Gianpe commited on
Commit
0fdcda1
1 Parent(s): 778edaa

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -25,3 +25,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zstandard filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zstandard filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ *.whl filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *strings.json filter=lfs diff=lfs merge=lfs -text
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+ vectors filter=lfs diff=lfs merge=lfs -text
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+ model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - spacy
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+ - text-classification
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+ language:
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+ - en
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+ model-index:
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+ - name: en_textcat_emotion_umberto
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+ results: []
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+ ---
config.cfg ADDED
@@ -0,0 +1,138 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = "corpus/train.spacy"
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+ dev = "corpus/dev.spacy"
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+ raw = null
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+ init_tok2vec = null
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+ vectors = null
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+
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+ [system]
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+ seed = 0
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+ gpu_allocator = null
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+
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+ [nlp]
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+ lang = "en"
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+ pipeline = ["transformer","textcat"]
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+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
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+ disabled = []
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+ before_creation = null
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+ after_creation = null
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+ after_pipeline_creation = null
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+ batch_size = 1000
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+
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+ [components]
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+
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+ [components.textcat]
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+ factory = "textcat_multilabel"
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+ threshold = 0.5
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+
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+ [components.textcat.model]
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+ @architectures = "spacy.TextCatCNN.v1"
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+ exclusive_classes = false
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+ nO = null
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+
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+ [components.textcat.model.tok2vec]
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+ @architectures = "spacy-transformers.TransformerListener.v1"
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+ grad_factor = 1.0
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+ pooling = {"@layers":"reduce_mean.v1"}
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+ upstream = "*"
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+
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+ [components.transformer]
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+ factory = "transformer"
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+ max_batch_items = 4096
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+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
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+
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+ [components.transformer.model]
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+ @architectures = "spacy-transformers.TransformerModel.v1"
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+ name = "Musixmatch/umberto-commoncrawl-cased-v1"
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+
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+ [components.transformer.model.get_spans]
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+ @span_getters = "spacy-transformers.strided_spans.v1"
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+ window = 128
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+ stride = 96
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+
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+ [components.transformer.model.tokenizer_config]
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+ use_fast = true
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+
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+ [corpora]
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+
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+ [corpora.dev]
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+ @readers = "spacy.Corpus.v1"
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+ path = ${paths.dev}
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+ gold_preproc = ${corpora.train.gold_preproc}
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+ max_length = ${corpora.train.max_length}
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+ limit = 0
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+ augmenter = null
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+
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+ [corpora.train]
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+ @readers = "spacy.Corpus.v1"
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+ path = ${paths:train}
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+ gold_preproc = false
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+ max_length = 500
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+ limit = 0
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+ augmenter = null
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+
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+ [training]
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+ train_corpus = "corpora.train"
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+ dev_corpus = "corpora.dev"
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+ seed = ${system.seed}
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+ gpu_allocator = ${system.gpu_allocator}
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+ patience = 5000
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+ eval_frequency = 400
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+ dropout = 0.1
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+ max_epochs = 15
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+ max_steps = 0
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+ accumulate_gradient = 3
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+ frozen_components = []
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+ before_to_disk = null
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+
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+ [training.batcher]
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+ @batchers = "spacy.batch_by_sequence.v1"
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+ size = 256
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+ get_length = null
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+
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+ [training.logger]
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+ @loggers = "spacy.ConsoleLogger.v1"
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+ progress_bar = false
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+
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+ [training.optimizer]
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+ @optimizers = "Adam.v1"
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+ beta1 = 0.9
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+ beta2 = 0.999
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+ eps = 0.00000001
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+ L2_is_weight_decay = true
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+ L2 = 0.01
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+ grad_clip = 1.0
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+ use_averages = false
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+
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+ [training.optimizer.learn_rate]
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+ @schedules = "warmup_linear.v1"
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+ warmup_steps = 250
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+ total_steps = 20000
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+ initial_rate = 0.00005
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+
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+ [training.score_weights]
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+ cats_score = 0.5
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+ cats_score_desc = null
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+ cats_micro_p = null
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+ cats_micro_r = null
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+ cats_micro_f = null
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+ cats_macro_p = null
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+ cats_macro_r = null
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+ cats_macro_f = 0.5
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+ cats_macro_auc = null
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+ cats_f_per_type = null
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+ cats_macro_auc_per_type = null
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+
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+ [pretraining]
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+
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+ [initialize]
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+ vectors = ${paths.vectors}
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+ init_tok2vec = ${paths.init_tok2vec}
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+ vocab_data = null
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+ lookups = null
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+ before_init = null
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+ after_init = null
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+
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+ [initialize.components]
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+
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+ [initialize.tokenizer]
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meta.json ADDED
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+ {
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+ "lang":"en",
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+ "name":"textcat_emotion_umberto",
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+ "version":"0.0.1",
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+ "description":"",
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+ "author":"",
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+ "email":"",
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+ "url":"",
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+ "license":"",
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+ "sadness",
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+ "fear",
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+ "love",
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+ "joy"
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+ "performance":{
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+ "cats_score":0.9726689611,
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+ "cats_score_desc":"macro AUC",
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+ "cats_micro_p":0.8895643364,
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+ "cats_micro_r":0.878,
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+ "transformer_loss":0.0220424234,
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+ "textcat_loss":12.5931168866
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+ }
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+ }
textcat/cfg ADDED
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+ {
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+ "labels":[
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+ "love",
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+ "surprise",
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+ "joy"
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+ "threshold":0.5
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