minishlab/potion-base-8M
Updated • 1.52M • 77
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beginners bbq class taking place in missoula! do you want to get better at making delicious bbq? you will have the opportunity, put this on your calendar now. thursday, september 22nd join world class bbq champion, tony balay from lonestar smoke rangers. he will be teaching a beginner level class for everyone who wants... | [
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discussion in'mac os x lion ( 10. 7 )'started by axboi87, jan 20, 2012. i've got a 500gb internal drive and a 240gb ssd. when trying to restore using disk utility i'm given the error " not enough space on disk _ _ _ _ to restore " but i shouldn't have to do that!!! any ideas or workarounds before resorting to the above... | [
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foil plaid lycra and spandex shortall with metallic slinky insets. attached metallic elastic belt with o - ring. headband included. great hip hop or jazz dance costume. made in the usa. | [
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how many backlinks per day for new site? discussion in'black hat seo'started by omoplata, dec 3, 2010. 1 ) for a newly created site, what's the max # backlinks per day i should do to be safe? 2 ) how long do i have to let my site age before i can start making more blinks? i did about 6000 forum profiles every 24 hours ... | [
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the denver board of education opened the 2017 - 18 school year with an update on projects that include new construction, upgrades, heat mitigation and quality learning environments. we are excited that denver students will be the beneficiaries of a four year, $ 572 million general obligation bond. since the passage of ... | [
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bangalore cy junction sbc to gondia junction g train timings, routes, stops, and complete info. as of now, 1 trains run between from bangalore cy junction ( ypr ) to gondia junction ( g ). the fastest train from bangalore cy junction ( ypr ) to gondia junction ( g ) is ypr krba wainganga exp ( 12251 ) that departs at 2... | [
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i thought i was going to finish the 3rd season of the wire tonight. but there was a commentary on episode 11, so i had to re - watch middle ground with the commentary. hopefully i can finish the season next weekend. | [
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the rich get richer and the poor get poorer eh? or is it the rich think different and play by a different set of rules? do the rich take responsibility and action? poor people believe'life happens to me.'rich people are committed to be rich. poor people want to be rich. rich people think big. poor people think small. r... | [
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biomedics 1 day extra are daily replacement disposable contact lenses by coopervision hydron. buy one box of 90 lenses. biomedics 1 day extra contacts give you all the convenience of a daily disposable lens with no need for solutions, cases or cleaning and are perfect for the occasional wear. these lenses have greater ... | [
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sysco corp. has terminated its planned $ 3. 5 billion takeover of us foods, it announced monday, after a federal judge blocked the combination. the company is opting instead to add $ 3 billion to its stock - buyback program. with the deal breaking up, sysco will pay a $ 300 million termination fee to us foods and a $ 1... | [
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pencarian film untuk " peace breaker 2017 " yuk mampir ke channel say.. edges east provides the l.. a corrupt cop makes one w.. peace breaker 2017 ~.. nao loan - peace break.. please subscribe and hit.. uploaded in hd at http : / /.. i cannot believe i manage.. | [
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below you'll find some great videos that will encourage you, train you and build you up in hearing from god and being able to let him fulfill his plan in your life. something new that will help you hear gods voice! how to understand and rightly divide it & how it applies to life! in this important teaching terry reveal... | [
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minishlab/tokenlearn-c4-en-bge-base-v1.5 Dataset Card
This dataset was created with Tokenlearn for training Model2Vec models. It contains mean token embeddings produced by a sentence transformer, used as training targets for static embedding distillation.
Dataset Details
| Field | Value |
|---|---|
| Source dataset | allenai/c4 |
| Source split | train |
| Embedding model | baai/bge-base-en-v1.5 |
| Embedding dimension | 768 |
| Rows | 10000000 |
Dataset Structure
| Column | Type | Description |
|---|---|---|
text |
string |
Truncated input text |
embedding |
list[float32] |
Mean token embedding from baai/bge-base-en-v1.5, excluding BOS/EOS tokens |
Usage
Load with the datasets library:
from datasets import load_dataset
dataset = load_dataset("minishlab/tokenlearn-c4-en-bge-base-v1.5")
Train a Model2Vec model on this dataset using Tokenlearn:
python -m tokenlearn.train \
--model-name "baai/bge-base-en-v1.5" \
--data-path "minishlab/tokenlearn-c4-en-bge-base-v1.5" \
--save-path "<path-to-save-model>"
Creation
This dataset was created using the tokenlearn-featurize CLI:
python -m tokenlearn.featurize \
--model-name "baai/bge-base-en-v1.5" \
--dataset-path "allenai/c4" \
--dataset-name "en" \
--dataset-split "train" \
--output-dir "<output-dir>"
Library Authors
Tokenlearn was developed by the Minish team consisting of Stephan Tulkens and Thomas van Dongen.
Citation
@software{minishlab2024model2vec,
author = {Stephan Tulkens and {van Dongen}, Thomas},
title = {Model2Vec: Fast State-of-the-Art Static Embeddings},
year = {2024},
publisher = {Zenodo},
doi = {10.5281/zenodo.17270888},
url = {https://github.com/MinishLab/model2vec},
license = {MIT}
}
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