"
+
+[[metadata.targets]]
+requires_python = ">=3.8.1,<3.12"
 
 [[package]]
 name = "annotated-types"
@@ -48,6 +51,9 @@ version = "23.2.0"
 requires_python = ">=3.7"
 summary = "Classes Without Boilerplate"
 groups = ["dev"]
+dependencies = [
+    "importlib-metadata; python_version < \"3.8\"",
+]
 files = [
     {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
     {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
@@ -230,6 +236,7 @@ summary = "Composable command line interface toolkit"
 groups = ["dev"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
+    "importlib-metadata; python_version < \"3.8\"",
 ]
 files = [
     {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
@@ -555,6 +562,7 @@ summary = "GitPython is a Python library used to interact with Git repositories"
 groups = ["dev"]
 dependencies = [
     "gitdb<5,>=4.0.1",
+    "typing-extensions>=3.7.4.3; python_version < \"3.8\"",
 ]
 files = [
     {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
@@ -588,7 +596,9 @@ requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 summary = "Human friendly output for text interfaces using Python"
 groups = ["dev"]
 dependencies = [
+    "monotonic; python_version == \"2.7\"",
     "pyreadline3; sys_platform == \"win32\" and python_version >= \"3.8\"",
+    "pyreadline; sys_platform == \"win32\" and python_version < \"3.8\"",
 ]
 files = [
     {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
@@ -613,6 +623,7 @@ requires_python = ">=3.8"
 summary = "Read metadata from Python packages"
 groups = ["dev"]
 dependencies = [
+    "typing-extensions>=3.6.4; python_version < \"3.8\"",
     "zipp>=0.5",
 ]
 files = [
@@ -1169,6 +1180,7 @@ groups = ["dev"]
 dependencies = [
     "charset-normalizer>=2.0.0",
     "cryptography>=36.0.0",
+    "typing-extensions; python_version < \"3.8\"",
 ]
 files = [
     {file = "pdfminer.six-20221105-py3-none-any.whl", hash = "sha256:1eaddd712d5b2732f8ac8486824533514f8ba12a0787b3d5fe1e686cd826532d"},
@@ -1829,6 +1841,7 @@ summary = "Format click help output nicely with rich"
 groups = ["dev"]
 dependencies = [
     "click>=7",
+    "importlib-metadata; python_version < \"3.8\"",
     "rich>=10.7",
     "typing-extensions",
 ]
@@ -2157,6 +2170,19 @@ files = [
     {file = "sparv_pipeline-5.2.0.tar.gz", hash = "sha256:d8282fd97ebae048e40b1cd83e087fad455ab137e107ebf54e2685b3af2f13b7"},
 ]
 
+[[package]]
+name = "sparv-pipeline-testing"
+version = "0.1.7"
+requires_python = ">=3.8.1,<3.12"
+git = "https://github.com/spraakbanken/sparv-pipeline-testing.git"
+ref = "v0.1.7"
+revision = "dd72b2f202e1164f6d1a4d731a81e9341d54dc13"
+summary = "Testing utilities for sparv-pipeline."
+groups = ["dev"]
+dependencies = [
+    "sparv-pipeline>=5.2.0",
+]
+
 [[package]]
 name = "sparv-sbx-ocr-correction-viklofg-sweocr"
 version = "0.2.3"
@@ -2521,6 +2547,7 @@ groups = ["dev"]
 dependencies = [
     "mypy-extensions>=0.3.0",
     "typing-extensions>=3.7.4",
+    "typing>=3.7.4; python_version < \"3.5\"",
 ]
 files = [
     {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
@@ -2557,6 +2584,9 @@ name = "wcwidth"
 version = "0.2.13"
 summary = "Measures the displayed width of unicode strings in a terminal"
 groups = ["dev"]
+dependencies = [
+    "backports-functools-lru-cache>=1.2.1; python_version < \"3.2\"",
+]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
diff --git a/pyproject.toml b/pyproject.toml
index a14bb93..2e77e0e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,4 +13,5 @@ dev = [
     "ruff>=0.3.2",
     "bump-my-version>=0.19.0",
     "syrupy>=4.0.0",
+    "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.7",
 ]
diff --git a/pyrightconfig.json b/pyrightconfig.json
new file mode 100644
index 0000000..d88916d
--- /dev/null
+++ b/pyrightconfig.json
@@ -0,0 +1,3 @@
+{
+  "venv": "./.venv"
+}

From 64fc457a351548d9fad6772f0920412f6ae31efd Mon Sep 17 00:00:00 2001
From: Kristoffer Andersson <kristoffer.andersson@gu.se>
Date: Wed, 13 Nov 2024 10:46:36 +0100
Subject: [PATCH 2/2] chore: add sparv-pipeline-testing to dev-deps

---
 ocr-correction-viklofg-sweocr/Makefile        |    4 +-
 ocr-correction-viklofg-sweocr/pdm.lock        |  237 ++--
 ocr-correction-viklofg-sweocr/pyproject.toml  |    4 +-
 .../tests/requirements-testing.lock           | 1149 ++---------------
 4 files changed, 257 insertions(+), 1137 deletions(-)

diff --git a/ocr-correction-viklofg-sweocr/Makefile b/ocr-correction-viklofg-sweocr/Makefile
index 9d13666..88603cc 100644
--- a/ocr-correction-viklofg-sweocr/Makefile
+++ b/ocr-correction-viklofg-sweocr/Makefile
@@ -146,7 +146,7 @@ prepare-release: tests/requirements-testing.lock
 
 # we use lock extension so that dependabot doesn't pick up changes in this file
 tests/requirements-testing.lock: pyproject.toml
-	pdm export --dev --format requirements --output $@
+	pdm export --dev --format requirements --no-hashes --output $@
 
 .PHONY: kb-bert-prepare-release
 kb-bert-prepare-release: ocr-correction-viklofg-sweocr/CHANGELOG.md
@@ -158,4 +158,4 @@ CHANGELOG.md:
 
 .PHONY: ocr-correction-viklofg-sweocr/CHANGELOG.md
 ocr-correction-viklofg-sweocr/CHANGELOG.md:
-	git cliff --unreleased --include-path "ocr-correction-viklofg-sweocr/**/*" --include-path "examples/ocr-correction-viklofg-sweocr/**/*" --prepend $@
\ No newline at end of file
+	git cliff --unreleased --include-path "ocr-correction-viklofg-sweocr/**/*" --include-path "examples/ocr-correction-viklofg-sweocr/**/*" --prepend $@
diff --git a/ocr-correction-viklofg-sweocr/pdm.lock b/ocr-correction-viklofg-sweocr/pdm.lock
index a77bceb..50b8d53 100644
--- a/ocr-correction-viklofg-sweocr/pdm.lock
+++ b/ocr-correction-viklofg-sweocr/pdm.lock
@@ -4,14 +4,17 @@
 [metadata]
 groups = ["default", "dev"]
 strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.1"
-content_hash = "sha256:9410d8bcc059c1331c97036b45435f373b1f3c1810b907bd9e4c85296ef4a93b"
+lock_version = "4.5.0"
+content_hash = "sha256:80779892b433336f1d14a050fce29aba592494c6f1909cf44defe547a3d57fb0"
+
+[[metadata.targets]]
+requires_python = ">=3.8.1,<3.12"
 
 [[package]]
 name = "appdirs"
 version = "1.4.4"
 summary = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
@@ -22,7 +25,7 @@ name = "argcomplete"
 version = "3.1.6"
 requires_python = ">=3.8"
 summary = "Bash tab completion for argparse"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "argcomplete-3.1.6-py3-none-any.whl", hash = "sha256:71f4683bc9e6b0be85f2b2c1224c47680f210903e23512cfebfe5a41edfd883a"},
     {file = "argcomplete-3.1.6.tar.gz", hash = "sha256:3b1f07d133332547a53c79437527c00be48cca3807b1d4ca5cab1b26313386a6"},
@@ -33,7 +36,10 @@ name = "attrs"
 version = "23.2.0"
 requires_python = ">=3.7"
 summary = "Classes Without Boilerplate"
-groups = ["default"]
+groups = ["default", "dev"]
+dependencies = [
+    "importlib-metadata; python_version < \"3.8\"",
+]
 files = [
     {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
     {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
@@ -44,7 +50,7 @@ name = "certifi"
 version = "2024.2.2"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
     {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
@@ -55,7 +61,7 @@ name = "cffi"
 version = "1.16.0"
 requires_python = ">=3.8"
 summary = "Foreign Function Interface for Python calling C code."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_python_implementation != \"PyPy\""
 dependencies = [
     "pycparser",
@@ -110,7 +116,7 @@ name = "charset-normalizer"
 version = "3.3.2"
 requires_python = ">=3.7.0"
 summary = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
     {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
@@ -181,9 +187,10 @@ name = "click"
 version = "8.1.7"
 requires_python = ">=3.7"
 summary = "Composable command line interface toolkit"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
+    "importlib-metadata; python_version < \"3.8\"",
 ]
 files = [
     {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
@@ -207,7 +214,7 @@ name = "configargparse"
 version = "1.7"
 requires_python = ">=3.5"
 summary = "A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "ConfigArgParse-1.7-py3-none-any.whl", hash = "sha256:d249da6591465c6c26df64a9f73d2536e743be2f244eb3ebe61114af2f94f86b"},
     {file = "ConfigArgParse-1.7.tar.gz", hash = "sha256:e7067471884de5478c58a511e529f0f9bd1c66bfef1dea90935438d6c23306d1"},
@@ -217,7 +224,7 @@ files = [
 name = "connection-pool"
 version = "0.0.3"
 summary = "thread safe connection pool"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "connection_pool-0.0.3.tar.gz", hash = "sha256:bf429e7aef65921c69b4ed48f3d48d3eac1383b05d2df91884705842d974d0dc"},
 ]
@@ -227,7 +234,7 @@ name = "cryptography"
 version = "42.0.7"
 requires_python = ">=3.7"
 summary = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "cffi>=1.12; platform_python_implementation != \"PyPy\"",
 ]
@@ -271,7 +278,7 @@ name = "datrie"
 version = "0.8.2"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 summary = "Super-fast, efficiently stored Trie for Python."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "datrie-0.8.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:e0582435a4adef1a2fce53aeedb656bf769b0f113b524f98be51d3e3d40720cb"},
     {file = "datrie-0.8.2-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:b2d80fa687173cb8f8bae224ef00d1ad6bda8f8597bbb1a63f85182c7d91aeb3"},
@@ -298,7 +305,7 @@ name = "docutils"
 version = "0.20.1"
 requires_python = ">=3.7"
 summary = "Docutils -- Python Documentation Utilities"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "docutils-0.20.1-py3-none-any.whl", hash = "sha256:96f387a2c5562db4476f09f13bbab2192e764cac08ebbf3a34a95d9b1e4a59d6"},
     {file = "docutils-0.20.1.tar.gz", hash = "sha256:f08a4e276c3a1583a86dce3e34aba3fe04d02bba2dd51ed16106244e8a923e3b"},
@@ -308,7 +315,7 @@ files = [
 name = "docx2python"
 version = "1.27.1"
 summary = "Extract content from docx files"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "docx2python-1.27.1-py3-none-any.whl", hash = "sha256:51f6f03149efff07372ea023824d4fd863cb70b531aa558513070fe60f1c420a"},
     {file = "docx2python-1.27.1.tar.gz", hash = "sha256:6ca0a92ee9220708060ece485cede894408588353dc458ee5ec17959488fa668"},
@@ -319,7 +326,7 @@ name = "dpath"
 version = "2.1.6"
 requires_python = ">=3.7"
 summary = "Filesystem-like pathing and searching for dictionaries"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "dpath-2.1.6-py3-none-any.whl", hash = "sha256:31407395b177ab63ef72e2f6ae268c15e938f2990a8ecf6510f5686c02b6db73"},
     {file = "dpath-2.1.6.tar.gz", hash = "sha256:f1e07c72e8605c6a9e80b64bc8f42714de08a789c7de417e49c3f87a19692e47"},
@@ -330,7 +337,7 @@ name = "emoji"
 version = "2.11.1"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 summary = "Emoji for Python"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "emoji-2.11.1-py2.py3-none-any.whl", hash = "sha256:b7ba25299bbf520cc8727848ae66b986da32aee27dc2887eaea2bff07226ce49"},
     {file = "emoji-2.11.1.tar.gz", hash = "sha256:062ff0b3154b6219143f8b9f4b3e5c64c35bc2b146e6e2349ab5f29e218ce1ee"},
@@ -352,7 +359,7 @@ files = [
 name = "fastjsonschema"
 version = "2.19.1"
 summary = "Fastest Python implementation of JSON schema"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
     {file = "fastjsonschema-2.19.1.tar.gz", hash = "sha256:e3126a94bdc4623d3de4485f8d468a12f02a67921315ddc87836d6e456dc789d"},
@@ -363,7 +370,7 @@ name = "filelock"
 version = "3.14.0"
 requires_python = ">=3.8"
 summary = "A platform independent file lock."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"},
     {file = "filelock-3.14.0.tar.gz", hash = "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"},
@@ -374,7 +381,7 @@ name = "fsspec"
 version = "2024.3.1"
 requires_python = ">=3.8"
 summary = "File-system specification"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "fsspec-2024.3.1-py3-none-any.whl", hash = "sha256:918d18d41bf73f0e2b261824baeb1b124bcf771767e3a26425cd7dec3332f512"},
     {file = "fsspec-2024.3.1.tar.gz", hash = "sha256:f39780e282d7d117ffb42bb96992f8a90795e4d0fb0f661a70ca39fe9c43ded9"},
@@ -385,7 +392,7 @@ name = "gitdb"
 version = "4.0.11"
 requires_python = ">=3.7"
 summary = "Git Object Database"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "smmap<6,>=3.0.1",
 ]
@@ -399,9 +406,10 @@ name = "gitpython"
 version = "3.1.43"
 requires_python = ">=3.7"
 summary = "GitPython is a Python library used to interact with Git repositories"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "gitdb<5,>=4.0.1",
+    "typing-extensions>=3.7.4.3; python_version < \"3.8\"",
 ]
 files = [
     {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
@@ -433,9 +441,11 @@ name = "humanfriendly"
 version = "10.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 summary = "Human friendly output for text interfaces using Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
+    "monotonic; python_version == \"2.7\"",
     "pyreadline3; sys_platform == \"win32\" and python_version >= \"3.8\"",
+    "pyreadline; sys_platform == \"win32\" and python_version < \"3.8\"",
 ]
 files = [
     {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
@@ -447,7 +457,7 @@ name = "idna"
 version = "3.7"
 requires_python = ">=3.5"
 summary = "Internationalized Domain Names in Applications (IDNA)"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
     {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
@@ -458,8 +468,9 @@ name = "importlib-metadata"
 version = "6.8.0"
 requires_python = ">=3.8"
 summary = "Read metadata from Python packages"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
+    "typing-extensions>=3.6.4; python_version < \"3.8\"",
     "zipp>=0.5",
 ]
 files = [
@@ -472,7 +483,7 @@ name = "importlib-resources"
 version = "6.4.0"
 requires_python = ">=3.8"
 summary = "Read resources from Python packages"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "python_version < \"3.9\""
 dependencies = [
     "zipp>=3.1.0; python_version < \"3.10\"",
@@ -497,7 +508,7 @@ files = [
 name = "intel-openmp"
 version = "2021.4.0"
 summary = "Intel® OpenMP* Runtime Library"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Windows\""
 files = [
     {file = "intel_openmp-2021.4.0-py2.py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:41c01e266a7fdb631a7609191709322da2bbf24b252ba763f125dd651bcc7675"},
@@ -512,7 +523,7 @@ name = "jinja2"
 version = "3.1.4"
 requires_python = ">=3.7"
 summary = "A very fast and expressive template engine."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "MarkupSafe>=2.0",
 ]
@@ -526,7 +537,7 @@ name = "joblib"
 version = "1.4.2"
 requires_python = ">=3.8"
 summary = "Lightweight pipelining with Python functions"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -537,7 +548,7 @@ name = "jsonschema"
 version = "4.20.0"
 requires_python = ">=3.8"
 summary = "An implementation of JSON Schema validation for Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "attrs>=22.2.0",
     "importlib-resources>=1.4.0; python_version < \"3.9\"",
@@ -556,7 +567,7 @@ name = "jsonschema-specifications"
 version = "2023.12.1"
 requires_python = ">=3.8"
 summary = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "importlib-resources>=1.4.0; python_version < \"3.9\"",
     "referencing>=0.31.0",
@@ -571,7 +582,7 @@ name = "jupyter-core"
 version = "5.7.2"
 requires_python = ">=3.8"
 summary = "Jupyter core package. A base package on which Jupyter projects rely."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "platformdirs>=2.5",
     "pywin32>=300; sys_platform == \"win32\" and platform_python_implementation != \"PyPy\"",
@@ -587,7 +598,7 @@ name = "markdown-it-py"
 version = "3.0.0"
 requires_python = ">=3.8"
 summary = "Python port of markdown-it. Markdown parsing, done right!"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "mdurl~=0.1",
 ]
@@ -601,7 +612,7 @@ name = "markupsafe"
 version = "2.1.5"
 requires_python = ">=3.7"
 summary = "Safely add untrusted strings to HTML/XML markup."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
@@ -651,7 +662,7 @@ name = "mdurl"
 version = "0.1.2"
 requires_python = ">=3.7"
 summary = "Markdown URL utilities"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -661,7 +672,7 @@ files = [
 name = "mkl"
 version = "2021.4.0"
 summary = "Intel® oneAPI Math Kernel Library"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Windows\""
 dependencies = [
     "intel-openmp==2021.*",
@@ -690,7 +701,7 @@ files = [
 name = "mpmath"
 version = "1.3.0"
 summary = "Python library for arbitrary-precision floating-point arithmetic"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -701,7 +712,7 @@ name = "mypy-extensions"
 version = "1.0.0"
 requires_python = ">=3.5"
 summary = "Type system extensions for programs checked with the mypy type checker."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
@@ -712,7 +723,7 @@ name = "nbformat"
 version = "5.10.4"
 requires_python = ">=3.8"
 summary = "The Jupyter Notebook format"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "fastjsonschema>=2.15",
     "jsonschema>=2.6",
@@ -729,7 +740,7 @@ name = "networkx"
 version = "3.1"
 requires_python = ">=3.8"
 summary = "Python package for creating and manipulating graphs and networks"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
     {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
@@ -740,7 +751,7 @@ name = "nltk"
 version = "3.8.1"
 requires_python = ">=3.7"
 summary = "Natural Language Toolkit"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "click",
     "joblib",
@@ -757,7 +768,7 @@ name = "numpy"
 version = "1.24.4"
 requires_python = ">=3.8"
 summary = "Fundamental package for array computing in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "numpy-1.24.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c0bfb52d2169d58c1cdb8cc1f16989101639b34c7d3ce60ed70b19c63eba0b64"},
     {file = "numpy-1.24.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ed094d4f0c177b1b8e7aa9cba7d6ceed51c0e569a5318ac0ca9a090680a6a1b1"},
@@ -794,7 +805,7 @@ name = "nvidia-cublas-cu12"
 version = "12.1.3.1"
 requires_python = ">=3"
 summary = "CUBLAS native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl", hash = "sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728"},
@@ -806,7 +817,7 @@ name = "nvidia-cuda-cupti-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "CUDA profiling tools runtime libs."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e"},
@@ -818,7 +829,7 @@ name = "nvidia-cuda-nvrtc-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "NVRTC native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2"},
@@ -830,7 +841,7 @@ name = "nvidia-cuda-runtime-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "CUDA Runtime native Libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"},
@@ -842,7 +853,7 @@ name = "nvidia-cudnn-cu12"
 version = "8.9.2.26"
 requires_python = ">=3"
 summary = "cuDNN runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 dependencies = [
     "nvidia-cublas-cu12",
@@ -856,7 +867,7 @@ name = "nvidia-cufft-cu12"
 version = "11.0.2.54"
 requires_python = ">=3"
 summary = "CUFFT native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl", hash = "sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56"},
@@ -868,7 +879,7 @@ name = "nvidia-curand-cu12"
 version = "10.3.2.106"
 requires_python = ">=3"
 summary = "CURAND native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0"},
@@ -880,7 +891,7 @@ name = "nvidia-cusolver-cu12"
 version = "11.4.5.107"
 requires_python = ">=3"
 summary = "CUDA solver native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 dependencies = [
     "nvidia-cublas-cu12",
@@ -897,7 +908,7 @@ name = "nvidia-cusparse-cu12"
 version = "12.1.0.106"
 requires_python = ">=3"
 summary = "CUSPARSE native runtime libraries"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 dependencies = [
     "nvidia-nvjitlink-cu12",
@@ -912,7 +923,7 @@ name = "nvidia-nccl-cu12"
 version = "2.20.5"
 requires_python = ">=3"
 summary = "NVIDIA Collective Communication Library (NCCL) Runtime"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01"},
@@ -924,7 +935,7 @@ name = "nvidia-nvjitlink-cu12"
 version = "12.4.127"
 requires_python = ">=3"
 summary = "Nvidia JIT LTO Library"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
@@ -936,7 +947,7 @@ name = "nvidia-nvtx-cu12"
 version = "12.1.105"
 requires_python = ">=3"
 summary = "NVIDIA Tools Extension"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5"},
@@ -976,10 +987,11 @@ name = "pdfminer-six"
 version = "20221105"
 requires_python = ">=3.6"
 summary = "PDF parser and analyzer"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "charset-normalizer>=2.0.0",
     "cryptography>=36.0.0",
+    "typing-extensions; python_version < \"3.8\"",
 ]
 files = [
     {file = "pdfminer.six-20221105-py3-none-any.whl", hash = "sha256:1eaddd712d5b2732f8ac8486824533514f8ba12a0787b3d5fe1e686cd826532d"},
@@ -991,7 +1003,7 @@ name = "pdfplumber"
 version = "0.10.3"
 requires_python = ">=3.8"
 summary = "Plumb a PDF for detailed information about each char, rectangle, and line."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "Pillow>=9.1",
     "pdfminer-six==20221105",
@@ -1007,7 +1019,7 @@ name = "pillow"
 version = "10.3.0"
 requires_python = ">=3.8"
 summary = "Python Imaging Library (Fork)"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "pillow-10.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:90b9e29824800e90c84e4022dd5cc16eb2d9605ee13f05d47641eb183cd73d45"},
     {file = "pillow-10.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a2c405445c79c3f5a124573a051062300936b0281fee57637e706453e452746c"},
@@ -1074,7 +1086,7 @@ name = "pkgutil-resolve-name"
 version = "1.3.10"
 requires_python = ">=3.6"
 summary = "Resolve a name to an object."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "python_version < \"3.9\""
 files = [
     {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
@@ -1085,7 +1097,7 @@ files = [
 name = "plac"
 version = "1.4.3"
 summary = "The smartest command line arguments parser in the world"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "plac-1.4.3-py2.py3-none-any.whl", hash = "sha256:8a84fde8f950c9de6588a2d53c9deeac3ba1ddb456d887a33228460cf6549750"},
     {file = "plac-1.4.3.tar.gz", hash = "sha256:d4cb3387b2113a28aebd509433d0264a4e5d9bb7c1a86db4fbd0a8f11af74eb3"},
@@ -1096,7 +1108,7 @@ name = "platformdirs"
 version = "4.2.1"
 requires_python = ">=3.8"
 summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "platformdirs-4.2.1-py3-none-any.whl", hash = "sha256:17d5a1161b3fd67b390023cb2d3b026bbd40abde6fdb052dfbd3a29c3ba22ee1"},
     {file = "platformdirs-4.2.1.tar.gz", hash = "sha256:031cd18d4ec63ec53e82dceaac0417d218a6863f7745dfcc9efe7793b7039bdf"},
@@ -1118,7 +1130,7 @@ name = "prompt-toolkit"
 version = "3.0.43"
 requires_python = ">=3.7.0"
 summary = "Library for building powerful interactive command lines in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "wcwidth",
 ]
@@ -1132,7 +1144,7 @@ name = "protobuf"
 version = "3.20.3"
 requires_python = ">=3.7"
 summary = "Protocol Buffers"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "protobuf-3.20.3-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:f4bd856d702e5b0d96a00ec6b307b0f51c1982c2bf9c0052cf9019e9a544ba99"},
     {file = "protobuf-3.20.3-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9aae4406ea63d825636cc11ffb34ad3379335803216ee3a856787bcf5ccc751e"},
@@ -1157,7 +1169,7 @@ name = "psutil"
 version = "5.9.8"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 summary = "Cross-platform lib for process and system monitoring in Python."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "psutil-5.9.8-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:aee678c8720623dc456fa20659af736241f575d79429a0e5e9cf88ae0605cc81"},
     {file = "psutil-5.9.8-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8cb6403ce6d8e047495a701dc7c5bd788add903f8986d523e3e20b98b733e421"},
@@ -1173,7 +1185,7 @@ name = "pulp"
 version = "2.8.0"
 requires_python = ">=3.7"
 summary = "PuLP is an LP modeler written in python. PuLP can generate MPS or LP files and call GLPK, COIN CLP/CBC, CPLEX, and GUROBI to solve linear problems."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "PuLP-2.8.0-py3-none-any.whl", hash = "sha256:4a19814a5b0a4392d788ac2315263435293579b0583c3469943fe0c6a586f263"},
     {file = "PuLP-2.8.0.tar.gz", hash = "sha256:4903bf96110bbab8ed2c68533f90565ebb76aa367d9e4df38e51bf727927c125"},
@@ -1184,7 +1196,7 @@ name = "pycountry"
 version = "22.3.5"
 requires_python = ">=3.6, <4"
 summary = "ISO country, subdivision, language, currency and script definitions and their translations"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "setuptools",
 ]
@@ -1197,7 +1209,7 @@ name = "pycparser"
 version = "2.22"
 requires_python = ">=3.8"
 summary = "C parser in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
@@ -1209,7 +1221,7 @@ name = "pygments"
 version = "2.18.0"
 requires_python = ">=3.8"
 summary = "Pygments is a syntax highlighting package written in Python."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
     {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
@@ -1220,7 +1232,7 @@ name = "pypdfium2"
 version = "4.29.0"
 requires_python = ">=3.6"
 summary = "Python bindings to PDFium"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "pypdfium2-4.29.0-py3-none-macosx_10_13_x86_64.whl", hash = "sha256:e62cfc066bcd7f31ad45f56bc131d9d4bfcfb6eed58dc416246ddf0433a47586"},
     {file = "pypdfium2-4.29.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:33fa7cfebca8a7c78376b91f459a31bead6daf70080f1d9b35f16e1dd073f707"},
@@ -1241,7 +1253,7 @@ files = [
 name = "pyreadline3"
 version = "3.4.1"
 summary = "A python implementation of GNU readline."
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "sys_platform == \"win32\" and python_version >= \"3.8\""
 files = [
     {file = "pyreadline3-3.4.1-py3-none-any.whl", hash = "sha256:b0efb6516fd4fb07b45949053826a62fa4cb353db5be2bbb4a7aa1fdd1e345fb"},
@@ -1272,7 +1284,7 @@ name = "python-dateutil"
 version = "2.8.2"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 summary = "Extensions to the standard Python datetime module"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "six>=1.5",
 ]
@@ -1286,7 +1298,7 @@ name = "python-json-logger"
 version = "2.0.7"
 requires_python = ">=3.6"
 summary = "A python library adding a json log formatter"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "python-json-logger-2.0.7.tar.gz", hash = "sha256:23e7ec02d34237c5aa1e29a070193a4ea87583bb4e7f8fd06d3de8264c4b2e1c"},
     {file = "python_json_logger-2.0.7-py3-none-any.whl", hash = "sha256:f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd"},
@@ -1296,7 +1308,7 @@ files = [
 name = "pywin32"
 version = "306"
 summary = "Python for Window Extensions"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
@@ -1315,7 +1327,7 @@ name = "pyyaml"
 version = "6.0.1"
 requires_python = ">=3.6"
 summary = "YAML parser and emitter for Python"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a"},
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f"},
@@ -1356,7 +1368,7 @@ name = "questionary"
 version = "1.10.0"
 requires_python = ">=3.6,<4.0"
 summary = "Python library to build pretty command line user prompts ⭐️"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "prompt-toolkit<4.0,>=2.0",
 ]
@@ -1370,7 +1382,7 @@ name = "referencing"
 version = "0.35.1"
 requires_python = ">=3.8"
 summary = "JSON Referencing + Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "attrs>=22.2.0",
     "rpds-py>=0.7.0",
@@ -1385,7 +1397,7 @@ name = "regex"
 version = "2024.4.28"
 requires_python = ">=3.8"
 summary = "Alternative regular expression module, to replace re."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "regex-2024.4.28-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cd196d056b40af073d95a2879678585f0b74ad35190fac04ca67954c582c6b61"},
     {file = "regex-2024.4.28-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8bb381f777351bd534462f63e1c6afb10a7caa9fa2a421ae22c26e796fe31b1f"},
@@ -1458,7 +1470,7 @@ name = "requests"
 version = "2.31.0"
 requires_python = ">=3.7"
 summary = "Python HTTP for Humans."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "certifi>=2017.4.17",
     "charset-normalizer<4,>=2",
@@ -1475,7 +1487,7 @@ name = "reretry"
 version = "0.11.8"
 requires_python = ">=3.7"
 summary = "An easy to use, but functional decorator for retrying on exceptions."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "reretry-0.11.8-py2.py3-none-any.whl", hash = "sha256:5ec1084cd9644271ee386d34cd5dd24bdb3e91d55961b076d1a31d585ad68a79"},
     {file = "reretry-0.11.8.tar.gz", hash = "sha256:f2791fcebe512ea2f1d153a2874778523a8064860b591cd90afc21a8bed432e3"},
@@ -1486,7 +1498,7 @@ name = "rich"
 version = "13.7.0"
 requires_python = ">=3.7.0"
 summary = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "markdown-it-py>=2.2.0",
     "pygments<3.0.0,>=2.13.0",
@@ -1502,7 +1514,7 @@ name = "rpds-py"
 version = "0.18.1"
 requires_python = ">=3.8"
 summary = "Python bindings to Rust's persistent data structures (rpds)"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "rpds_py-0.18.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:d31dea506d718693b6b2cffc0648a8929bdc51c70a311b2770f09611caa10d53"},
     {file = "rpds_py-0.18.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:732672fbc449bab754e0b15356c077cc31566df874964d4801ab14f71951ea80"},
@@ -1682,7 +1694,7 @@ name = "setuptools"
 version = "69.5.1"
 requires_python = ">=3.8"
 summary = "Easily download, build, install, upgrade, and uninstall Python packages"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "setuptools-69.5.1-py3-none-any.whl", hash = "sha256:c636ac361bc47580504644275c9ad802c50415c7522212252c033bd15f301f32"},
     {file = "setuptools-69.5.1.tar.gz", hash = "sha256:6c1fccdac05a97e598fb0ae3bbed5904ccb317337a51139dcd51453611bbb987"},
@@ -1693,7 +1705,7 @@ name = "six"
 version = "1.16.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Python 2 and 3 compatibility utilities"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -1704,7 +1716,7 @@ name = "smart-open"
 version = "7.0.4"
 requires_python = "<4.0,>=3.7"
 summary = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "wrapt",
 ]
@@ -1718,7 +1730,7 @@ name = "smmap"
 version = "5.0.1"
 requires_python = ">=3.7"
 summary = "A pure Python implementation of a sliding window memory map manager"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "smmap-5.0.1-py3-none-any.whl", hash = "sha256:e6d8668fa5f93e706934a62d7b4db19c8d9eb8cf2adbb75ef1b675aa332b69da"},
     {file = "smmap-5.0.1.tar.gz", hash = "sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62"},
@@ -1729,7 +1741,7 @@ name = "snakemake"
 version = "7.32.3"
 requires_python = ">=3.7"
 summary = "Workflow management system to create reproducible and scalable data analyses"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "appdirs",
     "configargparse",
@@ -1764,7 +1776,7 @@ name = "sparv-pipeline"
 version = "5.2.0"
 requires_python = ">=3.8"
 summary = "Språkbanken's text analysis tool"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "appdirs==1.4.4",
     "argcomplete==3.1.6",
@@ -1791,12 +1803,25 @@ files = [
     {file = "sparv_pipeline-5.2.0.tar.gz", hash = "sha256:d8282fd97ebae048e40b1cd83e087fad455ab137e107ebf54e2685b3af2f13b7"},
 ]
 
+[[package]]
+name = "sparv-pipeline-testing"
+version = "0.1.7"
+requires_python = ">=3.8.1,<3.12"
+git = "https://github.com/spraakbanken/sparv-pipeline-testing.git"
+ref = "v0.1.7"
+revision = "dd72b2f202e1164f6d1a4d731a81e9341d54dc13"
+summary = "Testing utilities for sparv-pipeline."
+groups = ["dev"]
+dependencies = [
+    "sparv-pipeline>=5.2.0",
+]
+
 [[package]]
 name = "stanza"
 version = "1.5.1"
 requires_python = ">=3.6"
 summary = "A Python NLP Library for Many Human Languages, by the Stanford NLP Group"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "emoji",
     "numpy",
@@ -1814,7 +1839,7 @@ files = [
 name = "stopit"
 version = "1.1.2"
 summary = "Timeout control decorator and context managers, raise any exception in another thread"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "stopit-1.1.2.tar.gz", hash = "sha256:f7f39c583fd92027bd9d06127b259aee7a5b7945c1f1fa56263811e1e766996d"},
 ]
@@ -1834,7 +1859,7 @@ name = "sympy"
 version = "1.12"
 requires_python = ">=3.8"
 summary = "Computer algebra system (CAS) in Python"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "mpmath>=0.19",
 ]
@@ -1862,7 +1887,7 @@ name = "tabulate"
 version = "0.9.0"
 requires_python = ">=3.7"
 summary = "Pretty-print tabular data"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
     {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
@@ -1872,7 +1897,7 @@ files = [
 name = "tbb"
 version = "2021.12.0"
 summary = "Intel® oneAPI Threading Building Blocks (oneTBB)"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Windows\""
 files = [
     {file = "tbb-2021.12.0-py2.py3-none-manylinux1_i686.whl", hash = "sha256:f2cc9a7f8ababaa506cbff796ce97c3bf91062ba521e15054394f773375d81d8"},
@@ -1885,7 +1910,7 @@ files = [
 name = "throttler"
 version = "1.2.2"
 summary = "Zero-dependency Python package for easy throttling with asyncio support"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "throttler-1.2.2-py3-none-any.whl", hash = "sha256:fc6ae612a2529e01110b32335af40375258b98e3b81232ec77cd07f51bf71392"},
     {file = "throttler-1.2.2.tar.gz", hash = "sha256:d54db406d98e1b54d18a9ba2b31ab9f093ac64a0a59d730c1cf7bb1cdfc94a58"},
@@ -1995,7 +2020,7 @@ files = [
 name = "toposort"
 version = "1.10"
 summary = "Implements a topological sort algorithm."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "toposort-1.10-py3-none-any.whl", hash = "sha256:cbdbc0d0bee4d2695ab2ceec97fe0679e9c10eab4b2a87a9372b929e70563a87"},
     {file = "toposort-1.10.tar.gz", hash = "sha256:bfbb479c53d0a696ea7402601f4e693c97b0367837c8898bc6471adfca37a6bd"},
@@ -2006,7 +2031,7 @@ name = "torch"
 version = "2.3.0"
 requires_python = ">=3.8.0"
 summary = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "filelock",
     "fsspec",
@@ -2052,7 +2077,7 @@ name = "tqdm"
 version = "4.66.4"
 requires_python = ">=3.7"
 summary = "Fast, Extensible Progress Meter"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
@@ -2066,7 +2091,7 @@ name = "traitlets"
 version = "5.14.3"
 requires_python = ">=3.8"
 summary = "Traitlets Python configuration system"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -2099,7 +2124,7 @@ files = [
 name = "triton"
 version = "2.3.0"
 summary = "A language and compiler for custom Deep Learning operations"
-groups = ["default"]
+groups = ["default", "dev"]
 marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.12\""
 dependencies = [
     "filelock",
@@ -2116,7 +2141,7 @@ name = "typing-extensions"
 version = "4.11.0"
 requires_python = ">=3.8"
 summary = "Backported and Experimental Type Hints for Python 3.8+"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
     {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
@@ -2126,10 +2151,11 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 summary = "Runtime inspection utilities for typing module."
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "mypy-extensions>=0.3.0",
     "typing-extensions>=3.7.4",
+    "typing>=3.7.4; python_version < \"3.5\"",
 ]
 files = [
     {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
@@ -2141,7 +2167,7 @@ name = "urllib3"
 version = "2.2.1"
 requires_python = ">=3.8"
 summary = "HTTP library with thread-safe connection pooling, file post, and more."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
     {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
@@ -2151,7 +2177,10 @@ files = [
 name = "wcwidth"
 version = "0.2.13"
 summary = "Measures the displayed width of unicode strings in a terminal"
-groups = ["default"]
+groups = ["default", "dev"]
+dependencies = [
+    "backports-functools-lru-cache>=1.2.1; python_version < \"3.2\"",
+]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -2162,7 +2191,7 @@ name = "wrapt"
 version = "1.16.0"
 requires_python = ">=3.6"
 summary = "Module for decorators, wrappers and monkey patching."
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "wrapt-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"},
     {file = "wrapt-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e4fdb9275308292e880dcbeb12546df7f3e0f96c6b41197e0cf37d2826359020"},
@@ -2213,7 +2242,7 @@ name = "yte"
 version = "1.5.4"
 requires_python = ">=3.7"
 summary = "A YAML template engine with Python expressions"
-groups = ["default"]
+groups = ["default", "dev"]
 dependencies = [
     "dpath<3.0,>=2.1",
     "plac<2.0.0,>=1.3.4",
@@ -2229,7 +2258,7 @@ name = "zipp"
 version = "3.18.1"
 requires_python = ">=3.8"
 summary = "Backport of pathlib-compatible object wrapper for zip files"
-groups = ["default"]
+groups = ["default", "dev"]
 files = [
     {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
     {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
diff --git a/ocr-correction-viklofg-sweocr/pyproject.toml b/ocr-correction-viklofg-sweocr/pyproject.toml
index 12582a6..21a0c93 100644
--- a/ocr-correction-viklofg-sweocr/pyproject.toml
+++ b/ocr-correction-viklofg-sweocr/pyproject.toml
@@ -60,8 +60,10 @@ allow-direct-references = true
 [tool.pdm]
 distribution = true
 
-[tool.pdm.dev-dependencies]
+
+[dependency-groups]
 dev = [
     "pytest>=7.4.4",
     "syrupy>=4.0.0",
+    "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.7",
 ]
diff --git a/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock b/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
index bcfca08..a65bd38 100644
--- a/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
+++ b/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
@@ -1,1033 +1,122 @@
 # This file is @generated by PDM.
 # Please do not edit it manually.
 
-appdirs==1.4.4 \
-    --hash=sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41 \
-    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
-argcomplete==3.1.6 \
-    --hash=sha256:3b1f07d133332547a53c79437527c00be48cca3807b1d4ca5cab1b26313386a6 \
-    --hash=sha256:71f4683bc9e6b0be85f2b2c1224c47680f210903e23512cfebfe5a41edfd883a
-attrs==23.2.0 \
-    --hash=sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30 \
-    --hash=sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1
-certifi==2024.2.2 \
-    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
-    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
-cffi==1.16.0; platform_python_implementation != "PyPy" \
-    --hash=sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc \
-    --hash=sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a \
-    --hash=sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417 \
-    --hash=sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab \
-    --hash=sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36 \
-    --hash=sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743 \
-    --hash=sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8 \
-    --hash=sha256:582215a0e9adbe0e379761260553ba11c58943e4bbe9c36430c4ca6ac74b15ed \
-    --hash=sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684 \
-    --hash=sha256:5bf44d66cdf9e893637896c7faa22298baebcd18d1ddb6d2626a6e39793a1d56 \
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