Update spaCy pipeline

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+en_predii_ner-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+tok2vec/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,56 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- en
+model-index:
+- name: en_predii_ner
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.8568965517
+    - name: NER Recall
+      type: recall
+      value: 0.7729393468
+    - name: NER F Score
+      type: f_score
+      value: 0.8127555192
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `en_predii_ner` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.7.4,<3.8.0` |
+| **Default Pipeline** | `tok2vec`, `ner` |
+| **Components** | `tok2vec`, `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`** | `CHASSIS TYPE`, `COMPONENT`, `CORRECTIVE ACTION`, `FAILURE ISSUE`, `MANUFACTURER`, `PARTS`, `PROCESS`, `VEHICLE MODEL` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 81.28 |
+| `ENTS_P` | 85.69 |
+| `ENTS_R` | 77.29 |
+| `TOK2VEC_LOSS` | 74793.71 |
+| `NER_LOSS` | 798047.72 |

config.cfg

@@ -0,0 +1,145 @@
+[paths]
+train = "./training_data.spacy"
+dev = "./training_data.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "en"
+pipeline = ["tok2vec","ner"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+vectors = {"@vectors":"spacy.Vectors.v1"}
+
+[components]
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+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 = true
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode.width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,1000,2500,2500]
+include_static_vectors = false
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[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
+learn_rate = 0.001
+
+[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]

en_predii_ner-any-py3-none-any.whl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7483ca1a962a7c4f87cf8272f9b0b0791f5c6cf17eca2da160acaa0ac6cacc7f
+size 5712787

meta.json

@@ -0,0 +1,96 @@
+{
+  "lang":"en",
+  "name":"predii_ner",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.7.4,<3.8.0",
+  "spacy_git_version":"bff8725f4",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "ner":[
+      "CHASSIS TYPE",
+      "COMPONENT",
+      "CORRECTIVE ACTION",
+      "FAILURE ISSUE",
+      "MANUFACTURER",
+      "PARTS",
+      "PROCESS",
+      "VEHICLE MODEL"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.8127555192,
+    "ents_p":0.8568965517,
+    "ents_r":0.7729393468,
+    "ents_per_type":{
+      "MANUFACTURER":{
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+        "r":0.9622641509,
+        "f":0.953271028
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+      "COMPONENT":{
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+        "r":0.8120300752,
+        "f":0.8120300752
+      },
+      "VEHICLE MODEL":{
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+        "r":0.8039215686,
+        "f":0.8039215686
+      },
+      "FAILURE ISSUE":{
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+        "r":0.7692307692,
+        "f":0.813559322
+      },
+      "CORRECTIVE ACTION":{
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+        "r":0.6241610738,
+        "f":0.7265625
+      },
+      "CHASSIS TYPE":{
+        "p":0.8936170213,
+        "r":0.9545454545,
+        "f":0.9230769231
+      },
+      "PROCESS":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "PARTS":{
+        "p":0.8205128205,
+        "r":0.6808510638,
+        "f":0.7441860465
+      }
+    },
+    "tok2vec_loss":747.9370691416,
+    "ner_loss":7980.4772103899
+  },
+  "requirements":[
+
+  ]
+}

ner/cfg

@@ -0,0 +1,13 @@
+{
+  "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/moves

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tok2vec/cfg

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+{
+
+}

tok2vec/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bfe9d32d93687b8e7744707acf35caf542afff97fd818337f8a4995f6b387825
+size 6009091

tokenizer

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+  "x-dd",
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+  "x.d",
+  "x.x",
+  "x.x.",
+  "x/x",
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+  "xDD",
+  "xX",
+  "xXX",
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+  "x_d",
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+  "xxx.xxx",
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+  "xxxddd",
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+  "xxxx'",
+  "xxxx'x",
+  "xxxx-d",
+  "xxxx.xx",
+  "xxxx.xxx",
+  "xxxx.xxxx",
+  "xxxx://xxx.xxxx.xxx",
+  "xxxx:ddx/ddx/ddx",
+  "xxxx\u2019",
+  "xxxx\u2019x",
+  "xxx\u2019x",
+  "xx\u2019",
+  "xx\u2019x",
+  "xx\u2019xx",
+  "x\u2019",
+  "x\u2019x",
+  "x\u2019xxxx",
+  "x\ufe35x",
+  "y",
+  "y'",
+  "y's",
+  "y.",
+  "you",
+  "y\u2019",
+  "y\u2019s",
+  "z",
+  "z.",
+  "zed",
+  "zetec",
+  "|",
+  "}",
+  "\u00a0",
+  "\u00ac",
+  "\u00ac_\u00ac",
+  "\u00af",
+  "\u00af\\(x)/\u00af",
+  "\u00af\\(\u30c4)/\u00af",
+  "\u00b0",
+  "\u00b0C.",
+  "\u00b0F.",
+  "\u00b0K.",
+  "\u00b0X.",
+  "\u00b0c.",
+  "\u00b0f.",
+  "\u00b0k.",
+  "\u00b0x.",
+  "\u00e4",
+  "\u00e4.",
+  "\u00f6",
+  "\u00f6.",
+  "\u00fc",
+  "\u00fc.",
+  "\u0ca0",
+  "\u0ca0_\u0ca0",
+  "\u0ca0\ufe35\u0ca0",
+  "\u2014",
+  "\u2018",
+  "\u2018S",
+  "\u2018X",
+  "\u2018s",
+  "\u2018x",
+  "\u2019",
+  "\u2019-(",
+  "\u2019-)",
+  "\u2019Cause",
+  "\u2019Cos",
+  "\u2019Coz",
+  "\u2019Cuz",
+  "\u2019S",
+  "\u2019X",
+  "\u2019Xxx",
+  "\u2019Xxxxx",
+  "\u2019am",
+  "\u2019bout",
+  "\u2019cause",
+  "\u2019cos",
+  "\u2019coz",
+  "\u2019cuz",
+  "\u2019d",
+  "\u2019em",
+  "\u2019ll",
+  "\u2019m",
+  "\u2019nuff",
+  "\u2019re",
+  "\u2019s",
+  "\u2019ve",
+  "\u2019x",
+  "\u2019xx",
+  "\u2019xxx",
+  "\u2019xxxx",
+  "\u2019y",
+  "\u2019\u2019",
+  "\u2501",
+  "\u253b",
+  "\u253b\u2501\u253b",
+  "\u256f",
+  "\u25a1",
+  "\ufe35",
+  "\uff09"
+]

vocab/vectors.cfg

@@ -0,0 +1,3 @@
+{
+  "mode":"default"
+}