Update spaCy pipeline

.gitattributes

@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 textcat_multilabel/model filter=lfs diff=lfs merge=lfs -text
+fr_eff_hd_textcat_multi1pcd-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,50 +1,50 @@
----
-tags:
-- spacy
-- text-classification
-language:
-- fr
-license: mit
-model-index:
-- name: fr_eff_hd_textcat_multi1pcd
-  results: []
----
-Modele de classement des incidents du Support 2424
-
-| Feature | Description |
-| --- | --- |
-| **Name** | `fr_eff_hd_textcat_multi1pcd` |
-| **Version** | `2024.4.0` |
-| **spaCy** | `>=3.7.4,<3.8.0` |
-| **Default Pipeline** | `textcat_multilabel` |
-| **Components** | `textcat_multilabel` |
-| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | n/a |
-| **License** | `MIT` |
-| **Author** | [Gilles LANTERI]() |
-
-### Label Scheme
-
-<details>
-
-<summary>View label scheme (27 labels for 1 components)</summary>
-
-| Component | Labels |
-| --- | --- |
-| **`textcat_multilabel`** | `Citrix`, `Lecteur`, `Mot de passe`, `PC portable`, `Périphérique`, `VPN`, `Assistance`, `Incident`, ``, `Aide changement MDP expiré`, `Aide suite à la migration`, `Aide à l'utilisation`, `Ajout lecteur`, `Bascule version simplifié en Workspace`, `Changement de mot de passe`, `Changement numero MFA`, `Demande Informations`, `Demande Myaccess a faire/en attente`, `Demande Myaccess a faire/en cours`, `Erreur/oublie de MDP/Login`, `Mot de passe expiré`, `Oublie de connecter le VPN`, `Parametre Affichage`, `Pas connecté à internet`, `Reglage Affichage`, `Restauration dossier/fichier`, `VPN non connecté` |
-
-</details>
-
-### Accuracy
-
-| Type | Score |
-| --- | --- |
-| `CATS_SCORE` | 71.65 |
-| `CATS_MICRO_P` | 80.13 |
-| `CATS_MICRO_R` | 72.81 |
-| `CATS_MICRO_F` | 76.29 |
-| `CATS_MACRO_P` | 41.06 |
-| `CATS_MACRO_R` | 32.03 |
-| `CATS_MACRO_F` | 35.06 |
-| `CATS_MACRO_AUC` | 71.65 |
-| `TEXTCAT_MULTILABEL_LOSS` | 175.87 |
+---
+tags:
+- spacy
+- text-classification
+language:
+- fr
+license: mit
+model-index:
+- name: fr_eff_hd_textcat_multi1pcd
+  results: []
+---
+Modele de classement des incidents du Support 2424
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `fr_eff_hd_textcat_multi1pcd` |
+| **Version** | `2024.4.0` |
+| **spaCy** | `>=3.7.4,<3.8.0` |
+| **Default Pipeline** | `textcat_multilabel` |
+| **Components** | `textcat_multilabel` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | `MIT` |
+| **Author** | [Gilles LANTERI]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (27 labels for 1 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`textcat_multilabel`** | `Citrix`, `Lecteur`, `Mot de passe`, `PC portable`, `Périphérique`, `VPN`, `Assistance`, `Incident`, ``, `Aide changement MDP expiré`, `Aide suite à la migration`, `Aide à l'utilisation`, `Ajout lecteur`, `Bascule version simplifié en Workspace`, `Changement de mot de passe`, `Changement numero MFA`, `Demande Informations`, `Demande Myaccess a faire/en attente`, `Demande Myaccess a faire/en cours`, `Erreur/oublie de MDP/Login`, `Mot de passe expiré`, `Oublie de connecter le VPN`, `Parametre Affichage`, `Pas connecté à internet`, `Reglage Affichage`, `Restauration dossier/fichier`, `VPN non connecté` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `CATS_SCORE` | 72.18 |
+| `CATS_MICRO_P` | 79.82 |
+| `CATS_MICRO_R` | 71.94 |
+| `CATS_MICRO_F` | 75.68 |
+| `CATS_MACRO_P` | 42.07 |
+| `CATS_MACRO_R` | 33.24 |
+| `CATS_MACRO_F` | 36.18 |
+| `CATS_MACRO_AUC` | 72.18 |
+| `TEXTCAT_MULTILABEL_LOSS` | 140.88 |

config.cfg

@@ -1,127 +1,127 @@
-[paths]
-train = "..\\test\\train_multi1pcd.spacy"
-dev = "..\\test\\dev_multi1pcd.spacy"
-vectors = null
-init_tok2vec = null
-
-[system]
-gpu_allocator = null
-seed = 0
-
-[nlp]
-lang = "fr"
-pipeline = ["textcat_multilabel"]
-batch_size = 1000
-disabled = []
-before_creation = null
-after_creation = null
-after_pipeline_creation = null
-tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
-vectors = {"@vectors":"spacy.Vectors.v1"}
-
-[components]
-
-[components.textcat_multilabel]
-factory = "textcat_multilabel"
-scorer = {"@scorers":"spacy.textcat_multilabel_scorer.v2"}
-threshold = 0.5
-
-[components.textcat_multilabel.model]
-@architectures = "spacy.TextCatBOW.v2"
-exclusive_classes = false
-ngram_size = 1
-no_output_layer = false
-nO = null
-
-[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]
-dev_corpus = "corpora.dev"
-train_corpus = "corpora.train"
-seed = ${system.seed}
-gpu_allocator = ${system.gpu_allocator}
-dropout = 0.1
-accumulate_gradient = 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_words.v1"
-discard_oversize = false
-tolerance = 0.2
-get_length = null
-
-[training.batcher.size]
-@schedules = "compounding.v1"
-start = 100
-stop = 1000
-compound = 1.001
-t = 0.0
-
-[training.logger]
-@loggers = "spacy.WandbLogger.v3"
-project_name = "pat-hd_models"
-remove_config_values = ["paths.train","paths.dev","corpora.train.path","corpora.dev.path"]
-log_dataset_dir = "./corpus"
-model_log_interval = 1000
-entity = null
-run_name = null
-
-[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
-learn_rate = 0.001
-
-[training.score_weights]
-cats_score = 1.0
-cats_score_desc = null
-cats_micro_p = null
-cats_micro_r = null
-cats_micro_f = null
-cats_macro_p = null
-cats_macro_r = null
-cats_macro_f = null
-cats_macro_auc = null
-cats_f_per_type = null
-
-[pretraining]
-
-[initialize]
-vectors = ${paths.vectors}
-init_tok2vec = ${paths.init_tok2vec}
-vocab_data = null
-lookups = null
-before_init = null
-after_init = null
-
-[initialize.components]
-
+[paths]
+train = "..\\test\\train_multi1pcd.spacy"
+dev = "..\\test\\dev_multi1pcd.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "fr"
+pipeline = ["textcat_multilabel"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+vectors = {"@vectors":"spacy.Vectors.v1"}
+
+[components]
+
+[components.textcat_multilabel]
+factory = "textcat_multilabel"
+scorer = {"@scorers":"spacy.textcat_multilabel_scorer.v2"}
+threshold = 0.5
+
+[components.textcat_multilabel.model]
+@architectures = "spacy.TextCatBOW.v2"
+exclusive_classes = false
+ngram_size = 1
+no_output_layer = false
+nO = null
+
+[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]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 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_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[training.logger]
+@loggers = "spacy.WandbLogger.v3"
+project_name = "pat-hd_models"
+remove_config_values = ["paths.train","paths.dev","corpora.train.path","corpora.dev.path"]
+log_dataset_dir = "./corpus"
+model_log_interval = 1000
+entity = null
+run_name = null
+
+[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
+learn_rate = 0.001
+
+[training.score_weights]
+cats_score = 1.0
+cats_score_desc = null
+cats_micro_p = null
+cats_micro_r = null
+cats_micro_f = null
+cats_macro_p = null
+cats_macro_r = null
+cats_macro_f = null
+cats_macro_auc = null
+cats_f_per_type = null
+
+[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]

meta.json

@@ -1,210 +1,210 @@
-{
-  "lang":"fr",
-  "name":"eff_hd_textcat_multi1pcd",
-  "version":"2024.4.0",
-  "description":"Modele de classement des incidents du Support 2424",
-  "author":"Gilles LANTERI",
-  "email":"gilles.lanteri@malakoffhumanis.com",
-  "url":"",
-  "license":"MIT",
-  "spacy_version":">=3.7.4,<3.8.0",
-  "spacy_git_version":"bff8725f4",
-  "vectors":{
-    "width":0,
-    "vectors":0,
-    "keys":0,
-    "name":null
-  },
-  "labels":{
-    "textcat_multilabel":[
-      "Citrix",
-      "Lecteur",
-      "Mot de passe",
-      "PC portable",
-      "P\u00e9riph\u00e9rique",
-      "VPN",
-      "Assistance",
-      "Incident",
-      "",
-      "Aide changement MDP expir\u00e9",
-      "Aide suite \u00e0 la migration",
-      "Aide \u00e0 l'utilisation",
-      "Ajout lecteur",
-      "Bascule version simplifi\u00e9 en Workspace",
-      "Changement de mot de passe",
-      "Changement numero MFA",
-      "Demande Informations",
-      "Demande Myaccess a faire/en attente",
-      "Demande Myaccess a faire/en cours",
-      "Erreur/oublie de MDP/Login",
-      "Mot de passe expir\u00e9",
-      "Oublie de connecter le VPN",
-      "Parametre Affichage",
-      "Pas connect\u00e9 \u00e0 internet",
-      "Reglage Affichage",
-      "Restauration dossier/fichier",
-      "VPN non connect\u00e9"
-    ]
-  },
-  "pipeline":[
-    "textcat_multilabel"
-  ],
-  "components":[
-    "textcat_multilabel"
-  ],
-  "disabled":[
-
-  ],
-  "performance":{
-    "cats_score":0.7164608016,
-    "cats_score_desc":"macro AUC",
-    "cats_micro_p":0.8013013013,
-    "cats_micro_r":0.7280582083,
-    "cats_micro_f":0.7629258995,
-    "cats_macro_p":0.4105767019,
-    "cats_macro_r":0.3202640974,
-    "cats_macro_f":0.3506143374,
-    "cats_macro_auc":0.7164608016,
-    "cats_f_per_type":{
-      "Citrix":{
-        "p":0.9292035398,
-        "r":0.8333333333,
-        "f":0.8786610879
-      },
-      "Lecteur":{
-        "p":0.9509803922,
-        "r":0.8660714286,
-        "f":0.9065420561
-      },
-      "Mot de passe":{
-        "p":0.8309859155,
-        "r":0.8194444444,
-        "f":0.8251748252
-      },
-      "PC portable":{
-        "p":0.6538461538,
-        "r":0.3695652174,
-        "f":0.4722222222
-      },
-      "P\u00e9riph\u00e9rique":{
-        "p":0.8717948718,
-        "r":0.85,
-        "f":0.8607594937
-      },
-      "VPN":{
-        "p":0.9206349206,
-        "r":0.9027237354,
-        "f":0.9115913556
-      },
-      "Assistance":{
-        "p":0.6220095694,
-        "r":0.5752212389,
-        "f":0.5977011494
-      },
-      "Incident":{
-        "p":0.8131212724,
-        "r":0.8067061144,
-        "f":0.8099009901
-      },
-      "":{
-        "p":0.8121330724,
-        "r":0.8185404339,
-        "f":0.815324165
-      },
-      "Aide changement MDP expir\u00e9":{
-        "p":0.1111111111,
-        "r":0.1,
-        "f":0.1052631579
-      },
-      "Aide suite \u00e0 la migration":{
-        "p":0.5263157895,
-        "r":0.2380952381,
-        "f":0.3278688525
-      },
-      "Aide \u00e0 l'utilisation":{
-        "p":0.2222222222,
-        "r":0.1176470588,
-        "f":0.1538461538
-      },
-      "Ajout lecteur":{
-        "p":0.5,
-        "r":0.2857142857,
-        "f":0.3636363636
-      },
-      "Bascule version simplifi\u00e9 en Workspace":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Changement de mot de passe":{
-        "p":0.4,
-        "r":0.1333333333,
-        "f":0.2
-      },
-      "Changement numero MFA":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Demande Informations":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Demande Myaccess a faire/en attente":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Demande Myaccess a faire/en cours":{
-        "p":0.5,
-        "r":0.2,
-        "f":0.2857142857
-      },
-      "Erreur/oublie de MDP/Login":{
-        "p":0.4545454545,
-        "r":0.1612903226,
-        "f":0.2380952381
-      },
-      "Mot de passe expir\u00e9":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Oublie de connecter le VPN":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Parametre Affichage":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Pas connect\u00e9 \u00e0 internet":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "Reglage Affichage":{
-        "p":0.8,
-        "r":0.4444444444,
-        "f":0.5714285714
-      },
-      "Restauration dossier/fichier":{
-        "p":0.0,
-        "r":0.0,
-        "f":0.0
-      },
-      "VPN non connect\u00e9":{
-        "p":0.1666666667,
-        "r":0.125,
-        "f":0.1428571429
-      }
-    },
-    "textcat_multilabel_loss":1.758717101
-  },
-  "requirements":[
-
-  ]
+{
+  "lang":"fr",
+  "name":"eff_hd_textcat_multi1pcd",
+  "version":"2024.4.0",
+  "description":"Modele de classement des incidents du Support 2424",
+  "author":"Gilles LANTERI",
+  "email":"gilles.lanteri@malakoffhumanis.com",
+  "url":"",
+  "license":"MIT",
+  "spacy_version":">=3.7.4,<3.8.0",
+  "spacy_git_version":"bff8725f4",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "textcat_multilabel":[
+      "Citrix",
+      "Lecteur",
+      "Mot de passe",
+      "PC portable",
+      "P\u00e9riph\u00e9rique",
+      "VPN",
+      "Assistance",
+      "Incident",
+      "",
+      "Aide changement MDP expir\u00e9",
+      "Aide suite \u00e0 la migration",
+      "Aide \u00e0 l'utilisation",
+      "Ajout lecteur",
+      "Bascule version simplifi\u00e9 en Workspace",
+      "Changement de mot de passe",
+      "Changement numero MFA",
+      "Demande Informations",
+      "Demande Myaccess a faire/en attente",
+      "Demande Myaccess a faire/en cours",
+      "Erreur/oublie de MDP/Login",
+      "Mot de passe expir\u00e9",
+      "Oublie de connecter le VPN",
+      "Parametre Affichage",
+      "Pas connect\u00e9 \u00e0 internet",
+      "Reglage Affichage",
+      "Restauration dossier/fichier",
+      "VPN non connect\u00e9"
+    ]
+  },
+  "pipeline":[
+    "textcat_multilabel"
+  ],
+  "components":[
+    "textcat_multilabel"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "cats_score":0.7218218816,
+    "cats_score_desc":"macro AUC",
+    "cats_micro_p":0.7981836529,
+    "cats_micro_r":0.7194179172,
+    "cats_micro_f":0.7567567568,
+    "cats_macro_p":0.4206784653,
+    "cats_macro_r":0.3324025206,
+    "cats_macro_f":0.3617693683,
+    "cats_macro_auc":0.7218218816,
+    "cats_f_per_type":{
+      "Citrix":{
+        "p":0.8991596639,
+        "r":0.8492063492,
+        "f":0.8734693878
+      },
+      "Lecteur":{
+        "p":0.9339622642,
+        "r":0.8839285714,
+        "f":0.9082568807
+      },
+      "Mot de passe":{
+        "p":0.859375,
+        "r":0.7638888889,
+        "f":0.8088235294
+      },
+      "PC portable":{
+        "p":0.6666666667,
+        "r":0.4347826087,
+        "f":0.5263157895
+      },
+      "P\u00e9riph\u00e9rique":{
+        "p":0.8559322034,
+        "r":0.8416666667,
+        "f":0.8487394958
+      },
+      "VPN":{
+        "p":0.92,
+        "r":0.8949416342,
+        "f":0.9072978304
+      },
+      "Assistance":{
+        "p":0.6073059361,
+        "r":0.5884955752,
+        "f":0.597752809
+      },
+      "Incident":{
+        "p":0.816872428,
+        "r":0.7830374753,
+        "f":0.7995971803
+      },
+      "":{
+        "p":0.8258196721,
+        "r":0.7948717949,
+        "f":0.8100502513
+      },
+      "Aide changement MDP expir\u00e9":{
+        "p":0.2,
+        "r":0.2,
+        "f":0.2
+      },
+      "Aide suite \u00e0 la migration":{
+        "p":0.5238095238,
+        "r":0.2619047619,
+        "f":0.3492063492
+      },
+      "Aide \u00e0 l'utilisation":{
+        "p":0.2105263158,
+        "r":0.1176470588,
+        "f":0.1509433962
+      },
+      "Ajout lecteur":{
+        "p":0.5555555556,
+        "r":0.2380952381,
+        "f":0.3333333333
+      },
+      "Bascule version simplifi\u00e9 en Workspace":{
+        "p":0.3333333333,
+        "r":0.2,
+        "f":0.25
+      },
+      "Changement de mot de passe":{
+        "p":0.3333333333,
+        "r":0.0666666667,
+        "f":0.1111111111
+      },
+      "Changement numero MFA":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Demande Informations":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Demande Myaccess a faire/en attente":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Demande Myaccess a faire/en cours":{
+        "p":0.4,
+        "r":0.2,
+        "f":0.2666666667
+      },
+      "Erreur/oublie de MDP/Login":{
+        "p":0.4166666667,
+        "r":0.1612903226,
+        "f":0.2325581395
+      },
+      "Mot de passe expir\u00e9":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Oublie de connecter le VPN":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Parametre Affichage":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Pas connect\u00e9 \u00e0 internet":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Reglage Affichage":{
+        "p":0.8,
+        "r":0.4444444444,
+        "f":0.5714285714
+      },
+      "Restauration dossier/fichier":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "VPN non connect\u00e9":{
+        "p":0.2,
+        "r":0.25,
+        "f":0.2222222222
+      }
+    },
+    "textcat_multilabel_loss":1.408838794
+  },
+  "requirements":[
+
+  ]
 }

textcat_multilabel/cfg

@@ -1,32 +1,32 @@
-{
-  "labels":[
-    "Citrix",
-    "Lecteur",
-    "Mot de passe",
-    "PC portable",
-    "P\u00e9riph\u00e9rique",
-    "VPN",
-    "Assistance",
-    "Incident",
-    "",
-    "Aide changement MDP expir\u00e9",
-    "Aide suite \u00e0 la migration",
-    "Aide \u00e0 l'utilisation",
-    "Ajout lecteur",
-    "Bascule version simplifi\u00e9 en Workspace",
-    "Changement de mot de passe",
-    "Changement numero MFA",
-    "Demande Informations",
-    "Demande Myaccess a faire/en attente",
-    "Demande Myaccess a faire/en cours",
-    "Erreur/oublie de MDP/Login",
-    "Mot de passe expir\u00e9",
-    "Oublie de connecter le VPN",
-    "Parametre Affichage",
-    "Pas connect\u00e9 \u00e0 internet",
-    "Reglage Affichage",
-    "Restauration dossier/fichier",
-    "VPN non connect\u00e9"
-  ],
-  "threshold":0.5
+{
+  "labels":[
+    "Citrix",
+    "Lecteur",
+    "Mot de passe",
+    "PC portable",
+    "P\u00e9riph\u00e9rique",
+    "VPN",
+    "Assistance",
+    "Incident",
+    "",
+    "Aide changement MDP expir\u00e9",
+    "Aide suite \u00e0 la migration",
+    "Aide \u00e0 l'utilisation",
+    "Ajout lecteur",
+    "Bascule version simplifi\u00e9 en Workspace",
+    "Changement de mot de passe",
+    "Changement numero MFA",
+    "Demande Informations",
+    "Demande Myaccess a faire/en attente",
+    "Demande Myaccess a faire/en cours",
+    "Erreur/oublie de MDP/Login",
+    "Mot de passe expir\u00e9",
+    "Oublie de connecter le VPN",
+    "Parametre Affichage",
+    "Pas connect\u00e9 \u00e0 internet",
+    "Reglage Affichage",
+    "Restauration dossier/fichier",
+    "VPN non connect\u00e9"
+  ],
+  "threshold":0.5
 }

textcat_multilabel/model

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:719b722bac370535d11b515a8ec88a10d5cfe4466ad9931c5b773f5aa2bc6a4f
+oid sha256:abeb2cb95e0725b3bb39747c1e140704259671ae7ec23630f3b7b5b5071dd5de
 size 28312365

vocab/vectors.cfg

@@ -1,3 +1,3 @@
-{
-  "mode":"default"
+{
+  "mode":"default"
 }