Update spaCy pipeline

.gitattributes

@@ -14,3 +14,7 @@
 *.pb filter=lfs diff=lfs merge=lfs -text
 *.pt filter=lfs diff=lfs merge=lfs -text
 *.pth filter=lfs diff=lfs merge=lfs -text
+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*strings.json filter=lfs diff=lfs merge=lfs -text
+vectors filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,24 @@
+
+Lesser General Public License For Linguistic Resources
+Preamble –
+The licenses for most data are designed to take away your freedom to share and change it. By contrast, this License is intended to guarantee your freedom to share and change free data–to make sure the data are free for all their usershis license, the Lesser General Public License for Linguistic Resources, applies to some specially designated linguistic resources — typically lexicons, grammars, thesauri and textual corpora.
+TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+
+5. You may not copy, modify, sublicense, link with, or distribute the Linguistic Resource except as expressly provided under this License. Any attempt otherwise to copy, modify, sublicense, link with, or distribute the Linguistic Resource is void, and will automatically terminate your rights under this License. However, parties who have
+
+It is not the purpose of this section to induce you to infringe any patents or other property right claims or to contest validity of any such claims; this section has the sole purpose of protecting the integrity of the free resource distribution system which is implemented by public license practices. Many people have made generous contributions to the wide range of data distributed through that system in reliance on consistent application of that system; it is up to the author/donor to decide if he or she is willing to distribute resources through any other system and a licensee cannot impose that choice.This section is intended to make thoroughly clear what is believed to be a consequence of the rest of this License.
+
+9. If the distribution and/or use of the Linguistic Resource is restricted in certain countries either by patents or by copyrighted interfaces, the original copyright holder who places the Linguistic Resource under this License may add an explicit geographical distribution limitation excluding those countries, so that distribution is permitted only in or among countries not thus excluded. In such case, this License incorporates the limitation as if written in the body of this License
+
+10. The Free Software Foundation may publish revised and/or new versions of the Lesser General Public License for Linguistic Resources from time to time. Such new versions will be similar in spirit to the present version, but may differ in detail to address new problems or concerns.
+
+Each version is given a distinguishing version number. If the Linguistic Resource specifies a version number of this License which applies to it and “any later version”, you have the option of following the terms and conditions either of that version or of any later version published by the Free Software Foundation. If the Linguistic Resource does not specify a license version number, you may choose any version ever published by the Free Software Foundation.
+
+11. If you wish to incorporate parts of the Linguistic Resource into other free programs whose distribution conditions are incompatible with these, write to the author to ask for permission.
+
+NO WARRANTY
+
+12. BECAUSE THE LINGUISTIC RESOURCE IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY FOR THE LINGUISTIC RESOURCE, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES PROVIDE THE LINGUISTIC RESOURCE “AS IS” WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE LINGUISTIC RESOURCE IS WITH YOU. SHOULD THE LINGUISTIC RESOURCE PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+13. IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR REDISTRIBUTE THE LINGUISTIC RESOURCE AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE LINGUISTIC RESOURCE (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE LINGUISTIC RESOURCE TO OPERATE WITH ANY OTHER SOFTWARE), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
+END OF TERMS AND CONDITIONS

LICENSES_SOURCES

@@ -0,0 +1,150 @@
+# UD French Sequoia v2.5
+
+* Author: Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno
+* URL: https://github.com/UniversalDependencies/UD_French-Sequoia
+* License: LGPL-LR
+
+```
+Lesser General Public License For Linguistic Resources
+
+
+
+Preamble
+The licenses for most data are designed to take away your freedom to share and change it. By contrast, this License is intended to guarantee your freedom to share and change free data--to make sure the data are free for all their users.
+
+This license, the Lesser General Public License for Linguistic Resources, applies to some specially designated linguistic resources -- typically lexicons, grammars, thesauri and textual corpora.
+
+TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+0. This License Agreement applies to any Linguistic Resource which contains a notice placed by the copyright holder or other authorized party saying it may be distributed under the terms of this Lesser General Public License for Linguistic Resources (also called "this License"). Each licensee is addressed as "you".
+
+A "linguistic resource" means a collection of data about language prepared so as to be used with application programs.
+
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+
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+
+1. You may copy and distribute verbatim copies of the Linguistic Resource as you receive it, in any medium, provided that you conspicuously and appropriately publish on each copy an appropriate copyright notice and disclaimer of warranty; keep intact all the notices that refer to this License and to the absence of any warranty; and distribute a copy of this License along with the Linguistic Resource.
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+
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+
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+If any portion of this section is held invalid or unenforceable under any particular circumstance, the balance of the section is intended to apply, and the section as a whole is intended to apply in other circumstances.
+
+It is not the purpose of this section to induce you to infringe any patents or other property right claims or to contest validity of any such claims; this section has the sole purpose of protecting the integrity of the free resource distribution system which is implemented by public license practices. Many people have made generous contributions to the wide range of data distributed through that system in reliance on consistent application of that system; it is up to the author/donor to decide if he or she is willing to distribute resources through any other system and a licensee cannot impose that choice.
+
+This section is intended to make thoroughly clear what is believed to be a consequence of the rest of this License.
+
+9. If the distribution and/or use of the Linguistic Resource is restricted in certain countries either by patents or by copyrighted interfaces, the original copyright holder who places the Linguistic Resource under this License may add an explicit geographical distribution limitation excluding those countries, so that distribution is permitted only in or among countries not thus excluded. In such case, this License incorporates the limitation as if written in the body of this License.
+
+10. The Free Software Foundation may publish revised and/or new versions of the Lesser General Public License for Linguistic Resources from time to time. Such new versions will be similar in spirit to the present version, but may differ in detail to address new problems or concerns.
+
+Each version is given a distinguishing version number. If the Linguistic Resource specifies a version number of this License which applies to it and "any later version", you have the option of following the terms and conditions either of that version or of any later version published by the Free Software Foundation. If the Linguistic Resource does not specify a license version number, you may choose any version ever published by the Free Software Foundation.
+
+11. If you wish to incorporate parts of the Linguistic Resource into other free programs whose distribution conditions are incompatible with these, write to the author to ask for permission.
+
+NO WARRANTY
+
+12. BECAUSE THE LINGUISTIC RESOURCE IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY FOR THE LINGUISTIC RESOURCE, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES PROVIDE THE LINGUISTIC RESOURCE "AS IS" WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE LINGUISTIC RESOURCE IS WITH YOU. SHOULD THE LINGUISTIC RESOURCE PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+13. IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR REDISTRIBUTE THE LINGUISTIC RESOURCE AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE LINGUISTIC RESOURCE (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE LINGUISTIC RESOURCE TO OPERATE WITH ANY OTHER SOFTWARE), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
+
+END OF TERMS AND CONDITIONS```
+
+
+
+
+# spaCy lookups data
+
+* Author: Explosion
+* URL: https://github.com/explosion/spacy-lookups-data
+* License: MIT
+
+```
+Copyright 2019-2021 ExplosionAI GmbH
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished to do
+so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+```
+
+
+
+
+# camembert-base
+
+* Author: Martin, Louis and Muller, Benjamin and Suarez, Pedro Javier Ortiz and Dupont, Yoann and Romary, Laurent and de la Clergerie, Eric Villemonte and Seddah, Djame and Sagot, Benoit}
+* URL: https://huggingface.co/camembert-base
+* License: MIT
+
+```
+
+Copyright (c) 2020 - Inria and Facebook, Inc.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.```
+
+
+
+

README.md

@@ -0,0 +1,88 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- fr
+license: LGPL-LR
+model-index:
+- name: fr_dep_news_trf
+  results:
+  - tasks:
+      name: POS
+      type: token-classification
+      metrics:
+      - name: Accuracy
+        type: accuracy
+        value: 0.9575257732
+  - tasks:
+      name: SENTER
+      type: token-classification
+      metrics:
+      - name: Precision
+        type: precision
+        value: 0.9478672986
+      - name: Recall
+        type: recall
+        value: 0.9708737864
+      - name: F Score
+        type: f_score
+        value: 0.9592326139
+  - tasks:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+      metrics:
+      - name: Accuracy
+        type: accuracy
+        value: 0.9479347449
+  - tasks:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+      metrics:
+      - name: Accuracy
+        type: accuracy
+        value: 0.9479347449
+---
+### Details: https://spacy.io/models/fr#fr_dep_news_trf
+
+French transformer pipeline (camembert-base). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `fr_dep_news_trf` |
+| **Version** | `3.1.0` |
+| **spaCy** | `>=3.1.0,<3.2.0` |
+| **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer` |
+| **Components** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [UD French Sequoia v2.5](https://github.com/UniversalDependencies/UD_French-Sequoia) (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)<br />[spaCy lookups data](https://github.com/explosion/spacy-lookups-data) (Explosion)<br />[camembert-base](https://huggingface.co/camembert-base) (Martin, Louis and Muller, Benjamin and Suarez, Pedro Javier Ortiz and Dupont, Yoann and Romary, Laurent and de la Clergerie, Eric Villemonte and Seddah, Djame and Sagot, Benoit}) |
+| **License** | `LGPL-LR` |
+| **Author** | [Explosion](https://explosion.ai) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (234 labels for 2 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3`, `POS=PRON\|Person=3\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3`, `Number=Plur\|POS=NOUN`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|POS=PRON`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=PRON`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON`, `Number=Plur\|POS=PRON\|Person=3`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2`, `NumType=Card\|POS=PRON`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3`, `Gender=Fem\|Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|POS=PRON`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON`, `POS=PART`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Masc\|NumType=Card\|POS=NUM` |
+| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `dep`, `det`, `expl:comp`, `expl:pass`, `expl:subj`, `fixed`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl:agent`, `obl:arg`, `obl:mod`, `parataxis`, `punct`, `vocative`, `xcomp` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_ACC` | 99.90 |
+| `TAG_ACC` | 95.75 |
+| `POS_ACC` | 98.66 |
+| `MORPH_ACC` | 97.89 |
+| `LEMMA_ACC` | 91.13 |
+| `DEP_UAS` | 94.79 |
+| `DEP_LAS` | 92.57 |
+| `SENTS_P` | 94.79 |
+| `SENTS_R` | 97.09 |
+| `SENTS_F` | 95.92 |

accuracy.json

@@ -0,0 +1,297 @@
+{
+  "token_acc": 0.9989751998,
+  "tag_acc": 0.9575257732,
+  "pos_acc": 0.9865979381,
+  "morph_acc": 0.9788681579,
+  "lemma_acc": 0.9112857657,
+  "dep_uas": 0.9479347449,
+  "dep_las": 0.9257096606,
+  "sents_p": 0.9478672986,
+  "sents_r": 0.9708737864,
+  "sents_f": 0.9592326139,
+  "speed": 3075.0647850323,
+  "morph_per_feat": {
+    "Definite": {
+      "p": 0.9985380117,
+      "r": 0.996353027,
+      "f": 0.9974443227
+    },
+    "Number": {
+      "p": 0.9973953488,
+      "r": 0.9935137139,
+      "f": 0.9954507474
+    },
+    "PronType": {
+      "p": 0.998714653,
+      "r": 0.9936061381,
+      "f": 0.9961538462
+    },
+    "Gender": {
+      "p": 0.9904269082,
+      "r": 0.9891472868,
+      "f": 0.9897866839
+    },
+    "Mood": {
+      "p": 0.9964412811,
+      "r": 0.9946714032,
+      "f": 0.9955555556
+    },
+    "Person": {
+      "p": 0.9974779319,
+      "r": 0.993718593,
+      "f": 0.9955947137
+    },
+    "Tense": {
+      "p": 0.9878419453,
+      "r": 0.9959141982,
+      "f": 0.991861648
+    },
+    "VerbForm": {
+      "p": 0.9909315746,
+      "r": 0.9950331126,
+      "f": 0.9929781082
+    },
+    "NumType": {
+      "p": 0.9963369963,
+      "r": 0.9379310345,
+      "f": 0.9662522202
+    },
+    "Reflex": {
+      "p": 1.0,
+      "r": 1.0,
+      "f": 1.0
+    },
+    "Voice": {
+      "p": 0.9652173913,
+      "r": 0.9910714286,
+      "f": 0.9779735683
+    },
+    "Poss": {
+      "p": 1.0,
+      "r": 1.0,
+      "f": 1.0
+    },
+    "Polarity": {
+      "p": 1.0,
+      "r": 1.0,
+      "f": 1.0
+    }
+  },
+  "dep_las_per_type": {
+    "det": {
+      "p": 0.9887278583,
+      "r": 0.9911218725,
+      "f": 0.989923418
+    },
+    "nsubj": {
+      "p": 0.9406175772,
+      "r": 0.9542168675,
+      "f": 0.9473684211
+    },
+    "aux:tense": {
+      "p": 0.984,
+      "r": 0.984,
+      "f": 0.984
+    },
+    "root": {
+      "p": 0.9481132075,
+      "r": 0.9757281553,
+      "f": 0.961722488
+    },
+    "obj": {
+      "p": 0.9454545455,
+      "r": 0.9258160237,
+      "f": 0.9355322339
+    },
+    "cc": {
+      "p": 0.9449541284,
+      "r": 0.9493087558,
+      "f": 0.9471264368
+    },
+    "case": {
+      "p": 0.9850034083,
+      "r": 0.9843324251,
+      "f": 0.9846678024
+    },
+    "obl:mod": {
+      "p": 0.8303571429,
+      "r": 0.8303571429,
+      "f": 0.8303571429
+    },
+    "nmod": {
+      "p": 0.9073514602,
+      "r": 0.8992015968,
+      "f": 0.9032581454
+    },
+    "conj": {
+      "p": 0.7751004016,
+      "r": 0.7598425197,
+      "f": 0.7673956262
+    },
+    "nummod": {
+      "p": 0.8735632184,
+      "r": 0.9047619048,
+      "f": 0.8888888889
+    },
+    "amod": {
+      "p": 0.9521178637,
+      "r": 0.9434306569,
+      "f": 0.9477543538
+    },
+    "acl": {
+      "p": 0.8324022346,
+      "r": 0.8612716763,
+      "f": 0.8465909091
+    },
+    "mark": {
+      "p": 0.9688888889,
+      "r": 0.9603524229,
+      "f": 0.9646017699
+    },
+    "xcomp": {
+      "p": 0.9276315789,
+      "r": 0.9337748344,
+      "f": 0.9306930693
+    },
+    "flat:name": {
+      "p": 0.9619047619,
+      "r": 0.9619047619,
+      "f": 0.9619047619
+    },
+    "cop": {
+      "p": 0.9444444444,
+      "r": 0.9444444444,
+      "f": 0.9444444444
+    },
+    "advmod": {
+      "p": 0.9301587302,
+      "r": 0.9184952978,
+      "f": 0.9242902208
+    },
+    "obl:arg": {
+      "p": 0.8944954128,
+      "r": 0.8863636364,
+      "f": 0.8904109589
+    },
+    "appos": {
+      "p": 0.7159090909,
+      "r": 0.7590361446,
+      "f": 0.7368421053
+    },
+    "nsubj:pass": {
+      "p": 1.0,
+      "r": 0.9647058824,
+      "f": 0.9820359281
+    },
+    "aux:pass": {
+      "p": 0.9652173913,
+      "r": 0.9910714286,
+      "f": 0.9779735683
+    },
+    "acl:relcl": {
+      "p": 0.8470588235,
+      "r": 0.8372093023,
+      "f": 0.8421052632
+    },
+    "advcl": {
+      "p": 0.7407407407,
+      "r": 0.7692307692,
+      "f": 0.7547169811
+    },
+    "fixed": {
+      "p": 0.9642857143,
+      "r": 0.801980198,
+      "f": 0.8756756757
+    },
+    "dep": {
+      "p": 0.2463768116,
+      "r": 0.5483870968,
+      "f": 0.34
+    },
+    "expl:subj": {
+      "p": 0.9,
+      "r": 0.84375,
+      "f": 0.8709677419
+    },
+    "expl:comp": {
+      "p": 0.7435897436,
+      "r": 0.9666666667,
+      "f": 0.8405797101
+    },
+    "expl:pass": {
+      "p": 0.6,
+      "r": 0.4285714286,
+      "f": 0.5
+    },
+    "ccomp": {
+      "p": 0.96,
+      "r": 0.9411764706,
+      "f": 0.9504950495
+    },
+    "parataxis": {
+      "p": 0.5833333333,
+      "r": 0.5,
+      "f": 0.5384615385
+    },
+    "iobj": {
+      "p": 0.7142857143,
+      "r": 0.6,
+      "f": 0.652173913
+    },
+    "obl:agent": {
+      "p": 1.0,
+      "r": 0.9523809524,
+      "f": 0.9756097561
+    },
+    "nsubj:caus": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "aux:caus": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "obj:agent": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "goeswith": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "vocative": {
+      "p": 0.8333333333,
+      "r": 0.625,
+      "f": 0.7142857143
+    },
+    "dislocated": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "flat:foreign": {
+      "p": 1.0,
+      "r": 0.4285714286,
+      "f": 0.6
+    },
+    "orphan": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "advcl:cleft": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
+    "csubj": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    }
+  }
+}

config.cfg

@@ -0,0 +1,192 @@
+[paths]
+train = "corpus/fr-dep-news/train.spacy"
+dev = "corpus/fr-dep-news/dev.spacy"
+vectors = null
+raw = null
+init_tok2vec = null
+vocab_data = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 1
+
+[nlp]
+lang = "fr"
+pipeline = ["transformer","morphologizer","parser","attribute_ruler","lemmatizer"]
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+batch_size = 64
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.attribute_ruler]
+factory = "attribute_ruler"
+validate = false
+
+[components.lemmatizer]
+factory = "lemmatizer"
+mode = "rule"
+model = null
+overwrite = false
+
+[components.morphologizer]
+factory = "morphologizer"
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[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.v1"
+name = "camembert-base"
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+limit = 0
+max_length = 0
+path = ${paths:dev}
+gold_preproc = false
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths:train}
+max_length = 500
+gold_preproc = false
+limit = 0
+
+[corpora.train.augmenter]
+@augmenters = "spacy.lower_case.v1"
+level = 0.1
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 3
+patience = 5000
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 1000
+frozen_components = []
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+get_length = null
+size = 2000
+buffer = 256
+
+[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 = true
+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 = 0.12
+morph_acc = 0.12
+morph_per_feat = null
+dep_uas = 0.0
+dep_las = 0.23
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.03
+lemma_acc = 0.5
+
+[pretraining]
+
+[initialize]
+vocab_data = ${paths.vocab_data}
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.components.morphologizer]
+
+[initialize.components.morphologizer.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/morphologizer.json"
+require = false
+
+[initialize.components.parser]
+
+[initialize.components.parser.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/parser.json"
+require = false
+
+[initialize.lookups]
+@misc = "spacy.LookupsDataLoader.v1"
+lang = ${nlp.lang}
+tables = []
+
+[initialize.tokenizer]

fr_dep_news_trf-any-py3-none-any.whl

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+oid sha256:086fc3c7e5a5f337f435eaa52d2103489e5785bf73e6758f66347fe1109be676
+size 400698074

lemmatizer/lookups/lookups.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:085ec6e824162d6d75a6b5e1b2cb69cbb784be324f6029900334896203fa81b3
+size 9630538

meta.json

@@ -0,0 +1,606 @@
+{
+  "lang":"fr",
+  "name":"dep_news_trf",
+  "version":"3.1.0",
+  "description":"French transformer pipeline (camembert-base). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.",
+  "author":"Explosion",
+  "email":"contact@explosion.ai",
+  "url":"https://explosion.ai",
+  "license":"LGPL-LR",
+  "spacy_version":">=3.1.0,<3.2.0",
+  "spacy_git_version":"caba63b74",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "morphologizer":[
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+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Plur|POS=PRON|Person=1",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=SCONJ",
+      "POS=ADP",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "NumType=Ord|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=PUNCT",
+      "Gender=Masc|Number=Sing|POS=PROPN",
+      "Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Number=Sing|POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "POS=ADV",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "NumType=Card|POS=NUM",
+      "Definite=Def|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "POS=CCONJ",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "POS=PRON|PronType=Rel",
+      "Number=Sing|POS=DET|Poss=Yes",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
+      "Definite=Def|Number=Plur|POS=ADP|PronType=Art",
+      "Definite=Ind|Number=Plur|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=VERB|VerbForm=Inf",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3",
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+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "POS=ADV|PronType=Int",
+      "POS=VERB|Tense=Pres|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|POS=ADJ",
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+      "Number=Plur|POS=DET|Poss=Yes",
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+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part",
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+      "POS=PRON|Person=3|Reflex=Yes",
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+    ],
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+      "advmod":{
+        "p":0.9301587302,
+        "r":0.9184952978,
+        "f":0.9242902208
+      },
+      "obl:arg":{
+        "p":0.8944954128,
+        "r":0.8863636364,
+        "f":0.8904109589
+      },
+      "appos":{
+        "p":0.7159090909,
+        "r":0.7590361446,
+        "f":0.7368421053
+      },
+      "nsubj:pass":{
+        "p":1.0,
+        "r":0.9647058824,
+        "f":0.9820359281
+      },
+      "aux:pass":{
+        "p":0.9652173913,
+        "r":0.9910714286,
+        "f":0.9779735683
+      },
+      "acl:relcl":{
+        "p":0.8470588235,
+        "r":0.8372093023,
+        "f":0.8421052632
+      },
+      "advcl":{
+        "p":0.7407407407,
+        "r":0.7692307692,
+        "f":0.7547169811
+      },
+      "fixed":{
+        "p":0.9642857143,
+        "r":0.801980198,
+        "f":0.8756756757
+      },
+      "dep":{
+        "p":0.2463768116,
+        "r":0.5483870968,
+        "f":0.34
+      },
+      "expl:subj":{
+        "p":0.9,
+        "r":0.84375,
+        "f":0.8709677419
+      },
+      "expl:comp":{
+        "p":0.7435897436,
+        "r":0.9666666667,
+        "f":0.8405797101
+      },
+      "expl:pass":{
+        "p":0.6,
+        "r":0.4285714286,
+        "f":0.5
+      },
+      "ccomp":{
+        "p":0.96,
+        "r":0.9411764706,
+        "f":0.9504950495
+      },
+      "parataxis":{
+        "p":0.5833333333,
+        "r":0.5,
+        "f":0.5384615385
+      },
+      "iobj":{
+        "p":0.7142857143,
+        "r":0.6,
+        "f":0.652173913
+      },
+      "obl:agent":{
+        "p":1.0,
+        "r":0.9523809524,
+        "f":0.9756097561
+      },
+      "nsubj:caus":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "aux:caus":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "obj:agent":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "goeswith":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "vocative":{
+        "p":0.8333333333,
+        "r":0.625,
+        "f":0.7142857143
+      },
+      "dislocated":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat:foreign":{
+        "p":1.0,
+        "r":0.4285714286,
+        "f":0.6
+      },
+      "orphan":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "advcl:cleft":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    }
+  },
+  "sources":[
+    {
+      "name":"UD French Sequoia v2.5",
+      "url":"https://github.com/UniversalDependencies/UD_French-Sequoia",
+      "license":"LGPL-LR",
+      "author":"Candito, Marie; Seddah, Djam\u00e9; Perrier, Guy; Guillaume, Bruno"
+    },
+    {
+      "name":"spaCy lookups data",
+      "author":"Explosion",
+      "url":"https://github.com/explosion/spacy-lookups-data",
+      "license":"MIT"
+    },
+    {
+      "name":"camembert-base",
+      "author":"Martin, Louis and Muller, Benjamin and Suarez, Pedro Javier Ortiz and Dupont, Yoann and Romary, Laurent and de la Clergerie, Eric Villemonte and Seddah, Djame and Sagot, Benoit}",
+      "url":"https://huggingface.co/camembert-base",
+      "license":"MIT"
+    }
+  ],
+  "requirements":[
+    "spacy-transformers>=1.0.3,<1.1.0",
+    "sentencepiece==0.1.91",
+    "protobuf"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,402 @@
+{
+  "labels_morph":{
+    "POS=PROPN":"",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Number=Plur|POS=PRON|Person=1":"Number=Plur|Person=1",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=SCONJ":"",
+    "POS=ADP":"",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "NumType=Ord|POS=ADJ":"NumType=Ord",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "POS=PUNCT":"",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "POS=ADV":"",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "POS=CCONJ":"",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "POS=ADJ":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Number=Sing|POS=DET|Poss=Yes":"Number=Sing|Poss=Yes",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "Definite=Def|Number=Plur|POS=ADP|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Definite=Ind|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Number=Plur|PronType=Art",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3":"Gender=Masc|Number=Sing|Person=3",
+    "Number=Plur|POS=DET":"Number=Plur",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Gender=Masc|POS=ADJ":"Gender=Masc",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=DET|Poss=Yes":"Number=Plur|Poss=Yes",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Tense=Past|VerbForm=Part",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "Definite=Ind|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3":"Gender=Fem|Number=Sing|Person=3",
+    "POS=PRON|Person=3|Reflex=Yes":"Person=3|Reflex=Yes",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "POS=PRON|Person=3":"Person=3",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
+    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3":"Gender=Masc|Number=Plur|Person=3",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Number=Plur|POS=PROPN":"Number=Plur",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "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=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET":"Gender=Masc|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=DET|Poss=Yes":"Gender=Fem|Number=Sing|Poss=Yes",
+    "Gender=Masc|POS=PRON":"Gender=Masc",
+    "POS=NOUN":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON":"Number=Plur",
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Number=Sing|POS=PRON":"Number=Sing",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Mood=Ind|POS=VERB|VerbForm=Fin":"Mood=Ind|VerbForm=Fin",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Sing|Person=3|PronType=Dem",
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
+    "POS=PRON":"",
+    "POS=NUM":"",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Gender=Fem|Number=Plur|POS=PRON":"Gender=Fem|Number=Plur",
+    "Number=Plur|POS=PRON|Person=3":"Number=Plur|Person=3",
+    "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Number=Sing|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=1":"Number=Sing|Person=1",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON":"Gender=Fem|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=INTJ":"",
+    "Number=Plur|POS=PRON|Person=2":"Number=Plur|Person=2",
+    "NumType=Card|POS=PRON":"NumType=Card",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "NumType=Card|POS=NOUN":"NumType=Card",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3":"Gender=Fem|Number=Plur|Person=3",
+    "Gender=Fem|Number=Sing|POS=DET":"Gender=Fem|Number=Sing",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=DET":"Gender=Fem|Number=Plur",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Number=Sing|POS=DET":"Number=Sing",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN":"Gender=Masc|NumType=Card|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|POS=PRON":"Gender=Fem",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel":"Gender=Fem|Number=Sing|PronType=Rel",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "POS=X":"",
+    "POS=SYM":"",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|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=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "POS=DET":"",
+    "Gender=Masc|Number=Plur|POS=PRON":"Gender=Masc|Number=Plur",
+    "POS=PART":"",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":"Mood=Ind|Person=3|VerbForm=Fin",
+    "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Gender=Masc|Number=Plur|POS=DET":"Gender=Masc|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel":"Gender=Fem|Number=Plur|PronType=Rel",
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel":"Gender=Masc|Number=Plur|PronType=Rel",
+    "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Imp|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|Reflex=Yes":"Number=Plur|Person=2|Reflex=Yes",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|Reflex=Yes":"Number=Plur|Person=1|Reflex=Yes",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN":"Gender=Masc|NumType=Card|Number=Sing",
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+}

parser/cfg

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transformer/cfg

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vocab/strings.json

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vocab/vectors

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