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davanstrien
/
contrastive-bert-base-uncased

Sentence Similarity
sentence-transformers
TensorBoard
Safetensors
bert
feature-extraction
Generated from Trainer
dataset_size:1407
loss:Contrastive
text-embeddings-inference
Model card Files Files and versions
xet
Metrics Training metrics Community

Instructions to use davanstrien/contrastive-bert-base-uncased with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use davanstrien/contrastive-bert-base-uncased with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("davanstrien/contrastive-bert-base-uncased")
    
    sentences = [
        "fact checking dataset",
        "DATASET_NAME: \"mwong/fever-claim-related\"\nFEATURES: {'claim': {'dtype': 'string', '_type': 'Value'}, 'evidence': {'dtype': 'string', '_type': 'Value'}, 'labels': {'dtype': 'int64', '_type': 'Value'}, 'input_ids': {'feature': {'dtype': 'int32', '_type': 'Value'}, '_type': 'Sequence'}, 'token_type_ids': {'feature': {'dtype': 'int8', '_type': 'Value'}, '_type': 'Sequence'}, 'attention_mask': {'feature': {'dtype': 'int8', '_type': 'Value'}, '_type': 'Sequence'}}\nDATA SAMPLE:\n[\n  {\n    \"row_idx\": 0,\n    \"row\": {\n      \"claim\": \"Nikolaj Coster-Waldau worked with the Fox Broadcasting Company.\",\n      \"evidence\": \"Nikolaj Coster-Waldau -LRB- -LSB- ne\\u0261ola\\u026a k\\u02b0\\u028csd\\u0250 \\u02c8\\u028bald\\u0251\\u028a -RSB- ; born 27 July 1970 -RRB- is a Danish actor , producer and screenwriter .. He graduated from Danish National School of Theatre in Copenhagen in 1993 .. Danish National School of Theatre. Danish National School of Theatre and Contemporary Dance. Copenhagen. Copenhagen. Coster-Waldau 's breakthrough performance in Denmark was his role in the film Nightwatch -LRB- 1994 -RRB- .. Nightwatch. Nightwatch ( 1994 film ). Since then he has appeared in numerous films in his native Scandinavia and Europe in general , including Headhunters -LRB- 2011 -RRB- and A Thousand Times Good Night -LRB- 2013 -RRB- .. Headhunters. Headhunters ( film ). A Thousand Times Good Night. A Thousand Times Good Night. In the United States , his debut film role was in the war film Black Hawk Down -LRB- 2001 -RRB- , playing Medal of Honor recipient Gary Gordon .. Black Hawk Down. Black Hawk Down ( film ). Gary Gordon. Gary Gordon. He then played Detective John Amsterdam in the short-lived Fox television series New Amsterdam -LRB- 2008 -RRB- , as well as appearing as Frank Pike in the 2009 Fox television film Virtuality , originally intended as a pilot .. Fox television. Fox Broadcasting Company. New Amsterdam. New Amsterdam ( TV series ). Virtuality. Virtuality ( TV series ). He became widely known to a broad audience for his current role as Ser Jaime Lannister , in the HBO series Game of Thrones .. Jaime Lannister. Jaime Lannister. HBO. HBO. Game of Thrones. Game of Thrones. In 2017 , he became one of the highest paid actors on television and earned # 2 million per episode of Game of Thrones .. Game of Thrones. Game of Thrones. highest paid actors on television. List of highest paid American television stars\",\n      \"labels\": 1,\n      \"input_ids\": [\n        2,\n        14569,\n        728,\n        1516,\n        106,\n        8,\n        6501,\n        1346,\n        13,\n        8,\n        255,\n        7549,\n        8,\n        13,\n        8,\n        7532,\n        220,\n        8,\n        2836,\n        1,\n        2268,\n        1,\n        9190,\n        1,\n        18,\n        43,\n        1,\n        13,\n        1,\n        8100,\n        1,\n        13,\n        8,\n        1224,\n        220,\n        8,\n        13,\n        73,\n        386,\n        1298,\n        313,\n        1133,\n        13,\n        8,\n        139,\n        7549,\n        8,\n        25,\n        21,\n        4708,\n        1574,\n        13,\n        15,\n        1421,\n        17,\n        11993,\n        13,\n        9,\n        9,\n        24,\n        2158,\n        37,\n        4708,\n        152,\n        116,\n        16,\n        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  1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1,\n        1\n      ]\n    },\n    \"truncated_cells\": []\n  },\n  {\n    \"row_idx\": 1,\n    \"row\": {\n      \"claim\": \"Nikolaj Coster-Waldau worked with the Fox Broadcasting Company.\",\n      \"evidence\": \"Majboor -LRB- Hindi  : \\u092e\\u091c\\u092c\\u0930 , English  : Compulsed -RRB- is a 1974 Indian Hindi crime-thriller film directed by Ravi Tandon .. Ravi Tandon. Ravi Tandon. Hindi. Hindi. crime. crime film. thriller film. thriller film. Music is by Laxmikant Pyarelal and lyrics by Anand Bakshi .. Laxmikant Pyarelal. Laxmikant Pyarelal. Anand Bakshi. Anand Bakshi. The film was written by Salim-Javed .. Salim-Javed. Salim-Javed. The movie stars Amitabh Bachchan , Parveen Babi , Pran , Madan Puri , Rehman and Farida Jalal .. Amitabh Bachchan. Amitabh Bachchan. Parveen Babi. Parveen Babi. Pran. Pran ( actor ). Farida Jalal. Farida Jalal. Madan Puri. Madan Puri. Rehman. Rehman ( actor ). It is a remake of an American film titled Zig Zag -LRB- 1970 film -RRB- starring George Kennedy The film was later remade in Telugu by director K. Raghavendra Rao as Raja -LRB- 1976 -RRB- starring Shobhan Babu and Jayasudha .. George Kennedy. George Kennedy. Telugu. Telugu language. K. Raghavendra Rao. K. Raghavendra Rao. Raja. Raja ( 1976 film ). Shobhan Babu. Shobhan Babu. Jayasudha. Jayasudha. It was also remade in Tamil as Naan Vazhavaippen -LRB- 1979 -RRB- with Sivaji Ganeshan and K. R. Vijaya , and in Gujarati as Naseeb No Khel -LRB- 1982 -RRB- and also in Malayalam as Ee Kaikalil -LRB- 1986 -RRB- .. Tamil. Tamil language. Naan Vazhavaippen. Naan Vazhavaippen. Sivaji Ganeshan. Sivaji Ganeshan. K. R. Vijaya. K. R. Vijaya. Gujarati. Gujarati language. Ee Kaikalil. 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        "DATASET_NAME: \"nikchar/20k_claims_train_final\"\nFEATURES: {'claim': {'dtype': 'string', '_type': 'Value'}, 'text': {'dtype': 'string', '_type': 'Value'}, 'label': {'dtype': 'int64', '_type': 'Value'}}\nDATA SAMPLE:\n[\n  {\n    \"row_idx\": 0,\n    \"row\": {\n      \"claim\": \"Billy Bob Thornton is divorced from Angelina Jolie.\",\n      \"text\": \"Angelina Jolie Pitt -LRB- -LSB- d\\u0292o\\u028a\\u02c8li\\u02d0 -RSB- ; n\\u00e9e Voight ; born June 4 , 1975 -RRB- is an American actress , filmmaker , philanthropist and humanitarian . She has received an Academy Award , two Screen Actors Guild Awards , and three Golden Globe Awards , and has been cited as Hollywood 's highest-paid actress . Jolie made her screen debut as a child alongside her father , Jon Voight , in Lookin ' to Get Out -LRB- 1982 -RRB- . Her film career began in earnest a decade later with the low-budget production Cyborg 2 -LRB- 1993 -RRB- , followed by her first leading role in a major film , Hackers -LRB- 1995 -RRB- . She starred in the critically acclaimed biographical cable films George Wallace -LRB- 1997 -RRB- and Gia -LRB- 1998 -RRB- , and won an Academy Award for Best Supporting Actress for her performance in the drama Girl , Interrupted -LRB- 1999 -RRB- .   Jolie 's starring role as the video game heroine Lara Croft in Lara Croft : Tomb Raider -LRB- 2001 -RRB- established her as a leading Hollywood actress . She continued her successful action-star career with Mr. & Mrs. Smith -LRB- 2005 -RRB- , Wanted -LRB- 2008 -RRB- , and Salt -LRB- 2010 -RRB- , and received critical acclaim for her performances in the dramas A Mighty Heart -LRB- 2007 -RRB- and Changeling -LRB- 2008 -RRB- , which earned her a nomination for an Academy Award for Best Actress . Beginning in the 2010s , she expanded her career into directing , screenwriting , and producing , starting with the wartime dramas In the Land of Blood and Honey -LRB- 2011 -RRB- and Unbroken -LRB- 2014 -RRB- . Her biggest commercial success came with the fantasy picture Maleficent -LRB- 2014 -RRB- .   In addition to her film career , Jolie is noted for her humanitarian efforts , for which she has received a Jean Hersholt Humanitarian Award and an honorary damehood of the Order of St Michael and St George -LRB- DCMG -RRB- , among other honors . She promotes various causes , including conservation , education , and women 's rights , and is most noted for her advocacy on behalf of refugees as a Special Envoy for the United Nations High Commissioner for Refugees -LRB- UNHCR -RRB- . As a public figure , Jolie has been cited as one of the most influential and powerful people in the American entertainment industry , as well as the world 's most beautiful woman , by various media outlets . Her personal life is the subject of wide publicity . Divorced from actors Jonny Lee Miller and Billy Bob Thornton , she separated from her third husband , actor Brad Pitt , in September 2016 . They have six children together , three of whom were adopted internationally . \",\n      \"label\": 2\n    },\n    \"truncated_cells\": []\n  },\n  {\n    \"row_idx\": 1,\n    \"row\": {\n      \"claim\": \"John McCain has chaired the House Commerce Committee.\",\n      \"text\": \"John Sidney McCain III -LRB- born August 29 , 1936 -RRB- is an American politician who currently serves as the senior United States Senator from Arizona . He was the Republican nominee for the 2008 U.S. presidential election .   McCain followed his father and grandfather , both four-star admirals , into the United States Navy , graduating from the U.S. Naval Academy in 1958 . He became a naval aviator , flying ground-attack aircraft from aircraft carriers . During the Vietnam War , he was almost killed in the 1967 USS Forrestal fire . In October 1967 , while on a bombing mission over Hanoi , he was shot down , seriously injured , and captured by the North Vietnamese . He was a prisoner of war until 1973 . McCain experienced episodes of torture , and refused an out-of-sequence early repatriation offer . His war wounds have left him with lifelong physical limitations .   He retired from the Navy as a captain in 1981 and moved to Arizona , where he entered politics . Elected to the U.S. House of Representatives in 1982 , McCain served two terms . He was first elected to the U.S. Senate in 1986 , winning re-election easily five times , most recently in 2016 . While generally adhering to conservative principles , McCain at times has had a media reputation as a `` maverick '' for his willingness to disagree with his party on certain issues . After being investigated and largely exonerated in a political influence scandal of the 1980s as a member of the Keating Five , he made campaign finance reform one of his signature concerns , eventually gaining passage of the McCain -- Feingold Act in 2002 . He is also known for his work in the 1990s to restore diplomatic relations with Vietnam , and for his belief that the Iraq War should have been fought to a successful conclusion . McCain has chaired the Senate Commerce Committee , opposed spending that he considered to be pork barrel , and played a key role in alleviating a crisis over judicial nominations with the bi-partisan group known as the Gang of 14 .   McCain ran for the Republican nomination in 2000 but lost a heated primary season contest to George W. Bush of Texas . He secured the nomination in 2008 after coming back from early reversals , but was defeated by Democratic candidate Barack Obama in the general election , losing by a 365 -- 173 electoral college margin and by 53 -- 46 % in the popular vote . He subsequently adopted more orthodox conservative stances and attitudes and largely opposed actions of the Obama administration , especially in regard to foreign policy matters . By 2013 , however , he had become a key figure in the Senate for negotiating deals on certain issues in an otherwise partisan environment . In 2015 , McCain became chairman of the Senate Armed Services Committee . \",\n      \"label\": 0\n    },\n    \"truncated_cells\": []\n  }\n]",
        "DATASET_NAME: \"thepurpleowl/codequeries\"\nFEATURES: {'query_name': {'dtype': 'string', '_type': 'Value'}, 'code_file_path': {'dtype': 'string', '_type': 'Value'}, 'context_blocks': [{'content': {'dtype': 'string', '_type': 'Value'}, 'metadata': {'dtype': 'string', '_type': 'Value'}, 'header': {'dtype': 'string', '_type': 'Value'}, 'index': {'dtype': 'int32', '_type': 'Value'}}], 'answer_spans': [{'span': {'dtype': 'string', '_type': 'Value'}, 'start_line': {'dtype': 'int32', '_type': 'Value'}, 'start_column': {'dtype': 'int32', '_type': 'Value'}, 'end_line': {'dtype': 'int32', '_type': 'Value'}, 'end_column': {'dtype': 'int32', '_type': 'Value'}}], 'supporting_fact_spans': [{'span': {'dtype': 'string', '_type': 'Value'}, 'start_line': {'dtype': 'int32', '_type': 'Value'}, 'start_column': {'dtype': 'int32', '_type': 'Value'}, 'end_line': {'dtype': 'int32', '_type': 'Value'}, 'end_column': {'dtype': 'int32', '_type': 'Value'}}], 'example_type': {'dtype': 'int8', '_type': 'Value'}, 'single_hop': {'dtype': 'bool', '_type': 'Value'}, 'subtokenized_input_sequence': {'feature': {'dtype': 'string', '_type': 'Value'}, '_type': 'Sequence'}, 'label_sequence': {'feature': {'dtype': 'int8', '_type': 'Value'}, '_type': 'Sequence'}}\nDATA SAMPLE:\n[\n  {\n    \"row_idx\": 0,\n    \"row\": {\n      \"query_name\": \"Unused import\",\n      \"code_file_path\": \"rcbops/glance-buildpackage/glance/tests/unit/test_db.py\",\n      \"context_blocks\": [\n        {\n          \"content\": \"# vim: tabstop=4 shiftwidth=4 softtabstop=4\\n\\n# Copyright 2010-2011 OpenStack, LLC\\n# All Rights Reserved.\\n#\\n#    Licensed under the Apache License, Version 2.0 (the \\\"License\\\"); you may\\n#    not use this file except in compliance with the License. You may obtain\\n#    a copy of the License at\\n#\\n#         http://www.apache.org/licenses/LICENSE-2.0\\n#\\n#    Unless required by applicable law or agreed to in writing, software\\n#    distributed under the License is distributed on an \\\"AS IS\\\" BASIS, WITHOUT\\n#    WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\\n#    License for the specific language governing permissions and limitations\\n#    under the License.\\n\\nimport datetime\\n\\nfrom glance.common import context\\nfrom glance.common import exception\\nfrom glance.common import utils\\nfrom glance.registry import context as rcontext\\nfrom glance.registry.db import api as db_api\\nfrom glance.registry.db import models as db_models\\nfrom glance.tests.unit import base\\nfrom glance.tests import utils as test_utils\\n\\n\\n_gen_uuid = utils.generate_uuid\\n\\nUUID1 = _gen_uuid()\\nUUID2 = _gen_uuid()\\n\\n\\nCONF = {'sql_connection': 'sqlite://',\\n        'verbose': False,\\n        'debug': False}\\n\\nFIXTURES = [\\n    {'id': UUID1,\\n     'name': 'fake image #1',\\n     'status': 'active',\\n     'disk_format': 'ami',\\n     'container_format': 'ami',\\n     'is_public': False,\\n     'created_at': datetime.datetime.utcnow(),\\n     'updated_at': datetime.datetime.utcnow(),\\n     'deleted_at': None,\\n     'deleted': False,\\n     'checksum': None,\\n     'min_disk': 0,\\n     'min_ram': 0,\\n     'size': 13,\\n     'location': \\\"swift://user:passwd@acct/container/obj.tar.0\\\",\\n     'properties': {'type': 'kernel'}},\\n    {'id': UUID2,\\n     'name': 'fake image #2',\\n     'status': 'active',\\n     'disk_format': 'vhd',\\n     'container_format': 'ovf',\\n     'is_public': True,\\n     'created_at': datetime.datetime.utcnow(),\\n     'updated_at': datetime.datetime.utcnow(),\\n     'deleted_at': None,\\n     'deleted': False,\\n     'checksum': None,\\n     'min_disk': 5,\\n     'min_ram': 256,\\n     'size': 19,\\n     'location': \\\"file:///tmp/glance-tests/2\\\",\\n     'properties': {}}]\\n\\n\\n\",\n          \"metadata\": \"root\",\n          \"header\": \"['module', '___EOS___']\",\n          \"index\": 0\n        },\n        {\n          \"content\": \"class TestRegistryDb(base.IsolatedUnitTest):\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\",\n          \"metadata\": \"root.TestRegistryDb\",\n          \"header\": \"['module', '___EOS___']\",\n          \"index\": 74\n        },\n        {\n          \"content\": \"    def setUp(self):\\n        \\\"\\\"\\\"Establish a clean test environment\\\"\\\"\\\"\\n        super(TestRegistryDb, self).setUp()\\n        conf = test_utils.TestConfigOpts(CONF)\\n        self.adm_context = rcontext.RequestContext(is_admin=True)\\n        self.context = rcontext.RequestContext(is_admin=False)\\n        db_api.configure_db(conf)\\n        self.destroy_fixtures()\\n        self.create_fixtures()\",\n          \"metadata\": \"root.TestRegistryDb.setUp\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 76\n        },\n        {\n          \"content\": \"    def create_fixtures(self):\\n        for fixture in FIXTURES:\\n            db_api.image_create(self.adm_context, fixture)\",\n          \"metadata\": \"root.TestRegistryDb.create_fixtures\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 86\n        },\n        {\n          \"content\": \"    def destroy_fixtures(self):\\n        # Easiest to just drop the models and re-create them...\\n        db_models.unregister_models(db_api._ENGINE)\\n        db_models.register_models(db_api._ENGINE)\",\n          \"metadata\": \"root.TestRegistryDb.destroy_fixtures\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 90\n        },\n        {\n          \"content\": \"    def test_image_get(self):\\n        image = db_api.image_get(self.context, UUID1)\\n        self.assertEquals(image['id'], FIXTURES[0]['id'])\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 95\n        },\n        {\n          \"content\": \"    def test_image_get_disallow_deleted(self):\\n        db_api.image_destroy(self.adm_context, UUID1)\\n        self.assertRaises(exception.NotFound, db_api.image_get,\\n                          self.context, UUID1)\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_disallow_deleted\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 99\n        },\n        {\n          \"content\": \"    def test_image_get_allow_deleted(self):\\n        db_api.image_destroy(self.adm_context, UUID1)\\n        image = db_api.image_get(self.adm_context, UUID1)\\n        self.assertEquals(image['id'], FIXTURES[0]['id'])\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_allow_deleted\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 104\n        },\n        {\n          \"content\": \"    def test_image_get_force_allow_deleted(self):\\n        db_api.image_destroy(self.adm_context, UUID1)\\n        image = db_api.image_get(self.context, UUID1, force_show_deleted=True)\\n        self.assertEquals(image['id'], FIXTURES[0]['id'])\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_force_allow_deleted\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 109\n        },\n        {\n          \"content\": \"    def test_image_get_all(self):\\n        images = db_api.image_get_all(self.context)\\n        self.assertEquals(len(images), 2)\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_all\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 114\n        },\n        {\n          \"content\": \"    def test_image_get_all_marker(self):\\n        images = db_api.image_get_all(self.context, marker=UUID2)\\n        self.assertEquals(len(images), 1)\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_all_marker\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 118\n        },\n        {\n          \"content\": \"    def test_image_get_all_marker_deleted(self):\\n        \\\"\\\"\\\"Cannot specify a deleted image as a marker.\\\"\\\"\\\"\\n        db_api.image_destroy(self.adm_context, UUID1)\\n        filters = {'deleted': False}\\n        self.assertRaises(exception.NotFound, db_api.image_get_all,\\n                          self.context, marker=UUID1, filters=filters)\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_all_marker_deleted\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 122\n        },\n        {\n          \"content\": \"    def test_image_get_all_marker_deleted_showing_deleted_as_admin(self):\\n        \\\"\\\"\\\"Specify a deleted image as a marker if showing deleted images.\\\"\\\"\\\"\\n        db_api.image_destroy(self.adm_context, UUID1)\\n        images = db_api.image_get_all(self.adm_context, marker=UUID1)\\n        self.assertEquals(len(images), 0)\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_all_marker_deleted_showing_deleted_as_admin\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 129\n        },\n        {\n          \"content\": \"    def test_image_get_all_marker_deleted_showing_deleted(self):\\n        \\\"\\\"\\\"Specify a deleted image as a marker if showing deleted images.\\\"\\\"\\\"\\n        db_api.image_destroy(self.adm_context, UUID1)\\n        filters = {'deleted': True}\\n        images = db_api.image_get_all(self.context, marker=UUID1,\\n                                      filters=filters)\\n        self.assertEquals(len(images), 0)\",\n          \"metadata\": \"root.TestRegistryDb.test_image_get_all_marker_deleted_showing_deleted\",\n          \"header\": \"['class', 'TestRegistryDb', '(', 'base', '.', 'IsolatedUnitTest', ')', ':', '___EOS___']\",\n          \"index\": 135\n        }\n      ],\n      \"answer_spans\": [\n        {\n          \"span\": \"from glance.common import context\",\n          \"start_line\": 19,\n          \"start_column\": 0,\n          \"end_line\": 19,\n          \"end_column\": 33\n        }\n      ],\n      \"supporting_fact_spans\": [],\n      \"example_type\": 1,\n      \"single_hop\": false,\n      \"subtokenized_input_sequence\": [\n        \"[CLS]_\",\n        \"Un\",\n        \"used_\",\n        \"import_\",\n        \"[SEP]_\",\n        \"module_\",\n        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test_caution_context_manager_must_rollback_everything_if_error_occurs(self):\\n        rb1 = MagicMock()\\n        rb2 = MagicMock()\\n        rb3 = MagicMock()\\n\\n        with Caution() as caution:\\n            caution.add_rollback(rb1)\\n            caution.add_rollback(rb2)\\n\\n            raise Exception()\\n\\n        rb1.assert_called_once_with()\\n        rb2.assert_called_once_with()\\n        ok_(not rb3.called)\",\n          \"metadata\": \"root.ContextManagersTest.test_caution_context_manager_must_rollback_everything_if_error_occurs\",\n          \"header\": \"['class', 'ContextManagersTest', '(', 'PyleaseTest', ')', ':', '___EOS___']\",\n          \"index\": 30\n        }\n      ],\n      \"answer_spans\": [\n        {\n          \"span\": \"rb3 \",\n          \"start_line\": 33,\n          \"start_column\": 8,\n          \"end_line\": 33,\n          \"end_column\": 11\n        }\n      ],\n      \"supporting_fact_spans\": [],\n      \"example_type\": 1,\n      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\"assert\",\n        \"\\\\u\",\n        \"call\",\n        \"ed\",\n        \"\\\\u\",\n        \"onc\",\n        \"e\\\\u\",\n        \"with_\",\n        \"(_\",\n        \")_\",\n        \"\\\\u\\\\u\\\\uNEWLINE\\\\u\\\\u\\\\u_\",\n        \"rb\",\n        \"2_\",\n        \"._\",\n        \"assert\",\n        \"\\\\u\",\n        \"call\",\n        \"ed\",\n        \"\\\\u\",\n        \"onc\",\n        \"e\\\\u\",\n        \"with_\",\n        \"(_\",\n        \")_\",\n        \"\\\\u\\\\u\\\\uNEWLINE\\\\u\\\\u\\\\u_\",\n        \"ok\\\\u_\",\n        \"(_\",\n        \"not_\",\n        \"rb\",\n        \"3_\",\n        \"._\",\n        \"called_\",\n        \")_\",\n        \"\\\\u\\\\u\\\\uNEWLINE\\\\u\\\\u\\\\u_\"\n      ],\n      \"label_sequence\": [\n        4,\n        4,\n        4,\n        4,\n        4,\n        4,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        0,\n        1,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2,\n        2\n      ]\n    },\n    \"truncated_cells\": []\n  }\n]"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
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contrastive-bert-base-uncased / 1_Dense
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davanstrien/colbert-query
000da71 verified over 1 year ago
  • config.json
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    davanstrien/dataset-viewer-query-encoder-colbert over 1 year ago
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    davanstrien/colbert-query over 1 year ago