Update spaCy pipeline

.gitattributes

@@ -33,3 +33,6 @@ 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
+ner/model filter=lfs diff=lfs merge=lfs -text
+tok2vec/model filter=lfs diff=lfs merge=lfs -text
+vi_task_ner-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,58 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- vi
+model-index:
+- name: vi_task_ner
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.8979591837
+    - name: NER Recall
+      type: recall
+      value: 0.8979591837
+    - name: NER F Score
+      type: f_score
+      value: 0.8979591837
+---
+This is ner model for task
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `vi_task_ner` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.7.5,<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** | [Chánh Hỷ]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (5 labels for 1 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`ner`** | `DATE`, `LOCATION`, `PERSON`, `TASK`, `TIME` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 89.80 |
+| `ENTS_P` | 89.80 |
+| `ENTS_R` | 89.80 |
+| `TOK2VEC_LOSS` | 19657.96 |
+| `NER_LOSS` | 12221.95 |

config.cfg

@@ -0,0 +1,145 @@
+[paths]
+train = "train.spacy"
+dev = "dev.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "xx"
+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]

meta.json

@@ -0,0 +1,73 @@
+{
+  "lang":"vi",
+  "name":"task_ner",
+  "version":"0.0.0",
+  "description":"This is ner model for task",
+  "author":"Ch\u00e1nh H\u1ef7",
+  "email":"hlchy11997@gmail.com",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.7.5,<3.8.0",
+  "spacy_git_version":"a6d0fc360",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "ner":[
+      "DATE",
+      "LOCATION",
+      "PERSON",
+      "TASK",
+      "TIME"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.8979591837,
+    "ents_p":0.8979591837,
+    "ents_r":0.8979591837,
+    "ents_per_type":{
+      "TIME":{
+        "p":0.9473684211,
+        "r":0.9473684211,
+        "f":0.9473684211
+      },
+      "DATE":{
+        "p":0.8723404255,
+        "r":0.9111111111,
+        "f":0.8913043478
+      },
+      "TASK":{
+        "p":0.875,
+        "r":0.875,
+        "f":0.875
+      },
+      "PERSON":{
+        "p":0.9285714286,
+        "r":0.8125,
+        "f":0.8666666667
+      }
+    },
+    "tok2vec_loss":196.5795554539,
+    "ner_loss":122.2195483109
+  },
+  "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/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5abe06e35b2210f36e1084f11de0734821dd7bb78c13836a85ac79ee0f1a4774
+size 131668

ner/moves

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tok2vec/cfg

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+{
+
+}

tok2vec/model

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+oid sha256:b6802a1aa6560ae4366b5ddba351841800646048fbcac81236a72e4636a455f6
+size 6009091

tokenizer

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+  "g\u00f2n",
+  "g\u1eb7p",
+  "g\u1ecdc",
+  "g\u1ecdi",
+  "g\u1eedi",
+  "h",
+  "h.",
+  "h00",
+  "h10",
+  "h15",
+  "h20",
+  "h30",
+  "h45",
+  "h50",
+  "h59",
+  "hai",
+  "ham",
+  "hay",
+  "him",
+  "hip",
+  "hi\u1ec7u",
+  "hoa",
+  "hoan",
+  "hon",
+  "hop",
+  "ho\u00e0n",
+  "ho\u00e0ng",
+  "ho\u00e1",
+  "ho\u1ea1ch",
+  "ho\u1ea1t",
+  "huy",
+  "h\u00e0",
+  "h\u00e0ng",
+  "h\u00e1m",
+  "h\u00e1p",
+  "h\u00e1t",
+  "h\u00e1u",
+  "h\u00e2n",
+  "h\u00eam",
+  "h\u00ecnh",
+  "h\u00f2a",
+  "h\u00f3a",
+  "h\u00f3m",
+  "h\u00f4m",
+  "h\u00f9ng",
+  "h\u00fac",
+  "h\u00fat",
+  "h\u01a1i",
+  "h\u01b0ng",
+  "h\u01b0\u01a1ng",
+  "h\u01b0\u1edbng",
+  "h\u1ea1",
+  "h\u1ea1c",
+  "h\u1ea1n",
+  "h\u1ea1nh",
+  "h\u1ea1y",
+  "h\u1ea3i",
+  "h\u1ea3n",
+  "h\u1ea3o",
+  "h\u1ea7u",
+  "h\u1ea7y",
+  "h\u1ea9m",
+  "h\u1eadn",
+  "h\u1eadt",
+  "h\u1eafn",
+  "h\u1eb1ng",
+  "h\u1eb9n",
+  "h\u1ebft",
+  "h\u1ec7",
+  "h\u1ecdc",
+  "h\u1ecdp",
+  "h\u1ecfe",
+  "h\u1ed1t",
+  "h\u1ed3",
+  "h\u1ed9p",
+  "h\u1ee9c",
+  "h\u1ef1c",
+  "i",
+  "i.",
+  "iao",
+  "ide",
+  "iew",
+  "ign",
+  "ile",
+  "ine",
+  "ing",
+  "inh",
+  "int",
+  "ive",
+  "i\u00e1o",
+  "i\u00e3n",
+  "i\u00ean",
+  "i\u00eau",
+  "i\u1eb7t",
+  "i\u1ebft",
+  "i\u1ec1n",
+  "i\u1ec1u",
+  "i\u1ec3m",
+  "i\u1ec3n",
+  "i\u1ec3u",
+  "i\u1ec7c",
+  "i\u1ec7m",
+  "i\u1ec7n",
+  "i\u1ec7p",
+  "i\u1ec7t",
+  "i\u1ec7u",
+  "j",
+  "j.",
+  "k",
+  "k.",
+  "karaoke",
+  "khai",
+  "khi",
+  "khoa",
+  "khu",
+  "khuya",
+  "kh\u00e1ch",
+  "kh\u00e1m",
+  "kh\u00f3a",
+  "kh\u1ea3i",
+  "kh\u1ea3o",
+  "kh\u1ecfe",
+  "kia",
+  "ki\u1ec3m",
+  "km",
+  "k\u00e8m",
+  "k\u00fd",
+  "k\u1ebf",
+  "k\u1ef9",
+  "l",
+  "l.",
+  "lan",
+  "lax",
+  "lin",
+  "linh",
+  "live",
+  "livestream",
+  "lix",
+  "li\u00ean",
+  "li\u1ec7u",
+  "location",
+  "loy",
+  "luy\u1ec7n",
+  "lu\u1eadn",
+  "l\u00e0m",
+  "l\u00e2m",
+  "l\u00f4ng",
+  "l\u00fac",
+  "l\u00fd",
+  "l\u1ea1i",
+  "l\u1ea1t",
+  "l\u1ea9u",
+  "l\u1eadp",
+  "l\u1ecbch",
+  "l\u1ed7i",
+  "l\u1edbp",
+  "l\u1eddi",
+  "m",
+  "m.",
+  "mai",
+  "mail",
+  "marketing",
+  "minh",
+  "mobile",
+  "module",
+  "mua",
+  "mu\u1ed1n",
+  "mu\u1ed9n",
+  "m\u00e1y",
+  "m\u00ec",
+  "m\u00f4n",
+  "m\u00f9ng",
+  "m\u1ea5t",
+  "m\u1eb9",
+  "m\u1ec1m",
+  "m\u1ed1t",
+  "m\u1ed7i",
+  "m\u1edbi",
+  "n",
+  "n.",
+  "nam",
+  "nay",
+  "netflix",
+  "nghe",
+  "nghi\u1ec7m",
+  "nghi\u1ec7p",
+  "ngo\u00e0i",
+  "ngo\u1ea1i",
+  "ng\u00e0y",
+  "ng\u00e2n",
+  "ng\u01b0\u1eddi",
+  "ng\u1ecdc",
+  "ng\u1ee7",
+  "ng\u1eef",
+  "nha",
+  "nhanh",
+  "nh\u00e0",
+  "nh\u00e2n",
+  "nh\u00f3m",
+  "nh\u1ea1c",
+  "nh\u1eadn",
+  "nh\u1eadt",
+  "nh\u1eafn",
+  "nh\u1edb",
+  "nic",
+  "nit",
+  "ntt",
+  "n\u00e0y",
+  "n\u00e2ng",
+  "n\u0103m",
+  "n\u0103ng",
+  "n\u01b0\u1edbc",
+  "n\u1ea5u",
+  "n\u1eb5ng",
+  "n\u1ed9i",
+  "n\u1ed9p",
+  "n\u1eefa",
+  "o",
+  "o.",
+  "o.0",
+  "o.O",
+  "o.o",
+  "o_0",
+  "o_O",
+  "o_o",
+  "oan",
+  "ode",
+  "offline",
+  "oga",
+  "oke",
+  "ong",
+  "online",
+  "ook",
+  "oom",
+  "ops",
+  "o\u00e0i",
+  "o\u00e0n",
+  "o\u00e1n",
+  "o\u1ea1i",
+  "o\u1ea1n",
+  "o\u1ea1t",
+  "p",
+  "p.",
+  "person",
+  "pha",
+  "phim",
+  "phi\u00ean",
+  "ph\u00e1p",
+  "ph\u00ea",
+  "ph\u00f2ng",
+  "ph\u00fac",
+  "ph\u00fat",
+  "ph\u01b0\u01a1ng",
+  "ph\u01b0\u1edbc",
+  "ph\u1ea3i",
+  "ph\u1ea3n",
+  "ph\u1ea9m",
+  "ph\u1ecfng",
+  "ph\u1ed1",
+  "ph\u1edf",
+  "piano",
+  "picnic",
+  "product",
+  "pull",
+  "python",
+  "q",
+  "q.",
+  "qa",
+  "qua",
+  "quang",
+  "quanh",
+  "quen",
+  "qu\u00e1n",
+  "qu\u00e2n",
+  "qu\u00ean",
+  "qu\u00fd",
+  "qu\u1ea7n",
+  "qu\u1ed1c",
+  "r",
+  "r.",
+  "ra",
+  "rau",
+  "react",
+  "reactjs",
+  "relax",
+  "release",
+  "request",
+  "review",
+  "r\u00e1c",
+  "r\u00e2m",
+  "r\u00ean",
+  "r\u0103ng",
+  "r\u01b0a",
+  "r\u1ed3i",
+  "r\u1ed5",
+  "r\u1eeda",
+  "r\u1ef1c",
+  "s",
+  "s.",
+  "sau",
+  "server",
+  "ship",
+  "sinh",
+  "si\u00eau",
+  "slide",
+  "so\u1ea1n",
+  "space",
+  "sprint",
+  "stream",
+  "s\u00e0i",
+  "s\u00e1ch",
+  "s\u00e1ng",
+  "s\u00e1u",
+  "s\u00e2n",
+  "s\u01a1",
+  "s\u1eafp",
+  "s\u1ebd",
+  "s\u1ebfp",
+  "s\u1edbm",
+  "s\u1ee9c",
+  "s\u1eed",
+  "s\u1eeda",
+  "s\u1eefa",
+  "t",
+  "t.",
+  "tJS",
+  "tar",
+  "task",
+  "team",
+  "test",
+  "tham",
+  "thanh",
+  "thay",
+  "thi",
+  "tho\u1ea1i",
+  "thu",
+  "thuy\u1ebft",
+  "thu\u1ed1c",
+  "th\u00e0nh",
+  "th\u00e1ng",
+  "th\u00eam",
+  "th\u00ed",
+  "th\u01b0",
+  "th\u1ea3o",
+  "th\u1ea7u",
+  "th\u1ea7y",
+  "th\u1eafng",
+  "th\u1ec3",
+  "th\u1ecb",
+  "th\u1ed1ng",
+  "th\u1ee7",
+  "th\u1ee9",
+  "th\u1ef1c",
+  "time",
+  "tin",
+  "ti\u1ebfng",
+  "ti\u1ec1n",
+  "ti\u1ec3u",
+  "ti\u1ec7c",
+  "tjs",
+  "toeic",
+  "to\u00e1n",
+  "tra",
+  "training",
+  "tri\u1ec3n",
+  "trong",
+  "trung",
+  "truy\u1ec1n",
+  "tr\u00e0",
+  "tr\u00e2m",
+  "tr\u00ean",
+  "tr\u00ecnh",
+  "tr\u01b0a",
+  "tr\u01b0\u1edbc",
+  "tr\u01b0\u1eddng",
+  "tr\u1ea3",
+  "tr\u1ef1c",
+  "tuy\u1ebfn",
+  "tu\u1ea5n",
+  "tu\u1ea7n",
+  "ty",
+  "t\u00e0i",
+  "t\u00e0u",
+  "t\u00e1c",
+  "t\u00e2m",
+  "t\u00f4i",
+  "t\u01b0",
+  "t\u01b0\u1edbi",
+  "t\u1ea1i",
+  "t\u1eadp",
+  "t\u1eb7ng",
+  "t\u1ebf",
+  "t\u1ed1i",
+  "t\u1ed5",
+  "t\u1edbi",
+  "t\u1ee5",
+  "t\u1ee7",
+  "t\u1ee9c",
+  "t\u1eeb",
+  "u",
+  "u.",
+  "uct",
+  "uen",
+  "ule",
+  "ull",
+  "ung",
+  "unit",
+  "uth",
+  "uya",
+  "u\u00e1n",
+  "u\u00e2n",
+  "u\u00ean",
+  "u\u1ea5n",
+  "u\u1ea7n",
+  "u\u1ea9n",
+  "u\u1eadn",
+  "u\u1ed1c",
+  "u\u1ed1i",
+  "u\u1ed1n",
+  "u\u1ed1ng",
+  "u\u1ed5i",
+  "u\u1ed9c",
+  "u\u1ed9n",
+  "v",
+  "v.",
+  "v.v",
+  "v_v",
+  "ver",
+  "video",
+  "violin",
+  "vi\u00ean",
+  "vi\u1ebft",
+  "vi\u1ec7c",
+  "vi\u1ec7n",
+  "vi\u1ec7t",
+  "v\u00e0",
+  "v\u00e0o",
+  "v\u0103n",
+  "v\u0169ng",
+  "v\u01b0\u1eddn",
+  "v\u1ea5n",
+  "v\u1eadt",
+  "v\u1ebd",
+  "v\u1ec1",
+  "v\u1edbi",
+  "w",
+  "w.",
+  "workshop",
+  "x",
+  "x.",
+  "x.X",
+  "x.d",
+  "x.x",
+  "xD",
+  "xDD",
+  "xX",
+  "xXX",
+  "x_X",
+  "x_d",
+  "x_x",
+  "xd",
+  "xdd",
+  "xe",
+  "xem",
+  "xin",
+  "xx",
+  "xxx",
+  "xxxx",
+  "x\u00e1c",
+  "x\u1ea1",
+  "x\u1ebfp",
+  "x\ufe35x",
+  "y",
+  "y.",
+  "yoga",
+  "y\u00eau",
+  "y\u1ebfn",
+  "y\u1ebft",
+  "y\u1ec1n",
+  "y\u1ec7n",
+  "z",
+  "z.",
+  "zoom",
+  "|",
+  "}",
+  "\u00a0",
+  "\u00ac",
+  "\u00ac_\u00ac",
+  "\u00af",
+  "\u00af\\(x)/\u00af",
+  "\u00af\\(\u30c4)/\u00af",
+  "\u00b0",
+  "\u00b0C.",
+  "\u00b0F.",
+  "\u00b0K.",
+  "\u00b0X.",
+  "\u00b0c.",
+  "\u00b0f.",
+  "\u00b0k.",
+  "\u00b0x.",
+  "\u00d4",
+  "\u00d4n",
+  "\u00e0ng",
+  "\u00e0nh",
+  "\u00e1",
+  "\u00e1ch",
+  "\u00e1n",
+  "\u00e1ng",
+  "\u00e1nh",
+  "\u00e1o",
+  "\u00e2ng",
+  "\u00e4",
+  "\u00e4.",
+  "\u00ecnh",
+  "\u00ednh",
+  "\u00f2ng",
+  "\u00f3ng",
+  "\u00f4",
+  "\u00f4n",
+  "\u00f4ng",
+  "\u00f6",
+  "\u00f6.",
+  "\u00f9ng",
+  "\u00fang",
+  "\u00fc",
+  "\u00fc.",
+  "\u0103",
+  "\u0103n",
+  "\u0103ng",
+  "\u0110",
+  "\u0110i",
+  "\u0110\u00e0",
+  "\u0110\u1ecba",
+  "\u0110\u1ecdc",
+  "\u0110\u1ee9c",
+  "\u0111",
+  "\u0111a",
+  "\u0111em",
+  "\u0111i",
+  "\u0111i\u1ec7n",
+  "\u0111\u00e0",
+  "\u0111\u00e0n",
+  "\u0111\u00e1",
+  "\u0111\u00ecnh",
+  "\u0111\u00f3n",
+  "\u0111\u00f3ng",
+  "\u0111\u01a1n",
+  "\u0111\u01b0a",
+  "\u0111\u1ea7u",
+  "\u0111\u1eb7t",
+  "\u0111\u1ebfn",
+  "\u0111\u1ec1",
+  "\u0111\u1ec3",
+  "\u0111\u1ecba",
+  "\u0111\u1ecdc",
+  "\u0111\u1ed1i",
+  "\u0111\u1ed3",
+  "\u0111\u1ed3ng",
+  "\u0111\u1ed5",
+  "\u0111\u1ed9i",
+  "\u0111\u1ee9c",
+  "\u0169ng",
+  "\u01a1ng",
+  "\u01b0ng",
+  "\u01b0\u1edbc",
+  "\u01b0\u1edbi",
+  "\u01b0\u1eddi",
+  "\u01b0\u1eddn",
+  "\u0ca0",
+  "\u0ca0_\u0ca0",
+  "\u0ca0\ufe35\u0ca0",
+  "\u1ea1ch",
+  "\u1ea1nh",
+  "\u1ea3ng",
+  "\u1eafng",
+  "\u1eb1ng",
+  "\u1eb5ng",
+  "\u1eb7ng",
+  "\u1ebfng",
+  "\u1ec7nh",
+  "\u1ecbch",
+  "\u1ecfng",
+  "\u1ed1ng",
+  "\u1ed3ng",
+  "\u1edbng",
+  "\u1eddng",
+  "\u1edf",
+  "\u1ee1ng",
+  "\u1ee5ng",
+  "\u1ee9",
+  "\u1ee9ng",
+  "\u2014",
+  "\u2501",
+  "\u253b",
+  "\u253b\u2501\u253b",
+  "\u256f",
+  "\u25a1",
+  "\ufe35",
+  "\uff09"
+]

vocab/vectors.cfg

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