tensor2tensor

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Welcome to Tensor2Tensor.

This group is dedicated to discussing issues related to the Tensor2Tensor library:
https://github.com/tensorflow/tensor2tensor

We're discussing issues with the library, problems with training and use of the models,
other issues related to ML and TensorFlow, and recent Tensor2Tensor releases.

Feel free to post here!

T2T Team

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Foto del profilo di subramaniyam cabila

subramaniyam cabila, Joydeep Mitra3

12/11/23

I apologize for the error. On Mon, 13 Nov 2023, 09:13 Joydeep Mitra, <joyd...@gmail.com> wrote

da leggere,

I apologize for the error. On Mon, 13 Nov 2023, 09:13 Joydeep Mitra, <joyd...@gmail.com> wrote

12/11/23

Foto del profilo di Betizazu Alemu

06/06/22

I need Just one Command

I know it's no longer supported, but I am just starting on NLP and working on a Translation

da leggere,

I need Just one Command

I know it's no longer supported, but I am just starting on NLP and working on a Translation

06/06/22

Foto del profilo di Lohith Naj N

05/12/21

Unable to train the model

Hello, I used your code in machine learning foundations video lecture on your youtube channel and I

da leggere,

Unable to train the model

Hello, I used your code in machine learning foundations video lecture on your youtube channel and I

05/12/21

Foto del profilo di 孟焯

08/07/20

Model Apply and Application - Image Classification

Dear experts, I want to use Tensor2Tensor for image classification tasks. After model training, I got

da leggere,

Model Apply and Application - Image Classification

Dear experts, I want to use Tensor2Tensor for image classification tasks. After model training, I got

08/07/20

Foto del profilo di Rohan

Rohan, Lukasz Kaiser2

20/03/20

Hi Rohan. We're not planning to convert T2T to TF2 as is. Instead, please contribute to Trax, the

da leggere,

Hi Rohan. We're not planning to convert T2T to TF2 as is. Instead, please contribute to Trax, the

20/03/20

Foto del profilo di Arben Sabani

19/03/20

Tranformer model with float inputs and outputs

I know that the word sequnce in translate problem is converted to tensors of float, but i want to

da leggere,

Tranformer model with float inputs and outputs

I know that the word sequnce in translate problem is converted to tensors of float, but i want to

19/03/20

Foto del profilo di Paloma Jimeno

Paloma Jimeno, Martin Popel3

20/02/20

tensorflow_model_server translation from translate_enes_wmt32k t2t library. "Could not parse example input"

Thank you, Martin, It is still a bad request (see picture) Could be an option to use the t2t-query-

da leggere,

tensorflow_model_server translation from translate_enes_wmt32k t2t library. "Could not parse example input"

Thank you, Martin, It is still a bad request (see picture) Could be an option to use the t2t-query-

20/02/20

Foto del profilo di David Liebman

David Liebman, Martin Popel4

16/02/20

registering hparam set in user dir

from tensor2tensor.utils import usr_dir usr_dir.import_usr_dir('my-usr-dir') I tried this as

da leggere,

registering hparam set in user dir

from tensor2tensor.utils import usr_dir usr_dir.import_usr_dir('my-usr-dir') I tried this as

16/02/20

Foto del profilo di Ravi Jain

01/11/19

Regarding attention

Why is ``` Q*(K).t() ``` ( t() mean transpose) done in attention, and not ``` Q*(Q+K).t() ``` for

da leggere,

Regarding attention

Why is ``` Q*(K).t() ``` ( t() mean transpose) done in attention, and not ``` Q*(Q+K).t() ``` for

01/11/19

Foto del profilo di Sumeet Singh

29/10/19

Invalid argument: In[0] and In[1] must have compatible batch dimensions: [1,8,1288,4608,4] vs. [1,8,1250,4,256]

This error is occurring inside the function dot_product_attention. I don't even know how

da leggere,

Invalid argument: In[0] and In[1] must have compatible batch dimensions: [1,8,1288,4608,4] vs. [1,8,1250,4,256]

This error is occurring inside the function dot_product_attention. I don't even know how

29/10/19

Foto del profilo di Sumeet Singh

23/10/19

local_attention_2d vs unmasked_local_attention_2d_tpu

Hi All, I am writing a new model for images that uses 2D Local Self Attention for the encoder as

da leggere,

local_attention_2d vs unmasked_local_attention_2d_tpu

Hi All, I am writing a new model for images that uses 2D Local Self Attention for the encoder as

23/10/19

Foto del profilo di Sumeet Singh

21/10/19

ImageMsCocoCharacters (image_ms_coco_characters)

Hi, Does anybody know what model goes along with the ImageMsCocoCharacters (image_ms_coco_characters)

da leggere,

ImageMsCocoCharacters (image_ms_coco_characters)

Hi, Does anybody know what model goes along with the ImageMsCocoCharacters (image_ms_coco_characters)

21/10/19

Foto del profilo di Weiguang Guan

Weiguang Guan, … Sumeet Singh7

21/10/19

conflict between TF 2.0 and T2T 1.14.1

Got it to work with Python 3.6 using pipenv --skip-lock. Pasting the pipfile for what its worth. [[

da leggere,

conflict between TF 2.0 and T2T 1.14.1

Got it to work with Python 3.6 using pipenv --skip-lock. Pasting the pipfile for what its worth. [[

21/10/19

Foto del profilo di Aleksas Pielikis

Aleksas Pielikis

21/10/19

Defining Text Multi-label Classification Problem

Trying to define a text multi-label classification problem in t2t with kaggle jigsaw toxic comment

da leggere,

Defining Text Multi-label Classification Problem

Trying to define a text multi-label classification problem in t2t with kaggle jigsaw toxic comment

21/10/19

Foto del profilo di Tianyu Jiang

08/10/19

how to indicate input and output node names

Hi everyone, I am trying to convert the t2t model to Apple coreML model.( Transformer model). But i

da leggere,

how to indicate input and output node names

Hi everyone, I am trying to convert the t2t model to Apple coreML model.( Transformer model). But i

08/10/19

Foto del profilo di Simon Mc Duff

Simon Mc Duff, … Erik Chan8

03/10/19

How to add Input Parameter in T2T using Tensorflow Serving

Hi Simon Would you mind sharing your code? I am also trying to do Input Parameter in T2T using

da leggere,

How to add Input Parameter in T2T using Tensorflow Serving

Hi Simon Would you mind sharing your code? I am also trying to do Input Parameter in T2T using

03/10/19

Foto del profilo di 陳裕政

陳裕政, Eugene Kuznetsov5

01/10/19

with Tensor2tensor when making a transformer training.......

I think the dateset is fine. Because, the training could be continued. The following is including

da leggere,

with Tensor2tensor when making a transformer training.......

I think the dateset is fine. Because, the training could be continued. The following is including

01/10/19

Foto del profilo di Jonny Saunders

29/09/19

Conditional Language Modeling?

Hello! I've been playing around with T2T for awhile now, still getting my feet around some of the

da leggere,

Conditional Language Modeling?

Hello! I've been playing around with T2T for awhile now, still getting my feet around some of the

29/09/19

Foto del profilo di David Liebman

David Liebman, John Ed Alvinez2

29/09/19

learning rate 2.0

Hi David, Good day. I think the Base learning rate text is logged here: https://github.com/tensorflow

da leggere,

learning rate 2.0

Hi David, Good day. I think the Base learning rate text is logged here: https://github.com/tensorflow

29/09/19

Foto del profilo di siddhant sharma

siddhant sharma, Martin Popel2

01/08/19

Training the a new model based on previous trained model

Just use the same output_dir and continue training. Make sure the new dataset uses the same subword

da leggere,

Training the a new model based on previous trained model

Just use the same output_dir and continue training. Make sure the new dataset uses the same subword

01/08/19

Foto del profilo di Mrinal Roy

Mrinal Roy, … Praneet3

30/07/19

CIFAR-10, CIFAR-100 Models with Mesh TensorFlow

+1 On Thursday, 13 June 2019 14:09:11 UTC-4, Mrinal Roy wrote: Anyone tried or have pointers to

da leggere,

CIFAR-10, CIFAR-100 Models with Mesh TensorFlow

+1 On Thursday, 13 June 2019 14:09:11 UTC-4, Mrinal Roy wrote: Anyone tried or have pointers to

30/07/19

Foto del profilo di Suhas Shekhar

Suhas Shekhar, Praneet2

30/07/19

Model-Parallel Layout in Mesh-Tensorflow

+1, looking for answer/ Thanks you On Monday, 1 July 2019 20:39:07 UTC-4, Suhas Shekhar wrote: I am

da leggere,

Model-Parallel Layout in Mesh-Tensorflow

+1, looking for answer/ Thanks you On Monday, 1 July 2019 20:39:07 UTC-4, Suhas Shekhar wrote: I am

30/07/19

Foto del profilo di Youwei Liang

Youwei Liang, … Lukasz Kaiser5

27/07/19

Does anyone know some easy-to-train datasets?

Thank you. I want to train on an NLP dataset.

da leggere,

Does anyone know some easy-to-train datasets?

Thank you. I want to train on an NLP dataset.

27/07/19

Foto del profilo di Eugene Kuznetsov

Eugene Kuznetsov, Lukasz Kaiser7

22/07/19

bfloat16 GPU performance

Found another fairly significant optimization. It turns out that, if you add a dense layer to

da leggere,

bfloat16 GPU performance

Found another fairly significant optimization. It turns out that, if you add a dense layer to

22/07/19

Foto del profilo di Seongjin Cho

Seongjin Cho, Lukasz Kaiser2

20/07/19

"Generic conv implementation only supports NHWC tensor format for now" error when using t2t-decode

This looks very much like a TF or CUDA problem. I'm not sure what the solution is, but please ask

da leggere,

"Generic conv implementation only supports NHWC tensor format for now" error when using t2t-decode

This looks very much like a TF or CUDA problem. I'm not sure what the solution is, but please ask

20/07/19

Foto del profilo di Martin Popel

18/07/19

Re: Formula used to calculate BLEU

Hi Arben, t2t-bleu implementation (as well as SacreBLEU) uses the correct BLEU formula (as in the

da leggere,

Re: Formula used to calculate BLEU

Hi Arben, t2t-bleu implementation (as well as SacreBLEU) uses the correct BLEU formula (as in the

18/07/19

Foto del profilo di Santosh Gupta

Santosh Gupta, Lukasz Kaiser2

18/07/19

Is the Text2textCopyableTokens problem for summarization? If so, what to put for 'extra_label'?

I must admit I'm not sure what problem this file is about, does anyone know? Lukasz On Tue, Jul

da leggere,

Is the Text2textCopyableTokens problem for summarization? If so, what to put for 'extra_label'?

I must admit I'm not sure what problem this file is about, does anyone know? Lukasz On Tue, Jul

18/07/19

Foto del profilo di Arben Sabani

Arben Sabani, Martin Popel3

13/07/19

mathematical formula used for t2t-bleu

Thanks a lot, Martin. Thant helps a lot. best Arben On Saturday, 13 July 2019 18:30:47 UTC+2, Arben

da leggere,

mathematical formula used for t2t-bleu

Thanks a lot, Martin. Thant helps a lot. best Arben On Saturday, 13 July 2019 18:30:47 UTC+2, Arben

13/07/19

Foto del profilo di siddhant sharma

siddhant sharma, Martin Popel2

13/07/19

Generation of word embedding in tensor2tensor-transformer model

Hi Siddhant, by default, word embeddings are treated as all other weights in the Transformer model,

da leggere,

Generation of word embedding in tensor2tensor-transformer model

Hi Siddhant, by default, word embeddings are treated as all other weights in the Transformer model,

13/07/19

Foto del profilo di Arben Sabani

Arben Sabani, … est namoc6

13/07/19

new translate problem which can deal with corrections

Thanks a lot, very interesting articles. I had a similar idea or approach how translation should work

da leggere,

new translate problem which can deal with corrections

Thanks a lot, very interesting articles. I had a similar idea or approach how translation should work

13/07/19

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