osanseviero commited on
Commit
3ba7d0f
1 Parent(s): 787c4de

Update spaCy pipeline

Browse files
README.md CHANGED
@@ -14,47 +14,47 @@ model-index:
14
  metrics:
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  - name: NER Precision
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  type: precision
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- value: 0.9431002837
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  - name: NER Recall
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  type: recall
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- value: 0.9513549907
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  - name: NER F Score
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  type: f_score
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- value: 0.9472096531
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  - task:
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  name: POS
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  type: token-classification
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  metrics:
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  - name: POS Accuracy
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  type: accuracy
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- value: 0.9893902082
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  - task:
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  name: SENTER
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  type: token-classification
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  metrics:
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  - name: SENTER Precision
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  type: precision
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- value: 0.9988584475
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  - name: SENTER Recall
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  type: recall
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- value: 0.9988584475
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  - name: SENTER F Score
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  type: f_score
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- value: 0.9988584475
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  - task:
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  name: UNLABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Unlabeled Dependencies Accuracy
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  type: accuracy
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- value: 0.9621254207
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  - task:
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  name: LABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Labeled Dependencies Accuracy
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  type: accuracy
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- value: 0.9621254207
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  ---
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  ### Details: https://spacy.io/models/ru#ru_core_news_lg
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@@ -63,8 +63,8 @@ Russian pipeline optimized for CPU. Components: tok2vec, morphologizer, parser,
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  | Feature | Description |
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  | --- | --- |
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  | **Name** | `ru_core_news_lg` |
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- | **Version** | `3.1.0` |
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- | **spaCy** | `>=3.1.0,<3.2.0` |
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  | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
69
  | **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
70
  | **Vectors** | 500002 keys, 500002 unique vectors (300 dimensions) |
@@ -92,15 +92,21 @@ Russian pipeline optimized for CPU. Components: tok2vec, morphologizer, parser,
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  | Type | Score |
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  | --- | --- |
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  | `TOKEN_ACC` | 99.85 |
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- | `TAG_ACC` | 98.94 |
 
 
96
  | `POS_ACC` | 98.94 |
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- | `MORPH_ACC` | 97.56 |
 
 
 
 
 
 
 
 
 
98
  | `LEMMA_ACC` | 0.00 |
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- | `DEP_UAS` | 96.21 |
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- | `DEP_LAS` | 95.16 |
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- | `ENTS_P` | 94.31 |
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- | `ENTS_R` | 95.14 |
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- | `ENTS_F` | 94.72 |
104
- | `SENTS_P` | 99.89 |
105
- | `SENTS_R` | 99.89 |
106
- | `SENTS_F` | 99.89 |
 
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.9447151739
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.9463053358
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.9455095863
24
  - task:
25
  name: POS
26
  type: token-classification
27
  metrics:
28
  - name: POS Accuracy
29
  type: accuracy
30
+ value: 0.989438969
31
  - task:
32
  name: SENTER
33
  type: token-classification
34
  metrics:
35
  - name: SENTER Precision
36
  type: precision
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+ value: 0.9982866933
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  - name: SENTER Recall
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  type: recall
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+ value: 0.997716895
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  - name: SENTER F Score
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  type: f_score
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+ value: 0.9980017128
44
  - task:
45
  name: UNLABELED_DEPENDENCIES
46
  type: token-classification
47
  metrics:
48
  - name: Unlabeled Dependencies Accuracy
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  type: accuracy
50
+ value: 0.9622900464
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  - task:
52
  name: LABELED_DEPENDENCIES
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  type: token-classification
54
  metrics:
55
  - name: Labeled Dependencies Accuracy
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  type: accuracy
57
+ value: 0.9622900464
58
  ---
59
  ### Details: https://spacy.io/models/ru#ru_core_news_lg
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63
  | Feature | Description |
64
  | --- | --- |
65
  | **Name** | `ru_core_news_lg` |
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+ | **Version** | `3.2.0` |
67
+ | **spaCy** | `>=3.2.0,<3.3.0` |
68
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
69
  | **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
70
  | **Vectors** | 500002 keys, 500002 unique vectors (300 dimensions) |
 
92
  | Type | Score |
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  | --- | --- |
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  | `TOKEN_ACC` | 99.85 |
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+ | `TOKEN_P` | 97.28 |
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+ | `TOKEN_R` | 98.34 |
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+ | `TOKEN_F` | 97.81 |
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  | `POS_ACC` | 98.94 |
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+ | `MORPH_ACC` | 97.50 |
100
+ | `MORPH_MICRO_P` | 98.99 |
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+ | `MORPH_MICRO_R` | 98.34 |
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+ | `MORPH_MICRO_F` | 98.67 |
103
+ | `SENTS_P` | 99.83 |
104
+ | `SENTS_R` | 99.77 |
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+ | `SENTS_F` | 99.80 |
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+ | `DEP_UAS` | 96.23 |
107
+ | `DEP_LAS` | 95.12 |
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+ | `TAG_ACC` | 98.94 |
109
  | `LEMMA_ACC` | 0.00 |
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+ | `ENTS_P` | 94.47 |
111
+ | `ENTS_R` | 94.63 |
112
+ | `ENTS_F` | 94.55 |
 
 
 
 
 
accuracy.json CHANGED
@@ -1,73 +1,68 @@
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  {
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  "token_acc": 0.9984532137,
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- "tag_acc": 0.9893902082,
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- "pos_acc": 0.9893902082,
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- "morph_acc": 0.9756200722,
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- "lemma_acc": 2.15267e-05,
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- "dep_uas": 0.9621254207,
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- "dep_las": 0.9515943544,
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- "ents_p": 0.9431002837,
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- "sents_r": 0.9988584475,
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- "sents_f": 0.9988584475,
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- "speed": 3736.668839502,
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  "morph_per_feat": {
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  "Animacy": {
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- "p": 0.9897974142,
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- "r": 0.9813673624,
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- "f": 0.9855643619
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  },
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  "Case": {
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- "f": 0.9756894699
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  },
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  "Gender": {
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- "f": 0.9858422165
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  },
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- "f": 0.9927456833
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  },
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  "Degree": {
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- "p": 0.9885872918,
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- "r": 0.9871663244,
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- "f": 0.9878762971
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  },
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  "Aspect": {
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- "p": 0.9910625621,
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- "r": 0.9867865169,
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- "f": 0.9889199171
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  },
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  "Mood": {
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- "p": 0.9988824041,
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- "r": 0.9972725019,
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- "f": 0.9980768038
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  },
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  "Tense": {
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- "r": 0.9888044371,
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- "f": 0.9909928457
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  },
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  "VerbForm": {
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- "p": 0.9955764196,
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- "f": 0.9934240159
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  "Voice": {
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- "p": 0.9914236707,
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  "StyleVariant": {
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- "p": 0.9901864573,
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- "f": 0.9926217413
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  "Polarity": {
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  "p": 1.0,
@@ -75,14 +70,14 @@
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  "f": 1.0
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  },
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  "Person": {
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- "p": 0.9993198821,
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  "Foreign": {
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- "p": 0.9756572541,
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- "r": 0.8667820069,
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- "f": 0.9180027485
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  "Hyph": {
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  "p": 1.0,
@@ -90,76 +85,81 @@
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  "f": 0.6666666667
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  }
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  "conj": {
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@@ -167,114 +167,114 @@
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  "nummod:entity": {
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  "p": 1.0,
@@ -287,21 +287,27 @@
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  "f": 0.0
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  }
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  },
 
 
 
 
 
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  "ents_per_type": {
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  }
 
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  "Polarity": {
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  "Person": {
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  "Hyph": {
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  "f": 0.6666666667
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  "conj": {
140
+ "p": 0.8876139048,
141
+ "r": 0.9025394647,
142
+ "f": 0.8950144632
143
  },
144
  "cc": {
145
+ "p": 0.9746716698,
146
+ "r": 0.9719363891,
147
+ "f": 0.9733021077
148
  },
149
  "fixed": {
150
+ "p": 0.9872773537,
151
+ "r": 0.9872773537,
152
+ "f": 0.9872773537
153
  },
154
  "mark": {
155
+ "p": 0.969895288,
156
+ "r": 0.9673629243,
157
+ "f": 0.968627451
158
  },
159
  "ccomp": {
160
+ "p": 0.9709543568,
161
+ "r": 0.9790794979,
162
+ "f": 0.975
163
  },
164
  "nummod:gov": {
165
  "p": 0.9705882353,
 
167
  "f": 0.9665271967
168
  },
169
  "nummod": {
170
+ "p": 0.9646246764,
171
+ "r": 0.9490662139,
172
+ "f": 0.9567821994
173
  },
174
  "obj": {
175
+ "p": 0.9701042238,
176
+ "r": 0.9663934426,
177
+ "f": 0.9682452779
178
  },
179
  "det": {
180
+ "p": 0.9725433526,
181
+ "r": 0.9725433526,
182
+ "f": 0.9725433526
183
  },
184
  "appos": {
185
+ "p": 0.8879351454,
186
+ "r": 0.7998281787,
187
+ "f": 0.8415819209
188
  },
189
  "aux": {
190
+ "p": 0.9439252336,
191
+ "r": 0.9619047619,
192
+ "f": 0.9528301887
193
  },
194
  "flat": {
195
+ "p": 0.9952718676,
196
+ "r": 0.9589977221,
197
+ "f": 0.9767981439
198
  },
199
  "flat:name": {
200
+ "p": 0.9710444674,
201
+ "r": 0.9700413223,
202
+ "f": 0.9705426357
203
  },
204
  "iobj": {
205
+ "p": 0.912568306,
206
+ "r": 0.8391959799,
207
+ "f": 0.8743455497
208
  },
209
  "acl": {
210
+ "p": 0.9210191083,
211
+ "r": 0.9026217228,
212
+ "f": 0.9117276166
213
  },
214
  "obl:agent": {
215
+ "p": 0.7733333333,
216
+ "r": 0.7631578947,
217
+ "f": 0.7682119205
218
  },
219
  "advcl": {
220
+ "p": 0.8857808858,
221
+ "r": 0.8675799087,
222
+ "f": 0.8765859285
223
  },
224
  "cop": {
225
+ "p": 0.924137931,
226
+ "r": 0.9305555556,
227
+ "f": 0.9273356401
228
  },
229
  "flat:foreign": {
230
+ "p": 0.9705882353,
231
+ "r": 0.825,
232
+ "f": 0.8918918919
233
  },
234
  "aux:pass": {
235
+ "p": 0.9913043478,
236
+ "r": 0.9799426934,
237
+ "f": 0.9855907781
238
  },
239
  "nsubj:pass": {
240
+ "p": 0.9573529412,
241
  "r": 0.9503649635,
242
+ "f": 0.9538461538
243
  },
244
  "acl:relcl": {
245
+ "p": 0.817047817,
246
+ "r": 0.8069815195,
247
+ "f": 0.8119834711
248
  },
249
  "orphan": {
250
+ "p": 0.7567567568,
251
+ "r": 0.7777777778,
252
+ "f": 0.7671232877
253
  },
254
  "discourse": {
255
+ "p": 0.9393939394,
256
+ "r": 0.9538461538,
257
+ "f": 0.9465648855
258
  },
259
  "csubj": {
260
+ "p": 0.9565217391,
261
+ "r": 0.9295774648,
262
+ "f": 0.9428571429
263
  },
264
  "expl": {
265
+ "p": 0.875,
266
+ "r": 0.7368421053,
267
+ "f": 0.8
268
  },
269
  "compound": {
270
+ "p": 0.6,
271
+ "r": 0.3,
272
+ "f": 0.4
273
  },
274
  "csubj:pass": {
275
+ "p": 0.8888888889,
276
+ "r": 0.7272727273,
277
+ "f": 0.8
278
  },
279
  "nummod:entity": {
280
  "p": 1.0,
 
287
  "f": 0.0
288
  }
289
  },
290
+ "tag_acc": 0.989438969,
291
+ "lemma_acc": 2.15267e-05,
292
+ "ents_p": 0.9447151739,
293
+ "ents_r": 0.9463053358,
294
+ "ents_f": 0.9455095863,
295
  "ents_per_type": {
296
  "PER": {
297
+ "p": 0.959299039,
298
+ "r": 0.9528354857,
299
+ "f": 0.956056338
300
  },
301
  "LOC": {
302
+ "p": 0.9707132735,
303
+ "r": 0.9707132735,
304
+ "f": 0.9707132735
305
  },
306
  "ORG": {
307
+ "p": 0.9055690073,
308
+ "r": 0.915320607,
309
+ "f": 0.9104186952
310
  }
311
+ },
312
+ "speed": 3696.7899710592
313
  }
config.cfg CHANGED
@@ -1,10 +1,8 @@
1
  [paths]
2
- train = "corpus/ru-core-news/train.spacy"
3
- dev = "corpus/ru-core-news/dev.spacy"
4
- vectors = "corpus/ru_vectors"
5
- raw = null
6
  init_tok2vec = null
7
- vocab_data = null
8
 
9
  [system]
10
  gpu_allocator = null
@@ -24,6 +22,7 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
24
 
25
  [components.attribute_ruler]
26
  factory = "attribute_ruler"
 
27
  validate = false
28
 
29
  [components.lemmatizer]
@@ -31,9 +30,13 @@ factory = "lemmatizer"
31
  mode = "pymorphy2"
32
  model = null
33
  overwrite = false
 
34
 
35
  [components.morphologizer]
36
  factory = "morphologizer"
 
 
 
37
 
38
  [components.morphologizer.model]
39
  @architectures = "spacy.Tagger.v1"
@@ -48,6 +51,7 @@ upstream = "tok2vec"
48
  factory = "ner"
49
  incorrect_spans_key = null
50
  moves = null
 
51
  update_with_oracle_cut_size = 100
52
 
53
  [components.ner.model]
@@ -65,8 +69,8 @@ nO = null
65
  [components.ner.model.tok2vec.embed]
66
  @architectures = "spacy.MultiHashEmbed.v2"
67
  width = 96
68
- attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
69
- rows = [5000,2500,2500,2500]
70
  include_static_vectors = true
71
 
72
  [components.ner.model.tok2vec.encode]
@@ -81,6 +85,7 @@ factory = "parser"
81
  learn_tokens = false
82
  min_action_freq = 30
83
  moves = null
 
84
  update_with_oracle_cut_size = 100
85
 
86
  [components.parser.model]
@@ -99,6 +104,8 @@ upstream = "tok2vec"
99
 
100
  [components.senter]
101
  factory = "senter"
 
 
102
 
103
  [components.senter.model]
104
  @architectures = "spacy.Tagger.v1"
@@ -110,8 +117,8 @@ nO = null
110
  [components.senter.model.tok2vec.embed]
111
  @architectures = "spacy.MultiHashEmbed.v2"
112
  width = 16
113
- attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
114
- rows = [1000,500,500,500]
115
  include_static_vectors = true
116
 
117
  [components.senter.model.tok2vec.encode]
@@ -130,8 +137,8 @@ factory = "tok2vec"
130
  [components.tok2vec.model.embed]
131
  @architectures = "spacy.MultiHashEmbed.v2"
132
  width = ${components.tok2vec.model.encode:width}
133
- attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
134
- rows = [5000,2500,2500,2500]
135
  include_static_vectors = true
136
 
137
  [components.tok2vec.model.encode]
@@ -145,22 +152,19 @@ maxout_pieces = 3
145
 
146
  [corpora.dev]
147
  @readers = "spacy.Corpus.v1"
148
- limit = 0
149
- max_length = 0
150
- path = ${paths:dev}
151
  gold_preproc = false
 
 
152
  augmenter = null
153
 
154
  [corpora.train]
155
  @readers = "spacy.Corpus.v1"
156
- path = ${paths:train}
157
- max_length = 5000
158
  gold_preproc = false
 
159
  limit = 0
160
-
161
- [corpora.train.augmenter]
162
- @augmenters = "spacy.lower_case.v1"
163
- level = 0.1
164
 
165
  [training]
166
  train_corpus = "corpora.train"
@@ -191,9 +195,8 @@ compound = 1.001
191
  t = 0.0
192
 
193
  [training.logger]
194
- @loggers = "spacy.WandbLogger.v1"
195
- project_name = "spacy-v3.0.0a2"
196
- remove_config_values = []
197
 
198
  [training.optimizer]
199
  @optimizers = "Adam.v1"
@@ -216,16 +219,17 @@ dep_las_per_type = null
216
  sents_p = null
217
  sents_r = null
218
  sents_f = 0.02
219
- lemma_acc = 0.33
220
- ents_f = 0.33
221
  ents_p = 0.0
222
  ents_r = 0.0
223
  ents_per_type = null
 
224
 
225
  [pretraining]
226
 
227
  [initialize]
228
- vocab_data = ${paths.vocab_data}
229
  vectors = ${paths.vectors}
230
  init_tok2vec = ${paths.init_tok2vec}
231
  before_init = null
 
1
  [paths]
2
+ train = null
3
+ dev = null
4
+ vectors = null
 
5
  init_tok2vec = null
 
6
 
7
  [system]
8
  gpu_allocator = null
 
22
 
23
  [components.attribute_ruler]
24
  factory = "attribute_ruler"
25
+ scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
26
  validate = false
27
 
28
  [components.lemmatizer]
 
30
  mode = "pymorphy2"
31
  model = null
32
  overwrite = false
33
+ scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
34
 
35
  [components.morphologizer]
36
  factory = "morphologizer"
37
+ extend = false
38
+ overwrite = true
39
+ scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
40
 
41
  [components.morphologizer.model]
42
  @architectures = "spacy.Tagger.v1"
 
51
  factory = "ner"
52
  incorrect_spans_key = null
53
  moves = null
54
+ scorer = {"@scorers":"spacy.ner_scorer.v1"}
55
  update_with_oracle_cut_size = 100
56
 
57
  [components.ner.model]
 
69
  [components.ner.model.tok2vec.embed]
70
  @architectures = "spacy.MultiHashEmbed.v2"
71
  width = 96
72
+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
73
+ rows = [5000,2500,2500,2500,100]
74
  include_static_vectors = true
75
 
76
  [components.ner.model.tok2vec.encode]
 
85
  learn_tokens = false
86
  min_action_freq = 30
87
  moves = null
88
+ scorer = {"@scorers":"spacy.parser_scorer.v1"}
89
  update_with_oracle_cut_size = 100
90
 
91
  [components.parser.model]
 
104
 
105
  [components.senter]
106
  factory = "senter"
107
+ overwrite = false
108
+ scorer = {"@scorers":"spacy.senter_scorer.v1"}
109
 
110
  [components.senter.model]
111
  @architectures = "spacy.Tagger.v1"
 
117
  [components.senter.model.tok2vec.embed]
118
  @architectures = "spacy.MultiHashEmbed.v2"
119
  width = 16
120
+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
121
+ rows = [1000,500,500,500,50]
122
  include_static_vectors = true
123
 
124
  [components.senter.model.tok2vec.encode]
 
137
  [components.tok2vec.model.embed]
138
  @architectures = "spacy.MultiHashEmbed.v2"
139
  width = ${components.tok2vec.model.encode:width}
140
+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
141
+ rows = [5000,2500,2500,2500,100]
142
  include_static_vectors = true
143
 
144
  [components.tok2vec.model.encode]
 
152
 
153
  [corpora.dev]
154
  @readers = "spacy.Corpus.v1"
155
+ path = ${paths.dev}
 
 
156
  gold_preproc = false
157
+ max_length = 0
158
+ limit = 0
159
  augmenter = null
160
 
161
  [corpora.train]
162
  @readers = "spacy.Corpus.v1"
163
+ path = ${paths.train}
 
164
  gold_preproc = false
165
+ max_length = 0
166
  limit = 0
167
+ augmenter = null
 
 
 
168
 
169
  [training]
170
  train_corpus = "corpora.train"
 
195
  t = 0.0
196
 
197
  [training.logger]
198
+ @loggers = "spacy.ConsoleLogger.v1"
199
+ progress_bar = false
 
200
 
201
  [training.optimizer]
202
  @optimizers = "Adam.v1"
 
219
  sents_p = null
220
  sents_r = null
221
  sents_f = 0.02
222
+ lemma_acc = 0.5
223
+ ents_f = 0.16
224
  ents_p = 0.0
225
  ents_r = 0.0
226
  ents_per_type = null
227
+ speed = 0.0
228
 
229
  [pretraining]
230
 
231
  [initialize]
232
+ vocab_data = null
233
  vectors = ${paths.vectors}
234
  init_tok2vec = ${paths.init_tok2vec}
235
  before_init = null
meta.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "lang":"ru",
3
  "name":"core_news_lg",
4
- "version":"3.1.0",
5
  "description":"Russian pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
6
  "author":"Explosion",
7
  "email":"[email protected]",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
- "spacy_version":">=3.1.0,<3.2.0",
11
- "spacy_git_version":"caba63b74",
12
  "vectors":{
13
  "width":300,
14
  "vectors":500002,
@@ -957,74 +957,69 @@
957
  ],
958
  "performance":{
959
  "token_acc":0.9984532137,
960
- "tag_acc":0.9893902082,
961
- "pos_acc":0.9893902082,
962
- "morph_acc":0.9756200722,
963
- "lemma_acc":0.0000215267,
964
- "dep_uas":0.9621254207,
965
- "dep_las":0.9515943544,
966
- "ents_p":0.9431002837,
967
- "ents_r":0.9513549907,
968
- "ents_f":0.9472096531,
969
- "sents_p":0.9988584475,
970
- "sents_r":0.9988584475,
971
- "sents_f":0.9988584475,
972
- "speed":3736.668839502,
973
  "morph_per_feat":{
974
  "Animacy":{
975
- "p":0.9897974142,
976
- "r":0.9813673624,
977
- "f":0.9855643619
978
  },
979
  "Case":{
980
- "p":0.9789107243,
981
- "r":0.972489346,
982
- "f":0.9756894699
983
  },
984
  "Gender":{
985
- "p":0.9888523716,
986
- "r":0.9828503322,
987
- "f":0.9858422165
988
  },
989
  "Number":{
990
- "p":0.9957554857,
991
- "r":0.9897540212,
992
- "f":0.9927456833
993
  },
994
  "Degree":{
995
- "p":0.9885872918,
996
- "r":0.9871663244,
997
- "f":0.9878762971
998
  },
999
  "Aspect":{
1000
- "p":0.9910625621,
1001
- "r":0.9867865169,
1002
- "f":0.9889199171
1003
  },
1004
  "Mood":{
1005
- "p":0.9988824041,
1006
- "r":0.9972725019,
1007
- "f":0.9980768038
1008
  },
1009
  "Tense":{
1010
- "p":0.9931909626,
1011
- "r":0.9888044371,
1012
- "f":0.9909928457
1013
  },
1014
  "VerbForm":{
1015
- "p":0.9955764196,
1016
- "r":0.9912808989,
1017
- "f":0.9934240159
1018
  },
1019
  "Voice":{
1020
- "p":0.9914236707,
1021
- "r":0.9871460674,
1022
- "f":0.989280245
1023
  },
1024
  "StyleVariant":{
1025
- "p":0.9901864573,
1026
- "r":0.9950690335,
1027
- "f":0.9926217413
1028
  },
1029
  "Polarity":{
1030
  "p":1.0,
@@ -1032,14 +1027,14 @@
1032
  "f":1.0
1033
  },
1034
  "Person":{
1035
- "p":0.9993198821,
1036
- "r":0.9943604782,
1037
- "f":0.9968340118
1038
  },
1039
  "Foreign":{
1040
- "p":0.9756572541,
1041
- "r":0.8667820069,
1042
- "f":0.9180027485
1043
  },
1044
  "Hyph":{
1045
  "p":1.0,
@@ -1047,76 +1042,81 @@
1047
  "f":0.6666666667
1048
  }
1049
  },
 
 
 
 
 
1050
  "dep_las_per_type":{
1051
  "case":{
1052
- "p":0.9914272256,
1053
- "r":0.988818942,
1054
- "f":0.9901213661
1055
  },
1056
  "parataxis":{
1057
- "p":0.8947015426,
1058
- "r":0.8628719276,
1059
- "f":0.8784985183
1060
  },
1061
  "nmod":{
1062
- "p":0.9314519885,
1063
- "r":0.9288566917,
1064
- "f":0.9301525298
1065
  },
1066
  "advmod":{
1067
- "p":0.9628873,
1068
- "r":0.9557282866,
1069
- "f":0.9592944369
1070
  },
1071
  "obl":{
1072
- "p":0.942712606,
1073
- "r":0.9331438625,
1074
- "f":0.9379038292
1075
  },
1076
  "amod":{
1077
- "p":0.9881951358,
1078
  "r":0.9824660633,
1079
- "f":0.9853222719
1080
  },
1081
  "nsubj":{
1082
- "p":0.9731362264,
1083
- "r":0.966682457,
1084
- "f":0.9698986058
1085
  },
1086
  "root":{
1087
- "p":0.9895238095,
1088
- "r":0.9883942161,
1089
- "f":0.9889586903
1090
  },
1091
  "xcomp":{
1092
- "p":0.9621498864,
1093
- "r":0.9658054711,
1094
- "f":0.9639742131
1095
  },
1096
  "conj":{
1097
- "p":0.8917734322,
1098
- "r":0.9076870281,
1099
- "f":0.8996598639
1100
  },
1101
  "cc":{
1102
- "p":0.9756211908,
1103
- "r":0.9733395697,
1104
- "f":0.9744790447
1105
  },
1106
  "fixed":{
1107
- "p":0.9898089172,
1108
- "r":0.9885496183,
1109
- "f":0.989178867
1110
  },
1111
  "mark":{
1112
- "p":0.9681404421,
1113
- "r":0.9719321149,
1114
- "f":0.9700325733
1115
  },
1116
  "ccomp":{
1117
- "p":0.9711042312,
1118
- "r":0.9843096234,
1119
- "f":0.9776623377
1120
  },
1121
  "nummod:gov":{
1122
  "p":0.9705882353,
@@ -1124,114 +1124,114 @@
1124
  "f":0.9665271967
1125
  },
1126
  "nummod":{
1127
- "p":0.9654874892,
1128
- "r":0.9499151104,
1129
- "f":0.9576379974
1130
  },
1131
  "obj":{
1132
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