Update spaCy pipeline

.gitattributes

@@ -25,3 +25,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*strings.json filter=lfs diff=lfs merge=lfs -text
+vectors filter=lfs diff=lfs merge=lfs -text
+model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,56 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- is
+model-index:
+- name: is_ner_mim_trf
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.874358448
+    - name: NER Recall
+      type: recall
+      value: 0.8698937908
+    - name: NER F Score
+      type: f_score
+      value: 0.8721204054
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `is_ner_mim_trf` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.1.1,<3.2.0` |
+| **Default Pipeline** | `transformer`, `ner` |
+| **Components** | `transformer`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (8 labels for 1 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`ner`** | `Date`, `Location`, `Miscellaneous`, `Money`, `Organization`, `Percent`, `Person`, `Time` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 87.21 |
+| `ENTS_P` | 87.44 |
+| `ENTS_R` | 86.99 |
+| `TRANSFORMER_LOSS` | 36813.40 |
+| `NER_LOSS` | 124039.02 |

config.cfg

@@ -0,0 +1,139 @@
+[paths]
+train = "corpus/MIM-GOLD-NER/train.spacy"
+dev = "corpus/MIM-GOLD-NER/dev.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "is"
+pipeline = ["transformer","ner"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+update_with_oracle_cut_size = 100
+
+[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
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v1"
+name = "roberta-base"
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 512
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 512
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+ents_f = 1.0
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

is_ner_mim_trf-any-py3-none-any.whl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6b23dc346584fd8ebf72f136b232e905b30b375b0a9539da1e90c7b626736495
+size 439680523

meta.json

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+{
+  "lang":"is",
+  "name":"ner_mim_trf",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.1.1,<3.2.0",
+  "spacy_git_version":"e1f88de72",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "ner":[
+      "Date",
+      "Location",
+      "Miscellaneous",
+      "Money",
+      "Organization",
+      "Percent",
+      "Person",
+      "Time"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "ner"
+  ],
+  "components":[
+    "transformer",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "_sourced_vectors_hashes":{
+
+  },
+  "performance":{
+    "ents_f":0.8721204054,
+    "ents_p":0.874358448,
+    "ents_r":0.8698937908,
+    "ents_per_type":{
+      "Organization":{
+        "p":0.8125689085,
+        "r":0.8081140351,
+        "f":0.8103353491
+      },
+      "Location":{
+        "p":0.9097651422,
+        "r":0.8459770115,
+        "f":0.8767123288
+      },
+      "Miscellaneous":{
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+        "r":0.7414050822,
+        "f":0.7326440177
+      },
+      "Person":{
+        "p":0.9236363636,
+        "r":0.9355432781,
+        "f":0.9295516926
+      },
+      "Date":{
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+        "r":0.9650735294,
+        "f":0.9476534296
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+      "Money":{
+        "p":0.9342105263,
+        "r":0.8255813953,
+        "f":0.8765432099
+      },
+      "Time":{
+        "p":0.9252336449,
+        "r":0.8918918919,
+        "f":0.9082568807
+      },
+      "Percent":{
+        "p":0.9726027397,
+        "r":0.9466666667,
+        "f":0.9594594595
+      }
+    },
+    "transformer_loss":368.1340307514,
+    "ner_loss":1240.3902499678
+  }
+}

ner/cfg

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+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

ner/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:157ce09818f074ce16928ce7fc59030efab086b508d563e3047cedefe3d0b170
+size 251051

ner/moves

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tokenizer

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