Add new SentenceTransformer model.

0_WordEmbeddings/pytorch_model.bin

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0_WordEmbeddings/tokenize_fn.pkl

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0_WordEmbeddings/whitespacetokenizer_config.json

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"edvr", "song", "pop", "beat", "normality", "credibility", "crowdsourced", "gendered", "pronouns", "seq", "adapters", "segan", "arena", "panoramic", "protocol", "rlcard", "card", "essential", "terms", "centroids", "textcaps", "memorization", "infusing", "finetuning", "discretized", "combating", "promp", "some", "considerations", "unfolding", "central", "parity", "odyssey", "significance", "finnish", "epidemiological", "command", "inputs", "dirichlet", "blocks", "cylindrical", "reprogramming", "ice", "mnasnet", "disguised", "stories", "tokenization", "spelling", "summarizing", "anywhere", "discriminating", "slate", "grasping", "tsetlin", "propositional", "clauses", "resynthesis", "diagnostics", "discover", "delete", "political", "fuse", "myocardial", "acceptable", "created", "abnormal", "aesthetics", "multigrid", "advertising", "lxmert", "mimicking", "modifications", "introspective", "typology", "dictionaries", "competitions", "11", "bitcoin", "metadata", "svms", "multilinear", 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"children", "traveling", "autoencoded", "jiant", "controllers", "inferencing", "outlook", "genomic", "struc2vec", "postprocessing", "spice", "grade", "foveation", "activated", "edinburgh", "terminology", "remove", "shadows", "ghost", "pointhop", "highlight", "snes", "microphone", "captured", "stitching", "gpr", "disfluency", "epidemiology", "lipschitzlr", "board", "coresets", "transliteration", "execute", "centermask", "unity", "demosaicking", "mcqa", "bsds500", "smac", "montezuma", "pepper", "humanitarian", "deception", "seperation", "deblocking", "overlapped", "bitext", "acrobot", "100k"], "stop_words": [], "do_lower_case": true}

0_WordEmbeddings/wordembedding_config.json

@@ -0,0 +1,5 @@
+{
+  "tokenizer_class": "mlutil.sentence_transformers_utils.CustomTokenizer",
+  "update_embeddings": false,
+  "max_seq_length": 1000000
+}

2_Pooling/config.json

@@ -0,0 +1,7 @@
+{
+  "word_embedding_dimension": 200,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false
+}

README.md

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+---
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- feature-extraction
+- sentence-similarity
+
+---
+
+# lambdaofgod/query-readme_dependencies-nbow-nbow-mnrl
+
+This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 200 dimensional dense vector space and can be used for tasks like clustering or semantic search.
+
+<!--- Describe your model here -->
+
+## Usage (Sentence-Transformers)
+
+Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
+
+```
+pip install -U sentence-transformers
+```
+
+Then you can use the model like this:
+
+```python
+from sentence_transformers import SentenceTransformer
+sentences = ["This is an example sentence", "Each sentence is converted"]
+
+model = SentenceTransformer('lambdaofgod/query-readme_dependencies-nbow-nbow-mnrl')
+embeddings = model.encode(sentences)
+print(embeddings)
+```
+
+
+
+## Evaluation Results
+
+<!--- Describe how your model was evaluated -->
+
+For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name=lambdaofgod/query-readme_dependencies-nbow-nbow-mnrl)
+
+
+
+## Full Model Architecture
+```
+SentenceTransformer(
+  (0): WordEmbeddings(
+    (emb_layer): Embedding(4395, 200)
+  )
+  (1): WordWeights(
+    (emb_layer): Embedding(4395, 1)
+  )
+  (2): Pooling({'word_embedding_dimension': 200, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
+)
+```
+
+## Citing & Authors
+
+<!--- Describe where people can find more information -->

config_sentence_transformers.json

@@ -0,0 +1,7 @@
+{
+  "__version__": {
+    "sentence_transformers": "2.2.2",
+    "transformers": "4.20.0",
+    "pytorch": "1.10.0+cu111"
+  }
+}

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "0_WordEmbeddings",
+    "type": "sentence_transformers.models.WordEmbeddings"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_WordWeights",
+    "type": "sentence_transformers.models.WordWeights"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]