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  1. data/datasets/local/spotify/data-00000-of-00001.parquet +0 -3
  2. data/datasets/local/spotify/manifest.json +0 -27
  3. data/datasets/local/spotify/text/.concepts/local/outer_space/sbert-neg-100.pkl +0 -3
  4. data/datasets/local/spotify/text/.concepts/local/outerspace/sbert-neg-100.pkl +0 -3
  5. data/datasets/local/spotify/text/sbert/data-00000-of-00001.parquet +0 -3
  6. data/datasets/local/spotify/text/sbert/embeddings-00000-of-00001.keys.pkl +0 -3
  7. data/datasets/local/spotify/text/sbert/embeddings-00000-of-00001.npy +0 -3
  8. data/datasets/local/spotify/text/sbert/signal_manifest.json +0 -37
  9. src/concepts/concept.py +36 -6
  10. src/concepts/db_concept.py +33 -21
  11. src/data/dataset_duckdb.py +2 -11
  12. src/data/dataset_utils.py +10 -0
  13. src/router_concept.py +3 -3
  14. src/server.py +15 -3
  15. src/signals/default_signals.py +2 -0
  16. web/blueprint/build/_app/immutable/assets/0.4f2ac5fa.css +0 -0
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  28. web/blueprint/build/_app/immutable/chunks/ConceptView.47952154.js +0 -0
  29. web/blueprint/build/_app/immutable/chunks/ConceptView.c360ab81.js +0 -0
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  31. web/blueprint/build/_app/immutable/chunks/{Modal.39b7ae77.js β†’ Modal.76f1e491.js} +1 -1
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  34. web/blueprint/build/_app/immutable/chunks/{index.c8e3566c.js β†’ index.05f88853.js} +1 -1
  35. web/blueprint/build/_app/immutable/chunks/{index.ba23be28.js β†’ index.2add268f.js} +1 -1
  36. web/blueprint/build/_app/immutable/chunks/navigation.519315f2.js +1 -0
  37. web/blueprint/build/_app/immutable/chunks/navigation.d40ee47b.js +0 -1
  38. web/blueprint/build/_app/immutable/chunks/singletons.7e888ab0.js +0 -1
  39. web/blueprint/build/_app/immutable/chunks/singletons.a2ea8dcd.js +1 -0
  40. web/blueprint/build/_app/immutable/chunks/{taskMonitoringStore.8bb0550e.js β†’ taskMonitoringStore.5b185d7a.js} +0 -0
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  42. web/blueprint/build/_app/immutable/chunks/utils.7a65ceb2.js +1 -0
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  44. web/blueprint/build/_app/immutable/entry/{app.6078fbd8.js β†’ app.153c559d.js} +1 -1
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  46. web/blueprint/build/_app/immutable/nodes/{0.0dcc640c.js β†’ 0.a8bfeb66.js} +1 -1
  47. web/blueprint/build/_app/immutable/nodes/{1.127f41a9.js β†’ 1.24dc8c3b.js} +1 -1
  48. web/blueprint/build/_app/immutable/nodes/{2.36bd23d5.js β†’ 2.5fd7e9f7.js} +1 -1
  49. web/blueprint/build/_app/immutable/nodes/3.befab4f1.js +0 -1
  50. web/blueprint/build/_app/immutable/nodes/3.d3ee7d42.js +1 -0
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21
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23
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24
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25
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26
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27
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data/datasets/local/spotify/text/sbert/signal_manifest.json DELETED
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3
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4
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5
- "parquet_id": "sbert(text)",
6
- "data_schema": {
7
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8
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9
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10
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11
- "text": {
12
- "fields": {
13
- "sbert": {
14
- "repeated_field": {
15
- "fields": {
16
- "embedding": {
17
- "dtype": "embedding"
18
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19
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20
- "dtype": "string_span"
21
- },
22
- "signal": {
23
- "signal_name": "sbert"
24
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25
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26
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27
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28
- }
29
- },
30
- "signal": {
31
- "signal_name": "sbert"
32
- },
33
- "enriched_path": [
34
- "text"
35
- ],
36
- "embedding_filename_prefix": "embeddings-00000-of-00001"
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
src/concepts/concept.py CHANGED
@@ -14,10 +14,20 @@ from sklearn.linear_model import LogisticRegression
14
  from sklearn.metrics import precision_recall_curve, roc_auc_score
15
  from sklearn.model_selection import KFold
16
 
 
17
  from ..db_manager import get_dataset
18
  from ..embeddings.embedding import get_embed_fn
19
- from ..schema import Path, RichData, SignalInputType, normalize_path
20
- from ..signals.signal import EMBEDDING_KEY, TextEmbeddingSignal, get_signal_cls
 
 
 
 
 
 
 
 
 
21
  from ..utils import DebugTimer
22
 
23
  LOCAL_CONCEPT_NAMESPACE = 'local'
@@ -314,16 +324,36 @@ class ConceptModel:
314
  """Get the scores for the provided embeddings."""
315
  return self._get_logistic_model(draft).score_embeddings(embeddings)
316
 
317
- def score(self, draft: DraftId, examples: Iterable[RichData]) -> list[float]:
318
  """Get the scores for the provided examples."""
319
  embedding_signal = get_signal_cls(self.embedding_name)()
320
  if not isinstance(embedding_signal, TextEmbeddingSignal):
321
  raise ValueError(f'Only text embedding signals are currently supported for concepts. '
322
  f'"{self.embedding_name}" is a {type(embedding_signal)}.')
323
 
324
- embed_fn = get_embed_fn(self.embedding_name)
325
- embeddings = np.array(embed_fn(examples))
326
- return self._get_logistic_model(draft).score_embeddings(embeddings).tolist()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
327
 
328
  def coef(self, draft: DraftId) -> np.ndarray:
329
  """Get the coefficients of the underlying ML model."""
 
14
  from sklearn.metrics import precision_recall_curve, roc_auc_score
15
  from sklearn.model_selection import KFold
16
 
17
+ from ..data.dataset_utils import lilac_span
18
  from ..db_manager import get_dataset
19
  from ..embeddings.embedding import get_embed_fn
20
+ from ..schema import (
21
+ TEXT_SPAN_END_FEATURE,
22
+ TEXT_SPAN_START_FEATURE,
23
+ VALUE_KEY,
24
+ Item,
25
+ Path,
26
+ RichData,
27
+ SignalInputType,
28
+ normalize_path,
29
+ )
30
+ from ..signals.signal import EMBEDDING_KEY, TextEmbeddingSignal, get_signal_by_type, get_signal_cls
31
  from ..utils import DebugTimer
32
 
33
  LOCAL_CONCEPT_NAMESPACE = 'local'
 
324
  """Get the scores for the provided embeddings."""
325
  return self._get_logistic_model(draft).score_embeddings(embeddings)
326
 
327
+ def score(self, draft: DraftId, examples: Iterable[RichData]) -> list[Item]:
328
  """Get the scores for the provided examples."""
329
  embedding_signal = get_signal_cls(self.embedding_name)()
330
  if not isinstance(embedding_signal, TextEmbeddingSignal):
331
  raise ValueError(f'Only text embedding signals are currently supported for concepts. '
332
  f'"{self.embedding_name}" is a {type(embedding_signal)}.')
333
 
334
+ embedding_cls = get_signal_by_type(self.embedding_name, TextEmbeddingSignal)
335
+ embedding = embedding_cls(split=True)
336
+ embedding.setup()
337
+
338
+ embedding_items = list(embedding.compute(examples))
339
+ embedding_list: list[np.ndarray] = []
340
+ result_items: list[Item] = []
341
+ for item in embedding_items:
342
+ if not isinstance(item, list):
343
+ raise ValueError('Item from embedding is not a list.')
344
+ embedding_list.extend([np.squeeze(res[EMBEDDING_KEY]) for res in item])
345
+
346
+ embeddings = np.array(embedding_list)
347
+ scores = self._get_logistic_model(draft).score_embeddings(embeddings).tolist()
348
+
349
+ for embedding_item, score in zip(item, scores):
350
+ result_items.append(
351
+ lilac_span(
352
+ start=embedding_item[VALUE_KEY][TEXT_SPAN_START_FEATURE],
353
+ end=embedding_item[VALUE_KEY][TEXT_SPAN_END_FEATURE],
354
+ metadata={f'{self.namespace}/{self.concept_name}': score}))
355
+
356
+ return result_items
357
 
358
  def coef(self, draft: DraftId) -> np.ndarray:
359
  """Get the coefficients of the underlying ML model."""
src/concepts/db_concept.py CHANGED
@@ -4,6 +4,7 @@ import abc
4
  import glob
5
  import json
6
  import os
 
7
  import pickle
8
  import shutil
9
 
@@ -179,6 +180,9 @@ class ConceptModelDB(abc.ABC):
179
  class DiskConceptModelDB(ConceptModelDB):
180
  """Interface for the concept model database."""
181
 
 
 
 
182
  @override
183
  def create(self,
184
  namespace: str,
@@ -210,7 +214,8 @@ class DiskConceptModelDB(ConceptModelDB):
210
  if not get_signal_cls(embedding_name):
211
  raise ValueError(f'Embedding signal "{embedding_name}" not found in the registry.')
212
 
213
- concept_model_path = _concept_model_path(namespace, concept_name, embedding_name, column_info)
 
214
  if not file_exists(concept_model_path):
215
  return None
216
 
@@ -219,7 +224,7 @@ class DiskConceptModelDB(ConceptModelDB):
219
 
220
  def _save(self, model: ConceptModel) -> None:
221
  """Save the concept model."""
222
- concept_model_path = _concept_model_path(model.namespace, model.concept_name,
223
  model.embedding_name, model.column_info)
224
  with open_file(concept_model_path, 'wb') as f:
225
  pickle.dump(model, f)
@@ -230,7 +235,8 @@ class DiskConceptModelDB(ConceptModelDB):
230
  concept_name: str,
231
  embedding_name: str,
232
  column_info: Optional[ConceptColumnInfo] = None) -> None:
233
- concept_model_path = _concept_model_path(namespace, concept_name, embedding_name, column_info)
 
234
 
235
  if not file_exists(concept_model_path):
236
  raise ValueError(f'Concept model {namespace}/{concept_name}/{embedding_name} does not exist.')
@@ -239,7 +245,7 @@ class DiskConceptModelDB(ConceptModelDB):
239
 
240
  @override
241
  def remove_all(self, namespace: str, concept_name: str) -> None:
242
- datasets_path = os.path.join(data_path(), DATASETS_DIR_NAME)
243
  # Skip if 'datasets' doesn't exist.
244
  if not os.path.isdir(datasets_path):
245
  return
@@ -253,7 +259,8 @@ class DiskConceptModelDB(ConceptModelDB):
253
  @override
254
  def get_models(self, namespace: str, concept_name: str) -> list[ConceptModel]:
255
  """List all the models associated with a concept."""
256
- model_files = glob.iglob(os.path.join(_concept_output_dir(namespace, concept_name), '*.pkl'))
 
257
  models: list[ConceptModel] = []
258
  for model_file in model_files:
259
  embedding_name = os.path.basename(model_file)[:-len('.pkl')]
@@ -264,39 +271,41 @@ class DiskConceptModelDB(ConceptModelDB):
264
 
265
  @override
266
  def get_column_infos(self, namespace: str, concept_name: str) -> list[ConceptColumnInfo]:
267
- datasets_path = os.path.join(data_path(), DATASETS_DIR_NAME)
268
  # Skip if 'datasets' doesn't exist.
269
  if not os.path.isdir(datasets_path):
270
  return []
271
 
272
  dirs = glob.iglob(
273
- os.path.join(datasets_path, '**', DATASET_CONCEPTS_DIR, namespace, concept_name),
274
  recursive=True)
275
  result: list[ConceptColumnInfo] = []
276
  for dir in dirs:
277
  dir = os.path.relpath(dir, datasets_path)
278
- dataset_namespace, dataset_name, *path, _, _, _ = Path(dir).parts
279
  result.append(ConceptColumnInfo(namespace=dataset_namespace, name=dataset_name, path=path))
280
  return result
281
 
282
 
283
- def _concept_output_dir(namespace: str, name: str) -> str:
284
  """Return the output directory for a given concept."""
285
- return os.path.join(data_path(), CONCEPTS_DIR, namespace, name)
286
 
287
 
288
- def _concept_json_path(namespace: str, name: str) -> str:
289
- return os.path.join(_concept_output_dir(namespace, name), CONCEPT_JSON_FILENAME)
290
 
291
 
292
- def _concept_model_path(namespace: str,
 
293
  concept_name: str,
294
  embedding_name: str,
295
  column_info: Optional[ConceptColumnInfo] = None) -> str:
296
  if not column_info:
297
- return os.path.join(_concept_output_dir(namespace, concept_name), f'{embedding_name}.pkl')
 
298
 
299
- dataset_dir = get_dataset_output_dir(data_path(), column_info.namespace, column_info.name)
300
  path_tuple = normalize_path(column_info.path)
301
  path_without_wildcards = (p for p in path_tuple if p != PATH_WILDCARD)
302
  path_dir = os.path.join(dataset_dir, *path_without_wildcards)
@@ -307,11 +316,14 @@ def _concept_model_path(namespace: str,
307
  class DiskConceptDB(ConceptDB):
308
  """A concept database."""
309
 
 
 
 
310
  @override
311
  def list(self) -> list[ConceptInfo]:
312
  # Read the concepts and return a ConceptInfo containing the namespace and name.
313
  concept_infos = []
314
- for root, _, files in os.walk(data_path()):
315
  for file in files:
316
  if file == CONCEPT_JSON_FILENAME:
317
  namespace, name = root.split('/')[-2:]
@@ -329,7 +341,7 @@ class DiskConceptDB(ConceptDB):
329
 
330
  @override
331
  def get(self, namespace: str, name: str) -> Optional[Concept]:
332
- concept_json_path = _concept_json_path(namespace, name)
333
 
334
  if not file_exists(concept_json_path):
335
  return None
@@ -347,7 +359,7 @@ class DiskConceptDB(ConceptDB):
347
  type: SignalInputType,
348
  description: Optional[str] = None) -> Concept:
349
  """Create a concept."""
350
- concept_json_path = _concept_json_path(namespace, name)
351
  if file_exists(concept_json_path):
352
  raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" already exists.')
353
 
@@ -370,7 +382,7 @@ class DiskConceptDB(ConceptDB):
370
 
371
  @override
372
  def edit(self, namespace: str, name: str, change: ConceptUpdate) -> Concept:
373
- concept_json_path = _concept_json_path(namespace, name)
374
 
375
  if not file_exists(concept_json_path):
376
  raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" does not exist. '
@@ -408,14 +420,14 @@ class DiskConceptDB(ConceptDB):
408
  return concept
409
 
410
  def _save(self, concept: Concept) -> None:
411
- concept_json_path = _concept_json_path(concept.namespace, concept.concept_name)
412
 
413
  with open_file(concept_json_path, 'w') as f:
414
  f.write(concept.json(exclude_none=True, indent=2, exclude_defaults=True))
415
 
416
  @override
417
  def remove(self, namespace: str, name: str) -> None:
418
- concept_dir = _concept_output_dir(namespace, name)
419
 
420
  if not file_exists(concept_dir):
421
  raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" does not exist.')
 
4
  import glob
5
  import json
6
  import os
7
+ import pathlib
8
  import pickle
9
  import shutil
10
 
 
180
  class DiskConceptModelDB(ConceptModelDB):
181
  """Interface for the concept model database."""
182
 
183
+ def __init__(self, base_dir: Optional[Union[str, pathlib.Path]] = None) -> None:
184
+ self._base_dir = str(base_dir) or data_path()
185
+
186
  @override
187
  def create(self,
188
  namespace: str,
 
214
  if not get_signal_cls(embedding_name):
215
  raise ValueError(f'Embedding signal "{embedding_name}" not found in the registry.')
216
 
217
+ concept_model_path = _concept_model_path(self._base_dir, namespace, concept_name,
218
+ embedding_name, column_info)
219
  if not file_exists(concept_model_path):
220
  return None
221
 
 
224
 
225
  def _save(self, model: ConceptModel) -> None:
226
  """Save the concept model."""
227
+ concept_model_path = _concept_model_path(self._base_dir, model.namespace, model.concept_name,
228
  model.embedding_name, model.column_info)
229
  with open_file(concept_model_path, 'wb') as f:
230
  pickle.dump(model, f)
 
235
  concept_name: str,
236
  embedding_name: str,
237
  column_info: Optional[ConceptColumnInfo] = None) -> None:
238
+ concept_model_path = _concept_model_path(self._base_dir, namespace, concept_name,
239
+ embedding_name, column_info)
240
 
241
  if not file_exists(concept_model_path):
242
  raise ValueError(f'Concept model {namespace}/{concept_name}/{embedding_name} does not exist.')
 
245
 
246
  @override
247
  def remove_all(self, namespace: str, concept_name: str) -> None:
248
+ datasets_path = os.path.join(self._base_dir, DATASETS_DIR_NAME)
249
  # Skip if 'datasets' doesn't exist.
250
  if not os.path.isdir(datasets_path):
251
  return
 
259
  @override
260
  def get_models(self, namespace: str, concept_name: str) -> list[ConceptModel]:
261
  """List all the models associated with a concept."""
262
+ model_files = glob.iglob(
263
+ os.path.join(get_concept_output_dir(self._base_dir, namespace, concept_name), '*.pkl'))
264
  models: list[ConceptModel] = []
265
  for model_file in model_files:
266
  embedding_name = os.path.basename(model_file)[:-len('.pkl')]
 
271
 
272
  @override
273
  def get_column_infos(self, namespace: str, concept_name: str) -> list[ConceptColumnInfo]:
274
+ datasets_path = os.path.join(self._base_dir, DATASETS_DIR_NAME)
275
  # Skip if 'datasets' doesn't exist.
276
  if not os.path.isdir(datasets_path):
277
  return []
278
 
279
  dirs = glob.iglob(
280
+ os.path.join(datasets_path, '**', DATASET_CONCEPTS_DIR, namespace, concept_name, '*.pkl'),
281
  recursive=True)
282
  result: list[ConceptColumnInfo] = []
283
  for dir in dirs:
284
  dir = os.path.relpath(dir, datasets_path)
285
+ dataset_namespace, dataset_name, *path, _, _, _, _ = Path(dir).parts
286
  result.append(ConceptColumnInfo(namespace=dataset_namespace, name=dataset_name, path=path))
287
  return result
288
 
289
 
290
+ def get_concept_output_dir(base_dir: str, namespace: str, name: str) -> str:
291
  """Return the output directory for a given concept."""
292
+ return os.path.join(base_dir, CONCEPTS_DIR, namespace, name)
293
 
294
 
295
+ def _concept_json_path(base_dir: str, namespace: str, name: str) -> str:
296
+ return os.path.join(get_concept_output_dir(base_dir, namespace, name), CONCEPT_JSON_FILENAME)
297
 
298
 
299
+ def _concept_model_path(base_dir: str,
300
+ namespace: str,
301
  concept_name: str,
302
  embedding_name: str,
303
  column_info: Optional[ConceptColumnInfo] = None) -> str:
304
  if not column_info:
305
+ return os.path.join(
306
+ get_concept_output_dir(base_dir, namespace, concept_name), f'{embedding_name}.pkl')
307
 
308
+ dataset_dir = get_dataset_output_dir(base_dir, column_info.namespace, column_info.name)
309
  path_tuple = normalize_path(column_info.path)
310
  path_without_wildcards = (p for p in path_tuple if p != PATH_WILDCARD)
311
  path_dir = os.path.join(dataset_dir, *path_without_wildcards)
 
316
  class DiskConceptDB(ConceptDB):
317
  """A concept database."""
318
 
319
+ def __init__(self, base_dir: Optional[Union[str, pathlib.Path]] = None) -> None:
320
+ self._base_dir = str(base_dir) or data_path()
321
+
322
  @override
323
  def list(self) -> list[ConceptInfo]:
324
  # Read the concepts and return a ConceptInfo containing the namespace and name.
325
  concept_infos = []
326
+ for root, _, files in os.walk(self._base_dir):
327
  for file in files:
328
  if file == CONCEPT_JSON_FILENAME:
329
  namespace, name = root.split('/')[-2:]
 
341
 
342
  @override
343
  def get(self, namespace: str, name: str) -> Optional[Concept]:
344
+ concept_json_path = _concept_json_path(self._base_dir, namespace, name)
345
 
346
  if not file_exists(concept_json_path):
347
  return None
 
359
  type: SignalInputType,
360
  description: Optional[str] = None) -> Concept:
361
  """Create a concept."""
362
+ concept_json_path = _concept_json_path(self._base_dir, namespace, name)
363
  if file_exists(concept_json_path):
364
  raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" already exists.')
365
 
 
382
 
383
  @override
384
  def edit(self, namespace: str, name: str, change: ConceptUpdate) -> Concept:
385
+ concept_json_path = _concept_json_path(self._base_dir, namespace, name)
386
 
387
  if not file_exists(concept_json_path):
388
  raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" does not exist. '
 
420
  return concept
421
 
422
  def _save(self, concept: Concept) -> None:
423
+ concept_json_path = _concept_json_path(self._base_dir, concept.namespace, concept.concept_name)
424
 
425
  with open_file(concept_json_path, 'w') as f:
426
  f.write(concept.json(exclude_none=True, indent=2, exclude_defaults=True))
427
 
428
  @override
429
  def remove(self, namespace: str, name: str) -> None:
430
+ concept_dir = get_concept_output_dir(self._base_dir, namespace, name)
431
 
432
  if not file_exists(concept_dir):
433
  raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" does not exist.')
src/data/dataset_duckdb.py CHANGED
@@ -89,6 +89,7 @@ from .dataset_utils import (
89
  create_signal_schema,
90
  flatten,
91
  flatten_keys,
 
92
  merge_schemas,
93
  read_embedding_index,
94
  replace_embeddings_with_none,
@@ -1081,7 +1082,7 @@ class DatasetDuckDB(Dataset):
1081
  else:
1082
  # This column might refer to an output of a udf. We postpone validation to later.
1083
  continue
1084
- col_schemas.append(_make_schema_from_path(dest_path, field))
1085
 
1086
  sort_results = self._merge_sorts(search_udfs, sort_by, sort_order)
1087
 
@@ -1620,16 +1621,6 @@ def _make_value_path(path: PathTuple) -> PathTuple:
1620
  return path
1621
 
1622
 
1623
- def _make_schema_from_path(path: PathTuple, field: Field) -> Schema:
1624
- """Returns a schema that contains only the given path."""
1625
- for sub_path in reversed(path):
1626
- if sub_path == PATH_WILDCARD:
1627
- field = Field(repeated_field=field)
1628
- else:
1629
- field = Field(fields={sub_path: field})
1630
- return Schema(fields=field.fields)
1631
-
1632
-
1633
  def _replace_nan_with_none(df: pd.DataFrame) -> pd.DataFrame:
1634
  """DuckDB returns np.nan for missing field in string column, replace with None for correctness."""
1635
  # TODO(https://github.com/duckdb/duckdb/issues/4066): Remove this once duckdb fixes upstream.
 
89
  create_signal_schema,
90
  flatten,
91
  flatten_keys,
92
+ make_schema_from_path,
93
  merge_schemas,
94
  read_embedding_index,
95
  replace_embeddings_with_none,
 
1082
  else:
1083
  # This column might refer to an output of a udf. We postpone validation to later.
1084
  continue
1085
+ col_schemas.append(make_schema_from_path(dest_path, field))
1086
 
1087
  sort_results = self._merge_sorts(search_udfs, sort_by, sort_order)
1088
 
 
1621
  return path
1622
 
1623
 
 
 
 
 
 
 
 
 
 
 
1624
  def _replace_nan_with_none(df: pd.DataFrame) -> pd.DataFrame:
1625
  """DuckDB returns np.nan for missing field in string column, replace with None for correctness."""
1626
  # TODO(https://github.com/duckdb/duckdb/issues/4066): Remove this once duckdb fixes upstream.
src/data/dataset_utils.py CHANGED
@@ -200,6 +200,16 @@ def schema_contains_path(schema: Schema, path: PathTuple) -> bool:
200
  return True
201
 
202
 
 
 
 
 
 
 
 
 
 
 
203
  def create_signal_schema(signal: Signal, source_path: PathTuple, current_schema: Schema) -> Schema:
204
  """Create a schema describing the enriched fields added an enrichment."""
205
  leafs = current_schema.leafs
 
200
  return True
201
 
202
 
203
+ def make_schema_from_path(path: PathTuple, field: Field) -> Schema:
204
+ """Returns a schema that contains only the given path."""
205
+ for sub_path in reversed(path):
206
+ if sub_path == PATH_WILDCARD:
207
+ field = Field(repeated_field=field)
208
+ else:
209
+ field = Field(fields={sub_path: field})
210
+ return Schema(fields=field.fields)
211
+
212
+
213
  def create_signal_schema(signal: Signal, source_path: PathTuple, current_schema: Schema) -> Schema:
214
  """Create a schema describing the enriched fields added an enrichment."""
215
  leafs = current_schema.leafs
src/router_concept.py CHANGED
@@ -112,7 +112,7 @@ class ScoreBody(BaseModel):
112
 
113
  class ScoreResponse(BaseModel):
114
  """Response body for the score endpoint."""
115
- scores: list[float]
116
  model_synced: bool
117
 
118
 
@@ -208,11 +208,11 @@ def generate_examples(description: str) -> list[str]:
208
  messages=[
209
  {
210
  'role': 'system',
211
- 'content': 'You must call the `Examples` function with the generated sentences.',
212
  },
213
  {
214
  'role': 'user',
215
- 'content': f'Give me 5 diverse examples of sentences that demonstrate "{description}"',
216
  },
217
  ],
218
  )
 
112
 
113
  class ScoreResponse(BaseModel):
114
  """Response body for the score endpoint."""
115
+ scores: list[dict]
116
  model_synced: bool
117
 
118
 
 
208
  messages=[
209
  {
210
  'role': 'system',
211
+ 'content': 'You must call the `Examples` function with the generated examples',
212
  },
213
  {
214
  'role': 'user',
215
+ 'content': f'Write 5 diverse, unnumbered, and concise examples of "{description}"',
216
  },
217
  ],
218
  )
src/server.py CHANGED
@@ -13,6 +13,7 @@ from fastapi.staticfiles import StaticFiles
13
  from huggingface_hub import snapshot_download
14
 
15
  from . import router_concept, router_data_loader, router_dataset, router_signal, router_tasks
 
16
  from .config import CONFIG, data_path
17
  from .router_utils import RouteErrorHandler
18
  from .tasks import task_manager
@@ -81,10 +82,12 @@ def startup() -> None:
81
  local_dir_use_symlinks=False,
82
  token=CONFIG['HF_ACCESS_TOKEN'])
83
 
84
- datasets = list_datasets(os.path.join(spaces_download_dir, 'data'))
 
 
85
  for dataset in datasets:
86
- spaces_dataset_output_dir = get_dataset_output_dir(
87
- os.path.join(spaces_download_dir, 'data'), dataset.namespace, dataset.dataset_name)
88
  persistent_output_dir = get_dataset_output_dir(data_path(), dataset.namespace,
89
  dataset.dataset_name)
90
 
@@ -93,6 +96,15 @@ def startup() -> None:
93
  shutil.rmtree(persistent_output_dir, ignore_errors=True)
94
  shutil.move(spaces_dataset_output_dir, persistent_output_dir)
95
 
 
 
 
 
 
 
 
 
 
96
 
97
  def run(cmd: str) -> subprocess.CompletedProcess[bytes]:
98
  """Run a command and return the result."""
 
13
  from huggingface_hub import snapshot_download
14
 
15
  from . import router_concept, router_data_loader, router_dataset, router_signal, router_tasks
16
+ from .concepts.db_concept import DiskConceptDB, get_concept_output_dir
17
  from .config import CONFIG, data_path
18
  from .router_utils import RouteErrorHandler
19
  from .tasks import task_manager
 
82
  local_dir_use_symlinks=False,
83
  token=CONFIG['HF_ACCESS_TOKEN'])
84
 
85
+ # Copy datasets.
86
+ spaces_data_dir = os.path.join(spaces_download_dir, 'data')
87
+ datasets = list_datasets(spaces_data_dir)
88
  for dataset in datasets:
89
+ spaces_dataset_output_dir = get_dataset_output_dir(spaces_data_dir, dataset.namespace,
90
+ dataset.dataset_name)
91
  persistent_output_dir = get_dataset_output_dir(data_path(), dataset.namespace,
92
  dataset.dataset_name)
93
 
 
96
  shutil.rmtree(persistent_output_dir, ignore_errors=True)
97
  shutil.move(spaces_dataset_output_dir, persistent_output_dir)
98
 
99
+ # Copy concepts.
100
+ concepts = DiskConceptDB(spaces_data_dir).list()
101
+ for concept in concepts:
102
+ spaces_concept_output_dir = get_concept_output_dir(spaces_data_dir, concept.namespace,
103
+ concept.name)
104
+ persistent_output_dir = get_dataset_output_dir(data_path(), concept.namespace, concept.name)
105
+ shutil.rmtree(persistent_output_dir, ignore_errors=True)
106
+ shutil.move(spaces_concept_output_dir, persistent_output_dir)
107
+
108
 
109
  def run(cmd: str) -> subprocess.CompletedProcess[bytes]:
110
  """Run a command and return the result."""
src/signals/default_signals.py CHANGED
@@ -3,6 +3,7 @@ from ..embeddings.cohere import Cohere
3
  from ..embeddings.openai import OpenAI
4
  from ..embeddings.palm import PaLM
5
  from ..embeddings.sbert import SBERT
 
6
  from .concept_scorer import ConceptScoreSignal
7
  from .ner import SpacyNER
8
  from .pii import PIISignal
@@ -14,6 +15,7 @@ def register_default_signals() -> None:
14
  """Register all the default signals."""
15
  # Concepts.
16
  register_signal(ConceptScoreSignal)
 
17
 
18
  # Text.
19
  register_signal(PIISignal)
 
3
  from ..embeddings.openai import OpenAI
4
  from ..embeddings.palm import PaLM
5
  from ..embeddings.sbert import SBERT
6
+ from .concept_labels import ConceptLabelsSignal
7
  from .concept_scorer import ConceptScoreSignal
8
  from .ner import SpacyNER
9
  from .pii import PIISignal
 
15
  """Register all the default signals."""
16
  # Concepts.
17
  register_signal(ConceptScoreSignal)
18
+ register_signal(ConceptLabelsSignal)
19
 
20
  # Text.
21
  register_signal(PIISignal)
web/blueprint/build/_app/immutable/assets/0.4f2ac5fa.css DELETED
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