elisno commited on
Commit
4d73214
1 Parent(s): da91c78

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
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+ ---
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+ tags:
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+ - spacy
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+ - token-classification
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+ language:
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+ - is
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+ model-index:
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+ - name: is_ner_mim_trf
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+ results:
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+ - task:
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+ name: NER
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+ type: token-classification
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+ metrics:
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+ - name: NER Precision
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+ type: precision
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+ value: 0.874358448
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+ - name: NER Recall
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+ type: recall
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+ value: 0.8698937908
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+ - name: NER F Score
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+ type: f_score
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+ value: 0.8721204054
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `is_ner_mim_trf` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.1.1,<3.2.0` |
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+ | **Default Pipeline** | `transformer`, `ner` |
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+ | **Components** | `transformer`, `ner` |
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+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | n/a |
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+ | **License** | n/a |
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+ | **Author** | [n/a]() |
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+
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+ ### Label Scheme
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+
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+ <details>
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+
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+ <summary>View label scheme (8 labels for 1 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`ner`** | `Date`, `Location`, `Miscellaneous`, `Money`, `Organization`, `Percent`, `Person`, `Time` |
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+
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+ </details>
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+
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+ ### Accuracy
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+
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+ | Type | Score |
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+ | --- | --- |
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+ | `ENTS_F` | 87.21 |
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+ | `ENTS_P` | 87.44 |
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+ | `ENTS_R` | 86.99 |
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+ | `TRANSFORMER_LOSS` | 36813.40 |
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+ | `NER_LOSS` | 124039.02 |
config.cfg ADDED
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+ [paths]
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+ train = "corpus/MIM-GOLD-NER/train.spacy"
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+ dev = "corpus/MIM-GOLD-NER/dev.spacy"
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+ vectors = null
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+ init_tok2vec = null
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+
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+ [system]
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+ gpu_allocator = "pytorch"
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+ seed = 0
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+
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+ [nlp]
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+ lang = "is"
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+ pipeline = ["transformer","ner"]
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+ batch_size = 128
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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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+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
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+
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+ [components]
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+
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+ [components.ner]
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+ factory = "ner"
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+ incorrect_spans_key = null
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+ moves = null
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+ update_with_oracle_cut_size = 100
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+
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+ [components.ner.model]
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+ @architectures = "spacy.TransitionBasedParser.v2"
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+ state_type = "ner"
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+ extra_state_tokens = false
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+ hidden_width = 64
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+ maxout_pieces = 2
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+ use_upper = false
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+ nO = null
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+
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+ [components.ner.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 = "roberta-base"
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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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+ max_length = 512
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+ gold_preproc = false
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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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+ max_length = 512
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+ gold_preproc = false
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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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+ accumulate_gradient = 3
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+ dev_corpus = "corpora.dev"
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+ train_corpus = "corpora.train"
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+ seed = ${system.seed}
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+ gpu_allocator = ${system.gpu_allocator}
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+ dropout = 0.1
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+ patience = 1600
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+ max_epochs = 0
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+ max_steps = 20000
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+ eval_frequency = 200
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+ frozen_components = []
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+ annotating_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_padded.v1"
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+ discard_oversize = true
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+ size = 2000
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+ buffer = 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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+ 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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+ eps = 0.00000001
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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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+ ents_f = 1.0
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+ ents_p = 0.0
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+ ents_r = 0.0
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+ ents_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":"is",
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+ "name":"ner_mim_trf",
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+ "version":"0.0.0",
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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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+ "spacy_version":">=3.1.1,<3.2.0",
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+ "spacy_git_version":"e1f88de72",
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+ "labels":{
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+ "transformer":[
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+ ],
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+ "ner":[
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+ "Date",
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+ "Location",
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+ "Miscellaneous",
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+ "Money",
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+ "Organization",
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+ "Percent",
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+ "Person",
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+ "Time"
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+ ]
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+ },
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+ "pipeline":[
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+ "transformer",
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+ "ner"
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+ ],
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+ "components":[
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+ "ner"
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+ ],
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+ "disabled":[
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+ "_sourced_vectors_hashes":{
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+ "performance":{
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+ "ents_per_type":{
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+ "Organization":{
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+ "r":0.8081140351,
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+ "f":0.8103353491
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+ "Location":{
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+ "p":0.9097651422,
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+ "r":0.8459770115,
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+ "f":0.8767123288
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+ },
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+ "Miscellaneous":{
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+ "r":0.7414050822,
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+ "Person":{
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+ "Date":{
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+ "Money":{
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+ "Time":{
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+ "f":0.9082568807
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+ },
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+ "Percent":{
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+ }
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+ },
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+ "transformer_loss":368.1340307514,
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+ "ner_loss":1240.3902499678
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+ }
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+ }
ner/cfg ADDED
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+ {
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+ "multitasks":[
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+ "min_action_freq":1,
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+ "learn_tokens":false,
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+ "beam_width":1,
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+ "beam_density":0.0,
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+ "beam_update_prob":0.0,
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+ "incorrect_spans_key":null
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+ }
ner/model ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 251051
ner/moves ADDED
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+ ��moves� {"0":{},"1":{"Person":18626,"Organization":10396,"Miscellaneous":8297,"Location":7772,"Date":6889,"Time":1935,"Money":1835,"Percent":650},"2":{"Person":18626,"Organization":10396,"Miscellaneous":8297,"Location":7772,"Date":6889,"Time":1935,"Money":1835,"Percent":650},"3":{"Person":18626,"Organization":10396,"Miscellaneous":8297,"Location":7772,"Date":6889,"Time":1935,"Money":1835,"Percent":650},"4":{"Person":18626,"Organization":10396,"Miscellaneous":8297,"Location":7772,"Date":6889,"Time":1935,"Money":1835,"Percent":650,"":1},"5":{"":1}}�cfg��neg_key�
tokenizer ADDED
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