josiahkhor commited on
Commit
1328f0c
1 Parent(s): 3048672

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -32,3 +32,8 @@ 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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  *.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_triage_subject-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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+ vocab/vectors filter=lfs diff=lfs merge=lfs -text
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+ vocab/key2row filter=lfs diff=lfs merge=lfs -text
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+ tok2vec/model filter=lfs diff=lfs merge=lfs -text
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+ textcat/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_triage_subject
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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_triage_subject` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.4.3,<3.5.0` |
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+ | **Default Pipeline** | `tok2vec`, `textcat` |
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+ | **Components** | `tok2vec`, `textcat` |
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+ | **Vectors** | 514157 keys, 514157 unique vectors (300 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 (5 labels for 1 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`textcat`** | `General Correspondence`, `Invoice`, `New Claim Form`, `Assessor Report`, `Complaint` |
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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` | 79.52 |
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+ | `CATS_MICRO_P` | 99.34 |
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+ | `CATS_MICRO_R` | 99.34 |
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+ | `CATS_MICRO_F` | 99.34 |
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+ | `CATS_MACRO_P` | 79.37 |
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+ | `CATS_MACRO_R` | 79.67 |
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+ | `CATS_MACRO_F` | 79.52 |
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+ | `CATS_MACRO_AUC` | 79.99 |
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+ | `CATS_MACRO_AUC_PER_TYPE` | 0.00 |
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+ | `TOK2VEC_LOSS` | 25952.93 |
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+ | `TEXTCAT_LOSS` | 58.98 |
config.cfg ADDED
@@ -0,0 +1,150 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = "train_subject.spacy"
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+ dev = "train_subject.spacy"
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+ vectors = "en_core_web_lg"
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+ init_tok2vec = null
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+
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+ [system]
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+ gpu_allocator = null
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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 = ["tok2vec","textcat"]
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+ batch_size = 1000
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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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+ scorer = {"@scorers":"spacy.textcat_scorer.v1"}
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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.Tok2VecListener.v1"
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+ width = ${components.tok2vec.model.encode.width}
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+ upstream = "*"
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+
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+ [components.tok2vec]
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+ factory = "tok2vec"
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+
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+ [components.tok2vec.model]
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+ @architectures = "spacy.Tok2Vec.v2"
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+
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+ [components.tok2vec.model.embed]
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+ @architectures = "spacy.MultiHashEmbed.v2"
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+ width = ${components.tok2vec.model.encode.width}
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+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
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+ rows = [5000,1000,2500,2500]
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+ include_static_vectors = true
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+
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+ [components.tok2vec.model.encode]
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+ @architectures = "spacy.MaxoutWindowEncoder.v2"
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+ width = 256
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+ depth = 8
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+ window_size = 1
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+ maxout_pieces = 3
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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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+ 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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+ accumulate_gradient = 1
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+ patience = 1600
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+ max_epochs = -1
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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_words.v1"
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+ discard_oversize = false
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+ tolerance = 0.2
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+ get_length = null
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+
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+ [training.batcher.size]
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+ @schedules = "compounding.v1"
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+ start = 100
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+ stop = 1000
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+ compound = 1.001
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+ t = 0.0
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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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+ learn_rate = 0.0001
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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":"triage_subject",
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+ "version":"0.0.0",
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+ "author":"",
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+ "New Claim Form",
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+ "Assessor Report",
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+ "Complaint"
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+ ]
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+ "pipeline":[
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+ "textcat"
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+ "components":[
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+ "tok2vec",
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+ "textcat"
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+ ],
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+ "disabled":[
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+ "performance":{
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+ "cats_score":0.7952145005,
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+ "cats_score_desc":"macro F",
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+ "cats_micro_p":0.9934102142,
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+ "tok2vec_loss":259.5293373004,
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+ "textcat_loss":0.5898249324
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+ },
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+ "requirements":[
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+
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+ ]
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+ }
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