Knowledge Builders

are transformers bidirectional

by Dessie Moen PhD Published 3 years ago Updated 2 years ago
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1. People confirmed that Transformer
Transformer
A transformer is a deep learning model that adopts the mechanism of self-attention, differentially weighting the significance of each part of the input data. It is used primarily in the fields of natural language processing (NLP) and computer vision (CV).
https://en.wikipedia.org › wiki › Transformer_(machine_learn...
has Bidirectional nature
, rather than an external code making it bidirectional. 2. My doubt: We are passing Q K V embeddings to transformer, to which it applies N layers of self attention using ScaledDotMatrix attention.
Mar 16, 2019

Full Answer

Is transformer bidirectional or step down?

Transformer is bidirectional .Because power remain constant in transformer. It works on the principle of mutual induction and the no. of turns we are designed. A step up transformer can be used as step down transformer just if i will reverse the primary and secondary side. Core losses remain same.

What is the difference between unidirectional and bidirectional transformer?

It is unidirectional in the sense that the current can flow only from source to load and not the other way round. , Mostly unsuccessful. Bidirectional means showing same property when supply is reversed. Coils in transformer is inductive and resistive and they both show bidirectional property unlike rectifier.

What is the interconnection of transformer in substation?

Interconnection of transformers in substations that need to accommodate the bi-directional flow of power. In early November, on a Consulting-Specifying Engineer webcast, I presented concepts regarding the interconnection of transformers in substations that need to accommodate the bi-directional flow of power.

What is a transformer model used for?

The full Transformer model has two parts: encoder and decoder. This encoder-decoder model is used for sequence-to-sequence tasks, like machine translation. There are other tasks, however, that do not need the full model, but only one of its parts.

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Is transformer unidirectional or bidirectional?

In fact, the transformer encoder is bi-directional, which means that the self-attention can attend to tokens both on the left and right. In contrast, the decoder is uni-directional, since while generating text one token at a time, you cannot allow the decoder to attend to the right of the current token.

Are transformers bidirectional NLP?

As opposed to directional models, which read the text input sequentially (left-to-right or right-to-left), the Transformer encoder reads the entire sequence of words at once. Therefore it is considered bidirectional, though it would be more accurate to say that it's non-directional.

Can a transformer work both ways?

Reversibility of Transformer Operation In case you were wondering, it is possible to operate either of these transformer types backward (powering the secondary winding with an AC source and letting the primary winding power a load) to perform the opposite function: a step-up can function as a step-down and visa-Versa.

Can transformer work bidirectional?

Transformer can handle power flow in both the directions, forward and reverse. This actually happens in case of interconnecting transformers. Either of the two windings can become primary (drawing power from source) and the other winding becomes secondary, delivering power to load. So it is bidirectional.

Why is BERT called bidirectional?

It is bidirectional because it uses context from both sides of the current word (instead of e.g. using just the previous few words it uses the whole sequence).

Is BERT a bidirectional model?

BERT is designed to pretrain deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. BERT has deep bidirectional representations meaning the model learns information from left to right and from right to left.

Can I run a transformer backwards?

Any step-down transformer can technically be used as a step-up transformer by “reverse feeding” the transformer. Reverse feeding is simply a matter of having the power supply entering at the low voltage windings.

Are all transformers reversible?

In practice, losses mean that both standard transformers and autotransformers are not perfectly reversible; one designed for stepping down a voltage will deliver slightly less voltage than required if it is used to step up.

What happens if you hook up a transformer backwards?

If you took a transformer and connected it reverse - IN THEORY you get the ratio upwards instead of down. Take a 120 VAC transformer that puts out 12 VAC. If you hook it up backwards (and the windings don't blow up) then the output would be 1200 VAC. That's a typical 10:1 step-down transformer.

Does a transformer work only in one direction?

The direction of current flow is changed in AC. When AC flows through the primary, current is induced in the secondary due to mutual induction. There is no mutual induction in DC as its direction does not change. So a transformer cannot work in DC.

How do you achieve bidirectional power flow?

It is achieved by a change of current direction or voltage polarity.

What is bidirectional power flow?

Bidirectional charging – i.e. in two directions – is part of the near future. Here, the electricity can also flow back in a controlled manner from the vehicle battery via the charging station into the power grid or into your own house if it is needed.

What are transformers in NLP?

A transformer is a deep learning model that adopts the mechanism of self-attention, differentially weighting the significance of each part of the input data. It is used primarily in the fields of natural language processing (NLP) and computer vision (CV).

How does NLP transformer work?

The Transformer's encoder and the decoder parts work as explained below: Word input sequences are passed to the first encoder. The inputs are then reshaped and passed on to the next encoder repeatedly till the last encoder. An output is then generated from the last encoder in the encoder-stack.

What is the difference between BERT and transformers?

BERT is only an encoder, while the original transformer is composed of an encoder and decoder. Given that BERT uses an encoder that is very similar to the original encoder of the transformer, we can say that BERT is a transformer-based model.

Are transformers supervised or unsupervised?

Transformers are semi-supervised machine learning models that are primarily used with text data and have replaced recurrent neural networks in natural language processing tasks.

Why is a transformer bidirectional?

Transformer is bidirectional .Because power remain constant in transformer. It works on the principle of mutual induction and the no. of turns we are designed.

How does a transformer work?

Transformer is a static device which transfers electrical power from one AC circuit to the other AC circuit by means of increasing or decreasing voltage (or current) & by keeping frequency constant. Now, there are mainly 3 types of powers in case of AC circuit. 1. Active Power, P=VI*cos (phi) watt.

Why are transformers used?

Transformer is an electromagnetic device ,which is used to either step up or step down the voltage levels by keeping power,frequency and flux as constant.

How much loss does a transformer have?

A very small wall transformer (a watt or two) may have 30–45 % loss. The primary and secondary resistances are large. It can tollerate this loss because it is small in value, perhaps a watt. The voltage may drop that much from no load to full load. In a 100 watt transformer 5–10% is likely.

What is the purpose of instrument transformers in substations?

In substations the voltage and current levels are to be monitored at every instant and as these voltages and currents are of very high values ,the meters used for these purpose should be of very large rating which increases the size and cost of the meters. To avoid this, Instrument transformers are used to step down the voltage and current values to required level.Again there are two types of instrument transformers.

Why are delta-star transformers used in distribution?

These Transformers are used in distribution side to furthur decrease the voltage leve for supplying the load .Generally delta-star transformers are used in distribution side because the loads we use are 1 phase (1 phase and 1 neutral wire) To split the 3 phase power into 3 -single phases we need star connection.These transformers are supplying power through out the day whether load is on or off. Turning on transformers even on no load results in increased core losses ,so the distribution transformers use amorphous alloy core whereas power transformers use silicon steel core .

What is step down transformer?

These type of transformers are used in transmission side (which connects generation to distribution).Step up transformers are used on generation side to increase the voltage level . Because there are few advantages of transmitting power at higher voltages like Stability can be increased and losses can be mitigated .And Step Down transformers are used at the load side as the required

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1.How Transformer is Bidirectional - Machine Learning

Url:https://stackoverflow.com/questions/55158554/how-transformer-is-bidirectional-machine-learning

26 hours ago  · Adding to what Hai-Anh Trinh said, Transformers aren't 'bi-directional', it would be better to call them "omni-directional". Because of their self-attention method, they are able to …

2.Is a transformer unidirectional or bidirectional? - Quora

Url:https://www.quora.com/Is-a-transformer-unidirectional-or-bidirectional

14 hours ago Transformer is bidirectional .Because power remain constant in transformer. It works on the principle of mutual induction and the no. of turns we are designed. A step up transformer can …

3.Are all transformers bidirectional? - Quora

Url:https://www.quora.com/Are-all-transformers-bidirectional

30 hours ago Answer: Yes. A transformer is made of two or more windings on a bobbin or core of some material. Based on the ratio of turns it can step voltage up or down with the current following in …

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