| |
| |
| |
| [paths] |
| train = null |
| dev = null |
| vectors = null |
| [system] |
| gpu_allocator = "pytorch" |
|
|
| [nlp] |
| lang = "en" |
| pipeline = ["transformer","ner"] |
| batch_size = 128 |
|
|
| [components] |
|
|
| [components.transformer] |
| factory = "transformer" |
|
|
| [components.transformer.model] |
| @architectures = "spacy-transformers.TransformerModel.v3" |
| name = "roberta-base" |
| tokenizer_config = {"use_fast": true} |
|
|
| [components.transformer.model.get_spans] |
| @span_getters = "spacy-transformers.strided_spans.v1" |
| window = 128 |
| stride = 96 |
|
|
| [components.ner] |
| factory = "ner" |
|
|
| [components.ner.model] |
| @architectures = "spacy.TransitionBasedParser.v2" |
| state_type = "ner" |
| extra_state_tokens = false |
| hidden_width = 64 |
| maxout_pieces = 2 |
| use_upper = false |
| nO = null |
|
|
| [components.ner.model.tok2vec] |
| @architectures = "spacy-transformers.TransformerListener.v1" |
| grad_factor = 1.0 |
|
|
| [components.ner.model.tok2vec.pooling] |
| @layers = "reduce_mean.v1" |
|
|
| [corpora] |
|
|
| [corpora.train] |
| @readers = "spacy.Corpus.v1" |
| path = ${paths.train} |
| max_length = 0 |
|
|
| [corpora.dev] |
| @readers = "spacy.Corpus.v1" |
| path = ${paths.dev} |
| max_length = 0 |
|
|
| [training] |
| accumulate_gradient = 3 |
| dev_corpus = "corpora.dev" |
| train_corpus = "corpora.train" |
|
|
| [training.optimizer] |
| @optimizers = "Adam.v1" |
|
|
| [training.optimizer.learn_rate] |
| @schedules = "warmup_linear.v1" |
| warmup_steps = 250 |
| total_steps = 20000 |
| initial_rate = 5e-5 |
|
|
| [training.batcher] |
| @batchers = "spacy.batch_by_padded.v1" |
| discard_oversize = true |
| size = 2000 |
| buffer = 256 |
|
|
| [initialize] |
| vectors = ${paths.vectors} |