Update spaCy pipeline

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+fr_pipeline-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,94 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- fr
+model-index:
+- name: fr_pipeline
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.973761619
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9726634506
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9612141653
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8499876513
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.7929110925
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9819527996
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `fr_pipeline` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.6.1,<3.7.0` |
+| **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `tagger` |
+| **Components** | `transformer`, `morphologizer`, `parser`, `tagger` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (240 labels for 3 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`morphologizer`** | `POS=INTJ`, `POS=PUNCT`, `POS=ADP`, `POS=VERB\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PROPN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=ADV`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=CCONJ`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=ADV\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `POS=X`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Plur\|POS=DET\|PronType=Dem`, `ExtPos=INTJ\|POS=INTJ`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=SCONJ`, `POS=VERB`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `ExtPos=ADV\|POS=ADP`, `Number=Sing\|POS=ADJ`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person[psor]=2\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|Number[psor]=Plur\|POS=DET\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|Number[psor]=Plur\|POS=DET\|Person[psor]=2\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Foreign=Yes\|POS=ADJ`, `Foreign=Yes\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=NUM`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=SCONJ\|POS=ADV`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `Number=Sing\|POS=NOUN`, `Number=Sing\|Number[psor]=Sing\|POS=DET\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `ExtPos=CCONJ\|POS=CCONJ`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=PRON`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person[psor]=3\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=ADV\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `ExtPos=PRON\|POS=ADV\|Polarity=Neg`, `POS=PRON\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `POS=AUX\|VerbForm=Inf`, `ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|Number[psor]=Sing\|POS=DET\|Person[psor]=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person[psor]=3\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Gender=Masc\|POS=ADJ`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `ExtPos=ADP\|POS=ADP`, `ExtPos=INTJ\|POS=VERB`, `ExtPos=ADV\|POS=ADV`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `ExtPos=PRON\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=NUM`, `ExtPos=ADV\|POS=ADV\|Polarity=Neg`, `ExtPos=ADV\|POS=SCONJ`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Number=Sing\|Number[psor]=Plur\|POS=DET\|Person[psor]=3\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=ADJ`, `Number=Plur\|POS=VERB\|Person=1`, `POS=ADV\|PronType=Exc`, `POS=DET`, `Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `ExtPos=PRON\|POS=ADV`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=ADV\|PronType=Neg`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=NOUN\|POS=ADV`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Neg`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `POS=PRON\|Person=3\|PronType=Ind`, `ExtPos=ADV\|POS=CCONJ`, `ExtPos=ADP\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `ExtPos=DET\|POS=ADP`, `ExtPos=ADP\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Foreign=Yes\|POS=DET`, `Foreign=Yes\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs\|Reflex=Yes`, `ExtPos=ADV\|Number=Plur\|POS=NUM`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Foreign=Yes\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `ExtPos=NOUN\|Gender=Masc\|Number=Sing\|POS=NOUN`, `ExtPos=PROPN\|POS=PROPN`, `ExtPos=VERB\|POS=X`, `Definite=Ind\|ExtPos=ADV\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Person[psor]=1\|PronType=Prs`, `ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `ExtPos=NOUN\|POS=ADP`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person[psor]=3\|Poss=Yes\|PronType=Prs`, `ExtPos=SCONJ\|POS=CCONJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin` |
+| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advcl:cleft`, `advmod`, `amod`, `appos`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `dep`, `det`, `discourse`, `dislocated`, `expl:comp`, `expl:subj`, `fixed`, `flat:name`, `iobj`, `mark`, `nmod`, `nmod:appos`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obj:lvc`, `obl:arg`, `obl:mod`, `punct`, `reparandum`, `xcomp` |
+| **`tagger`** | `ADJ`, `ADP`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `VERB`, `X` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `POS_ACC` | 97.27 |
+| `MORPH_ACC` | 96.12 |
+| `DEP_UAS` | 85.00 |
+| `DEP_LAS` | 79.29 |
+| `SENTS_P` | 98.24 |
+| `SENTS_R` | 98.15 |
+| `SENTS_F` | 98.20 |
+| `TAG_ACC` | 97.38 |
+| `TRANSFORMER_LOSS` | 670926.24 |
+| `MORPHOLOGIZER_LOSS` | 1747.33 |
+| `PARSER_LOSS` | 1719102.10 |
+| `TAGGER_LOSS` | 198.51 |

config.cfg

@@ -0,0 +1,189 @@
+[paths]
+train = "/content/drive/MyDrive/Colab_Notebooks/parsing/datasets/fr/fr_rhapsodie-ud-train.spacy"
+dev = "/content/drive/MyDrive/Colab_Notebooks/parsing/datasets/fr/fr_rhapsodie-ud-dev.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "fr"
+pipeline = ["transformer","morphologizer","parser","tagger"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+label_smoothing = 0.0
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 128
+maxout_pieces = 3
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.tagger]
+factory = "tagger"
+label_smoothing = 0.0
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "camembert-base"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+pos_acc = 0.17
+morph_acc = 0.17
+morph_per_feat = null
+dep_uas = 0.17
+dep_las = 0.17
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+tag_acc = 0.33
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

fr_pipeline-any-py3-none-any.whl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:171644c57cb4fa896c873feecd39a502213be4682b9719793cc334c1118e860d
+size 390803523

meta.json

@@ -0,0 +1,625 @@
+{
+  "lang":"fr",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.6.1,<3.7.0",
+  "spacy_git_version":"458bc5f45",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "morphologizer":[
+      "POS=INTJ",
+      "POS=PUNCT",
+      "POS=ADP",
+      "POS=VERB|VerbForm=Inf",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "POS=PROPN",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=ADV",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=PROPN",
+      "POS=CCONJ",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "POS=PRON|PronType=Rel",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=ADV|Polarity=Neg",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "Number=Sing|POS=PRON|Person=3|PronType=Ind",
+      "POS=X",
+      "Definite=Def|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "ExtPos=INTJ|POS=INTJ",
+      "Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "POS=SCONJ",
+      "POS=VERB",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "ExtPos=ADV|POS=ADP",
+      "Number=Sing|POS=ADJ",
+      "Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=2|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=NUM",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Dem",
+      "Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=2|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=VERB|Tense=Pres|VerbForm=Part",
+      "Foreign=Yes|POS=ADJ",
+      "Foreign=Yes|Gender=Masc|Number=Plur|POS=NOUN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=NUM",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=NOUN",
+      "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "ExtPos=SCONJ|POS=ADV",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg",
+      "Number=Sing|POS=NOUN",
+      "Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "ExtPos=CCONJ|POS=CCONJ",
+      "Definite=Ind|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part",
+      "POS=PRON",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs",
+      "Number=Sing|POS=PROPN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=ADV|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "ExtPos=PRON|POS=ADV|Polarity=Neg",
+      "POS=PRON|PronType=Int",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=AUX|Tense=Pres|VerbForm=Part",
+      "POS=AUX|VerbForm=Inf",
+      "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Gender=Masc|POS=ADJ",
+      "Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "ExtPos=ADP|POS=ADP",
+      "ExtPos=INTJ|POS=VERB",
+      "ExtPos=ADV|POS=ADV",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Plur|POS=PROPN",
+      "ExtPos=PRON|Gender=Fem|Number=Sing|POS=ADJ",
+      "Number=Sing|POS=NUM",
+      "ExtPos=ADV|POS=ADV|Polarity=Neg",
+      "ExtPos=ADV|POS=SCONJ",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs",
+      "Number=Plur|POS=ADJ",
+      "Number=Plur|POS=VERB|Person=1",
+      "POS=ADV|PronType=Exc",
+      "POS=DET",
+      "Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Ind",
+      "ExtPos=PRON|POS=ADV",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=DET|PronType=Ind",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=ADV|PronType=Neg",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "ExtPos=NOUN|POS=ADV",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Neg",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Ind",
+      "POS=PRON|Person=3|PronType=Ind",
+      "ExtPos=ADV|POS=CCONJ",
+      "ExtPos=ADP|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|Person=3|PronType=Dem",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "ExtPos=DET|POS=ADP",
+      "ExtPos=ADP|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=3|PronType=Ind",
+      "POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Foreign=Yes|POS=DET",
+      "Foreign=Yes|POS=NOUN",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes",
+      "ExtPos=ADV|Number=Plur|POS=NUM",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN",
+      "Foreign=Yes|Gender=Fem|Number=Sing|POS=NOUN",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Ind",
+      "ExtPos=NOUN|Gender=Masc|Number=Sing|POS=NOUN",
+      "ExtPos=PROPN|POS=PROPN",
+      "ExtPos=VERB|POS=X",
+      "Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Person[psor]=1|PronType=Prs",
+      "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "ExtPos=NOUN|POS=ADP",
+      "Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs",
+      "ExtPos=SCONJ|POS=CCONJ",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acl:relcl",
+      "advcl",
+      "advcl:cleft",
+      "advmod",
+      "amod",
+      "appos",
+      "aux:pass",
+      "aux:tense",
+      "case",
+      "cc",
+      "ccomp",
+      "conj",
+      "cop",
+      "dep",
+      "det",
+      "discourse",
+      "dislocated",
+      "expl:comp",
+      "expl:subj",
+      "fixed",
+      "flat:name",
+      "iobj",
+      "mark",
+      "nmod",
+      "nmod:appos",
+      "nsubj",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obj:lvc",
+      "obl:arg",
+      "obl:mod",
+      "punct",
+      "reparandum",
+      "xcomp"
+    ],
+    "tagger":[
+      "ADJ",
+      "ADP",
+      "ADV",
+      "AUX",
+      "CCONJ",
+      "DET",
+      "INTJ",
+      "NOUN",
+      "NUM",
+      "PRON",
+      "PROPN",
+      "PUNCT",
+      "SCONJ",
+      "VERB",
+      "X"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "morphologizer",
+    "parser",
+    "tagger"
+  ],
+  "components":[
+    "transformer",
+    "morphologizer",
+    "parser",
+    "tagger"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "pos_acc":0.9726634506,
+    "morph_acc":0.9612141653,
+    "morph_per_feat":{
+      "Gender":{
+        "p":0.9879663057,
+        "r":0.9483107133,
+        "f":0.9677324296
+      },
+      "Number":{
+        "p":0.9888119339,
+        "r":0.9618241492,
+        "f":0.9751313485
+      },
+      "Person":{
+        "p":0.9911504425,
+        "r":0.9915319477,
+        "f":0.9913411584
+      },
+      "PronType":{
+        "p":0.9912414318,
+        "r":0.9359942467,
+        "f":0.9628259663
+      },
+      "Mood":{
+        "p":0.9750623441,
+        "r":0.9758735441,
+        "f":0.9754677755
+      },
+      "Tense":{
+        "p":0.9871534821,
+        "r":0.9818426362,
+        "f":0.9844908968
+      },
+      "VerbForm":{
+        "p":0.9925799087,
+        "r":0.9886299034,
+        "f":0.9906009684
+      },
+      "Definite":{
+        "p":0.9907192575,
+        "r":0.8489065606,
+        "f":0.9143468951
+      },
+      "ExtPos":{
+        "p":0.9426751592,
+        "r":0.7512690355,
+        "f":0.8361581921
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.9953703704,
+        "f":0.9976798144
+      },
+      "Number[psor]":{
+        "p":1.0,
+        "r":0.9895833333,
+        "f":0.9947643979
+      },
+      "Person[psor]":{
+        "p":0.9684210526,
+        "r":0.9583333333,
+        "f":0.9633507853
+      },
+      "Poss":{
+        "p":0.9578947368,
+        "r":1.0,
+        "f":0.9784946237
+      },
+      "NumType":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Reflex":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      }
+    },
+    "dep_uas":0.8499876513,
+    "dep_las":0.7929110925,
+    "dep_las_per_type":{
+      "discourse":{
+        "p":0.775261324,
+        "r":0.7672413793,
+        "f":0.7712305026
+      },
+      "expl:subj":{
+        "p":0.9051724138,
+        "r":0.8333333333,
+        "f":0.867768595
+      },
+      "expl:comp":{
+        "p":0.8571428571,
+        "r":0.825,
+        "f":0.8407643312
+      },
+      "root":{
+        "p":0.8942486085,
+        "r":0.8917668825,
+        "f":0.8930060213
+      },
+      "det":{
+        "p":0.9706498952,
+        "r":0.8487626031,
+        "f":0.9056234719
+      },
+      "amod":{
+        "p":0.8953488372,
+        "r":0.9585062241,
+        "f":0.9258517034
+      },
+      "obj":{
+        "p":0.775,
+        "r":0.8011928429,
+        "f":0.7878787879
+      },
+      "nsubj":{
+        "p":0.9092664093,
+        "r":0.9308300395,
+        "f":0.919921875
+      },
+      "acl:relcl":{
+        "p":0.7295081967,
+        "r":0.7355371901,
+        "f":0.7325102881
+      },
+      "case":{
+        "p":0.9304461942,
+        "r":0.7912946429,
+        "f":0.8552472859
+      },
+      "obl:arg":{
+        "p":0.6911196911,
+        "r":0.6858237548,
+        "f":0.6884615385
+      },
+      "advmod":{
+        "p":0.7664335664,
+        "r":0.7806267806,
+        "f":0.773465067
+      },
+      "appos":{
+        "p":0.2307692308,
+        "r":0.2,
+        "f":0.2142857143
+      },
+      "conj":{
+        "p":0.5792349727,
+        "r":0.572972973,
+        "f":0.5760869565
+      },
+      "xcomp":{
+        "p":0.7697368421,
+        "r":0.7697368421,
+        "f":0.7697368421
+      },
+      "aux:tense":{
+        "p":0.905027933,
+        "r":0.9,
+        "f":0.9025069638
+      },
+      "mark":{
+        "p":0.8793565684,
+        "r":0.9035812672,
+        "f":0.8913043478
+      },
+      "acl":{
+        "p":0.6511627907,
+        "r":0.4745762712,
+        "f":0.5490196078
+      },
+      "advcl":{
+        "p":0.5615384615,
+        "r":0.6033057851,
+        "f":0.5816733068
+      },
+      "reparandum":{
+        "p":0.6596385542,
+        "r":0.593495935,
+        "f":0.6248216833
+      },
+      "obl:mod":{
+        "p":0.5740072202,
+        "r":0.542662116,
+        "f":0.5578947368
+      },
+      "iobj":{
+        "p":0.5490196078,
+        "r":0.6511627907,
+        "f":0.5957446809
+      },
+      "cc":{
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+        "r":0.85,
+        "f":0.8460342146
+      },
+      "dep":{
+        "p":0.0895522388,
+        "r":0.375,
+        "f":0.1445783133
+      },
+      "fixed":{
+        "p":0.84,
+        "r":0.8275862069,
+        "f":0.8337468983
+      },
+      "expl:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "cop":{
+        "p":0.856,
+        "r":0.7985074627,
+        "f":0.8262548263
+      },
+      "ccomp":{
+        "p":0.5775862069,
+        "r":0.5826086957,
+        "f":0.5800865801
+      },
+      "nummod":{
+        "p":0.8367346939,
+        "r":0.9761904762,
+        "f":0.9010989011
+      },
+      "nmod":{
+        "p":0.7597402597,
+        "r":0.7826086957,
+        "f":0.7710049423
+      },
+      "nsubj:pass":{
+        "p":0.6551724138,
+        "r":0.5135135135,
+        "f":0.5757575758
+      },
+      "obj:lvc":{
+        "p":0.7058823529,
+        "r":0.5714285714,
+        "f":0.6315789474
+      },
+      "dislocated":{
+        "p":0.7903225806,
+        "r":0.5568181818,
+        "f":0.6533333333
+      },
+      "nsubj:caus":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "aux":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "aux:caus":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
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+      "advcl:cleft":{
+        "p":0.5789473684,
+        "r":0.6470588235,
+        "f":0.6111111111
+      },
+      "aux:pass":{
+        "p":0.7714285714,
+        "r":0.75,
+        "f":0.7605633803
+      },
+      "compound":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "parataxis:parenth":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "nmod:appos":{
+        "p":0.8275862069,
+        "r":0.6857142857,
+        "f":0.75
+      },
+      "dep:comp":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "vocative":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat:name":{
+        "p":0.8936170213,
+        "r":0.9130434783,
+        "f":0.9032258065
+      },
+      "orphan":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "parataxis:insert":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "parataxis":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":0.9824074074,
+    "sents_r":0.9814986124,
+    "sents_f":0.9819527996,
+    "tag_acc":0.973761619,
+    "transformer_loss":6709.2623613684,
+    "morphologizer_loss":17.4732767034,
+    "parser_loss":17191.0210292581,
+    "tagger_loss":1.9851216669
+  },
+  "requirements":[
+    "spacy-transformers>=1.2.5,<1.3.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,385 @@
+{
+  "extend":false,
+  "label_smoothing":0.0,
+  "labels_morph":{
+    "POS=INTJ":"",
+    "POS=PUNCT":"",
+    "POS=ADP":"",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "POS=PROPN":"",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Number=Sing|POS=PRON|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=ADV":"",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "POS=CCONJ":"",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "POS=PRON|Person=3|PronType=Prs":"Person=3|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Sing|Person=3|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
+    "Number=Sing|POS=PRON|Person=3|PronType=Ind":"Number=Sing|Person=3|PronType=Ind",
+    "POS=X":"",
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "ExtPos=INTJ|POS=INTJ":"ExtPos=INTJ",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "POS=SCONJ":"",
+    "POS=VERB":"",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "ExtPos=ADV|POS=ADP":"ExtPos=ADV",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Plur|Person[psor]=1|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=2|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Plur|Person[psor]=2|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind":"Gender=Masc|Number=Sing|Person=3|PronType=Ind",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Plur|Person[psor]=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=NUM":"Number=Plur",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Plur|Person=3|PronType=Dem",
+    "Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=2|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Plur|Person[psor]=2|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Foreign=Yes|POS=ADJ":"Foreign=Yes",
+    "Foreign=Yes|Gender=Masc|Number=Plur|POS=NOUN":"Foreign=Yes|Gender=Masc|Number=Plur",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person[psor]=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=NUM":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=NOUN":"",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "ExtPos=SCONJ|POS=ADV":"ExtPos=SCONJ",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg":"Gender=Masc|Number=Sing|PronType=Neg",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Sing|Person[psor]=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "ExtPos=CCONJ|POS=CCONJ":"ExtPos=CCONJ",
+    "Definite=Ind|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Number=Plur|PronType=Art",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Tense=Past|VerbForm=Part",
+    "POS=PRON":"",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person[psor]=3|Poss=Yes|PronType=Prs",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "ExtPos=PRON|POS=ADV|Polarity=Neg":"ExtPos=PRON|Polarity=Neg",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN":"ExtPos=PROPN|Gender=Fem|Number=Sing",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person[psor]=3|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Gender=Masc|POS=ADJ":"Gender=Masc",
+    "Number=Sing|POS=PRON|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|PronType=Art",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "ExtPos=ADP|POS=ADP":"ExtPos=ADP",
+    "ExtPos=INTJ|POS=VERB":"ExtPos=INTJ",
+    "ExtPos=ADV|POS=ADV":"ExtPos=ADV",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel":"Gender=Fem|Number=Sing|PronType=Rel",
+    "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
+    "ExtPos=PRON|Gender=Fem|Number=Sing|POS=ADJ":"ExtPos=PRON|Gender=Fem|Number=Sing",
+    "Number=Sing|POS=NUM":"Number=Sing",
+    "ExtPos=ADV|POS=ADV|Polarity=Neg":"ExtPos=ADV|Polarity=Neg",
+    "ExtPos=ADV|POS=SCONJ":"ExtPos=ADV",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person[psor]=1|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Dem":"Gender=Fem|Number=Plur|Person=3|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Plur|Person[psor]=3|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Number=Plur|POS=VERB|Person=1":"Number=Plur|Person=1",
+    "POS=ADV|PronType=Exc":"PronType=Exc",
+    "POS=DET":"",
+    "Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Ind":"Gender=Masc|Number=Plur|Person=3|PronType=Ind",
+    "ExtPos=PRON|POS=ADV":"ExtPos=PRON",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Gender=Fem|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=ADV|PronType=Neg":"PronType=Neg",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "ExtPos=NOUN|POS=ADV":"ExtPos=NOUN",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Neg":"Gender=Fem|Number=Sing|PronType=Neg",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Ind":"Gender=Fem|Number=Sing|Person=3|PronType=Ind",
+    "POS=PRON|Person=3|PronType=Ind":"Person=3|PronType=Ind",
+    "ExtPos=ADV|POS=CCONJ":"ExtPos=ADV",
+    "ExtPos=ADP|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADP|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|Person=3|PronType=Dem":"Number=Sing|Person=3|PronType=Dem",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "ExtPos=DET|POS=ADP":"ExtPos=DET",
+    "ExtPos=ADP|POS=PRON|Person=3|PronType=Prs":"ExtPos=ADP|Person=3|PronType=Prs",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=3|PronType=Ind":"Number=Plur|Person=3|PronType=Ind",
+    "POS=ADJ":"",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Gender=Masc|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Foreign=Yes|POS=DET":"Foreign=Yes",
+    "Foreign=Yes|POS=NOUN":"Foreign=Yes",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes":"Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
+    "ExtPos=ADV|Number=Plur|POS=NUM":"ExtPos=ADV|Number=Plur",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN":"ExtPos=PROPN|Gender=Masc|Number=Sing",
+    "Foreign=Yes|Gender=Fem|Number=Sing|POS=NOUN":"Foreign=Yes|Gender=Fem|Number=Sing",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Ind":"Gender=Fem|Number=Plur|Person=3|PronType=Ind",
+    "ExtPos=NOUN|Gender=Masc|Number=Sing|POS=NOUN":"ExtPos=NOUN|Gender=Masc|Number=Sing",
+    "ExtPos=PROPN|POS=PROPN":"ExtPos=PROPN",
+    "ExtPos=VERB|POS=X":"ExtPos=VERB",
+    "Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|PronType=Art",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Person[psor]=1|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=3|Person[psor]=1|PronType=Prs",
+    "ExtPos=PROPN|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"ExtPos=PROPN|Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "ExtPos=NOUN|POS=ADP":"ExtPos=NOUN",
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+}

parser/cfg

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+{
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+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":30,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

parser/moves

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tagger/cfg

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+{
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+  "labels":[
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+    "ADP",
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+    "NUM",
+    "PRON",
+    "PROPN",
+    "PUNCT",
+    "SCONJ",
+    "VERB",
+    "X"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

transformer/cfg

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+{
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+}

transformer/model

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+oid sha256:db21eb8e2cc0ba194b19381b05e06aab55fd79aa24bb39d6273f74e164feaf7e
+size 445803078

vocab/key2row

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vocab/lookups.bin

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+oid sha256:76be8b528d0075f7aae98d6fa57a6d3c83ae480a8469e668d7b0af968995ac71
+size 1

vocab/vectors.cfg

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+{
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+}