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  1. README.md +170 -10
  2. app.py +31 -0
  3. config.json +10 -0
  4. config_sentence_transformers.json +10 -0
  5. model.safetensors +3 -0
  6. modules.json +20 -0
  7. posts.csv +3 -0
  8. posts_cleaned.csv +301 -0
  9. recommender_model.pkl +3 -0
  10. requirements.txt +6 -0
  11. sentence_bert_config.json +4 -0
  12. special_tokens_map.json +37 -0
  13. tokenizer.json +0 -0
  14. tokenizer_config.json +65 -0
  15. vocab.txt +0 -0
README.md CHANGED
@@ -1,13 +1,173 @@
1
  ---
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- title: Ai Recommender Dapp Demo
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- emoji: 📚
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- colorFrom: blue
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- colorTo: blue
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- sdk: gradio
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- sdk_version: 5.38.2
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- app_file: app.py
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- pinned: false
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- license: mit
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language: en
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+ license: apache-2.0
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+ library_name: sentence-transformers
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+ tags:
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+ - sentence-transformers
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+ - feature-extraction
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+ - sentence-similarity
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+ - transformers
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+ datasets:
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+ - s2orc
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+ - flax-sentence-embeddings/stackexchange_xml
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+ - ms_marco
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+ - gooaq
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+ - yahoo_answers_topics
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+ - code_search_net
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+ - search_qa
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+ - eli5
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+ - snli
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+ - multi_nli
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+ - wikihow
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+ - natural_questions
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+ - trivia_qa
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+ - embedding-data/sentence-compression
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+ - embedding-data/flickr30k-captions
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+ - embedding-data/altlex
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+ - embedding-data/simple-wiki
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+ - embedding-data/QQP
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+ - embedding-data/SPECTER
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+ - embedding-data/PAQ_pairs
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+ - embedding-data/WikiAnswers
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+ pipeline_tag: sentence-similarity
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  ---
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+
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+ # all-MiniLM-L6-v2
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+ This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.
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+
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+ ## Usage (Sentence-Transformers)
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+ Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
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+
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+ ```
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+ pip install -U sentence-transformers
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+ ```
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+
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+ Then you can use the model like this:
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+ ```python
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+ from sentence_transformers import SentenceTransformer
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+ sentences = ["This is an example sentence", "Each sentence is converted"]
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+
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+ model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
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+ embeddings = model.encode(sentences)
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+ print(embeddings)
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+ ```
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+
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+ ## Usage (HuggingFace Transformers)
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+ Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.
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+
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+ ```python
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+ from transformers import AutoTokenizer, AutoModel
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+ import torch
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+ import torch.nn.functional as F
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+
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+ #Mean Pooling - Take attention mask into account for correct averaging
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+ def mean_pooling(model_output, attention_mask):
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+ token_embeddings = model_output[0] #First element of model_output contains all token embeddings
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+ input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
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+ return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
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+
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+
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+ # Sentences we want sentence embeddings for
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+ sentences = ['This is an example sentence', 'Each sentence is converted']
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+
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+ # Load model from HuggingFace Hub
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+ tokenizer = AutoTokenizer.from_pretrained('sentence-transformers/all-MiniLM-L6-v2')
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+ model = AutoModel.from_pretrained('sentence-transformers/all-MiniLM-L6-v2')
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+
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+ # Tokenize sentences
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+ encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
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+
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+ # Compute token embeddings
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+ with torch.no_grad():
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+ model_output = model(**encoded_input)
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+
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+ # Perform pooling
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+ sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
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+
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+ # Normalize embeddings
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+ sentence_embeddings = F.normalize(sentence_embeddings, p=2, dim=1)
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+
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+ print("Sentence embeddings:")
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+ print(sentence_embeddings)
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+ ```
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+
95
+ ------
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+
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+ ## Background
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+
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+ The project aims to train sentence embedding models on very large sentence level datasets using a self-supervised
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+ contrastive learning objective. We used the pretrained [`nreimers/MiniLM-L6-H384-uncased`](https://huggingface.co/nreimers/MiniLM-L6-H384-uncased) model and fine-tuned in on a
101
+ 1B sentence pairs dataset. We use a contrastive learning objective: given a sentence from the pair, the model should predict which out of a set of randomly sampled other sentences, was actually paired with it in our dataset.
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+
103
+ We developed this model during the
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+ [Community week using JAX/Flax for NLP & CV](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104),
105
+ organized by Hugging Face. We developed this model as part of the project:
106
+ [Train the Best Sentence Embedding Model Ever with 1B Training Pairs](https://discuss.huggingface.co/t/train-the-best-sentence-embedding-model-ever-with-1b-training-pairs/7354). We benefited from efficient hardware infrastructure to run the project: 7 TPUs v3-8, as well as intervention from Googles Flax, JAX, and Cloud team member about efficient deep learning frameworks.
107
+
108
+ ## Intended uses
109
+
110
+ Our model is intended to be used as a sentence and short paragraph encoder. Given an input text, it outputs a vector which captures
111
+ the semantic information. The sentence vector may be used for information retrieval, clustering or sentence similarity tasks.
112
+
113
+ By default, input text longer than 256 word pieces is truncated.
114
+
115
+
116
+ ## Training procedure
117
+
118
+ ### Pre-training
119
+
120
+ We use the pretrained [`nreimers/MiniLM-L6-H384-uncased`](https://huggingface.co/nreimers/MiniLM-L6-H384-uncased) model. Please refer to the model card for more detailed information about the pre-training procedure.
121
+
122
+ ### Fine-tuning
123
+
124
+ We fine-tune the model using a contrastive objective. Formally, we compute the cosine similarity from each possible sentence pairs from the batch.
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+ We then apply the cross entropy loss by comparing with true pairs.
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+
127
+ #### Hyper parameters
128
+
129
+ We trained our model on a TPU v3-8. We train the model during 100k steps using a batch size of 1024 (128 per TPU core).
130
+ We use a learning rate warm up of 500. The sequence length was limited to 128 tokens. We used the AdamW optimizer with
131
+ a 2e-5 learning rate. The full training script is accessible in this current repository: `train_script.py`.
132
+
133
+ #### Training data
134
+
135
+ We use the concatenation from multiple datasets to fine-tune our model. The total number of sentence pairs is above 1 billion sentences.
136
+ We sampled each dataset given a weighted probability which configuration is detailed in the `data_config.json` file.
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+
138
+
139
+ | Dataset | Paper | Number of training tuples |
140
+ |--------------------------------------------------------|:----------------------------------------:|:--------------------------:|
141
+ | [Reddit comments (2015-2018)](https://github.com/PolyAI-LDN/conversational-datasets/tree/master/reddit) | [paper](https://arxiv.org/abs/1904.06472) | 726,484,430 |
142
+ | [S2ORC](https://github.com/allenai/s2orc) Citation pairs (Abstracts) | [paper](https://aclanthology.org/2020.acl-main.447/) | 116,288,806 |
143
+ | [WikiAnswers](https://github.com/afader/oqa#wikianswers-corpus) Duplicate question pairs | [paper](https://doi.org/10.1145/2623330.2623677) | 77,427,422 |
144
+ | [PAQ](https://github.com/facebookresearch/PAQ) (Question, Answer) pairs | [paper](https://arxiv.org/abs/2102.07033) | 64,371,441 |
145
+ | [S2ORC](https://github.com/allenai/s2orc) Citation pairs (Titles) | [paper](https://aclanthology.org/2020.acl-main.447/) | 52,603,982 |
146
+ | [S2ORC](https://github.com/allenai/s2orc) (Title, Abstract) | [paper](https://aclanthology.org/2020.acl-main.447/) | 41,769,185 |
147
+ | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) (Title, Body) pairs | - | 25,316,456 |
148
+ | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) (Title+Body, Answer) pairs | - | 21,396,559 |
149
+ | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) (Title, Answer) pairs | - | 21,396,559 |
150
+ | [MS MARCO](https://microsoft.github.io/msmarco/) triplets | [paper](https://doi.org/10.1145/3404835.3462804) | 9,144,553 |
151
+ | [GOOAQ: Open Question Answering with Diverse Answer Types](https://github.com/allenai/gooaq) | [paper](https://arxiv.org/pdf/2104.08727.pdf) | 3,012,496 |
152
+ | [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) (Title, Answer) | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 1,198,260 |
153
+ | [Code Search](https://huggingface.co/datasets/code_search_net) | - | 1,151,414 |
154
+ | [COCO](https://cocodataset.org/#home) Image captions | [paper](https://link.springer.com/chapter/10.1007%2F978-3-319-10602-1_48) | 828,395|
155
+ | [SPECTER](https://github.com/allenai/specter) citation triplets | [paper](https://doi.org/10.18653/v1/2020.acl-main.207) | 684,100 |
156
+ | [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) (Question, Answer) | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 681,164 |
157
+ | [Yahoo Answers](https://www.kaggle.com/soumikrakshit/yahoo-answers-dataset) (Title, Question) | [paper](https://proceedings.neurips.cc/paper/2015/hash/250cf8b51c773f3f8dc8b4be867a9a02-Abstract.html) | 659,896 |
158
+ | [SearchQA](https://huggingface.co/datasets/search_qa) | [paper](https://arxiv.org/abs/1704.05179) | 582,261 |
159
+ | [Eli5](https://huggingface.co/datasets/eli5) | [paper](https://doi.org/10.18653/v1/p19-1346) | 325,475 |
160
+ | [Flickr 30k](https://shannon.cs.illinois.edu/DenotationGraph/) | [paper](https://transacl.org/ojs/index.php/tacl/article/view/229/33) | 317,695 |
161
+ | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) Duplicate questions (titles) | | 304,525 |
162
+ | AllNLI ([SNLI](https://nlp.stanford.edu/projects/snli/) and [MultiNLI](https://cims.nyu.edu/~sbowman/multinli/) | [paper SNLI](https://doi.org/10.18653/v1/d15-1075), [paper MultiNLI](https://doi.org/10.18653/v1/n18-1101) | 277,230 |
163
+ | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) Duplicate questions (bodies) | | 250,519 |
164
+ | [Stack Exchange](https://huggingface.co/datasets/flax-sentence-embeddings/stackexchange_xml) Duplicate questions (titles+bodies) | | 250,460 |
165
+ | [Sentence Compression](https://github.com/google-research-datasets/sentence-compression) | [paper](https://www.aclweb.org/anthology/D13-1155/) | 180,000 |
166
+ | [Wikihow](https://github.com/pvl/wikihow_pairs_dataset) | [paper](https://arxiv.org/abs/1810.09305) | 128,542 |
167
+ | [Altlex](https://github.com/chridey/altlex/) | [paper](https://aclanthology.org/P16-1135.pdf) | 112,696 |
168
+ | [Quora Question Triplets](https://quoradata.quora.com/First-Quora-Dataset-Release-Question-Pairs) | - | 103,663 |
169
+ | [Simple Wikipedia](https://cs.pomona.edu/~dkauchak/simplification/) | [paper](https://www.aclweb.org/anthology/P11-2117/) | 102,225 |
170
+ | [Natural Questions (NQ)](https://ai.google.com/research/NaturalQuestions) | [paper](https://transacl.org/ojs/index.php/tacl/article/view/1455) | 100,231 |
171
+ | [SQuAD2.0](https://rajpurkar.github.io/SQuAD-explorer/) | [paper](https://aclanthology.org/P18-2124.pdf) | 87,599 |
172
+ | [TriviaQA](https://huggingface.co/datasets/trivia_qa) | - | 73,346 |
173
+ | **Total** | | **1,170,060,424** |
app.py ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import pickle
3
+ import pandas as pd
4
+ from sklearn.metrics.pairwise import cosine_similarity
5
+
6
+ # Load model and dataset
7
+ with open("recommender_model.pkl", "rb") as f:
8
+ model = pickle.load(f)
9
+
10
+ posts_df = pd.read_csv("posts_cleaned.csv") # your full dataset with post content
11
+ post_embeddings = model["embeddings"] # precomputed post embeddings
12
+ vectorizer = model["vectorizer"] # for transforming user input
13
+
14
+ # Predict function
15
+ def recommend_from_input(user_text):
16
+ user_vec = vectorizer.encode([user_text])
17
+ sims = cosine_similarity(user_vec, post_embeddings)[0]
18
+ top_idxs = sims.argsort()[-5:][::-1]
19
+ top_posts = posts_df.iloc[top_idxs]["post_text"].tolist()
20
+ return "\n\n".join(top_posts)
21
+
22
+ # Gradio UI
23
+ interface = gr.Interface(
24
+ fn=recommend_from_input,
25
+ inputs="text",
26
+ outputs="text",
27
+ title="AI Content Recommender",
28
+ description="Enter a sample interest or post to receive recommendations"
29
+ )
30
+
31
+ interface.launch()
config.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "word_embedding_dimension": 384,
3
+ "pooling_mode_cls_token": false,
4
+ "pooling_mode_mean_tokens": true,
5
+ "pooling_mode_max_tokens": false,
6
+ "pooling_mode_mean_sqrt_len_tokens": false,
7
+ "pooling_mode_weightedmean_tokens": false,
8
+ "pooling_mode_lasttoken": false,
9
+ "include_prompt": true
10
+ }
config_sentence_transformers.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "__version__": {
3
+ "sentence_transformers": "4.1.0",
4
+ "transformers": "4.54.0",
5
+ "pytorch": "2.6.0+cu124"
6
+ },
7
+ "prompts": {},
8
+ "default_prompt_name": null,
9
+ "similarity_fn_name": "cosine"
10
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1377e9af0ca0b016a9f2aa584d6fc71ab3ea6804fae21ef9fb1416e2944057ac
3
+ size 90864192
modules.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {
3
+ "idx": 0,
4
+ "name": "0",
5
+ "path": "",
6
+ "type": "sentence_transformers.models.Transformer"
7
+ },
8
+ {
9
+ "idx": 1,
10
+ "name": "1",
11
+ "path": "1_Pooling",
12
+ "type": "sentence_transformers.models.Pooling"
13
+ },
14
+ {
15
+ "idx": 2,
16
+ "name": "2",
17
+ "path": "2_Normalize",
18
+ "type": "sentence_transformers.models.Normalize"
19
+ }
20
+ ]
posts.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ col1,col2
2
+ 1,A
3
+ 2,B
posts_cleaned.csv ADDED
@@ -0,0 +1,301 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ post_id,user_id,topic,media_type,hashtags,post_text,timestamp,post_length
2
+ post_1,user_46,Crypto,image,"blockchainlife,futureoftech",Check out this image related to Crypto! #crypto 📸,2025-06-26T20:48:42.560565,36
3
+ post_2,user_95,Art,text,"dailyphoto,blockchainlife",Just learned something amazing about Art. #art,2025-04-07T22:41:05.799321,76
4
+ post_3,user_8,News,image,"decentralized,dailyphoto",News in pictures — what do you think? #news,2025-02-03T12:02:03.273184,53
5
+ post_4,user_37,News,text,"futureoftech,decentralized",Just learned something amazing about News. #news,2025-03-25T13:48:43.414751,68
6
+ post_5,user_57,News,text,"futureoftech,decentralized",Just learned something amazing about News. #news,2025-04-20T06:48:29.806076,18
7
+ post_6,user_80,Sports,image,"dailyphoto,blockchainlife",Sports in pictures — what do you think? #sports,2025-07-21T23:58:47.200333,22
8
+ post_7,user_72,Web3,image,"decentralized,futureoftech",Check out this image related to Web3! #web3 📸,2025-02-18T05:50:17.508332,69
9
+ post_8,user_92,Art,text,"futureoftech,blockchainlife",Thoughts on Art? #art,2025-07-04T15:16:34.395617,96
10
+ post_9,user_93,Music,image,"dailyphoto,futureoftech",Check out this image related to Music! #music 📸,2025-05-09T21:23:54.992428,44
11
+ post_10,user_19,Crypto,text,"dailyphoto,decentralized",Crypto is changing everything. #crypto,2025-07-22T20:57:10.000411,122
12
+ post_11,user_88,News,text,"dailyphoto,blockchainlife",Just learned something amazing about News. #news,2025-04-16T23:36:19.082714,33
13
+ post_12,user_71,Sports,text,"blockchainlife,futureoftech",Sports is changing everything. #sports,2025-07-11T05:40:00.951353,84
14
+ post_13,user_34,News,image,"futureoftech,decentralized",Check out this image related to News! #news 📸,2025-06-19T06:14:03.558886,74
15
+ post_14,user_98,News,text,"dailyphoto,decentralized",Big news in the world of News! #news,2025-05-04T05:50:09.310663,57
16
+ post_15,user_23,Sports,text,"decentralized,dailyphoto",Sports is changing everything. #sports,2025-02-21T22:37:21.476397,35
17
+ post_16,user_87,Web3,text,"blockchainlife,decentralized",Just learned something amazing about Web3. #web3,2025-04-19T08:50:04.542841,104
18
+ post_17,user_36,Music,text,"blockchainlife,futureoftech",Thoughts on Music? #music,2025-04-28T14:59:29.367792,65
19
+ post_18,user_93,Art,image,"blockchainlife,futureoftech",Captured this moment during a discussion on Art. #art,2025-01-24T18:31:37.577578,129
20
+ post_19,user_18,Sports,image,"blockchainlife,dailyphoto",Check out this image related to Sports! #sports 📸,2025-04-07T03:12:58.811839,120
21
+ post_20,user_56,Music,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Music. #music,2025-05-05T19:34:57.918091,32
22
+ post_21,user_9,Art,text,"decentralized,dailyphoto",Just learned something amazing about Art. #art,2025-04-20T10:14:16.123798,78
23
+ post_22,user_48,Sports,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Sports. #sports,2025-01-19T22:41:06.822306,48
24
+ post_23,user_9,News,text,"dailyphoto,futureoftech",News is changing everything. #news,2025-06-30T08:28:57.893045,89
25
+ post_24,user_27,Sports,text,"decentralized,blockchainlife",Just learned something amazing about Sports. #sports,2025-05-03T01:42:19.930954,60
26
+ post_25,user_29,Sports,image,"decentralized,futureoftech",Visualizing Sports today. #sports #Inspo,2025-06-02T02:24:03.070322,27
27
+ post_26,user_30,Web3,image,"blockchainlife,futureoftech",Web3 in pictures — what do you think? #web3,2025-05-19T07:59:42.418814,60
28
+ post_27,user_50,Web3,image,"futureoftech,decentralized",Check out this image related to Web3! #web3 📸,2025-02-07T06:11:33.381913,61
29
+ post_28,user_38,Web3,text,"decentralized,futureoftech",Exploring the future of Web3! #web3,2025-05-01T11:44:37.677287,34
30
+ post_29,user_7,Sports,text,"dailyphoto,blockchainlife",Big news in the world of Sports! #sports,2025-04-29T07:39:15.349629,58
31
+ post_30,user_79,Art,image,"dailyphoto,blockchainlife",Visualizing Art today. #art #Inspo,2025-03-24T04:41:10.396710,133
32
+ post_31,user_11,Crypto,image,"futureoftech,decentralized",Crypto in pictures — what do you think? #crypto,2025-05-05T23:04:26.950937,34
33
+ post_32,user_18,Art,image,"futureoftech,decentralized",Art in pictures — what do you think? #art,2025-05-22T02:32:33.187458,53
34
+ post_33,user_51,News,image,"decentralized,blockchainlife",News in pictures — what do you think? #news,2025-06-06T00:15:29.547991,31
35
+ post_34,user_22,News,text,"futureoftech,dailyphoto",Exploring the future of News! #news,2025-05-01T04:47:28.557942,31
36
+ post_35,user_87,Music,image,"dailyphoto,futureoftech",Visualizing Music today. #music #Inspo,2025-03-16T16:07:02.586918,86
37
+ post_36,user_67,Music,image,"futureoftech,decentralized",Visualizing Music today. #music #Inspo,2025-04-14T19:33:11.956559,26
38
+ post_37,user_33,News,image,"blockchainlife,futureoftech",News in pictures — what do you think? #news,2025-06-19T16:25:39.220160,59
39
+ post_38,user_38,Music,text,"decentralized,futureoftech",Music is changing everything. #music,2025-07-07T15:47:45.116010,45
40
+ post_39,user_92,Art,text,"dailyphoto,futureoftech",Art is changing everything. #art,2025-04-06T14:11:36.685613,91
41
+ post_40,user_81,Art,image,"dailyphoto,decentralized",Check out this image related to Art! #art 📸,2025-05-18T07:45:09.897924,105
42
+ post_41,user_19,Art,text,"blockchainlife,decentralized",Thoughts on Art? #art,2025-03-19T11:26:54.002862,66
43
+ post_42,user_69,Music,text,"futureoftech,dailyphoto",Thoughts on Music? #music,2025-07-10T22:45:16.472039,45
44
+ post_43,user_53,News,text,"futureoftech,decentralized",News is changing everything. #news,2025-02-08T03:49:28.960521,57
45
+ post_44,user_17,Art,image,"blockchainlife,futureoftech",Visualizing Art today. #art #Inspo,2025-07-11T21:45:56.657882,114
46
+ post_45,user_34,Sports,text,"decentralized,blockchainlife",Just learned something amazing about Sports. #sports,2025-07-28T08:37:43.803102,72
47
+ post_46,user_27,Music,image,"dailyphoto,futureoftech",Visualizing Music today. #music #Inspo,2025-07-03T18:21:22.798899,33
48
+ post_47,user_74,Music,image,"decentralized,blockchainlife",Music in pictures — what do you think? #music,2025-02-26T09:28:25.443874,61
49
+ post_48,user_22,News,image,"decentralized,futureoftech",News in pictures — what do you think? #news,2025-03-13T08:07:24.354151,81
50
+ post_49,user_48,Music,text,"futureoftech,decentralized",Thoughts on Music? #music,2025-02-07T14:36:58.239418,74
51
+ post_50,user_53,Music,image,"decentralized,dailyphoto",Music in pictures — what do you think? #music,2025-03-09T23:42:07.571893,40
52
+ post_51,user_40,Crypto,image,"blockchainlife,dailyphoto",Crypto in pictures — what do you think? #crypto,2025-06-26T14:44:28.175612,31
53
+ post_52,user_51,News,text,"dailyphoto,blockchainlife",Big news in the world of News! #news,2025-01-31T10:40:33.030795,62
54
+ post_53,user_50,Sports,image,"blockchainlife,decentralized",Captured this moment during a discussion on Sports. #sports,2025-06-27T12:28:22.984713,74
55
+ post_54,user_8,Sports,image,"dailyphoto,decentralized",Check out this image related to Sports! #sports 📸,2025-06-07T05:36:42.856007,88
56
+ post_55,user_63,AI,text,"blockchainlife,futureoftech",AI is changing everything. #ai,2025-03-16T16:30:24.346139,78
57
+ post_56,user_3,News,text,"decentralized,futureoftech",Exploring the future of News! #news,2025-04-14T19:43:58.967162,54
58
+ post_57,user_43,AI,text,"futureoftech,decentralized",Thoughts on AI? #ai,2025-04-02T02:48:16.391250,31
59
+ post_58,user_77,News,image,"dailyphoto,blockchainlife",Visualizing News today. #news #Inspo,2025-07-25T15:13:26.893820,58
60
+ post_59,user_41,AI,image,"decentralized,dailyphoto",Check out this image related to AI! #ai 📸,2025-06-27T10:10:09.555034,55
61
+ post_60,user_55,Music,image,"blockchainlife,decentralized",Captured this moment during a discussion on Music. #music,2025-04-10T04:42:37.366879,47
62
+ post_61,user_89,Music,image,"decentralized,dailyphoto",Check out this image related to Music! #music 📸,2025-04-23T22:14:40.351162,67
63
+ post_62,user_60,Art,text,"decentralized,dailyphoto",Exploring the future of Art! #art,2025-06-05T11:26:22.690750,56
64
+ post_63,user_4,Sports,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Sports. #sports,2025-01-09T09:25:56.903837,52
65
+ post_64,user_26,AI,text,"blockchainlife,futureoftech",Exploring the future of AI! #ai,2025-01-22T11:55:42.418903,52
66
+ post_65,user_74,Crypto,image,"decentralized,dailyphoto",Crypto in pictures — what do you think? #crypto,2025-02-09T23:27:04.214472,70
67
+ post_66,user_66,Web3,image,"futureoftech,decentralized",Visualizing Web3 today. #web3 #Inspo,2025-04-19T17:51:20.413010,27
68
+ post_67,user_69,Web3,image,"dailyphoto,futureoftech",Visualizing Web3 today. #web3 #Inspo,2025-04-13T03:46:54.084057,45
69
+ post_68,user_60,AI,text,"decentralized,dailyphoto",Thoughts on AI? #ai,2025-02-26T10:37:00.125041,43
70
+ post_69,user_34,Music,image,"dailyphoto,blockchainlife",Check out this image related to Music! #music 📸,2025-01-07T03:16:41.864738,54
71
+ post_70,user_62,News,text,"futureoftech,dailyphoto",Big news in the world of News! #news,2025-05-07T13:29:00.468723,40
72
+ post_71,user_32,News,text,"futureoftech,decentralized",News is changing everything. #news,2025-04-14T21:35:39.142960,32
73
+ post_72,user_8,Sports,text,"decentralized,dailyphoto",Exploring the future of Sports! #sports,2025-04-13T20:55:13.989674,27
74
+ post_73,user_16,Web3,image,"futureoftech,decentralized",Captured this moment during a discussion on Web3. #web3,2025-06-03T08:07:34.405593,64
75
+ post_74,user_71,News,image,"blockchainlife,futureoftech",News in pictures — what do you think? #news,2025-07-27T12:41:03.935782,93
76
+ post_75,user_32,Music,image,"dailyphoto,futureoftech",Visualizing Music today. #music #Inspo,2025-03-13T19:40:19.736868,87
77
+ post_76,user_94,Art,text,"dailyphoto,futureoftech",Big news in the world of Art! #art,2025-06-12T09:35:34.631838,41
78
+ post_77,user_76,Music,image,"futureoftech,decentralized",Check out this image related to Music! #music 📸,2025-05-20T01:05:14.743222,77
79
+ post_78,user_52,Web3,image,"futureoftech,blockchainlife",Visualizing Web3 today. #web3 #Inspo,2025-02-05T13:10:38.394304,75
80
+ post_79,user_50,Art,image,"dailyphoto,blockchainlife",Check out this image related to Art! #art 📸,2025-01-26T15:59:55.560473,74
81
+ post_80,user_47,Web3,image,"blockchainlife,dailyphoto",Check out this image related to Web3! #web3 📸,2025-01-30T03:51:02.004953,97
82
+ post_81,user_89,Crypto,text,"futureoftech,blockchainlife",Crypto is changing everything. #crypto,2025-05-17T08:26:42.939433,51
83
+ post_82,user_64,Music,text,"futureoftech,blockchainlife",Just learned something amazing about Music. #music,2025-06-15T13:48:39.873781,47
84
+ post_83,user_62,Art,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Art. #art,2025-04-12T15:47:23.123789,32
85
+ post_84,user_7,News,image,"decentralized,dailyphoto",Visualizing News today. #news #Inspo,2025-03-16T06:19:09.152757,114
86
+ post_85,user_38,Music,text,"blockchainlife,dailyphoto",Just learned something amazing about Music. #music,2025-03-11T07:58:44.168986,43
87
+ post_86,user_15,Music,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Music. #music,2025-01-25T03:08:41.234851,90
88
+ post_87,user_45,Crypto,text,"dailyphoto,futureoftech",Crypto is changing everything. #crypto,2025-07-07T07:53:51.324406,94
89
+ post_88,user_40,Sports,image,"dailyphoto,blockchainlife",Visualizing Sports today. #sports #Inspo,2025-03-09T13:02:34.339629,36
90
+ post_89,user_9,Crypto,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Crypto. #crypto,2025-07-12T07:51:41.306203,95
91
+ post_90,user_85,Sports,text,"blockchainlife,decentralized",Sports is changing everything. #sports,2025-04-26T00:19:14.640635,28
92
+ post_91,user_61,News,text,"blockchainlife,dailyphoto",News is changing everything. #news,2025-03-25T05:30:16.630416,45
93
+ post_92,user_58,Crypto,image,"blockchainlife,decentralized",Check out this image related to Crypto! #crypto 📸,2025-05-22T13:03:27.995138,29
94
+ post_93,user_100,News,text,"futureoftech,decentralized",Exploring the future of News! #news,2025-02-21T20:54:17.034367,33
95
+ post_94,user_4,Web3,image,"blockchainlife,dailyphoto",Check out this image related to Web3! #web3 📸,2025-05-18T15:31:32.172679,78
96
+ post_95,user_6,Art,text,"decentralized,dailyphoto",Thoughts on Art? #art,2025-03-29T23:58:16.856485,39
97
+ post_96,user_83,News,image,"decentralized,blockchainlife",News in pictures — what do you think? #news,2025-05-24T08:42:09.004138,47
98
+ post_97,user_54,Crypto,image,"blockchainlife,dailyphoto",Visualizing Crypto today. #crypto #Inspo,2025-04-15T08:46:22.119447,61
99
+ post_98,user_19,Sports,image,"futureoftech,decentralized",Captured this moment during a discussion on Sports. #sports,2025-02-26T13:47:13.762119,19
100
+ post_99,user_38,AI,text,"futureoftech,decentralized",Thoughts on AI? #ai,2025-06-15T03:48:43.039489,34
101
+ post_100,user_66,Crypto,image,"decentralized,futureoftech",Visualizing Crypto today. #crypto #Inspo,2025-01-14T02:48:09.932859,83
102
+ post_101,user_10,Art,text,"dailyphoto,blockchainlife",Thoughts on Art? #art,2025-05-25T19:34:11.229136,89
103
+ post_102,user_17,Crypto,text,"futureoftech,dailyphoto",Just learned something amazing about Crypto. #crypto,2025-07-26T09:43:35.199258,44
104
+ post_103,user_36,Music,image,"futureoftech,decentralized",Music in pictures — what do you think? #music,2025-01-31T02:03:00.362965,44
105
+ post_104,user_94,Sports,image,"dailyphoto,blockchainlife",Visualizing Sports today. #sports #Inspo,2025-05-09T15:41:40.330019,46
106
+ post_105,user_26,AI,image,"blockchainlife,decentralized",Captured this moment during a discussion on AI. #ai,2025-06-25T04:30:29.182366,100
107
+ post_106,user_77,AI,text,"futureoftech,blockchainlife",Exploring the future of AI! #ai,2025-01-23T21:44:53.739834,77
108
+ post_107,user_49,Sports,image,"dailyphoto,futureoftech",Visualizing Sports today. #sports #Inspo,2025-06-22T13:26:50.763749,45
109
+ post_108,user_88,Art,text,"futureoftech,blockchainlife",Big news in the world of Art! #art,2025-06-30T12:47:02.495098,82
110
+ post_109,user_87,Art,text,"dailyphoto,blockchainlife",Thoughts on Art? #art,2025-03-28T20:58:49.365895,47
111
+ post_110,user_84,Web3,text,"decentralized,futureoftech",Thoughts on Web3? #web3,2025-02-16T05:53:24.779746,51
112
+ post_111,user_59,Sports,text,"futureoftech,blockchainlife",Sports is changing everything. #sports,2025-01-04T08:34:34.608948,44
113
+ post_112,user_91,Web3,image,"blockchainlife,futureoftech",Check out this image related to Web3! #web3 📸,2025-04-12T02:23:50.562876,79
114
+ post_113,user_55,Sports,text,"decentralized,futureoftech",Thoughts on Sports? #sports,2025-07-02T15:00:02.348947,30
115
+ post_114,user_49,Art,text,"futureoftech,blockchainlife",Big news in the world of Art! #art,2025-03-09T13:09:41.764755,46
116
+ post_115,user_56,Crypto,image,"dailyphoto,futureoftech",Captured this moment during a discussion on Crypto. #crypto,2025-07-23T16:51:29.629245,77
117
+ post_116,user_78,Web3,image,"futureoftech,blockchainlife",Visualizing Web3 today. #web3 #Inspo,2025-05-11T02:17:04.767725,60
118
+ post_117,user_98,Art,image,"futureoftech,blockchainlife",Visualizing Art today. #art #Inspo,2025-02-06T13:36:06.625771,40
119
+ post_118,user_65,Music,text,"blockchainlife,dailyphoto",Big news in the world of Music! #music,2025-01-17T19:51:13.551495,59
120
+ post_119,user_14,Art,image,"decentralized,dailyphoto",Check out this image related to Art! #art 📸,2025-01-03T16:55:37.926813,43
121
+ post_120,user_100,Web3,text,"decentralized,futureoftech",Just learned something amazing about Web3. #web3,2025-05-27T10:09:16.316923,46
122
+ post_121,user_72,AI,text,"futureoftech,decentralized",Thoughts on AI? #ai,2025-07-05T22:23:58.607074,64
123
+ post_122,user_96,Art,image,"dailyphoto,blockchainlife",Visualizing Art today. #art #Inspo,2025-03-27T04:36:25.380822,70
124
+ post_123,user_54,Crypto,text,"blockchainlife,futureoftech",Big news in the world of Crypto! #crypto,2025-03-19T00:46:48.470885,36
125
+ post_124,user_61,Art,image,"futureoftech,decentralized",Art in pictures — what do you think? #art,2025-02-12T19:00:42.220898,46
126
+ post_125,user_68,News,image,"decentralized,futureoftech",Check out this image related to News! #news 📸,2025-03-18T21:09:49.269454,47
127
+ post_126,user_93,AI,text,"blockchainlife,dailyphoto",Thoughts on AI? #ai,2025-03-21T09:11:29.752729,55
128
+ post_127,user_55,Sports,text,"futureoftech,decentralized",Thoughts on Sports? #sports,2025-02-22T04:45:48.800244,80
129
+ post_128,user_50,Crypto,image,"dailyphoto,futureoftech",Visualizing Crypto today. #crypto #Inspo,2025-06-12T11:27:43.627529,75
130
+ post_129,user_52,Crypto,text,"futureoftech,decentralized",Crypto is changing everything. #crypto,2025-04-21T21:21:21.843026,61
131
+ post_130,user_97,Art,text,"dailyphoto,blockchainlife",Thoughts on Art? #art,2025-07-16T13:03:25.368239,57
132
+ post_131,user_88,Crypto,image,"blockchainlife,decentralized",Crypto in pictures — what do you think? #crypto,2025-03-14T06:05:56.911313,98
133
+ post_132,user_69,Crypto,image,"decentralized,blockchainlife",Crypto in pictures — what do you think? #crypto,2025-05-24T09:40:46.257682,87
134
+ post_133,user_12,Crypto,image,"blockchainlife,decentralized",Visualizing Crypto today. #crypto #Inspo,2025-05-18T04:26:07.110593,77
135
+ post_134,user_21,News,text,"blockchainlife,decentralized",Thoughts on News? #news,2025-04-14T15:47:39.533530,83
136
+ post_135,user_31,Music,text,"futureoftech,decentralized",Music is changing everything. #music,2025-05-16T05:37:36.286652,84
137
+ post_136,user_1,Sports,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Sports. #sports,2025-04-03T03:57:10.810778,46
138
+ post_137,user_76,News,image,"dailyphoto,blockchainlife",Visualizing News today. #news #Inspo,2025-02-18T18:13:59.960060,91
139
+ post_138,user_25,News,image,"decentralized,blockchainlife",Check out this image related to News! #news 📸,2025-02-14T23:39:58.120578,82
140
+ post_139,user_11,Art,image,"blockchainlife,decentralized",Art in pictures — what do you think? #art,2025-06-10T23:44:14.176284,56
141
+ post_140,user_21,Sports,image,"decentralized,futureoftech",Sports in pictures — what do you think? #sports,2025-03-04T02:31:28.667404,31
142
+ post_141,user_43,Music,text,"futureoftech,blockchainlife",Thoughts on Music? #music,2025-07-14T05:17:01.138880,120
143
+ post_142,user_8,News,text,"blockchainlife,futureoftech",Thoughts on News? #news,2025-04-30T08:21:49.010137,74
144
+ post_143,user_26,News,text,"decentralized,futureoftech",News is changing everything. #news,2025-07-08T23:18:35.166433,40
145
+ post_144,user_25,Art,image,"dailyphoto,futureoftech",Art in pictures — what do you think? #art,2025-01-17T20:31:36.016393,63
146
+ post_145,user_94,Web3,text,"blockchainlife,decentralized",Web3 is changing everything. #web3,2025-02-28T18:43:58.022758,18
147
+ post_146,user_25,Sports,image,"decentralized,dailyphoto",Visualizing Sports today. #sports #Inspo,2025-02-25T18:24:57.517821,51
148
+ post_147,user_21,Music,text,"decentralized,blockchainlife",Just learned something amazing about Music. #music,2025-06-28T07:51:04.880570,96
149
+ post_148,user_84,Web3,image,"decentralized,dailyphoto",Web3 in pictures — what do you think? #web3,2025-01-28T01:37:57.989240,55
150
+ post_149,user_61,AI,text,"dailyphoto,blockchainlife",Thoughts on AI? #ai,2025-01-05T23:35:09.494054,110
151
+ post_150,user_34,Art,image,"futureoftech,decentralized",Check out this image related to Art! #art 📸,2025-03-01T12:37:37.985144,79
152
+ post_151,user_34,Music,text,"dailyphoto,futureoftech",Thoughts on Music? #music,2025-07-10T01:03:33.063838,104
153
+ post_152,user_66,Sports,text,"blockchainlife,dailyphoto",Thoughts on Sports? #sports,2025-04-16T23:56:05.824998,48
154
+ post_153,user_67,News,image,"blockchainlife,dailyphoto",Check out this image related to News! #news 📸,2025-07-26T20:10:03.902078,50
155
+ post_154,user_58,Music,image,"blockchainlife,decentralized",Captured this moment during a discussion on Music. #music,2025-01-01T03:02:48.481067,71
156
+ post_155,user_47,AI,image,"decentralized,futureoftech",Check out this image related to AI! #ai 📸,2025-07-08T20:37:23.273623,66
157
+ post_156,user_19,Crypto,text,"blockchainlife,dailyphoto",Exploring the future of Crypto! #crypto,2025-06-12T05:30:02.035737,56
158
+ post_157,user_30,News,image,"futureoftech,decentralized",Visualizing News today. #news #Inspo,2025-05-11T22:33:21.692581,68
159
+ post_158,user_77,Music,text,"futureoftech,blockchainlife",Thoughts on Music? #music,2025-01-01T06:13:57.623868,72
160
+ post_159,user_84,News,text,"blockchainlife,decentralized",Big news in the world of News! #news,2025-05-06T07:26:28.494867,85
161
+ post_160,user_73,News,image,"futureoftech,decentralized",Captured this moment during a discussion on News. #news,2025-03-19T15:13:06.608760,25
162
+ post_161,user_41,Crypto,text,"decentralized,blockchainlife",Thoughts on Crypto? #crypto,2025-05-17T17:15:26.987903,35
163
+ post_162,user_54,Web3,image,"futureoftech,decentralized",Captured this moment during a discussion on Web3. #web3,2025-01-23T09:45:22.874837,36
164
+ post_163,user_19,AI,text,"decentralized,futureoftech",Just learned something amazing about AI. #ai,2025-03-31T23:09:29.978321,43
165
+ post_164,user_52,News,image,"blockchainlife,dailyphoto",Visualizing News today. #news #Inspo,2025-03-26T04:06:54.569502,65
166
+ post_165,user_6,Web3,text,"futureoftech,dailyphoto",Web3 is changing everything. #web3,2025-07-02T20:50:12.048029,82
167
+ post_166,user_87,Music,text,"dailyphoto,decentralized",Exploring the future of Music! #music,2025-01-26T04:45:03.293079,59
168
+ post_167,user_64,Web3,image,"blockchainlife,dailyphoto",Check out this image related to Web3! #web3 📸,2025-02-06T07:48:23.794976,93
169
+ post_168,user_33,Crypto,text,"blockchainlife,dailyphoto",Just learned something amazing about Crypto. #crypto,2025-01-13T19:56:29.875800,47
170
+ post_169,user_38,AI,text,"dailyphoto,blockchainlife",Big news in the world of AI! #ai,2025-02-06T02:31:15.593024,72
171
+ post_170,user_4,Crypto,text,"decentralized,futureoftech",Crypto is changing everything. #crypto,2025-02-20T19:51:02.560160,93
172
+ post_171,user_68,Web3,text,"dailyphoto,decentralized",Exploring the future of Web3! #web3,2025-05-09T14:18:47.094491,38
173
+ post_172,user_56,Sports,text,"futureoftech,blockchainlife",Just learned something amazing about Sports. #sports,2025-02-15T14:17:33.490588,102
174
+ post_173,user_77,AI,image,"futureoftech,dailyphoto",AI in pictures — what do you think? #ai,2025-05-30T20:35:30.492749,66
175
+ post_174,user_71,Sports,text,"dailyphoto,futureoftech",Exploring the future of Sports! #sports,2025-05-30T05:36:23.060133,35
176
+ post_175,user_78,Art,image,"decentralized,futureoftech",Check out this image related to Art! #art 📸,2025-02-23T15:20:37.989071,58
177
+ post_176,user_47,News,image,"dailyphoto,futureoftech",News in pictures — what do you think? #news,2025-06-08T01:30:13.768135,58
178
+ post_177,user_59,Crypto,image,"dailyphoto,blockchainlife",Visualizing Crypto today. #crypto #Inspo,2025-01-26T07:01:05.023216,37
179
+ post_178,user_87,Crypto,text,"futureoftech,blockchainlife",Crypto is changing everything. #crypto,2025-01-09T17:09:24.239722,43
180
+ post_179,user_11,News,text,"dailyphoto,blockchainlife",Exploring the future of News! #news,2025-03-20T09:10:38.849734,33
181
+ post_180,user_98,Art,text,"futureoftech,dailyphoto",Exploring the future of Art! #art,2025-04-20T17:55:14.729883,29
182
+ post_181,user_27,Music,text,"decentralized,dailyphoto",Just learned something amazing about Music. #music,2025-01-05T08:41:23.258056,37
183
+ post_182,user_54,Sports,image,"decentralized,futureoftech",Captured this moment during a discussion on Sports. #sports,2025-02-02T11:44:48.358135,95
184
+ post_183,user_61,News,text,"dailyphoto,decentralized",Exploring the future of News! #news,2025-07-07T15:39:03.125923,48
185
+ post_184,user_59,Web3,image,"dailyphoto,blockchainlife",Check out this image related to Web3! #web3 📸,2025-05-21T08:56:27.298138,94
186
+ post_185,user_6,AI,image,"futureoftech,decentralized",Captured this moment during a discussion on AI. #ai,2025-05-01T07:57:54.232323,95
187
+ post_186,user_97,AI,text,"dailyphoto,blockchainlife",Just learned something amazing about AI. #ai,2025-04-14T22:51:30.014870,26
188
+ post_187,user_29,News,image,"futureoftech,dailyphoto",News in pictures — what do you think? #news,2025-05-15T16:59:42.298951,97
189
+ post_188,user_72,Music,text,"decentralized,dailyphoto",Music is changing everything. #music,2025-07-18T11:00:06.228892,56
190
+ post_189,user_18,Art,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Art. #art,2025-04-20T17:21:45.787851,61
191
+ post_190,user_1,Sports,image,"futureoftech,dailyphoto",Visualizing Sports today. #sports #Inspo,2025-03-10T04:15:14.069910,36
192
+ post_191,user_25,Web3,text,"blockchainlife,futureoftech",Exploring the future of Web3! #web3,2025-06-17T18:56:06.916459,73
193
+ post_192,user_41,Music,text,"dailyphoto,futureoftech",Exploring the future of Music! #music,2025-05-15T03:49:25.544368,50
194
+ post_193,user_29,Art,text,"blockchainlife,decentralized",Big news in the world of Art! #art,2025-07-09T04:49:00.765055,55
195
+ post_194,user_67,Crypto,text,"decentralized,blockchainlife",Just learned something amazing about Crypto. #crypto,2025-04-15T10:28:54.587790,80
196
+ post_195,user_96,Art,image,"dailyphoto,blockchainlife",Captured this moment during a discussion on Art. #art,2025-02-09T02:21:24.237422,85
197
+ post_196,user_83,Art,image,"dailyphoto,futureoftech",Art in pictures — what do you think? #art,2025-06-14T15:59:49.149703,71
198
+ post_197,user_10,AI,text,"decentralized,futureoftech",Thoughts on AI? #ai,2025-04-19T22:51:24.745372,30
199
+ post_198,user_57,News,image,"decentralized,dailyphoto",Captured this moment during a discussion on News. #news,2025-04-19T16:35:10.552762,45
200
+ post_199,user_98,Web3,image,"blockchainlife,dailyphoto",Visualizing Web3 today. #web3 #Inspo,2025-05-21T11:38:44.308968,142
201
+ post_200,user_9,Crypto,text,"decentralized,blockchainlife",Big news in the world of Crypto! #crypto,2025-05-08T07:26:47.014572,108
202
+ post_201,user_73,Sports,text,"decentralized,blockchainlife",Exploring the future of Sports! #sports,2025-01-20T09:34:52.688073,69
203
+ post_202,user_92,Sports,text,"futureoftech,dailyphoto",Just learned something amazing about Sports. #sports,2025-03-31T11:43:09.045161,85
204
+ post_203,user_26,Art,image,"decentralized,futureoftech",Check out this image related to Art! #art 📸,2025-06-15T08:01:36.778493,55
205
+ post_204,user_56,Art,image,"decentralized,futureoftech",Captured this moment during a discussion on Art. #art,2025-06-15T04:01:40.151478,45
206
+ post_205,user_64,Music,image,"futureoftech,dailyphoto",Visualizing Music today. #music #Inspo,2025-04-09T08:39:47.512302,87
207
+ post_206,user_73,AI,text,"blockchainlife,futureoftech",Exploring the future of AI! #ai,2025-06-04T17:07:40.505533,43
208
+ post_207,user_41,Music,text,"futureoftech,decentralized",Just learned something amazing about Music. #music,2025-07-10T04:48:24.852095,51
209
+ post_208,user_94,News,image,"futureoftech,dailyphoto",Visualizing News today. #news #Inspo,2025-05-26T05:36:33.867872,137
210
+ post_209,user_90,Music,image,"blockchainlife,decentralized",Check out this image related to Music! #music 📸,2025-04-04T15:44:00.581074,104
211
+ post_210,user_80,News,text,"futureoftech,blockchainlife",Exploring the future of News! #news,2025-01-26T15:37:52.586437,88
212
+ post_211,user_23,News,image,"dailyphoto,futureoftech",Check out this image related to News! #news 📸,2025-04-20T02:22:53.719732,79
213
+ post_212,user_62,Crypto,image,"blockchainlife,futureoftech",Check out this image related to Crypto! #crypto 📸,2025-01-19T20:13:48.951092,43
214
+ post_213,user_87,Music,image,"futureoftech,decentralized",Music in pictures — what do you think? #music,2025-07-25T12:31:36.036006,66
215
+ post_214,user_98,News,image,"decentralized,futureoftech",Captured this moment during a discussion on News. #news,2025-03-27T11:25:52.063465,32
216
+ post_215,user_59,News,image,"decentralized,futureoftech",Check out this image related to News! #news 📸,2025-06-12T16:22:43.428486,73
217
+ post_216,user_43,Sports,text,"futureoftech,decentralized",Just learned something amazing about Sports. #sports,2025-07-01T14:44:09.284245,68
218
+ post_217,user_3,Crypto,image,"decentralized,dailyphoto",Crypto in pictures — what do you think? #crypto,2025-03-14T17:33:09.423399,37
219
+ post_218,user_29,Web3,image,"blockchainlife,decentralized",Captured this moment during a discussion on Web3. #web3,2025-02-04T04:19:26.720788,51
220
+ post_219,user_30,Music,image,"dailyphoto,blockchainlife",Music in pictures — what do you think? #music,2025-01-30T18:28:44.000277,124
221
+ post_220,user_1,Music,text,"dailyphoto,futureoftech",Exploring the future of Music! #music,2025-04-30T10:29:37.103868,90
222
+ post_221,user_39,Web3,image,"blockchainlife,futureoftech",Check out this image related to Web3! #web3 📸,2025-01-10T01:19:39.357368,57
223
+ post_222,user_23,Crypto,text,"decentralized,dailyphoto",Exploring the future of Crypto! #crypto,2025-07-24T00:47:24.718689,38
224
+ post_223,user_20,Crypto,image,"decentralized,futureoftech",Visualizing Crypto today. #crypto #Inspo,2025-02-25T23:30:45.318397,74
225
+ post_224,user_62,Web3,image,"blockchainlife,decentralized",Web3 in pictures — what do you think? #web3,2025-01-25T07:21:23.814521,37
226
+ post_225,user_47,Web3,text,"dailyphoto,blockchainlife",Exploring the future of Web3! #web3,2025-07-05T09:18:58.849439,41
227
+ post_226,user_14,Art,text,"decentralized,dailyphoto",Just learned something amazing about Art. #art,2025-04-19T18:17:21.446592,66
228
+ post_227,user_54,Music,image,"decentralized,futureoftech",Music in pictures — what do you think? #music,2025-07-05T12:05:07.578093,32
229
+ post_228,user_62,Music,text,"blockchainlife,futureoftech",Music is changing everything. #music,2025-02-28T23:31:37.342195,49
230
+ post_229,user_36,News,text,"dailyphoto,decentralized",Thoughts on News? #news,2025-01-08T09:54:15.487034,139
231
+ post_230,user_9,Web3,text,"blockchainlife,decentralized",Thoughts on Web3? #web3,2025-03-05T15:51:24.995934,63
232
+ post_231,user_47,AI,text,"dailyphoto,futureoftech",Exploring the future of AI! #ai,2025-05-06T12:23:21.322898,57
233
+ post_232,user_7,AI,text,"dailyphoto,futureoftech",Just learned something amazing about AI. #ai,2025-02-04T06:24:02.049541,39
234
+ post_233,user_17,Music,image,"futureoftech,blockchainlife",Visualizing Music today. #music #Inspo,2025-04-03T08:54:54.549137,52
235
+ post_234,user_32,Art,image,"decentralized,futureoftech",Visualizing Art today. #art #Inspo,2025-04-21T04:56:42.721044,114
236
+ post_235,user_65,Web3,text,"futureoftech,blockchainlife",Thoughts on Web3? #web3,2025-05-30T02:49:00.882918,50
237
+ post_236,user_80,Sports,image,"blockchainlife,futureoftech",Captured this moment during a discussion on Sports. #sports,2025-06-26T21:03:04.535824,53
238
+ post_237,user_39,Music,text,"dailyphoto,blockchainlife",Exploring the future of Music! #music,2025-01-06T23:36:51.763874,55
239
+ post_238,user_41,Art,image,"decentralized,futureoftech",Check out this image related to Art! #art 📸,2025-07-05T10:33:51.525862,85
240
+ post_239,user_54,Web3,text,"blockchainlife,dailyphoto",Just learned something amazing about Web3. #web3,2025-04-28T01:05:59.604300,104
241
+ post_240,user_71,Music,image,"decentralized,blockchainlife",Check out this image related to Music! #music 📸,2025-05-11T06:29:32.242997,51
242
+ post_241,user_48,AI,text,"decentralized,dailyphoto",Just learned something amazing about AI. #ai,2025-06-11T21:23:45.993191,64
243
+ post_242,user_33,Web3,image,"futureoftech,blockchainlife",Visualizing Web3 today. #web3 #Inspo,2025-06-12T09:47:41.699875,35
244
+ post_243,user_96,News,image,"futureoftech,dailyphoto",Visualizing News today. #news #Inspo,2025-01-14T06:41:24.438620,61
245
+ post_244,user_69,Sports,image,"decentralized,futureoftech",Check out this image related to Sports! #sports 📸,2025-07-07T17:06:53.844908,116
246
+ post_245,user_87,Web3,image,"futureoftech,dailyphoto",Web3 in pictures — what do you think? #web3,2025-01-29T20:26:13.805082,58
247
+ post_246,user_73,Art,text,"decentralized,futureoftech",Art is changing everything. #art,2025-07-02T22:26:39.587841,44
248
+ post_247,user_4,Web3,image,"dailyphoto,decentralized",Web3 in pictures — what do you think? #web3,2025-06-04T05:06:09.318843,97
249
+ post_248,user_21,AI,image,"futureoftech,blockchainlife",AI in pictures — what do you think? #ai,2025-01-24T22:57:51.046047,46
250
+ post_249,user_7,News,text,"futureoftech,dailyphoto",Exploring the future of News! #news,2025-05-19T20:28:48.228858,96
251
+ post_250,user_91,Art,image,"blockchainlife,dailyphoto",Visualizing Art today. #art #Inspo,2025-02-01T05:25:48.507137,25
252
+ post_251,user_44,AI,text,"blockchainlife,decentralized",AI is changing everything. #ai,2025-02-17T02:33:02.926829,90
253
+ post_252,user_62,Web3,image,"decentralized,futureoftech",Web3 in pictures — what do you think? #web3,2025-07-02T06:23:57.573723,101
254
+ post_253,user_99,Music,text,"blockchainlife,futureoftech",Music is changing everything. #music,2025-01-26T07:06:25.330444,68
255
+ post_254,user_65,AI,text,"blockchainlife,decentralized",Exploring the future of AI! #ai,2025-06-19T01:27:09.337829,22
256
+ post_255,user_79,Crypto,text,"futureoftech,dailyphoto",Thoughts on Crypto? #crypto,2025-02-24T13:58:26.738186,23
257
+ post_256,user_30,Crypto,text,"dailyphoto,blockchainlife",Thoughts on Crypto? #crypto,2025-04-03T21:52:46.964595,66
258
+ post_257,user_38,Web3,image,"dailyphoto,decentralized",Web3 in pictures — what do you think? #web3,2025-06-02T08:01:15.011482,68
259
+ post_258,user_37,Web3,text,"futureoftech,dailyphoto",Exploring the future of Web3! #web3,2025-01-20T01:53:33.373218,73
260
+ post_259,user_50,Music,text,"blockchainlife,dailyphoto",Big news in the world of Music! #music,2025-06-14T22:12:34.488263,77
261
+ post_260,user_41,Music,text,"decentralized,blockchainlife",Exploring the future of Music! #music,2025-04-29T07:55:07.879938,83
262
+ post_261,user_30,News,image,"dailyphoto,futureoftech",Visualizing News today. #news #Inspo,2025-06-18T09:35:33.785964,34
263
+ post_262,user_29,News,text,"futureoftech,blockchainlife",News is changing everything. #news,2025-06-26T23:23:18.264897,60
264
+ post_263,user_50,Crypto,text,"decentralized,blockchainlife",Big news in the world of Crypto! #crypto,2025-07-24T08:45:57.863005,49
265
+ post_264,user_45,Music,text,"decentralized,dailyphoto",Exploring the future of Music! #music,2025-06-27T08:11:10.558487,22
266
+ post_265,user_23,AI,image,"decentralized,dailyphoto",Visualizing AI today. #ai #Inspo,2025-04-25T05:59:45.404141,132
267
+ post_266,user_7,AI,image,"dailyphoto,decentralized",Visualizing AI today. #ai #Inspo,2025-04-27T06:29:07.236845,86
268
+ post_267,user_54,Web3,text,"dailyphoto,blockchainlife",Thoughts on Web3? #web3,2025-06-19T00:26:15.240510,24
269
+ post_268,user_66,News,text,"blockchainlife,decentralized",Big news in the world of News! #news,2025-03-09T01:32:59.328074,59
270
+ post_269,user_1,Crypto,text,"blockchainlife,decentralized",Big news in the world of Crypto! #crypto,2025-06-22T01:05:53.685732,117
271
+ post_270,user_56,Art,image,"dailyphoto,futureoftech",Art in pictures — what do you think? #art,2025-01-28T17:01:22.253350,49
272
+ post_271,user_100,AI,text,"blockchainlife,futureoftech",Big news in the world of AI! #ai,2025-02-22T23:27:26.851530,92
273
+ post_272,user_95,Sports,text,"decentralized,futureoftech",Exploring the future of Sports! #sports,2025-04-12T08:29:01.851862,55
274
+ post_273,user_5,Music,image,"decentralized,blockchainlife",Music in pictures — what do you think? #music,2025-05-25T15:46:27.801608,58
275
+ post_274,user_97,Music,image,"decentralized,dailyphoto",Visualizing Music today. #music #Inspo,2025-02-01T19:09:27.034884,66
276
+ post_275,user_83,Web3,text,"futureoftech,decentralized",Just learned something amazing about Web3. #web3,2025-01-29T05:09:42.492255,69
277
+ post_276,user_38,Sports,text,"decentralized,futureoftech",Sports is changing everything. #sports,2025-03-14T07:53:05.760982,85
278
+ post_277,user_75,Art,image,"futureoftech,blockchainlife",Visualizing Art today. #art #Inspo,2025-07-27T05:17:42.577732,27
279
+ post_278,user_95,Music,text,"dailyphoto,blockchainlife",Just learned something amazing about Music. #music,2025-02-23T03:19:31.094039,68
280
+ post_279,user_47,Art,image,"futureoftech,blockchainlife",Captured this moment during a discussion on Art. #art,2025-06-02T01:44:06.786770,24
281
+ post_280,user_62,Sports,image,"blockchainlife,dailyphoto",Captured this moment during a discussion on Sports. #sports,2025-01-13T08:34:01.521445,43
282
+ post_281,user_7,News,image,"dailyphoto,blockchainlife",Visualizing News today. #news #Inspo,2025-03-31T13:56:29.815445,69
283
+ post_282,user_41,Web3,image,"futureoftech,dailyphoto",Visualizing Web3 today. #web3 #Inspo,2025-05-02T17:02:04.885193,43
284
+ post_283,user_58,News,image,"futureoftech,decentralized",News in pictures — what do you think? #news,2025-01-03T05:22:12.560740,37
285
+ post_284,user_88,Sports,image,"blockchainlife,decentralized",Captured this moment during a discussion on Sports. #sports,2025-03-27T06:51:45.372271,65
286
+ post_285,user_84,Web3,text,"blockchainlife,dailyphoto",Web3 is changing everything. #web3,2025-07-06T03:25:11.564151,43
287
+ post_286,user_97,Sports,image,"decentralized,dailyphoto",Sports in pictures — what do you think? #sports,2025-06-24T23:12:48.293266,84
288
+ post_287,user_13,Web3,text,"blockchainlife,decentralized",Thoughts on Web3? #web3,2025-04-15T05:04:57.805566,61
289
+ post_288,user_64,Sports,text,"decentralized,blockchainlife",Big news in the world of Sports! #sports,2025-03-05T22:07:15.170814,96
290
+ post_289,user_67,AI,image,"dailyphoto,blockchainlife",Check out this image related to AI! #ai 📸,2025-03-30T16:42:46.327262,25
291
+ post_290,user_29,News,image,"dailyphoto,futureoftech",Visualizing News today. #news #Inspo,2025-04-06T06:39:47.519603,94
292
+ post_291,user_74,AI,image,"dailyphoto,decentralized",Check out this image related to AI! #ai 📸,2025-03-16T09:30:30.526449,38
293
+ post_292,user_43,Art,text,"dailyphoto,blockchainlife",Just learned something amazing about Art. #art,2025-02-27T19:28:19.019955,57
294
+ post_293,user_48,Sports,text,"futureoftech,dailyphoto",Just learned something amazing about Sports. #sports,2025-02-11T22:06:45.238210,57
295
+ post_294,user_65,Sports,image,"dailyphoto,blockchainlife",Visualizing Sports today. #sports #Inspo,2025-04-04T08:09:30.399530,56
296
+ post_295,user_11,Web3,image,"decentralized,dailyphoto",Visualizing Web3 today. #web3 #Inspo,2025-07-03T01:58:01.169460,45
297
+ post_296,user_42,Web3,image,"blockchainlife,futureoftech",Visualizing Web3 today. #web3 #Inspo,2025-06-03T14:59:24.493589,47
298
+ post_297,user_24,Crypto,image,"dailyphoto,blockchainlife",Check out this image related to Crypto! #crypto 📸,2025-07-08T14:03:54.713878,36
299
+ post_298,user_27,Crypto,image,"dailyphoto,decentralized",Crypto in pictures — what do you think? #crypto,2025-05-05T02:48:24.972364,20
300
+ post_299,user_76,Crypto,text,"dailyphoto,decentralized",Thoughts on Crypto? #crypto,2025-01-21T12:16:24.278555,54
301
+ post_300,user_29,Music,text,"futureoftech,dailyphoto",Exploring the future of Music! #music,2025-01-23T14:11:51.503066,65
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requirements.txt ADDED
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The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
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+ "single_word": false,
41
+ "special": true
42
+ }
43
+ },
44
+ "clean_up_tokenization_spaces": false,
45
+ "cls_token": "[CLS]",
46
+ "do_basic_tokenize": true,
47
+ "do_lower_case": true,
48
+ "extra_special_tokens": {},
49
+ "mask_token": "[MASK]",
50
+ "max_length": 128,
51
+ "model_max_length": 256,
52
+ "never_split": null,
53
+ "pad_to_multiple_of": null,
54
+ "pad_token": "[PAD]",
55
+ "pad_token_type_id": 0,
56
+ "padding_side": "right",
57
+ "sep_token": "[SEP]",
58
+ "stride": 0,
59
+ "strip_accents": null,
60
+ "tokenize_chinese_chars": true,
61
+ "tokenizer_class": "BertTokenizer",
62
+ "truncation_side": "right",
63
+ "truncation_strategy": "longest_first",
64
+ "unk_token": "[UNK]"
65
+ }
vocab.txt ADDED
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