Delete .ipynb_checkpoints

.ipynb_checkpoints/README-checkpoint.md

@@ -1,68 +0,0 @@
----
-license: mit
-language:
-- en
-- az
-base_model:
-- FacebookAI/xlm-roberta-base
-pipeline_tag: sentence-similarity
----
-
-# XLM-RoBERTa model for English and Azerbaijani
-
-
-
-
-## Usage (Sentence-Transformers)
-
-
-```
-pip install -U sentence-transformers
-```
-
-
-```python
-from sentence_transformers import SentenceTransformer
-sentences = ['Bu nümunə cümlədir', 'Bu cümlə bir nümunədir']
-
-model = SentenceTransformer('LocalDoc/xlm-roberta-AZ')
-embeddings = model.encode(sentences)
-print(embeddings)
-```
-
-
-
-## Usage (HuggingFace Transformers)
-
-```python
-from transformers import AutoTokenizer, AutoModel
-import torch
-
-
-
-def mean_pooling(model_output, attention_mask):
-    token_embeddings = model_output[0]
-    input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
-    return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
-
-
-sentences = ['Bu nümunə cümlədir', 'Bu cümlə bir nümunədir']
-
-
-tokenizer = AutoTokenizer.from_pretrained('LocalDoc/xlm-roberta-AZ')
-model = AutoModel.from_pretrained('LocalDoc/xlm-roberta-AZ')
-
-
-encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
-
-
-with torch.no_grad():
-    model_output = model(**encoded_input)
-
-
-sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
-
-print("Sentence embeddings:")
-print(sentence_embeddings)
-```
-

.ipynb_checkpoints/config-checkpoint.json

@@ -1,27 +0,0 @@
-{
-  "architectures": [
-    "XLMRobertaModel"
-  ],
-  "attention_probs_dropout_prob": 0.1,
-  "bos_token_id": 0,
-  "classifier_dropout": null,
-  "eos_token_id": 2,
-  "hidden_act": "gelu",
-  "hidden_dropout_prob": 0.1,
-  "hidden_size": 1024,
-  "initializer_range": 0.02,
-  "intermediate_size": 4096,
-  "layer_norm_eps": 1e-05,
-  "max_position_embeddings": 8194,
-  "model_type": "xlm-roberta",
-  "num_attention_heads": 16,
-  "num_hidden_layers": 24,
-  "output_past": true,
-  "pad_token_id": 1,
-  "position_embedding_type": "absolute",
-  "torch_dtype": "float32",
-  "transformers_version": "4.46.1",
-  "type_vocab_size": 1,
-  "use_cache": true,
-  "vocab_size": 37367
-}

.ipynb_checkpoints/config_sentence_transformers-checkpoint.json

@@ -1,10 +0,0 @@
-{
-  "__version__": {
-    "sentence_transformers": "3.2.1",
-    "transformers": "4.46.1",
-    "pytorch": "2.2.0"
-  },
-  "prompts": {},
-  "default_prompt_name": null,
-  "similarity_fn_name": null
-}

.ipynb_checkpoints/modules-checkpoint.json

@@ -1,14 +0,0 @@
-[
-  {
-    "idx": 0,
-    "name": "0",
-    "path": "",
-    "type": "sentence_transformers.models.Transformer"
-  },
-  {
-    "idx": 1,
-    "name": "1",
-    "path": "1_Pooling",
-    "type": "sentence_transformers.models.Pooling"
-  }
-]

.ipynb_checkpoints/sentence_bert_config-checkpoint.json

@@ -1,4 +0,0 @@
-{
-  "max_seq_length": 8192,
-  "do_lower_case": false
-}

.ipynb_checkpoints/special_tokens_map-checkpoint.json

@@ -1,51 +0,0 @@
-{
-  "bos_token": {
-    "content": "<s>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  },
-  "cls_token": {
-    "content": "<s>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  },
-  "eos_token": {
-    "content": "</s>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  },
-  "mask_token": {
-    "content": "<mask>",
-    "lstrip": true,
-    "normalized": true,
-    "rstrip": false,
-    "single_word": false
-  },
-  "pad_token": {
-    "content": "<pad>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  },
-  "sep_token": {
-    "content": "</s>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  },
-  "unk_token": {
-    "content": "<unk>",
-    "lstrip": false,
-    "normalized": false,
-    "rstrip": false,
-    "single_word": false
-  }
-}

.ipynb_checkpoints/tokenizer_config-checkpoint.json

@@ -1,55 +0,0 @@
-{
-  "added_tokens_decoder": {
-    "0": {
-      "content": "<s>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "1": {
-      "content": "<pad>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "2": {
-      "content": "</s>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "3": {
-      "content": "<unk>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    },
-    "37366": {
-      "content": "<mask>",
-      "lstrip": true,
-      "normalized": true,
-      "rstrip": false,
-      "single_word": false,
-      "special": true
-    }
-  },
-  "bos_token": "<s>",
-  "clean_up_tokenization_spaces": false,
-  "cls_token": "<s>",
-  "eos_token": "</s>",
-  "mask_token": "<mask>",
-  "model_max_length": 8192,
-  "pad_token": "<pad>",
-  "sep_token": "</s>",
-  "sp_model_kwargs": {},
-  "tokenizer_class": "XLMRobertaTokenizer",
-  "unk_token": "<unk>"
-}