Update spaCy pipeline

.gitattributes

@@ -25,3 +25,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* 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
+model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,10 @@
+---
+tags:
+- spacy
+- text-classification
+language:
+- it
+model-index:
+- name: it_textcat_emotion_umberto
+  results: []
+---

config.cfg

@@ -0,0 +1,138 @@
+[paths]
+train = "corpus/train.spacy"
+dev = "corpus/dev.spacy"
+raw = null
+init_tok2vec = null
+vectors = null
+
+[system]
+seed = 0
+gpu_allocator = "pytorch"
+
+[nlp]
+lang = "it"
+pipeline = ["transformer","textcat"]
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+batch_size = 1000
+
+[components]
+
+[components.textcat]
+factory = "textcat_multilabel"
+threshold = 0.5
+
+[components.textcat.model]
+@architectures = "spacy.TextCatCNN.v1"
+exclusive_classes = false
+nO = null
+
+[components.textcat.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.v1"
+name = "Musixmatch/umberto-commoncrawl-cased-v1"
+
+[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"
+path = ${paths.dev}
+gold_preproc = ${corpora.train.gold_preproc}
+max_length = ${corpora.train.max_length}
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths:train}
+gold_preproc = false
+max_length = 500
+limit = 0
+augmenter = null
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+patience = 5000
+eval_frequency = 400
+dropout = 0.1
+max_epochs = 10
+max_steps = 0
+accumulate_gradient = 3
+frozen_components = []
+before_to_disk = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_sequence.v1"
+size = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+eps = 0.00000001
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+cats_score = 0.5
+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 = 0.5
+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]

it_textcat_emotion_umberto-any-py3-none-any.whl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f27296283c6fbd55d69f4ccb14ef8838e5d520ae581318bb792c7daa21f0832
+size 400366775

meta.json

@@ -0,0 +1,88 @@
+{
+  "lang":"it",
+  "name":"textcat_emotion_umberto",
+  "version":"0.0.1",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.0.7,<3.1.0",
+  "spacy_git_version":"034ac0acf",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "textcat":[
+      "sadness",
+      "fear",
+      "love",
+      "anger",
+      "surprise",
+      "joy"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "textcat"
+  ],
+  "components":[
+    "transformer",
+    "textcat"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "cats_score":0.9606266468,
+    "cats_score_desc":"macro AUC",
+    "cats_micro_p":0.8803506962,
+    "cats_micro_r":0.8535,
+    "cats_micro_f":0.866717441,
+    "cats_macro_p":0.8639255472,
+    "cats_macro_r":0.7865283499,
+    "cats_macro_f":0.8133533698,
+    "cats_macro_auc":0.9606266468,
+    "cats_f_per_type":{
+      "sadness":{
+        "p":0.9100917431,
+        "r":0.9018181818,
+        "f":0.9059360731
+      },
+      "fear":{
+        "p":0.7875,
+        "r":0.891509434,
+        "f":0.8362831858
+      },
+      "love":{
+        "p":0.8585858586,
+        "r":0.4775280899,
+        "f":0.6137184116
+      },
+      "anger":{
+        "p":0.853046595,
+        "r":0.8654545455,
+        "f":0.8592057762
+      },
+      "surprise":{
+        "p":0.8709677419,
+        "r":0.6666666667,
+        "f":0.7552447552
+      },
+      "joy":{
+        "p":0.9033613445,
+        "r":0.9161931818,
+        "f":0.9097320169
+      }
+    },
+    "cats_macro_auc_per_type":0.0,
+    "transformer_loss":0.2910893976,
+    "textcat_loss":219.5271867933
+  }
+}

textcat/cfg

@@ -0,0 +1,11 @@
+{
+  "labels":[
+    "sadness",
+    "fear",
+    "love",
+    "anger",
+    "surprise",
+    "joy"
+  ],
+  "threshold":0.5
+}

textcat/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9056f6bf169e28871f5a8b492efb32005869c69d057996c28ed17b6d9513af7c
+size 19402

tokenizer

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