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data/concept/lilac/toxicity/cohere.pkl

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data/concept/lilac/toxicity/openai.pkl

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data/concept/lilac/toxicity/sbert.pkl

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data/concept/local/outerspace/cohere.pkl

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data/concept/local/outerspace/concept.json

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-{
-  "namespace": "local",
-  "concept_name": "outerspace",
-  "type": "text",
-  "data": {
-    "da77c67f82524ce1a276593471fd530f": {
-      "label": true,
-      "text": "Fly me to the moon and let me play among the stars.",
-      "id": "da77c67f82524ce1a276593471fd530f"
-    },
-    "f73feff4be50410ab1ac468752d0301a": {
-      "label": true,
-      "text": "Space may be the final frontier but it's made in a Hollywood basement.",
-      "id": "f73feff4be50410ab1ac468752d0301a"
-    },
-    "0f0815ed04604209842d9e7b1e3538f8": {
-      "label": true,
-      "text": "We're just a speck of dust within the galaxy.",
-      "id": "0f0815ed04604209842d9e7b1e3538f8"
-    },
-    "2e41f637061e4ecb8b0d4e35abab9b63": {
-      "label": true,
-      "text": "In the darkest night, the stars shine bright and guide me to the moonlight.",
-      "id": "2e41f637061e4ecb8b0d4e35abab9b63"
-    },
-    "fb65845f4dc84da1b276de30967592e3": {
-      "label": true,
-      "text": "We'll be shooting star through time and space\r\n\r\n",
-      "id": "fb65845f4dc84da1b276de30967592e3"
-    },
-    "075534e3095b421687039291439b5524": {
-      "label": true,
-      "text": "Dreaming of love while cruising at high altitude  \r\nDreaming of making love with you the way we should  \r\nCloser to heaven. We're thirty thousand feet, up in the sky  \r\nHere among the stars, our spirits will fly  \r\n  \r\nLeave all your worries as we soar over the clouds  \r\nJet lag that's making you appear far from the crowd  \r\nWhile we're suspended, locked in each others, sweet embrace  \r",
-      "id": "075534e3095b421687039291439b5524"
-    },
-    "4bb656032d0d4f449bac8aa5f23c3e48": {
-      "label": true,
-      "text": "  \r\nI don't know where I don't know why  \r\nBut somehow back in time again  \r\nI'm on the edge that you can see  \r\n  \r\nI'm not particular at night  \r\nA single party calling me  \r\nYou won't be tracking me by sight  \r\n  \r\nShadows and the stars  \r\nWe will not return  \r\nHumanity won't save us  \r\nAt the speed of light  \r\n  \r\nShadows and the stars  \r\nWe will not return  \r\nHumanity won't save us  \r",
-      "id": "4bb656032d0d4f449bac8aa5f23c3e48"
-    },
-    "4a6dda9001ea487991a1264e6a6c021b": {
-      "label": true,
-      "text": "Load redeem me, am I pure?  \r\nAs pure as pure as heaven  \r\nSent you money sent you flowers  \r\nCould worship you for hours  \r\nIn whose hands are we anyway?  \r\n  \r\nGo waiting for the stars  \r\nTo come showering down  \r\nFrom Moscow to Mars  \r\nUniverse falling down  \r\n  \r\nYou got to look real hard  \r\nIs it in your heart?  \r\nYeah it's in there somewhere  \r\nThe power wrapped in your palm  \r",
-      "id": "4a6dda9001ea487991a1264e6a6c021b"
-    },
-    "9aacce9311d24cb182aee783ca313c58": {
-      "label": true,
-      "text": "Growth is our future resource.  \r\n  \r\nJoin the state of the universe,  \r\nUnited state of peace.  \r\nJoin the state of the universe,  \r\nUnited state of peace.  \r\n  \r\nStarpeace, I see you growing,  \r\nStarpeace, I see you growing,  \r\nStarpeace, I see you growing,  \r\nStarpeace, I see you growing,  \r\nStarpeace, I see you growing,  \r\nStarpeace, I see you growing,  \r\nStarpeace, I see you growing,  \r",
-      "id": "9aacce9311d24cb182aee783ca313c58"
-    },
-    "313b8f9ce9164791b04ead82e6adb40f": {
-      "label": false,
-      "text": "  \r\nEven I could see a light if it wasn't for the nights  \r\n(Even I could see a light I think that I could make it)  \r\nGuess my future would look bright if it wasn't for the nights\r\n\r\n",
-      "id": "313b8f9ce9164791b04ead82e6adb40f"
-    },
-    "b9c587b74f084ef4917e7a52cd5c5cbe": {
-      "label": true,
-      "text": "Yea I think I know  \r\nI really hate it when it gets too slow  \r\nI gotta try and keep myself amused  \r\nI love the way my rocket purrs  \r\nI like it best when I see blurs  \r\nYou gotta love to watch me light my fuse  \r\n  \r\nNo more lookin' back to yesterday  \r\nI got the thing to blow us both away  \r\nAll I need is you to navigate  \r\nSo come and ride my Rocket 88  \r\n  \r",
-      "id": "b9c587b74f084ef4917e7a52cd5c5cbe"
-    },
-    "6f844600cc024117a22287557130a17b": {
-      "label": false,
-      "text": "They came flying from far away, now I'm under their spell  \r\nI love hearing the stories that they tell  \r\nThey've seen places beyond my land and they've found new horizons  \r\nThey speak strangely but I understand  \r\n  \r\nAnd I dream I'm an eagle  \r\nAnd I dream I can spread my wings  \r\nFlying high, high, I'm a bird in the sky  \r\nI'm an eagle that rides on the breeze  \r",
-      "id": "6f844600cc024117a22287557130a17b"
-    },
-    "8cddcff34f894743872ecc02262c2375": {
-      "label": true,
-      "text": "Fire! I can see it burning so brightly  \r\nFire! I can feel it calling out to me  \r\nAnd as the sun goes down  \r\nIt starts to paint a picture  \r\n  \r\nOf an ancient town  \r\nSo far away, across the endless sea  \r\nLead me to the light  \r\nAnd take me to the edge of heaven  \r\n  \r\nI'm standing in the night  \r\nLooking for the edge of heaven  \r\nWe'll be touching the edge of heaven  \r\nTime  \r\n  \r",
-      "id": "8cddcff34f894743872ecc02262c2375"
-    },
-    "3d044718f379452ab3c1e4d00c99f8f3": {
-      "label": false,
-      "text": "Fire! I can see it burning so brightly  \r\nFire! I can feel it calling out to me  \r\nAnd as the sun goes down  \r\nIt starts to paint a picture  \r\n  \r\nOf an ancient town  \r\nSo far away, across the endless sea  \r\nLead me to the light  \r\nAnd take me to the edge of heaven  \r\n  \r\nI'm standing in the night  \r\nLooking for the edge of heaven  \r\nWe'll be touching the edge of heaven  \r\nTime  \r\n  \r",
-      "id": "3d044718f379452ab3c1e4d00c99f8f3"
-    },
-    "d233250a91d44f13aac58eb5fa43afe6": {
-      "label": true,
-      "text": "Star  \r\nWe go waiting for the stars  \r\nTo come showering down  \r\nFrom Moscow to Mars  \r\nUniverse falling down  \r\n  \r\nYou got to look real hard  \r\nThere's a fiery star  \r\nHidden out there somewhere  \r\nNot the satellite of love  \r\nBut a laser  \r\nShooting out it's shiny tongue there  \r\n  \r\nGod is love, God is war  \r\nTV-preacher tell me more  \r\nLoad redeem me, am I pure?  \r",
-      "id": "d233250a91d44f13aac58eb5fa43afe6"
-    },
-    "a30c9a5c63a2456f8f53a9177a522d7a": {
-      "label": false,
-      "text": "Tell me do you want to be free  \r\n  \r\nWell your love falls down you know  \r\nAnd your heart might fall to pieces  \r\nAnd I saw your soul get lost along the way  \r\n  \r\nAll these songs now they used to make you shine  \r\nThey are just lullabies for your nightmares  \r\nAnd Ill sing them softly now  \r\n  \r\nLately I've felt the warmth  \r\nOf the one who tore down my walls  \r\nBut then I look at you  \r",
-      "id": "a30c9a5c63a2456f8f53a9177a522d7a"
-    },
-    "89ce6961ff064f719212e68058bb2013": {
-      "label": false,
-      "text": "I Left Them Niggas Needin'Path  \r\nAnd Ya'll Probly Won't Live To See This Weekend,  \r\nGotta Go, Gotta Go, FUckin Mash Out  \r\nI Hit The Dro' A Lil More And Then I Pass Out  \r\nCrashin' The H2, Bitches I Hate You  \r\nNow you Keep Talkin Shit, I Kidnap And Ducktape You  \r\nLet Them Faggots Rape You  \r\nThen It's Back To Mississippi, If Ya Boys Want Revenge  \r\nTell Them Bitches Come And Get Me  \r",
-      "id": "89ce6961ff064f719212e68058bb2013"
-    },
-    "6de1b38adc9b4f48ac15609dad02faa0": {
-      "label": true,
-      "text": "In heaven's eye  \r\n  \r\nYes, this is our star.  \r\nYes, this is our star.  \r\nOur star our star.\r\n\r\n",
-      "id": "6de1b38adc9b4f48ac15609dad02faa0"
-    },
-    "52ccd98280b849f498d838b6230285a7": {
-      "label": false,
-      "text": "Tell Them Bitches Come And Get Me  \r\n'cause I Was Born In This Bitch To Die  \r\nI'm In Queens, In Your 'Lac, With Your Bitch, Gettin' High  \r\n  \r\nYoung Buck:  \r\nGold Grills, Coupe' Devilles Sittin On 22's  \r\nThe Dirty, Dirty Baby  \r\nShow 'Em How The South Do  \r\nWe Pop Pills, Shoot To Kill, You Know What We 'Bout  \r\nAnd On Behalf Of G-Unit, Welcome To The South  \r\n  \r\nLil Flip:  \r",
-      "id": "52ccd98280b849f498d838b6230285a7"
-    },
-    "866a61ec0ab04a54ade2532b7825c858": {
-      "label": false,
-      "text": "I Swear On The Soul's Of Our Dead Cousin's  \r\nI Ain't Fuckin, Man I'm Commin Ak 40's Bustin',  \r\n7's And Mack 11's  \r\nI Told 'Em All I Ain't No Hoe  \r\nBut Niggas Don't Listen Till You Kick A Nigga,  \r\nSmack Him With That Callico  \r\nI'm Tryin To Stay In Gods Plan  \r\nBut I Hadta Show These Faggots That Your Fuckin With A Man, Ya Bitch!  \r\nI Left Them Niggas Needin'Path  \r",
-      "id": "866a61ec0ab04a54ade2532b7825c858"
-    },
-    "0a2dbf3ee6cd46ae9f71ecb65e02674e": {
-      "label": true,
-      "text": "And filling up the space  \r\nMen and women boys and girls  \r\nThere are so many people in the world  \r\nThinkin' about the world  \r\nAnd all the people in it  \r\nAnd I'm staring at the stars  \r\nAnd into the infinite  \r\nIn a world without a world  \r\nOn a planet that's  \r\nDriftin' in a space  \r\n  \r\nSeconds into minutes and minutes  \r\nInto hour and hours into days  \r",
-      "id": "0a2dbf3ee6cd46ae9f71ecb65e02674e"
-    },
-    "fff7748b4c384cb49ae18f96df719aa8": {
-      "label": false,
-      "text": "And the way things ought to be  \r\n  \r\nWhat kind of difference  \r\nCan on person make?  \r\nCut to the chase\r\n\r\n",
-      "id": "fff7748b4c384cb49ae18f96df719aa8"
-    },
-    "54971cdd9be0444096cacd2637a50ce4": {
-      "label": false,
-      "text": "With bar lights and pretty girls  \r\nBut most nights I stay straight and think about my mom  \r\nOh god, I miss her so much  \r\n  \r\nAnd there are people on the street  \r\nThey're coming up to me  \r\nThey're telling me that they like what I do now  \r\nAnd so I tried my best when I took the fall  \r\nTo get right back up, back in your arms  \r\nIf you're out here why do I miss you so much  \r\n  \r",
-      "id": "54971cdd9be0444096cacd2637a50ce4"
-    },
-    "048e4f04661d4f71a48d48f216b30975": {
-      "label": true,
-      "text": "  \r\nShadows and the stars  \r\nWe will not return  \r\nHumanity won't save us  \r\nAt the speed of light  \r\n  \r\nShadows and the stars  \r\nWe will not return  \r\nHumanity won't save us  \r\nWe slip into the night  \r\n  \r\nI'll say a mass for you and wave  \r\nShooting plasma from my grave  \r\n  \r\nEvent horizon lost in space  \r\nRunning in a human race  \r\n  \r\nI don't know where I don't know why  \r",
-      "id": "048e4f04661d4f71a48d48f216b30975"
-    },
-    "f4ee9e97357c4f2fa0ed627a6983e4de": {
-      "label": false,
-      "text": "I am here to tell you we can never meet again  \r\nSimple really, isn't it, a word or two and then  \r\nA lifetime of not knowing where or how or why or when  \r\nYou think of me or speak of me or wonder what befell  \r\nThe someone you once loved so long ago so well  \r\n  \r\nNever wonder what I'll feel as living shuffles by  \r\nYou don't have to ask me and I need not reply  \r",
-      "id": "f4ee9e97357c4f2fa0ed627a6983e4de"
-    },
-    "797514b7375f4ef8bfbd3320936b266a": {
-      "label": false,
-      "text": "  \r\nThe last time that I saw him he was trying hard to get  \r\nA woman's education but he's not a woman yet  \r\nAnd the last time that I saw her she was living with some boy  \r\nWho gives her soul an empty room and gives her body joy.  \r\n  \r\nSo the great affair is over but whoever would have guessed  \r\nIt would leave us all so vacant and so deeply unimpressed  \r",
-      "id": "797514b7375f4ef8bfbd3320936b266a"
-    },
-    "56663fdf792a4820b7ae2e4344542cfa": {
-      "label": true,
-      "text": "Yeah we'll find our star  \r\nBut maybe that's another world  \r\n  \r\nFar away from where we are  \r\nYeah we'll find our star  \r\nBut maybe that's another world\r\n\r\n",
-      "id": "56663fdf792a4820b7ae2e4344542cfa"
-    },
-    "d522d97e7d44430e945e40720d54e98d": {
-      "label": false,
-      "text": "The silly people just like you and better too.  \r\nHow can you keep turning when the overture is burning in the faces  \r\nOf the people in the churches of the land.  \r\n  \r\nThat's all it seems, there is only one dream.  \r\nThe day has come at last.\r\n\r\n",
-      "id": "d522d97e7d44430e945e40720d54e98d"
-    },
-    "761a17d5909d4c7c9cd0cd1ac8c2db76": {
-      "label": false,
-      "text": "Ah the man she wanted all her life was hanging by a thread  \r\n\"I never even knew how much I wanted you,\" she said.  \r\nHis muscles they were numbered and his style was obsolete.  \r\n\"O baby, I have come too late.\" She knelt beside his feet.  \r\n\"I'll never see a face like yours in years of men to come  \r\nI'll never see such arms again in wrestling or in love.\"  \r",
-      "id": "761a17d5909d4c7c9cd0cd1ac8c2db76"
-    },
-    "ffc68f626c7d41be8661babedf589778": {
-      "label": true,
-      "text": "let us make computations of the stars.  \r\n  \r\nOlder, wiser, sadder, blinder, watch us run:  \r\nfaster, longer, harder, stronger, now it comes:  \r\ncolour blisters, image splinters gravitate  \r\ntowards the centre, in final splendour disintegrate,  \r\nThe universe now beckons  \r\nand Man, too, must take His place...  \r\njust a few last fleeting seconds  \r\nto wander in the waste,  \r",
-      "id": "ffc68f626c7d41be8661babedf589778"
-    },
-    "8e8ffd440c2f48ebb5ae04810be5d090": {
-      "label": false,
-      "text": "And boy you'll see  \r\nIt's an illusion shining down in front of me,  \r\n  \r\nAnd then you'll say  \r\nEven in time we shall control the day,  \r\nWhen what you'll see  \r\nDeep inside base controlling you and me.  \r\n  \r\nAnd one peculiar point I see,  \r\nAs one of many ones of me.  \r\nAs truth is gathered, I rearrange,  \r\nInside out, outside in, inside out, outside in,  \r\nPerpetual change.  \r\n  \r",
-      "id": "8e8ffd440c2f48ebb5ae04810be5d090"
-    },
-    "c61414a653bb4a9482f341dbfbea4a47": {
-      "label": false,
-      "text": "While there's still time to choose  \r\n  \r\nEvery day of my life I discover  \r\nSomeone murdering my sisters and brothers  \r\nIn the name of some god or another  \r\nWhat do you know  \r\n  \r\nFor the first precious few it's time to go  \r\nWhat might have been we'll never know  \r\nAll those bad ideas became the law  \r\nOh yes, we've forgotten what we're looking for  \r",
-      "id": "c61414a653bb4a9482f341dbfbea4a47"
-    },
-    "3a325e1d3789416584ad836e2d32df05": {
-      "label": true,
-      "text": "Earth is the third planet from the Sun and the only place known in the universe where life has originated and found habitability. This is enabled by Earth being a water world, the only one in the Solar System sustaining liquid surface water. Almost all of Earth's water is contained in its global ocean, spanning 70.8% of Earth's surface. The other 29.2% are spanned by land, consisting of continents",
-      "id": "3a325e1d3789416584ad836e2d32df05"
-    },
-    "44e9840483164b6b97e06f909e25b8dc": {
-      "label": false,
-      "text": "Human geography\nToggle Human geography subsection\nCultural and historical viewpoint\nSee also\nNotes\nReferences\nExternal links\nEarth",
-      "id": "44e9840483164b6b97e06f909e25b8dc"
-    }
-  },
-  "version": 28
-}

data/concept/local/outerspace/openai.pkl

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data/datasets/local/spotify/data-00000-of-00001.parquet

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data/datasets/local/spotify/manifest.json

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-{
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data/datasets/local/spotify/text/.concepts/local/aliens/sbert-neg-100.pkl

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data/datasets/local/spotify/text/.concepts/local/outer_space/sbert-neg-100.pkl

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data/datasets/local/spotify/text/.concepts/local/outerspace/sbert-neg-100.pkl

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data/datasets/local/spotify/text/.concepts/local/phone_addiction/sbert-neg-100.pkl

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data/datasets/local/spotify/text/sbert/data-00000-of-00001.parquet

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data/datasets/local/spotify/text/sbert/signal_manifest.json

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-{
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-      "text": {
-        "fields": {
-          "sbert": {
-            "repeated_field": {
-              "fields": {
-                "embedding": {
-                  "dtype": "embedding"
-                }
-              },
-              "dtype": "string_span"
-            },
-            "signal": {
-              "signal_name": "sbert"
-            }
-          }
-        }
-      }
-    }
-  },
-  "signal": {
-    "signal_name": "sbert"
-  },
-  "enriched_path": [
-    "text"
-  ],
-  "embedding_filename_prefix": "embeddings-00000-of-00001"
-}

src/concepts/concept.py

@@ -336,23 +336,21 @@ class ConceptModel:
     embedding.setup()
 
     embedding_items = list(embedding.compute(examples))
-    embedding_list: list[np.ndarray] = []
     result_items: list[Item] = []
     for item in embedding_items:
       if not isinstance(item, list):
         raise ValueError('Item from embedding is not a list.')
-      embedding_list.extend([np.squeeze(res[EMBEDDING_KEY]) for res in item])
-
-      embeddings = np.array(embedding_list)
+      embeddings = np.array([np.squeeze(res[EMBEDDING_KEY]) for res in item])
       scores = self._get_logistic_model(draft).score_embeddings(embeddings).tolist()
 
+      item_result: list[Item] = []
       for embedding_item, score in zip(item, scores):
-        result_items.append(
+        item_result.append(
           lilac_span(
             start=embedding_item[VALUE_KEY][TEXT_SPAN_START_FEATURE],
             end=embedding_item[VALUE_KEY][TEXT_SPAN_END_FEATURE],
             metadata={f'{self.namespace}/{self.concept_name}': score}))
-
+      result_items.append({self.embedding_name: item_result})
     return result_items
 
   def coef(self, draft: DraftId) -> np.ndarray:

src/concepts/db_concept.py

@@ -184,7 +184,10 @@ class DiskConceptModelDB(ConceptModelDB):
                concept_db: ConceptDB,
                base_dir: Optional[Union[str, pathlib.Path]] = None) -> None:
     super().__init__(concept_db)
-    self._base_dir = str(base_dir) if base_dir else data_path()
+    self._base_dir = base_dir
+
+  def _get_base_dir(self) -> str:
+    return str(self._get_base_dir()) if self._base_dir else data_path()
 
   @override
   def create(self,
@@ -217,7 +220,7 @@ class DiskConceptModelDB(ConceptModelDB):
     if not get_signal_cls(embedding_name):
       raise ValueError(f'Embedding signal "{embedding_name}" not found in the registry.')
 
-    concept_model_path = _concept_model_path(self._base_dir, namespace, concept_name,
+    concept_model_path = _concept_model_path(self._get_base_dir(), namespace, concept_name,
                                              embedding_name, column_info)
     if not file_exists(concept_model_path):
       return None
@@ -227,8 +230,9 @@ class DiskConceptModelDB(ConceptModelDB):
 
   def _save(self, model: ConceptModel) -> None:
     """Save the concept model."""
-    concept_model_path = _concept_model_path(self._base_dir, model.namespace, model.concept_name,
-                                             model.embedding_name, model.column_info)
+    concept_model_path = _concept_model_path(self._get_base_dir(), model.namespace,
+                                             model.concept_name, model.embedding_name,
+                                             model.column_info)
     with open_file(concept_model_path, 'wb') as f:
       pickle.dump(model, f)
 
@@ -238,7 +242,7 @@ class DiskConceptModelDB(ConceptModelDB):
              concept_name: str,
              embedding_name: str,
              column_info: Optional[ConceptColumnInfo] = None) -> None:
-    concept_model_path = _concept_model_path(self._base_dir, namespace, concept_name,
+    concept_model_path = _concept_model_path(self._get_base_dir(), namespace, concept_name,
                                              embedding_name, column_info)
 
     if not file_exists(concept_model_path):
@@ -248,7 +252,7 @@ class DiskConceptModelDB(ConceptModelDB):
 
   @override
   def remove_all(self, namespace: str, concept_name: str) -> None:
-    datasets_path = os.path.join(self._base_dir, DATASETS_DIR_NAME)
+    datasets_path = os.path.join(self._get_base_dir(), DATASETS_DIR_NAME)
     # Skip if 'datasets' doesn't exist.
     if not os.path.isdir(datasets_path):
       return
@@ -263,7 +267,7 @@ class DiskConceptModelDB(ConceptModelDB):
   def get_models(self, namespace: str, concept_name: str) -> list[ConceptModel]:
     """List all the models associated with a concept."""
     model_files = glob.iglob(
-      os.path.join(get_concept_output_dir(self._base_dir, namespace, concept_name), '*.pkl'))
+      os.path.join(get_concept_output_dir(self._get_base_dir(), namespace, concept_name), '*.pkl'))
     models: list[ConceptModel] = []
     for model_file in model_files:
       embedding_name = os.path.basename(model_file)[:-len('.pkl')]
@@ -274,7 +278,7 @@ class DiskConceptModelDB(ConceptModelDB):
 
   @override
   def get_column_infos(self, namespace: str, concept_name: str) -> list[ConceptColumnInfo]:
-    datasets_path = os.path.join(self._base_dir, DATASETS_DIR_NAME)
+    datasets_path = os.path.join(self._get_base_dir(), DATASETS_DIR_NAME)
     # Skip if 'datasets' doesn't exist.
     if not os.path.isdir(datasets_path):
       return []
@@ -320,13 +324,16 @@ class DiskConceptDB(ConceptDB):
   """A concept database."""
 
   def __init__(self, base_dir: Optional[Union[str, pathlib.Path]] = None) -> None:
-    self._base_dir = str(base_dir) if base_dir else data_path()
+    self._base_dir = base_dir
+
+  def _get_base_dir(self) -> str:
+    return str(self._get_base_dir()) if self._base_dir else data_path()
 
   @override
   def list(self) -> list[ConceptInfo]:
     # Read the concepts and return a ConceptInfo containing the namespace and name.
     concept_infos = []
-    for root, _, files in os.walk(self._base_dir):
+    for root, _, files in os.walk(self._get_base_dir()):
       for file in files:
         if file == CONCEPT_JSON_FILENAME:
           namespace, name = root.split('/')[-2:]
@@ -344,8 +351,7 @@ class DiskConceptDB(ConceptDB):
 
   @override
   def get(self, namespace: str, name: str) -> Optional[Concept]:
-    concept_json_path = _concept_json_path(self._base_dir, namespace, name)
-
+    concept_json_path = _concept_json_path(self._get_base_dir(), namespace, name)
     if not file_exists(concept_json_path):
       return None
 
@@ -362,7 +368,7 @@ class DiskConceptDB(ConceptDB):
              type: SignalInputType,
              description: Optional[str] = None) -> Concept:
     """Create a concept."""
-    concept_json_path = _concept_json_path(self._base_dir, namespace, name)
+    concept_json_path = _concept_json_path(self._get_base_dir(), namespace, name)
     if file_exists(concept_json_path):
       raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" already exists.')
 
@@ -385,7 +391,7 @@ class DiskConceptDB(ConceptDB):
 
   @override
   def edit(self, namespace: str, name: str, change: ConceptUpdate) -> Concept:
-    concept_json_path = _concept_json_path(self._base_dir, namespace, name)
+    concept_json_path = _concept_json_path(self._get_base_dir(), namespace, name)
 
     if not file_exists(concept_json_path):
       raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" does not exist. '
@@ -423,14 +429,14 @@ class DiskConceptDB(ConceptDB):
     return concept
 
   def _save(self, concept: Concept) -> None:
-    concept_json_path = _concept_json_path(self._base_dir, concept.namespace, concept.concept_name)
-
+    concept_json_path = _concept_json_path(self._get_base_dir(), concept.namespace,
+                                           concept.concept_name)
     with open_file(concept_json_path, 'w') as f:
       f.write(concept.json(exclude_none=True, indent=2, exclude_defaults=True))
 
   @override
   def remove(self, namespace: str, name: str) -> None:
-    concept_dir = get_concept_output_dir(self._base_dir, namespace, name)
+    concept_dir = get_concept_output_dir(self._get_base_dir(), namespace, name)
 
     if not file_exists(concept_dir):
       raise ValueError(f'Concept with namespace "{namespace}" and name "{name}" does not exist.')

src/server_concept_test.py

@@ -20,7 +20,7 @@ from .concepts.concept import (
 )
 from .concepts.db_concept import ConceptInfo, ConceptUpdate
 from .config import CONFIG
-from .data.dataset_utils import lilac_embedding
+from .data.dataset_utils import lilac_embedding, lilac_span
 from .router_concept import (
   ConceptModelInfo,
   CreateConceptOptions,
@@ -356,7 +356,11 @@ def test_concept_model_sync(mocker: MockerFixture) -> None:
   response = client.post(url, json=score_body.dict())
   assert response.status_code == 200
   assert ScoreResponse.parse_obj(response.json()) == ScoreResponse(
-    scores=[0.9, 1.0],
+    scores=[{
+      'test_embedding': [lilac_span(0, 11, {'concept_namespace/concept': 0.9})]
+    }, {
+      'test_embedding': [lilac_span(0, 5, {'concept_namespace/concept': 0.9})]
+    }],
     # The model should already be synced.
     model_synced=False)
 

src/signals/concept_scorer_test.py

@@ -118,7 +118,12 @@ def test_concept_model_score(concept_db_cls: Type[ConceptDB],
     namespace='test', concept_name='test_concept', embedding_name='test_embedding')
   model_db.sync(model)
 
-  scores = cast(list[float], list(signal.compute(['a new data point', 'not in concept'])))
+  result_items = list(signal.compute(['a new data point', 'not in concept']))
+  scores = [
+    result_item['test_embedding'][0][f'{namespace}/{concept_name}']
+    for result_item in result_items
+    if result_item
+  ]
   assert scores[0] > 0 and scores[0] < 1
   assert scores[1] < 0.5
 
@@ -161,11 +166,16 @@ def test_concept_model_with_dataset_score(concept_db_cls: Type[ConceptDB],
     namespace='test', concept_name='test_concept', embedding_name='test_embedding')
   model_db.sync(model)
 
-  scores = cast(list[float],
-                list(signal.compute(['a new data point', 'in concept', 'not in concept'])))
+  result_items = list(signal.compute(['a new data point', 'in concept', 'not in concept']))
+  scores = [
+    result_item['test_embedding'][0][f'{namespace}/{concept_name}']
+    for result_item in result_items
+    if result_item
+  ]
   assert scores[0] > 0 and scores[0] < 1  # 'a new data point' may or may not be in the concept.
   assert scores[1] > 0.5  # 'in concept' is in the concept.
   assert scores[2] < 0.5  # 'not in concept' is not in the concept.
+  assert len(scores) == 3
 
 
 @pytest.mark.parametrize('concept_db_cls', ALL_CONCEPT_DBS)

web/blueprint/build/_app/immutable/chunks/navigation.0ac89dfa.js

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web/blueprint/build/_app/immutable/chunks/navigation.f6bb2b0c.js

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web/blueprint/build/_app/immutable/nodes/{1.aad645a6.js → 1.2dee65f6.js}

@@ -1 +1 @@
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web/blueprint/build/_app/immutable/nodes/{2.26c93c8f.js → 2.204d74d8.js}

@@ -1 +1 @@
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web/blueprint/build/_app/immutable/nodes/{3.7de9122f.js → 3.6a34408c.js}

@@ -1 +1 @@
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web/blueprint/build/_app/immutable/nodes/{4.882f5e70.js → 4.5a817fb3.js}

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l.$$.update=()=>{l.$$.dirty&4&&o(t(5,a=Ye(m))),l.$$.dirty&3&&t(4,f.source_name=`${h}/${c}`,f)},[h,c,m,v,f,a,s,n,u,d,b,_,N,J,te,ne]}class Yt extends W{constructor(e){super(),X(this,e,Jt,Ht,z,{})}}export{Yt as component};

web/blueprint/build/_app/version.json

@@ -1 +1 @@
-{"version":"1689179575178"}
+{"version":"1689188998415"}

web/blueprint/build/concepts.html

@@ -5,17 +5,17 @@
     <link rel="icon" href="./favicon.png" />
     <meta name="viewport" content="width=device-width" />
     
-		<link rel="modulepreload" href="./_app/immutable/entry/start.25cd282a.js">
+		<link rel="modulepreload" href="./_app/immutable/entry/start.66bba7e5.js">
 		<link rel="modulepreload" href="./_app/immutable/chunks/index.2add268f.js">
-		<link rel="modulepreload" href="./_app/immutable/chunks/singletons.94c9dce5.js">
+		<link rel="modulepreload" href="./_app/immutable/chunks/singletons.e6aaf482.js">
 		<link rel="modulepreload" href="./_app/immutable/chunks/index.05f88853.js">
-		<link rel="modulepreload" href="./_app/immutable/entry/app.d464396f.js">
+		<link rel="modulepreload" href="./_app/immutable/entry/app.fd098cee.js">
   </head>
   <body data-sveltekit-preload-data="hover">
     <div class="contents">
 			<script>
 				{
-					__sveltekit_qs92lx = {
+					__sveltekit_1kx7rwa = {
 						base: new URL(".", location).pathname.slice(0, -1),
 						env: {}
 					};
@@ -23,8 +23,8 @@
 					const element = document.currentScript.parentElement;
 
 					Promise.all([
-						import("./_app/immutable/entry/start.25cd282a.js"),
-						import("./_app/immutable/entry/app.d464396f.js")
+						import("./_app/immutable/entry/start.66bba7e5.js"),
+						import("./_app/immutable/entry/app.fd098cee.js")
 					]).then(([kit, app]) => {
 						kit.start(app, element);
 					});

web/blueprint/build/datasets.html

@@ -5,17 +5,17 @@
     <link rel="icon" href="./favicon.png" />
     <meta name="viewport" content="width=device-width" />
     
-		<link rel="modulepreload" href="./_app/immutable/entry/start.25cd282a.js">
+		<link rel="modulepreload" href="./_app/immutable/entry/start.66bba7e5.js">
 		<link rel="modulepreload" href="./_app/immutable/chunks/index.2add268f.js">
-		<link rel="modulepreload" href="./_app/immutable/chunks/singletons.94c9dce5.js">
+		<link rel="modulepreload" href="./_app/immutable/chunks/singletons.e6aaf482.js">
 		<link rel="modulepreload" href="./_app/immutable/chunks/index.05f88853.js">
-		<link rel="modulepreload" href="./_app/immutable/entry/app.d464396f.js">
+		<link rel="modulepreload" href="./_app/immutable/entry/app.fd098cee.js">
   </head>
   <body data-sveltekit-preload-data="hover">
     <div class="contents">
 			<script>
 				{
-					__sveltekit_qs92lx = {
+					__sveltekit_1kx7rwa = {
 						base: new URL(".", location).pathname.slice(0, -1),
 						env: {}
 					};
@@ -23,8 +23,8 @@
 					const element = document.currentScript.parentElement;
 
 					Promise.all([
-						import("./_app/immutable/entry/start.25cd282a.js"),
-						import("./_app/immutable/entry/app.d464396f.js")
+						import("./_app/immutable/entry/start.66bba7e5.js"),
+						import("./_app/immutable/entry/app.fd098cee.js")
 					]).then(([kit, app]) => {
 						kit.start(app, element);
 					});

web/blueprint/build/datasets/new.html

@@ -5,17 +5,17 @@
     <link rel="icon" href="../favicon.png" />
     <meta name="viewport" content="width=device-width" />
     
-		<link rel="modulepreload" href="../_app/immutable/entry/start.25cd282a.js">
+		<link rel="modulepreload" href="../_app/immutable/entry/start.66bba7e5.js">
 		<link rel="modulepreload" href="../_app/immutable/chunks/index.2add268f.js">
-		<link rel="modulepreload" href="../_app/immutable/chunks/singletons.94c9dce5.js">
+		<link rel="modulepreload" href="../_app/immutable/chunks/singletons.e6aaf482.js">
 		<link rel="modulepreload" href="../_app/immutable/chunks/index.05f88853.js">
-		<link rel="modulepreload" href="../_app/immutable/entry/app.d464396f.js">
+		<link rel="modulepreload" href="../_app/immutable/entry/app.fd098cee.js">
   </head>
   <body data-sveltekit-preload-data="hover">
     <div class="contents">
 			<script>
 				{
-					__sveltekit_qs92lx = {
+					__sveltekit_1kx7rwa = {
 						base: new URL("..", location).pathname.slice(0, -1),
 						env: {}
 					};
@@ -23,8 +23,8 @@
 					const element = document.currentScript.parentElement;
 
 					Promise.all([
-						import("../_app/immutable/entry/start.25cd282a.js"),
-						import("../_app/immutable/entry/app.d464396f.js")
+						import("../_app/immutable/entry/start.66bba7e5.js"),
+						import("../_app/immutable/entry/app.fd098cee.js")
 					]).then(([kit, app]) => {
 						kit.start(app, element);
 					});

web/blueprint/build/index.html

@@ -5,17 +5,17 @@
     <link rel="icon" href="./favicon.png" />
     <meta name="viewport" content="width=device-width" />
     
-		<link rel="modulepreload" href="./_app/immutable/entry/start.25cd282a.js">
+		<link rel="modulepreload" href="./_app/immutable/entry/start.66bba7e5.js">
 		<link rel="modulepreload" href="./_app/immutable/chunks/index.2add268f.js">
-		<link rel="modulepreload" href="./_app/immutable/chunks/singletons.94c9dce5.js">
+		<link rel="modulepreload" href="./_app/immutable/chunks/singletons.e6aaf482.js">
 		<link rel="modulepreload" href="./_app/immutable/chunks/index.05f88853.js">
-		<link rel="modulepreload" href="./_app/immutable/entry/app.d464396f.js">
+		<link rel="modulepreload" href="./_app/immutable/entry/app.fd098cee.js">
   </head>
   <body data-sveltekit-preload-data="hover">
     <div class="contents">
 			<script>
 				{
-					__sveltekit_qs92lx = {
+					__sveltekit_1kx7rwa = {
 						base: new URL(".", location).pathname.slice(0, -1),
 						env: {}
 					};
@@ -23,8 +23,8 @@
 					const element = document.currentScript.parentElement;
 
 					Promise.all([
-						import("./_app/immutable/entry/start.25cd282a.js"),
-						import("./_app/immutable/entry/app.d464396f.js")
+						import("./_app/immutable/entry/start.66bba7e5.js"),
+						import("./_app/immutable/entry/app.fd098cee.js")
 					]).then(([kit, app]) => {
 						kit.start(app, element);
 					});