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99ad1af 2e9e564 99ad1af 88add17 99ad1af 88add17 99ad1af 88add17 99ad1af | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 | """Sprint A14-S15 β AltoView (vue canonique 2).
6 cas couvrant la fidΓ©litΓ© documentaire ALTO + le pattern
d'omission explicite des pipelines qui ne produisent pas d'ALTO.
"""
from __future__ import annotations
import pytest
from picarones.domain import (
Artifact,
ArtifactType,
MetricSpec,
)
from picarones.evaluation.metrics.alto_structural import (
compute_alto_validity,
compute_line_count_ratio,
compute_word_box_coverage,
)
from picarones.evaluation.projectors import ProjectorRegistry
from picarones.evaluation.registry import MetricRegistry
from picarones.evaluation.views import (
DEFAULT_ALTO_METRICS,
DefaultEvaluationViewExecutor,
build_alto_view,
build_text_view,
)
from picarones.formats.alto.types import (
AltoBBox,
AltoDocument,
AltoLine,
AltoPage,
AltoString,
AltoTextBlock,
)
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Fixtures ALTO
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def _line(*words: str, with_bbox: bool = True) -> AltoLine:
strings = tuple(
AltoString(
content=w,
bbox=AltoBBox(hpos=0, vpos=0, width=10, height=10) if with_bbox else None,
)
for w in words
)
return AltoLine(strings=strings)
def _doc(*lines: AltoLine, n_blocks: int = 1) -> AltoDocument:
"""Construit un AltoDocument avec ``n_blocks`` blocs partageant
les lignes."""
if n_blocks == 1:
return AltoDocument(pages=(AltoPage(
blocks=(AltoTextBlock(lines=lines),),
),),)
# Distribute lines across blocks (tous identiques pour simplifier)
chunks = [lines] * n_blocks
return AltoDocument(pages=(AltoPage(
blocks=tuple(AltoTextBlock(lines=c) for c in chunks),
),),)
def _empty_doc() -> AltoDocument:
return AltoDocument()
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# MΓ©triques individuelles
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
class TestAltoMetrics:
def test_validity_full_doc(self) -> None:
d = _doc(_line("a", "b"))
assert compute_alto_validity(d, d) == 1.0
def test_validity_empty_doc(self) -> None:
assert compute_alto_validity(_doc(_line("a")), _empty_doc()) == 0.0
def test_line_count_ratio_equal(self) -> None:
d1 = _doc(_line("a"), _line("b"), _line("c"))
d2 = _doc(_line("x"), _line("y"), _line("z"))
assert compute_line_count_ratio(d1, d2) == 1.0
def test_line_count_ratio_partial(self) -> None:
d1 = _doc(_line("a"), _line("b"), _line("c"), _line("d")) # 4
d2 = _doc(_line("x"), _line("y")) # 2
assert compute_line_count_ratio(d1, d2) == 0.5
def test_line_count_ratio_both_empty(self) -> None:
assert compute_line_count_ratio(_empty_doc(), _empty_doc()) == 1.0
def test_word_box_coverage_full(self) -> None:
d = _doc(_line("a", "b", "c", with_bbox=True))
assert compute_word_box_coverage(d, d) == 1.0
def test_word_box_coverage_partial(self) -> None:
# 2 mots avec bbox, 1 sans
line = AltoLine(strings=(
AltoString(content="a", bbox=AltoBBox(hpos=0, vpos=0, width=1, height=1)),
AltoString(content="b", bbox=AltoBBox(hpos=0, vpos=0, width=1, height=1)),
AltoString(content="c", bbox=None),
))
d = AltoDocument(pages=(AltoPage(blocks=(AltoTextBlock(lines=(line,),),),),),)
assert abs(compute_word_box_coverage(d, d) - 2 / 3) < 1e-9
def test_word_box_coverage_no_bbox(self) -> None:
d = _doc(_line("a", "b", with_bbox=False))
assert compute_word_box_coverage(d, d) == 0.0
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# AltoView shape
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
class TestAltoViewShape:
def test_default_view_accepts_only_alto_xml(self) -> None:
"""Cas 1 β AltoView n'accepte que ALTO_XML."""
view = build_alto_view()
assert view.accepts(ArtifactType.ALTO_XML)
assert not view.accepts(ArtifactType.RAW_TEXT)
assert not view.accepts(ArtifactType.PAGE_XML)
assert not view.accepts(ArtifactType.CANONICAL_DOCUMENT)
assert not view.accepts(ArtifactType.IMAGE)
def test_default_metrics(self) -> None:
view = build_alto_view()
assert view.metric_names == DEFAULT_ALTO_METRICS
assert "alto_validity" in view.metric_names
assert "alto_line_count_ratio" in view.metric_names
assert "alto_word_box_coverage" in view.metric_names
def test_no_projection(self) -> None:
view = build_alto_view()
assert view.projection is None
# Pas de projection mΓͺme par type source.
assert view.projection_for(ArtifactType.ALTO_XML) is None
def test_warnings_signal_omission_pattern(self) -> None:
view = build_alto_view()
warnings_text = " ".join(view.warnings)
assert "OMIS" in warnings_text or "omis" in warnings_text
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# AltoView avec executor
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def _build_alto_executor(payloads: dict[str, AltoDocument]) -> DefaultEvaluationViewExecutor:
metrics = MetricRegistry()
metrics.register(
MetricSpec(
name="alto_validity",
input_types=(ArtifactType.ALTO_XML, ArtifactType.ALTO_XML),
higher_is_better=True,
),
compute_alto_validity,
)
metrics.register(
MetricSpec(
name="alto_line_count_ratio",
input_types=(ArtifactType.ALTO_XML, ArtifactType.ALTO_XML),
higher_is_better=True,
),
compute_line_count_ratio,
)
metrics.register(
MetricSpec(
name="alto_word_box_coverage",
input_types=(ArtifactType.ALTO_XML, ArtifactType.ALTO_XML),
higher_is_better=True,
),
compute_word_box_coverage,
)
projectors = ProjectorRegistry() # AltoView n'a pas besoin de projecteur
def loader(art: Artifact) -> AltoDocument:
if art.id not in payloads:
raise KeyError(f"missing payload {art.id}")
return payloads[art.id]
return DefaultEvaluationViewExecutor.from_registries(metrics, projectors, loader)
class TestAltoViewWithExecutor:
def test_perfect_alto_yields_all_ones(self) -> None:
"""Cas 2 β HypothΓ¨se identique Γ la GT β toutes mΓ©triques = 1.0."""
gt = _doc(_line("a", "b"), _line("c", "d"))
payloads = {"gt": gt, "cand": gt}
executor = _build_alto_executor(payloads)
view = build_alto_view()
gt_art = Artifact(id="gt", document_id="d", type=ArtifactType.ALTO_XML)
cand = Artifact(id="cand", document_id="d", type=ArtifactType.ALTO_XML)
result = executor.evaluate(view, cand, gt_art, pipeline_name="test")
assert result.metric_values["alto_validity"] == 1.0
assert result.metric_values["alto_line_count_ratio"] == 1.0
assert result.metric_values["alto_word_box_coverage"] == 1.0
assert result.failed_metrics == {}
def test_partial_quality_alto(self) -> None:
"""Cas 3 β HypothΓ¨se avec moins de lignes β ratio < 1, autres OK."""
gt = _doc(_line("a"), _line("b"), _line("c"), _line("d")) # 4 lignes
cand = _doc(_line("x"), _line("y")) # 2 lignes
payloads = {"gt": gt, "cand": cand}
executor = _build_alto_executor(payloads)
view = build_alto_view()
gt_art = Artifact(id="gt", document_id="d", type=ArtifactType.ALTO_XML)
cand_art = Artifact(id="cand", document_id="d", type=ArtifactType.ALTO_XML)
result = executor.evaluate(view, cand_art, gt_art, pipeline_name="test")
assert result.metric_values["alto_validity"] == 1.0 # cohΓ©rent
assert result.metric_values["alto_line_count_ratio"] == 0.5
assert result.metric_values["alto_word_box_coverage"] == 1.0
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Pattern d'omission : pipelines sans ALTO ne sont PAS dans AltoView
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
class TestOmissionPattern:
"""Le caller (service applicatif) doit OMETTRE les pipelines qui
ne produisent pas d'ALTO_XML, plutΓ΄t que de leur attribuer un
score factice Γ 0.
Le test dΓ©montre le pattern recommandΓ©.
"""
def test_caller_filters_pipelines_by_view_acceptance(self) -> None:
"""Cas 4 β Pattern : boucler sur (vue, candidats), filtrer
ceux dont le type n'est pas dans candidate_types."""
view = build_alto_view()
# Simulons 3 pipelines avec leurs sorties principales :
candidates = [
("tesseract_text", ArtifactType.RAW_TEXT), # PAS d'ALTO
("ocr_llm_alto", ArtifactType.ALTO_XML), # ALTO β
("vlm_alto_reconstructed", ArtifactType.ALTO_XML), # ALTO β
]
# Le caller filtre :
eligible = [
(name, art_type)
for name, art_type in candidates
if view.accepts(art_type)
]
omitted = [
(name, art_type)
for name, art_type in candidates
if not view.accepts(art_type)
]
assert len(eligible) == 2
assert ("ocr_llm_alto", ArtifactType.ALTO_XML) in eligible
assert ("vlm_alto_reconstructed", ArtifactType.ALTO_XML) in eligible
assert len(omitted) == 1
assert omitted[0][0] == "tesseract_text"
def test_executor_raises_value_error_if_caller_doesnt_filter(self) -> None:
"""Cas 5 β Garde-fou : si le caller n'a pas filtrΓ© et passe
un RAW_TEXT à AltoView, ``executor.evaluate`` lève ``ValueError``
explicite."""
payloads = {"cand": "this is text", "gt": _doc(_line("a"))}
executor = _build_alto_executor(payloads)
view = build_alto_view()
cand = Artifact(id="cand", document_id="d", type=ArtifactType.RAW_TEXT)
gt = Artifact(id="gt", document_id="d", type=ArtifactType.ALTO_XML)
with pytest.raises(ValueError, match="n'accepte pas"):
executor.evaluate(view, cand, gt, pipeline_name="test")
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Cas central BnF : TextView + AltoView complΓ©mentaires
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
class TestBnFDualViewUsage:
"""DΓ©montre que le rapport BnF cible peut prΓ©senter TextView ET
AltoView pour les **mΓͺmes** pipelines, mais avec des sets de
pipelines diffΓ©rents.
Pipeline 1 : Tesseract texte brut β prΓ©sent dans TextView, OMIS d'AltoView.
Pipeline 2 : OCR+LLM avec ALTO β prΓ©sent dans les DEUX.
Pipeline 3 : VLM avec ALTO reconstruit β prΓ©sent dans les DEUX.
Le test ne fait PAS l'évaluation complète (la stub mémoire ne
porte que ce qui est utile). Il vΓ©rifie le **pattern** : pour
chaque vue, quels pipelines sont Γ©ligibles.
"""
def test_two_views_select_different_pipeline_sets(self) -> None:
"""Cas 6 β DΓ©finition de done S15 :
* Tesseract β omis d'AltoView, prΓ©sent dans TextView
* OCR+LLM+ALTO β dans les deux
* VLM+ALTO β dans les deux
"""
text_view = build_text_view()
alto_view = build_alto_view()
pipelines = [
("tesseract", ArtifactType.RAW_TEXT),
("ocr_llm_alto", ArtifactType.ALTO_XML),
("vlm_alto", ArtifactType.ALTO_XML),
]
text_eligible = {
n for n, t in pipelines if text_view.accepts(t)
}
alto_eligible = {
n for n, t in pipelines if alto_view.accepts(t)
}
# TextView accepte les 3.
assert text_eligible == {"tesseract", "ocr_llm_alto", "vlm_alto"}
# AltoView omet Tesseract, garde les 2 ALTO.
assert alto_eligible == {"ocr_llm_alto", "vlm_alto"}
assert "tesseract" not in alto_eligible
# Les pipelines prΓ©sents dans AltoView sont un SOUS-ENSEMBLE de
# ceux prΓ©sents dans TextView (cohΓ©rence : si un pipeline
# produit de l'ALTO, son texte est aussi extractible).
assert alto_eligible.issubset(text_eligible)
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