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[paths] |
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train = null |
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dev = null |
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vectors = null |
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[system] |
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gpu_allocator = "pytorch" |
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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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[components] |
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[components.transformer] |
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factory = "transformer" |
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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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tokenizer_config = {"use_fast": true} |
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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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[components.ner] |
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factory = "ner" |
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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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[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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[components.ner.model.tok2vec.pooling] |
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@layers = "reduce_mean.v1" |
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[corpora] |
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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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[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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[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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[training.optimizer] |
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@optimizers = "Adam.v1" |
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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 = 5e-5 |
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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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[initialize] |
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vectors = ${paths.vectors} |