Update spaCy pipeline

.gitattributes

@@ -32,3 +32,6 @@ 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
+es_pipeline-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+textcat/model filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,48 @@
+---
+tags:
+- spacy
+- text-classification
+language:
+- es
+model-index:
+- name: es_pipeline
+  results: []
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `es_pipeline` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.5.1,<3.6.0` |
+| **Default Pipeline** | `transformer`, `textcat` |
+| **Components** | `transformer`, `textcat` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (2 labels for 1 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`textcat`** | `Col`, `Arg` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `CATS_SCORE` | 83.75 |
+| `CATS_MICRO_P` | 83.89 |
+| `CATS_MICRO_R` | 83.89 |
+| `CATS_MICRO_F` | 83.89 |
+| `CATS_MACRO_P` | 83.67 |
+| `CATS_MACRO_R` | 83.88 |
+| `CATS_MACRO_F` | 83.75 |
+| `CATS_MACRO_AUC` | 90.09 |
+| `TRANSFORMER_LOSS` | 4738.91 |
+| `TEXTCAT_LOSS` | 274.59 |

config.cfg

@@ -0,0 +1,152 @@
+[paths]
+train = "./train.spacy"
+dev = "./dev.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "es"
+pipeline = ["transformer","textcat"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.textcat]
+factory = "textcat"
+scorer = {"@scorers":"spacy.textcat_scorer.v2"}
+threshold = 0.0
+
+[components.textcat.model]
+@architectures = "spacy.TextCatEnsemble.v2"
+nO = null
+
+[components.textcat.model.linear_model]
+@architectures = "spacy.TextCatBOW.v2"
+exclusive_classes = true
+ngram_size = 1
+no_output_layer = false
+nO = null
+
+[components.textcat.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.v3"
+name = "dccuchile/bert-base-spanish-wwm-cased"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[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]
+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
+before_update = 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]
+cats_score = 1.0
+cats_score_desc = null
+cats_micro_p = null
+cats_micro_r = null
+cats_micro_f = null
+cats_macro_p = null
+cats_macro_r = null
+cats_macro_f = null
+cats_macro_auc = null
+cats_f_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]

es_pipeline-any-py3-none-any.whl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cf20d299f9e150ca65fe472cbfb4c2e77d03d630a2c35974339a03b7694adcf3
+size 414852669

meta.json

@@ -0,0 +1,66 @@
+{
+  "lang":"es",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.5.1,<3.6.0",
+  "spacy_git_version":"Unknown",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "textcat":[
+      "Col",
+      "Arg"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "textcat"
+  ],
+  "components":[
+    "transformer",
+    "textcat"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "cats_score":0.8374973914,
+    "cats_score_desc":"macro F",
+    "cats_micro_p":0.838906868,
+    "cats_micro_r":0.838906868,
+    "cats_micro_f":0.838906868,
+    "cats_macro_p":0.8366819308,
+    "cats_macro_r":0.8387817932,
+    "cats_macro_f":0.8374973914,
+    "cats_macro_auc":0.9008964347,
+    "cats_f_per_type":{
+      "Col":{
+        "p":0.8657314629,
+        "r":0.8399222294,
+        "f":0.8526315789
+      },
+      "Arg":{
+        "p":0.8076323988,
+        "r":0.837641357,
+        "f":0.8223632038
+      }
+    },
+    "transformer_loss":47.3890625892,
+    "textcat_loss":2.7459255117
+  },
+  "requirements":[
+    "spacy-transformers>=1.2.2,<1.3.0"
+  ]
+}

textcat/cfg

@@ -0,0 +1,8 @@
+{
+  "labels":[
+    "Col",
+    "Arg"
+  ],
+  "threshold":0.0,
+  "positive_label":null
+}

textcat/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cac2ccbaacbfaf93ad66096f3ec11a09657dc3b4b4d6d66d9f4025c0ef033737
+size 9202513

tokenizer

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