apoorvapise commited on
Commit
429e275
1 Parent(s): a3c49ab

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -33,3 +33,5 @@ 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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  *.zst 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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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ en_pipeline-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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+ transformer/model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,56 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+ - en
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+ model-index:
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+ - name: en_pipeline
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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: 0.6956521739
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+ - name: NER Recall
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+ type: recall
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+ value: 0.6666666667
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+ - name: NER F Score
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+ type: f_score
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+ value: 0.6808510638
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `en_pipeline` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.7.4,<3.8.0` |
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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 (18 labels for 1 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`ner`** | `AGREE`, `ALLERGY`, `ANTIBIOTIC`, `BETA-BLOCKERS`, `BLOOD LOSS`, `CONSENT`, `DURATION`, `FIRE RISK`, `GREETING`, `MEDICAL_PROCEDURE`, `MEDICAL_ROLE`, `MEDS/EQUIPMENT`, `MRN`, `NAME`, `POSITION`, `RADIOLOGY`, `READY`, `SITES` |
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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` | 68.09 |
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+ | `ENTS_P` | 69.57 |
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+ | `ENTS_R` | 66.67 |
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+ | `TRANSFORMER_LOSS` | 0.00 |
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+ | `NER_LOSS` | 0.00 |
config.cfg ADDED
@@ -0,0 +1,147 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = "/content/Files/train_data.spacy"
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+ dev = "/content/Files/test_data.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 = "en"
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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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+ vectors = {"@vectors":"spacy.Vectors.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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+ scorer = {"@scorers":"spacy.ner_scorer.v1"}
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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.v3"
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+ name = "roberta-base"
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+ mixed_precision = false
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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.grad_scaler_config]
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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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+ [components.transformer.model.transformer_config]
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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 = 0
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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 = 0
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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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+ before_update = 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]
en_pipeline-any-py3-none-any.whl ADDED
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meta.json ADDED
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+ {
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+ "lang":"en",
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+ "name":"pipeline",
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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":">=3.7.4,<3.8.0",
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+ "spacy_git_version":"bff8725f4",
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+ "vectors":{
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+ "width":0,
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+ "vectors":0,
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+ "keys":0,
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+ "name":null
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+ },
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+ "labels":{
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+ "transformer":[
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+
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+ ],
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+ "ner":[
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+ "AGREE",
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+ "ALLERGY",
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+ "ANTIBIOTIC",
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+ "BETA-BLOCKERS",
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+ "BLOOD LOSS",
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+ "CONSENT",
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+ "DURATION",
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+ "FIRE RISK",
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+ "GREETING",
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+ "MEDICAL_PROCEDURE",
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+ "MEDICAL_ROLE",
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+ "MEDS/EQUIPMENT",
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+ "MRN",
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+ "NAME",
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+ "POSITION",
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+ "RADIOLOGY",
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+ "READY",
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+ "SITES"
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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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+ ],
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+ "performance":{
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+ "ents_f":0.6808510638,
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+ "ents_p":0.6956521739,
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+ "CONSENT":{
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+ "ANTIBIOTIC":{
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+ "ALLERGY":{
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+ "BLOOD LOSS":{
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+ "POSITION":{
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+ "RADIOLOGY":{
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+ "FIRE RISK":{
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+ },
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+ "DURATION":{
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+ },
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+ "AGREE":{
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+ "BETA-BLOCKERS":{
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+ "SPECIMEN":{
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+ }
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+ },
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+ "transformer_loss":0.0000247666,
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+ "ner_loss":0.0000189024
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+ },
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+ "requirements":[
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+ "spacy-transformers>=1.3.5,<1.4.0"
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+ ]
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+ }
ner/cfg ADDED
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+ {
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+ "moves":null,
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+ "update_with_oracle_cut_size":100,
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+ "multitasks":[
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+
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+ ],
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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
Binary file (314 kB). View file
 
ner/moves ADDED
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+ ��moves�{"0":{},"1":{"MEDS/EQUIPMENT":18,"NAME":15,"BLOOD LOSS":15,"MEDICAL_ROLE":14,"DURATION":11,"CONSENT":9,"ANTIBIOTIC":9,"SITES":8,"FIRE RISK":8,"GREETING":7,"BETA-BLOCKERS":7,"MRN":6,"MEDICAL_PROCEDURE":6,"AGREE":6,"RADIOLOGY":5,"READY":4,"POSITION":4,"ALLERGY":4},"2":{"MEDS/EQUIPMENT":18,"NAME":15,"BLOOD LOSS":15,"MEDICAL_ROLE":14,"DURATION":11,"CONSENT":9,"ANTIBIOTIC":9,"SITES":8,"FIRE RISK":8,"GREETING":7,"BETA-BLOCKERS":7,"MRN":6,"MEDICAL_PROCEDURE":6,"AGREE":6,"RADIOLOGY":5,"READY":4,"POSITION":4,"ALLERGY":4},"3":{"MEDS/EQUIPMENT":18,"NAME":15,"BLOOD LOSS":15,"MEDICAL_ROLE":14,"DURATION":11,"CONSENT":9,"ANTIBIOTIC":9,"SITES":8,"FIRE RISK":8,"GREETING":7,"BETA-BLOCKERS":7,"MRN":6,"MEDICAL_PROCEDURE":6,"AGREE":6,"RADIOLOGY":5,"READY":4,"POSITION":4,"ALLERGY":4},"4":{"MEDS/EQUIPMENT":18,"NAME":15,"BLOOD LOSS":15,"MEDICAL_ROLE":14,"DURATION":11,"CONSENT":9,"ANTIBIOTIC":9,"SITES":8,"FIRE RISK":8,"GREETING":7,"BETA-BLOCKERS":7,"MRN":6,"MEDICAL_PROCEDURE":6,"AGREE":6,"RADIOLOGY":5,"READY":4,"POSITION":4,"ALLERGY":4,"":1},"5":{"":1}}�cfg��neg_key�
tokenizer ADDED
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+ "\uff09"
1551
+ ]
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