kangaroo927 commited on
Commit
faa30db
1 Parent(s): 869e76d

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 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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_pipeline
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+ results: []
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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** | `>=3.1.4,<3.2.0` |
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+ | **Default Pipeline** | `transformer`, `textcat` |
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+ | **Components** | `transformer`, `textcat` |
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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 (22 labels for 1 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`textcat`** | `Acute Bleed/Mesenteric Ischemia`, `Adrenal Mass Abdomen/Pelvis`, `Aortic Aneurysm Post EVT`, `Aortic Aneurysm Pre EVT`, `Aortic Dissection`, `Cystogram`, `Dual Phase Abdomen/Pelvis`, `Enterography IBD`, `NON Contrast Abdomen/Pelvis`, `Oral & IV Abdomen Pelvis`, `Oral Contrast Abdomen/Pelvis`, `Pancreas Mass Abdomen/Pelvis`, `Pelvis Only`, `Rectal Contrast Abdomen/Pelvis`, `Renal Donor`, `Renal Mass Abdomen/Pelvis`, `Renal Stone Abdomen/Pelvis`, `Routine Abdomen/Pelvis`, `Trauma Abdomen/Pelvis`, `Urogram Post Treatment/Follow Up`, `Urogram Pre Treatment Initial`, `Venogram` |
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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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+ | `CATS_SCORE` | 76.67 |
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+ | `CATS_MICRO_P` | 85.89 |
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+ | `CATS_MICRO_R` | 85.19 |
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+ | `CATS_MICRO_F` | 85.54 |
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+ | `CATS_MACRO_P` | 74.35 |
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+ | `CATS_MACRO_R` | 80.69 |
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+ | `CATS_MACRO_F` | 76.67 |
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+ | `CATS_MACRO_AUC` | 97.57 |
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+ | `CATS_MACRO_AUC_PER_TYPE` | 0.00 |
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+ | `TRANSFORMER_LOSS` | 19.80 |
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+ | `TEXTCAT_LOSS` | 504.30 |
config.cfg ADDED
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+ [paths]
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+ train = "train.spacy"
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+ dev = "valid.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","textcat"]
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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.textcat]
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+ factory = "textcat"
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+ threshold = 0.5
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+
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+ [components.textcat.model]
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+ @architectures = "spacy.TextCatEnsemble.v2"
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+ nO = null
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+
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+ [components.textcat.model.linear_model]
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+ @architectures = "spacy.TextCatBOW.v2"
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+ exclusive_classes = true
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+ ngram_size = 1
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+ no_output_layer = 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 = "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 = 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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+
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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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+ cats_score = 1.0
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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 = null
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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":"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":">=3.1.4,<3.2.0",
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+ "spacy_git_version":"006df1ae1",
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+ },
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+ "labels":{
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+ "transformer":[
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+ ],
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+ "textcat":[
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+ "Acute Bleed/Mesenteric Ischemia",
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+ "Adrenal Mass Abdomen/Pelvis",
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+ "Aortic Aneurysm Post EVT",
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+ "Aortic Aneurysm Pre EVT",
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+ "Aortic Dissection",
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+ "Cystogram",
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+ "Dual Phase Abdomen/Pelvis",
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+ "Enterography IBD",
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+ "NON Contrast Abdomen/Pelvis",
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+ "Oral & IV Abdomen Pelvis",
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+ "Oral Contrast Abdomen/Pelvis",
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+ "Pancreas Mass Abdomen/Pelvis",
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+ "Pelvis Only",
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+ "Rectal Contrast Abdomen/Pelvis",
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+ "Renal Donor",
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+ "Renal Mass Abdomen/Pelvis",
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+ "Renal Stone Abdomen/Pelvis",
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+ "Routine Abdomen/Pelvis",
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+ "Trauma Abdomen/Pelvis",
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+ "Urogram Post Treatment/Follow Up",
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+ "Urogram Pre Treatment Initial",
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+ "Venogram"
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+ ]
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+ },
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+ "pipeline":[
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+ "transformer",
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+ "textcat"
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+ "components":[
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+ ],
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+ "disabled":[
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+ "performance":{
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+ "cats_score":0.7667419903,
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+ "cats_score_desc":"macro F",
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+ "cats_micro_r":0.8519354279,
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+ "cats_micro_f":0.8554248366,
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+ "cats_macro_r":0.8068930654,
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+ "cats_macro_f":0.7667419903,
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+ "cats_macro_auc":0.975717691,
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+ "cats_f_per_type":{
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+ "Acute Bleed/Mesenteric Ischemia":{
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+ "p":0.5662650602,
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+ "r":0.7790055249,
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+ "f":0.6558139535
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+ "Adrenal Mass Abdomen/Pelvis":{
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+ "Aortic Aneurysm Pre EVT":{
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+ "Aortic Dissection":{
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+ "Cystogram":{
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+ "r":0.8333333333,
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+ "f":0.8695652174
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+ "Dual Phase Abdomen/Pelvis":{
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+ "r":0.6982543641,
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+ "Enterography IBD":{
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+ "r":0.8421052632,
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+ "NON Contrast Abdomen/Pelvis":{
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+ "Pancreas Mass Abdomen/Pelvis":{
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+ "Renal Donor":{
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+ "Renal Stone Abdomen/Pelvis":{
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+ "Routine Abdomen/Pelvis":{
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+ "Trauma Abdomen/Pelvis":{
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+ "Urogram Post Treatment/Follow Up":{
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+ "Urogram Pre Treatment Initial":{
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+ "Venogram":{
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+ }
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+ },
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+ "cats_macro_auc_per_type":0.0,
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+ "transformer_loss":0.1979868331,
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+ "textcat_loss":5.0429760002
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+ },
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+ "requirements":[
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+ "spacy-transformers>=1.0.6,<1.1.0"
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+ ]
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+ }
textcat/cfg ADDED
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+ {
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+ "labels":[
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+ "Acute Bleed/Mesenteric Ischemia",
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+ "Adrenal Mass Abdomen/Pelvis",
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+ "Aortic Aneurysm Post EVT",
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+ "Aortic Aneurysm Pre EVT",
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+ "Aortic Dissection",
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+ "Cystogram",
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+ "Dual Phase Abdomen/Pelvis",
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+ "Enterography IBD",
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+ "NON Contrast Abdomen/Pelvis",
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+ "Oral & IV Abdomen Pelvis",
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+ "Oral Contrast Abdomen/Pelvis",
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+ "Pancreas Mass Abdomen/Pelvis",
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+ "Pelvis Only",
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+ "Rectal Contrast Abdomen/Pelvis",
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+ "Renal Donor",
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+ "Renal Mass Abdomen/Pelvis",
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+ "Renal Stone Abdomen/Pelvis",
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+ "Routine Abdomen/Pelvis",
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+ "Trauma Abdomen/Pelvis",
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+ "Urogram Post Treatment/Follow Up",
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+ "Urogram Pre Treatment Initial",
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+ "Venogram"
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+ ],
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+ "threshold":0.5,
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+ "positive_label":null
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+ }
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