Update spaCy pipeline

README.md

@@ -14,40 +14,41 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.7299912049
+      value: 0.7344978166
     - name: NER Recall
       type: recall
-      value: 0.7063829787
+      value: 0.7157446809
     - name: NER F Score
       type: f_score
-      value: 0.7179930796
+      value: 0.725
   - task:
-      name: SENTER
+      name: POS
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.6710526316
-    - name: SENTER Recall
-      type: recall
-      value: 0.6623376623
-    - name: SENTER F Score
-      type: f_score
-      value: 0.6666666667
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9190720259
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
-      type: accuracy
-      value: 0.6307541626
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.6417322835
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.6307541626
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.4625984252
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.6623376623
 ---
 ### Details: https://spacy.io/models/mk#mk_core_news_sm
 
@@ -56,8 +57,8 @@ Macedonian pipeline optimized for CPU. Components: tok2vec, morphologizer, parse
 | Feature | Description |
 | --- | --- |
 | **Name** | `mk_core_news_sm` |
-| **Version** | `3.2.0` |
-| **spaCy** | `>=3.2.0,<3.3.0` |
+| **Version** | `3.3.0` |
+| **spaCy** | `>=3.3.0.dev0,<3.4.0` |
 | **Default Pipeline** | `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Components** | `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -69,13 +70,12 @@ Macedonian pipeline optimized for CPU. Components: tok2vec, morphologizer, parse
 
 <details>
 
-<summary>View label scheme (55 labels for 4 components)</summary>
+<summary>View label scheme (53 labels for 3 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`morphologizer`** | `POS=PROPN`, `POS=AUX`, `POS=ADJ`, `POS=NOUN`, `POS=ADP`, `POS=PUNCT`, `POS=CONJ`, `POS=NUM`, `POS=VERB`, `POS=PRON`, `POS=ADV`, `POS=SCONJ`, `POS=PART`, `POS=SYM`, `POS=X`, `_`, `POS=INTJ` |
 | **`parser`** | `ROOT`, `advmod`, `att`, `aux`, `cc`, `dep`, `det`, `dobj`, `iobj`, `neg`, `nsubj`, `pobj`, `poss`, `pozm`, `pozv`, `prep`, `punct`, `relcl` |
-| **`senter`** | `I`, `S` |
 | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
 
 </details>
@@ -88,12 +88,12 @@ Macedonian pipeline optimized for CPU. Components: tok2vec, morphologizer, parse
 | `TOKEN_P` | 100.00 |
 | `TOKEN_R` | 100.00 |
 | `TOKEN_F` | 100.00 |
-| `SENTS_P` | 67.11 |
+| `SENTS_P` | 66.23 |
 | `SENTS_R` | 66.23 |
-| `SENTS_F` | 66.67 |
-| `ENTS_P` | 73.00 |
-| `ENTS_R` | 70.64 |
-| `ENTS_F` | 71.80 |
-| `POS_ACC` | 91.64 |
-| `DEP_UAS` | 63.08 |
-| `DEP_LAS` | 47.60 |
+| `SENTS_F` | 66.23 |
+| `DEP_UAS` | 64.17 |
+| `DEP_LAS` | 46.26 |
+| `ENTS_P` | 73.45 |
+| `ENTS_R` | 71.57 |
+| `ENTS_F` | 72.50 |
+| `POS_ACC` | 91.91 |

accuracy.json

@@ -3,118 +3,21 @@
   "token_p": 1.0,
   "token_r": 1.0,
   "token_f": 1.0,
-  "sents_p": 0.6710526316,
+  "sents_p": 0.6623376623,
   "sents_r": 0.6623376623,
-  "sents_f": 0.6666666667,
-  "ents_p": 0.7299912049,
-  "ents_r": 0.7063829787,
-  "ents_f": 0.7179930796,
-  "ents_per_type": {
-    "ORG": {
-      "p": 0.5636363636,
-      "r": 0.6326530612,
-      "f": 0.5961538462
-    },
-    "GPE": {
-      "p": 0.8344671202,
-      "r": 0.8679245283,
-      "f": 0.850867052
-    },
-    "LOC": {
-      "p": 0.7142857143,
-      "r": 0.4597701149,
-      "f": 0.5594405594
-    },
-    "QUANTITY": {
-      "p": 0.6444444444,
-      "r": 0.7073170732,
-      "f": 0.6744186047
-    },
-    "CARDINAL": {
-      "p": 0.7142857143,
-      "r": 0.6914893617,
-      "f": 0.7027027027
-    },
-    "DATE": {
-      "p": 0.7162162162,
-      "r": 0.7464788732,
-      "f": 0.7310344828
-    },
-    "NORP": {
-      "p": 0.4905660377,
-      "r": 0.4,
-      "f": 0.4406779661
-    },
-    "PERSON": {
-      "p": 0.7333333333,
-      "r": 0.7333333333,
-      "f": 0.7333333333
-    },
-    "ORDINAL": {
-      "p": 0.5,
-      "r": 0.3636363636,
-      "f": 0.4210526316
-    },
-    "MONEY": {
-      "p": 0.5,
-      "r": 0.5,
-      "f": 0.5
-    },
-    "PERCENT": {
-      "p": 0.8421052632,
-      "r": 1.0,
-      "f": 0.9142857143
-    },
-    "WORK_OF_ART": {
-      "p": 0.5333333333,
-      "r": 0.3902439024,
-      "f": 0.4507042254
-    },
-    "LANGUAGE": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
-    },
-    "TIME": {
-      "p": 1.0,
-      "r": 0.6666666667,
-      "f": 0.8
-    },
-    "FAC": {
-      "p": 0.25,
-      "r": 0.1,
-      "f": 0.1428571429
-    },
-    "EVENT": {
-      "p": 0.5238095238,
-      "r": 0.6470588235,
-      "f": 0.5789473684
-    },
-    "LAW": {
-      "p": 0.25,
-      "r": 0.3333333333,
-      "f": 0.2857142857
-    },
-    "PRODUCT": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
-    }
-  },
-  "speed": 2245.3508517398,
-  "pos_acc": 0.9163744268,
-  "dep_uas": 0.6307541626,
-  "dep_las": 0.4760039177,
+  "sents_f": 0.6623376623,
+  "dep_uas": 0.6417322835,
+  "dep_las": 0.4625984252,
   "dep_las_per_type": {
     "nsubj": {
-      "p": 0.475,
-      "r": 0.5,
-      "f": 0.4871794872
+      "p": 0.5625,
+      "r": 0.4736842105,
+      "f": 0.5142857143
     },
     "root": {
-      "p": 0.6184210526,
-      "r": 0.6714285714,
-      "f": 0.6438356164
+      "p": 0.6623376623,
+      "r": 0.7285714286,
+      "f": 0.693877551
     },
     "cc": {
       "p": 0.7368421053,
@@ -122,39 +25,39 @@
       "f": 0.5957446809
     },
     "relcl": {
-      "p": 0.4,
+      "p": 0.347826087,
       "r": 0.3076923077,
-      "f": 0.347826087
+      "f": 0.3265306122
     },
     "pozm": {
-      "p": 1.0,
-      "r": 0.3636363636,
-      "f": 0.5333333333
+      "p": 0.6,
+      "r": 0.2727272727,
+      "f": 0.375
     },
     "poss": {
-      "p": 0.25,
-      "r": 0.2,
-      "f": 0.2222222222
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "aux": {
-      "p": 0.5526315789,
+      "p": 0.525,
       "r": 0.6363636364,
-      "f": 0.5915492958
+      "f": 0.5753424658
     },
     "prep": {
-      "p": 0.6984126984,
-      "r": 0.7333333333,
-      "f": 0.7154471545
+      "p": 0.6615384615,
+      "r": 0.7166666667,
+      "f": 0.688
     },
     "iobj": {
-      "p": 0.1,
-      "r": 0.125,
-      "f": 0.1111111111
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "pozv": {
       "p": 0.2857142857,
-      "r": 0.1333333333,
-      "f": 0.1818181818
+      "r": 0.2666666667,
+      "f": 0.275862069
     },
     "quantmod": {
       "p": 0.0,
@@ -162,9 +65,9 @@
       "f": 0.0
     },
     "att": {
-      "p": 0.7179487179,
-      "r": 0.5384615385,
-      "f": 0.6153846154
+      "p": 0.6486486486,
+      "r": 0.4615384615,
+      "f": 0.5393258427
     },
     "det": {
       "p": 0.0,
@@ -177,29 +80,29 @@
       "f": 0.0
     },
     "dep": {
-      "p": 0.0151515152,
-      "r": 0.3333333333,
-      "f": 0.0289855072
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "dobj": {
-      "p": 0.393442623,
-      "r": 0.4,
-      "f": 0.3966942149
+      "p": 0.4035087719,
+      "r": 0.3833333333,
+      "f": 0.3931623932
     },
     "ppdo": {
-      "p": 0.8,
-      "r": 0.5333333333,
-      "f": 0.64
+      "p": 0.6,
+      "r": 0.4,
+      "f": 0.48
     },
     "neg": {
-      "p": 0.6,
-      "r": 0.5454545455,
-      "f": 0.5714285714
+      "p": 0.625,
+      "r": 0.4545454545,
+      "f": 0.5263157895
     },
     "pobj": {
-      "p": 0.375,
+      "p": 0.4054054054,
       "r": 0.46875,
-      "f": 0.4166666667
+      "f": 0.4347826087
     },
     "mwe": {
       "p": 0.0,
@@ -211,12 +114,12 @@
       "r": 0.0,
       "f": 0.0
     },
-    "appos": {
+    "advmod": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "advmod": {
+    "appos": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
@@ -256,5 +159,102 @@
       "r": 0.0,
       "f": 0.0
     }
-  }
+  },
+  "speed": 2310.8975813075,
+  "ents_p": 0.7344978166,
+  "ents_r": 0.7157446809,
+  "ents_f": 0.725,
+  "ents_per_type": {
+    "GPE": {
+      "p": 0.8571428571,
+      "r": 0.8773584906,
+      "f": 0.8671328671
+    },
+    "LOC": {
+      "p": 0.7884615385,
+      "r": 0.4712643678,
+      "f": 0.5899280576
+    },
+    "QUANTITY": {
+      "p": 0.65,
+      "r": 0.6341463415,
+      "f": 0.6419753086
+    },
+    "PERCENT": {
+      "p": 0.7619047619,
+      "r": 1.0,
+      "f": 0.8648648649
+    },
+    "CARDINAL": {
+      "p": 0.6132075472,
+      "r": 0.6914893617,
+      "f": 0.65
+    },
+    "ORG": {
+      "p": 0.5322580645,
+      "r": 0.6734693878,
+      "f": 0.5945945946
+    },
+    "NORP": {
+      "p": 0.5094339623,
+      "r": 0.4153846154,
+      "f": 0.4576271186
+    },
+    "PERSON": {
+      "p": 0.6979865772,
+      "r": 0.6933333333,
+      "f": 0.6956521739
+    },
+    "DATE": {
+      "p": 0.7638888889,
+      "r": 0.7746478873,
+      "f": 0.7692307692
+    },
+    "WORK_OF_ART": {
+      "p": 0.65625,
+      "r": 0.512195122,
+      "f": 0.5753424658
+    },
+    "ORDINAL": {
+      "p": 0.5384615385,
+      "r": 0.6363636364,
+      "f": 0.5833333333
+    },
+    "MONEY": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "LANGUAGE": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "TIME": {
+      "p": 1.0,
+      "r": 0.8333333333,
+      "f": 0.9090909091
+    },
+    "FAC": {
+      "p": 0.1818181818,
+      "r": 0.1,
+      "f": 0.1290322581
+    },
+    "LAW": {
+      "p": 0.25,
+      "r": 0.3333333333,
+      "f": 0.2857142857
+    },
+    "EVENT": {
+      "p": 0.625,
+      "r": 0.5882352941,
+      "f": 0.6060606061
+    },
+    "PRODUCT": {
+      "p": 1.0,
+      "r": 0.2,
+      "f": 0.3333333333
+    }
+  },
+  "pos_acc": 0.9190720259
 }

config.cfg

@@ -39,8 +39,9 @@ overwrite = true
 scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
 
 [components.morphologizer.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.morphologizer.model.tok2vec]
 @architectures = "spacy.Tok2Vec.v2"
@@ -49,7 +50,7 @@ nO = null
 @architectures = "spacy.MultiHashEmbed.v2"
 width = ${components.morphologizer.model.tok2vec.encode:width}
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.morphologizer.model.tok2vec.encode]
@@ -82,7 +83,7 @@ nO = null
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 96
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.ner.model.tok2vec.encode]
@@ -116,7 +117,7 @@ nO = null
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 96
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.parser.model.tok2vec.encode]
@@ -132,8 +133,9 @@ overwrite = false
 scorer = {"@scorers":"spacy.senter_scorer.v1"}
 
 [components.senter.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.senter.model.tok2vec]
 @architectures = "spacy.Tok2Vec.v2"
@@ -179,7 +181,7 @@ dropout = 0.1
 accumulate_gradient = 1
 patience = 5000
 max_epochs = 0
-max_steps = 0
+max_steps = 100000
 eval_frequency = 1000
 frozen_components = []
 before_to_disk = null

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"mk",
   "name":"core_news_sm",
-  "version":"3.2.0",
+  "version":"3.3.0",
   "description":"Macedonian pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
   "author":"Explosion",
   "email":"contact@explosion.ai",
   "url":"https://explosion.ai",
   "license":"CC BY-SA 4.0",
-  "spacy_version":">=3.2.0,<3.3.0",
-  "spacy_git_version":"bb26550e2",
+  "spacy_version":">=3.3.0.dev0,<3.4.0",
+  "spacy_git_version":"849bef2de",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -55,10 +55,6 @@
       "punct",
       "relcl"
     ],
-    "senter":[
-      "I",
-      "S"
-    ],
     "attribute_ruler":[
 
     ],
@@ -109,118 +105,21 @@
     "token_p":1.0,
     "token_r":1.0,
     "token_f":1.0,
-    "sents_p":0.6710526316,
+    "sents_p":0.6623376623,
     "sents_r":0.6623376623,
-    "sents_f":0.6666666667,
-    "ents_p":0.7299912049,
-    "ents_r":0.7063829787,
-    "ents_f":0.7179930796,
-    "ents_per_type":{
-      "ORG":{
-        "p":0.5636363636,
-        "r":0.6326530612,
-        "f":0.5961538462
-      },
-      "GPE":{
-        "p":0.8344671202,
-        "r":0.8679245283,
-        "f":0.850867052
-      },
-      "LOC":{
-        "p":0.7142857143,
-        "r":0.4597701149,
-        "f":0.5594405594
-      },
-      "QUANTITY":{
-        "p":0.6444444444,
-        "r":0.7073170732,
-        "f":0.6744186047
-      },
-      "CARDINAL":{
-        "p":0.7142857143,
-        "r":0.6914893617,
-        "f":0.7027027027
-      },
-      "DATE":{
-        "p":0.7162162162,
-        "r":0.7464788732,
-        "f":0.7310344828
-      },
-      "NORP":{
-        "p":0.4905660377,
-        "r":0.4,
-        "f":0.4406779661
-      },
-      "PERSON":{
-        "p":0.7333333333,
-        "r":0.7333333333,
-        "f":0.7333333333
-      },
-      "ORDINAL":{
-        "p":0.5,
-        "r":0.3636363636,
-        "f":0.4210526316
-      },
-      "MONEY":{
-        "p":0.5,
-        "r":0.5,
-        "f":0.5
-      },
-      "PERCENT":{
-        "p":0.8421052632,
-        "r":1.0,
-        "f":0.9142857143
-      },
-      "WORK_OF_ART":{
-        "p":0.5333333333,
-        "r":0.3902439024,
-        "f":0.4507042254
-      },
-      "LANGUAGE":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "TIME":{
-        "p":1.0,
-        "r":0.6666666667,
-        "f":0.8
-      },
-      "FAC":{
-        "p":0.25,
-        "r":0.1,
-        "f":0.1428571429
-      },
-      "EVENT":{
-        "p":0.5238095238,
-        "r":0.6470588235,
-        "f":0.5789473684
-      },
-      "LAW":{
-        "p":0.25,
-        "r":0.3333333333,
-        "f":0.2857142857
-      },
-      "PRODUCT":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      }
-    },
-    "speed":2245.3508517398,
-    "pos_acc":0.9163744268,
-    "dep_uas":0.6307541626,
-    "dep_las":0.4760039177,
+    "sents_f":0.6623376623,
+    "dep_uas":0.6417322835,
+    "dep_las":0.4625984252,
     "dep_las_per_type":{
       "nsubj":{
-        "p":0.475,
-        "r":0.5,
-        "f":0.4871794872
+        "p":0.5625,
+        "r":0.4736842105,
+        "f":0.5142857143
       },
       "root":{
-        "p":0.6184210526,
-        "r":0.6714285714,
-        "f":0.6438356164
+        "p":0.6623376623,
+        "r":0.7285714286,
+        "f":0.693877551
       },
       "cc":{
         "p":0.7368421053,
@@ -228,39 +127,39 @@
         "f":0.5957446809
       },
       "relcl":{
-        "p":0.4,
+        "p":0.347826087,
         "r":0.3076923077,
-        "f":0.347826087
+        "f":0.3265306122
       },
       "pozm":{
-        "p":1.0,
-        "r":0.3636363636,
-        "f":0.5333333333
+        "p":0.6,
+        "r":0.2727272727,
+        "f":0.375
       },
       "poss":{
-        "p":0.25,
-        "r":0.2,
-        "f":0.2222222222
+        "p":0.0,
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