Update spaCy pipeline

README.md

@@ -9,3 +9,42 @@ 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 |

config.cfg

@@ -17,12 +17,13 @@ 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.v1"}
+scorer = {"@scorers":"spacy.textcat_multilabel_scorer.v2"}
 threshold = 0.5
 
 [components.textcat_multilabel.model]
@@ -64,6 +65,7 @@ eval_frequency = 200
 frozen_components = []
 annotating_components = []
 before_to_disk = null
+before_update = null
 
 [training.batcher]
 @batchers = "spacy.batch_by_words.v1"
@@ -109,7 +111,6 @@ cats_macro_r = null
 cats_macro_f = null
 cats_macro_auc = null
 cats_f_per_type = null
-cats_macro_auc_per_type = null
 
 [pretraining]
 

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"fr",
   "name":"eff_hd_textcat_multi1pcd",
-  "version":"2023.6.0",
+  "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":">=3.4.4,<3.5.0",
-  "spacy_git_version":"77833bfef",
+  "spacy_version":">=3.7.4,<3.8.0",
+  "spacy_git_version":"bff8725f4",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -202,7 +202,6 @@
         "f":0.1428571429
       }
     },
-    "cats_macro_auc_per_type":0.0,
     "textcat_multilabel_loss":1.758717101
   },
   "requirements":[