first ver

config.cfg

@@ -0,0 +1,145 @@
+[paths]
+train = "./training_data.spacy"
+dev = "./training_data.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "it"
+pipeline = ["transformer","ner"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = false
+nO = null
+
+[components.ner.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.v3"
+name = "bullmount/hseBert-it-cased"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[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]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+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_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[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 = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+ents_f = 1.0
+ents_p = 0.0
+ents_r = 0.0
+ents_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 +1,154 @@
+{
+  "lang":"it",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "spacy_version":">=3.2.4,<3.3.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_git_version":"b50fe5ec6",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null,
+    "mode":"default"
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "ner":[
+      "CARDINAL",
+      "DATE",
+      "EVENT",
+      "FAC",
+      "GPE",
+      "LANGUAGE",
+      "LAW",
+      "LOC",
+      "MONEY",
+      "NORP",
+      "ORDINAL",
+      "ORG",
+      "PER",
+      "PERCENT",
+      "PRODUCT",
+      "QUANTITY",
+      "TIME",
+      "WORK_OF_ART"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "ner"
+  ],
+  "components":[
+    "transformer",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.9991603694,
+    "ents_p":0.9996483551,
+    "ents_r":0.99867286,
+    "ents_per_type":{
+      "ORG":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "DATE":{
+        "p":1.0,
+        "r":0.9995191152,
+        "f":0.9997594998
+      },
+      "PER":{
+        "p":1.0,
+        "r":0.9996473907,
+        "f":0.9998236643
+      },
+      "TIME":{
+        "p":1.0,
+        "r":0.9956427015,
+        "f":0.9978165939
+      },
+      "LOC":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "ORDINAL":{
+        "p":0.9873617694,
+        "r":0.9674922601,
+        "f":0.977326036
+      },
+      "EVENT":{
+        "p":1.0,
+        "r":0.9959839357,
+        "f":0.9979879276
+      },
+      "NORP":{
+        "p":1.0,
+        "r":0.9990253411,
+        "f":0.999512433
+      },
+      "GPE":{
+        "p":1.0,
+        "r":0.999405116,
+        "f":0.9997024695
+      },
+      "QUANTITY":{
+        "p":1.0,
+        "r":0.9973614776,
+        "f":0.998678996
+      },
+      "CARDINAL":{
+        "p":0.9996070727,
+        "r":0.999214454,
+        "f":0.9994107248
+      },
+      "FAC":{
+        "p":1.0,
+        "r":0.9982174688,
+        "f":0.9991079393
+      },
+      "PERCENT":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PRODUCT":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "WORK_OF_ART":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "LAW":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "LANGUAGE":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "MONEY":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      }
+    },
+    "transformer_loss":13.1735397025,
+    "ner_loss":409.0941776226
+  }
+}

ner/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

ner/moves

@@ -0,0 +1 @@
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tokenizer

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transformer/cfg

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+}

vocab/key2row

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vocab/lookups.bin

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+oid sha256:76be8b528d0075f7aae98d6fa57a6d3c83ae480a8469e668d7b0af968995ac71
+size 1

vocab/vectors.cfg

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+}