Tesla81

<table style="width:100%;height:100%"> <tr> <td colspan=2> <h4><i class="highlight-container"><b class="highlight">Tesla 81</b></i></h4> </td> </tr> <tr style="width:100%;height:100%"> <td width=50%> <p>Обучаван над корпусима српског и српскохрватског језика - 20 милијарди речи</p> <p>Једнака подршка уноса на ћирилици и латиници!</p> </td> <td> <p>Trained on Serbian and Serbo-Croatian corpora - 20 billion words</p> <p>Equal support for Cyrillic and Latin input!</p> </td> </tr> </table>

>>> from transformers import pipeline
>>> unmasker = pipeline('fill-mask', model='te-sla/tesla-81')
>>> unmasker("Kada bi čovek znao gde će pasti on bi<mask>.")

>>> from transformers import AutoTokenizer, AutoModelForMaskedLM
>>> from torch import LongTensor, no_grad
>>> from scipy import spatial
>>> tokenizer = AutoTokenizer.from_pretrained('te-sla/tesla-81')
>>> model = AutoModelForMaskedLM.from_pretrained('te-sla/tesla-81', output_hidden_states=True)
>>> x = " pas"
>>> y = " mačka"
>>> z = " svemir"
>>> tensor_x = LongTensor(tokenizer.encode(x, add_special_tokens=False)).unsqueeze(0)
>>> tensor_y = LongTensor(tokenizer.encode(y, add_special_tokens=False)).unsqueeze(0)
>>> tensor_z = LongTensor(tokenizer.encode(z, add_special_tokens=False)).unsqueeze(0)
>>> model.eval()
>>> with no_grad():
>>>     vektor_x = model(input_ids=tensor_x).hidden_states[-1].squeeze()
>>>     vektor_y = model(input_ids=tensor_y).hidden_states[-1].squeeze()
>>>     vektor_z = model(input_ids=tensor_z).hidden_states[-1].squeeze()
>>>     print(spatial.distance.cosine(vektor_x, vektor_y))
>>>     print(spatial.distance.cosine(vektor_x, vektor_z))

<div class="inline-flex flex-col" style="line-height: 1.5;padding-right:50px"> <div style="text-align: center; margin-top: 3px; font-size: 16px; font-weight: 800">Author</div> <a href="https://huggingface.co/procesaur"> <div class="flex"> <div style="display:DISPLAY_1; margin-left: auto; margin-right: auto; width: 92px; height:92px; border-radius: 50%; background-size: cover; background-image: url(&#39;https://cdn-uploads.huggingface.co/production/uploads/1673534533167-63bc254fb8c61b8aa496a39b.jpeg?w=200&h=200&f=face&#39;)"> </div> </div> </a> <div style="text-align: center; font-size: 16px; font-weight: 800">Mihailo Škorić</div> <div> <a href="https://huggingface.co/procesaur"> <div style="text-align: center; font-size: 14px;">@procesaur</div> </a> </div> </div> </div> <div class="inline-flex flex-col" style="line-height: 1.5;"> <div style="text-align: center; margin-top: 3px; font-size: 16px; font-weight: 800">Computation</div> <a href="https://www.ai.gov.rs/"> <div class="flex"> <div style="display:DISPLAY_1; margin-left: auto; margin-right: auto; width: 92px; height:92px; border-radius: 50%; background-size: contain; background-image: url(https://www.ai.gov.rs/img/logo_60x120-2.png);background-repeat: no-repeat; background-position: center;"> </div> </div> </a> <div style="text-align: center; font-size: 16px; font-weight: 800" title="nVidia DGX-based system">National AI platform</div> <div> <a href="https://www.ai.gov.rs/"> <div style="text-align: center; font-size: 14px;">ai.gov.rs</div> </a> </div> </div> </div> <br/><br/> <div id="zastava"> <div class="grb"> <img src="https://www.ai.gov.rs/img/logo_60x120-2.png" style="position:relative; left:30px; z-index:10; height:85px"> </div> <table width=100% style="border:0px"> <tr style="background-color:#C6363C;width:100%;border:0px;height:30px"><td style="width:100vw"></td></tr> <tr style="background-color:#0C4076;width:100%;border:0px;height:30px"><td></td></tr> <tr style="background-color:#ffffff;width:100%;border:0px;height:30px"><td></td></tr> </table> </div> <table style="width:100%;height:100%"> <tr style="width:100%;height:100%"> <td width=50%> <p>Истраживање jе спроведено уз подршку Фонда за науку Републике Србиjе, #7276, Text Embeddings – Serbian Language Applications – TESLA</p> </td> <td> <p>This research was supported by the Science Fund of the Republic of Serbia, #7276, Text Embeddings - Serbian Language Applications - TESLA</p> </td> </tr> </table> <style> .ffeat: { color:red } .cover { width: 100%; margin-bottom: 5pt } .highlight-container, .highlight { position: relative; text-decoration:none } .highlight-container { display: inline-block; } .highlight{ color:white; text-transform:uppercase; font-size: 16pt; } .highlight-container{ padding:5px 10px } .highlight-container:before { content: " "; display: block; height: 100%; width: 100%; margin-left: 0px; margin-right: 0px; position: absolute; background: #e80909; transform: rotate(2deg); top: -1px; left: -1px; border-radius: 20% 25% 20% 24%; padding: 10px 18px 18px 10px; } div.grb, #zastava>table { position:absolute; top:0px; left: 0px; margin:0px } div.grb>img, #zastava>table{ margin:0px } #zastava { position: relative; margin-bottom:120px } p { font-size:14pt } </style>