Update spaCy pipeline

.gitattributes

@@ -33,3 +33,4 @@ 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
+textcat_multilabel/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,11 @@
+---
+tags:
+- spacy
+- text-classification
+language:
+- fr
+license: mit
+model-index:
+- name: fr_eff_hd_textcat_multi1pcd
+  results: []
+---

config.cfg

@@ -0,0 +1,126 @@
+[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"}
+
+[components]
+
+[components.textcat_multilabel]
+factory = "textcat_multilabel"
+scorer = {"@scorers":"spacy.textcat_multilabel_scorer.v1"}
+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
+
+[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
+cats_macro_auc_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

@@ -0,0 +1,211 @@
+{
+  "lang":"fr",
+  "name":"eff_hd_textcat_multi1pcd",
+  "version":"2023.6.0",
+  "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",
+  "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":{
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+        "r":0.8333333333,
+        "f":0.8786610879
+      },
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+        "f":0.9065420561
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+      "Mot de passe":{
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+        "r":0.8194444444,
+        "f":0.8251748252
+      },
+      "PC portable":{
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+        "r":0.3695652174,
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+        "f":0.8607594937
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+      "VPN":{
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+        "r":0.9027237354,
+        "f":0.9115913556
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+      "Assistance":{
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+        "r":0.5752212389,
+        "f":0.5977011494
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+      "Incident":{
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+        "r":0.8067061144,
+        "f":0.8099009901
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+      "Erreur/oublie de MDP/Login":{
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+    "cats_macro_auc_per_type":0.0,
+    "textcat_multilabel_loss":1.758717101
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+  "requirements":[
+
+  ]
+}

textcat_multilabel/cfg

@@ -0,0 +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
+}

textcat_multilabel/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:719b722bac370535d11b515a8ec88a10d5cfe4466ad9931c5b773f5aa2bc6a4f
+size 28312365

vocab/key2row

@@ -0,0 +1 @@
+�

vocab/lookups.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:76be8b528d0075f7aae98d6fa57a6d3c83ae480a8469e668d7b0af968995ac71
+size 1

vocab/vectors.cfg

@@ -0,0 +1,3 @@
+{
+  "mode":"default"
+}