Update spaCy pipeline
Browse files- .gitattributes +5 -0
- README.md +56 -0
- config.cfg +147 -0
- de_wikiner_lg-any-py3-none-any.whl +3 -0
- meta.json +72 -0
- ner/cfg +13 -0
- ner/model +0 -0
- ner/moves +1 -0
- tok2vec/cfg +3 -0
- tok2vec/model +3 -0
- tokenizer +3 -0
- vocab/key2row +3 -0
- vocab/lookups.bin +3 -0
- vocab/strings.json +3 -0
- vocab/vectors +3 -0
- vocab/vectors.cfg +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,8 @@ 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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de_wikiner_lg-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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tok2vec/model filter=lfs diff=lfs merge=lfs -text
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vocab/key2row filter=lfs diff=lfs merge=lfs -text
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vocab/strings.json filter=lfs diff=lfs merge=lfs -text
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vocab/vectors filter=lfs diff=lfs merge=lfs -text
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README.md
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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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- de
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model-index:
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- name: de_wikiner_lg
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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: 0.8470824496
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- name: NER Recall
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type: recall
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value: 0.8186447146
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- name: NER F Score
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type: f_score
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value: 0.8326208338
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---
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| Feature | Description |
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| --- | --- |
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| **Name** | `de_wikiner_lg` |
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| **Version** | `1.0.0` |
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| **spaCy** | `>=3.7.5,<3.8.0` |
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| **Default Pipeline** | `tok2vec`, `ner` |
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| **Components** | `tok2vec`, `ner` |
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| **Vectors** | 500000 keys, 500000 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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### Label Scheme
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<details>
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<summary>View label scheme (4 labels for 1 components)</summary>
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| Component | Labels |
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| --- | --- |
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| **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
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</details>
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### Accuracy
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| Type | Score |
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| --- | --- |
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| `ENTS_F` | 83.26 |
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| `ENTS_P` | 84.71 |
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| `ENTS_R` | 81.86 |
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| `TOK2VEC_LOSS` | 401121.28 |
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| `NER_LOSS` | 924927.46 |
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config.cfg
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[paths]
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train = "corpus/wikiner-de/train.spacy"
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dev = "corpus/wikiner-de/dev.spacy"
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vectors = null
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init_tok2vec = null
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[system]
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gpu_allocator = null
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seed = 0
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[nlp]
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lang = "de"
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pipeline = ["tok2vec","ner"]
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tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
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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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batch_size = 1000
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vectors = {"@vectors":"spacy.Vectors.v1"}
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[components]
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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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[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 = 128
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maxout_pieces = 2
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use_upper = true
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nO = null
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[components.ner.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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[components.tok2vec]
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factory = "tok2vec"
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[components.tok2vec.model]
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@architectures = "spacy.Tok2Vec.v2"
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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 = [5000,2500,2500,2500]
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include_static_vectors = true
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[components.tok2vec.model.encode]
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@architectures = "spacy.MaxoutWindowEncoder.v2"
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width = 96
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depth = 4
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window_size = 1
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maxout_pieces = 3
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[corpora]
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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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[corpora.train]
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@readers = "spacy.Corpus.v1"
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path = ${paths.train}
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max_length = 2000
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gold_preproc = false
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limit = 0
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augmenter = null
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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 = 0.2
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accumulate_gradient = 1
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patience = 1000
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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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before_to_disk = null
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annotating_components = []
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before_update = null
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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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[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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[training.logger]
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@loggers = "spacy.ConsoleLogger.v2"
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progress_bar = true
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console_output = true
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output_file = null
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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 = 0.001
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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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[pretraining]
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[initialize]
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vectors = "de_core_news_lg"
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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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[initialize.components]
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[initialize.tokenizer]
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de_wikiner_lg-any-py3-none-any.whl
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version https://git-lfs.github.com/spec/v1
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oid sha256:8305ec439cad1247bed05907b97f6db4c473d859bc4083ef4ee0f893963c5b2e
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size 561428172
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meta.json
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{
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"lang":"de",
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"name":"wikiner_lg",
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"version":"1.0.0",
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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":">=3.7.5,<3.8.0",
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"spacy_git_version":"a6d0fc360",
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"vectors":{
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"width":300,
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"vectors":500000,
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"keys":500000,
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"name":"de_vectors"
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},
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"labels":{
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"tok2vec":[
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],
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"ner":[
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"LOC",
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"MISC",
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"ORG",
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"PER"
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]
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},
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"pipeline":[
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"tok2vec",
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"ner"
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],
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"components":[
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"tok2vec",
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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":0.8326208338,
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"ents_p":0.8470824496,
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"ents_r":0.8186447146,
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"ents_per_type":{
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"ORG":{
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"p":0.7868246366,
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"r":0.701160614,
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"f":0.7415267659
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},
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"LOC":{
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"p":0.860737474,
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"r":0.8593478633,
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"f":0.8600421073
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},
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"PER":{
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"p":0.883137462,
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"r":0.930094567,
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"f":0.9060079926
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},
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"MISC":{
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"p":0.7971365806,
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"r":0.6615326586,
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"f":0.723031469
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}
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},
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"tok2vec_loss":4011.2127968389,
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"ner_loss":9249.274602863
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},
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"requirements":[
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]
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}
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ner/cfg
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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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"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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}
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ner/model
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Binary file (457 kB). View file
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ner/moves
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��moves��{"0":{},"1":{"LOC":162655,"PER":115697,"ORG":76575,"MISC":75601},"2":{"LOC":162655,"PER":115697,"ORG":76575,"MISC":75601},"3":{"LOC":162655,"PER":115697,"ORG":76575,"MISC":75601},"4":{"LOC":162655,"PER":115697,"ORG":76575,"MISC":75601,"":1},"5":{"":1}}�cfg��neg_key�
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tok2vec/cfg
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{
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}
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tok2vec/model
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version https://git-lfs.github.com/spec/v1
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oid sha256:54039a64299d93e7b1f0e9a0562f434261200525056fc8cb4d7ad4833bba91e9
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size 6811418
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tokenizer
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