sockeye | sequence framework with a focus on Neural Machine | Translation library
kandi X-RAY | sockeye Summary
kandi X-RAY | sockeye Summary
Sockeye is an open-source sequence-to-sequence framework for Neural Machine Translation built on PyTorch. It implements distributed training and optimized inference for state-of-the-art models, powering Amazon Translate and other MT applications. Recent developments and changes are tracked in our CHANGELOG. For a quickstart guide to training a standard NMT model on any size of data, see the WMT 2014 English-German tutorial. For questions and issue reports, please file an issue on GitHub.
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Top functions reviewed by kandi - BETA
- Add training parameters for training .
- Create a training state .
- Group model parameters .
- Create data iterators .
- Add inference parameters .
- Loads the vocab from source paths .
- Translates a list of tokens .
- Create training data iterator .
- Prepare data .
- Creates a TranslatorInput from a dictionary .
sockeye Key Features
sockeye Examples and Code Snippets
Lines of Code : 42License : Permissive (Apache-2.0)
Copypython -m sockeye.train -s ${TRAINING_SOURCE} \
-t ${TRAINING_TARGET} \
-vs ${VALIDATION_SOURCE} \
-vt ${VALIDATION_TARGET} \
--batch-type word \
docker pull jwoo11/sockeye-serving
unzip -d /tmp/models/zh zh.mar
docker run -itd --name sockeye_serving -p 8080:8080 -p 8081:8081 -v /tmp/models:/opt/ml/model jwoo11/sockeye-serving
curl -X POST "http://localhost:8081/models?synchronous=true& # start the Docker container
sockeye-serving start
# deploy a model
sockeye-serving deploy zh
# list available models
sockeye-serving list
# translate text
sockeye-serving translate zh "my text"
# upload a file for translation
sockeye-serving upl cfia_recalls_merged['brand'] = cfia_recalls_merged['title'].str.extract(r'^(.*?) brand\b')
cfia_recalls_merged['product'] = cfia_recalls_merged['title'].str.extract(r'^.*? brand (.*?) recalled due to\b')
cfia_recalls_merged['hazard'] = cfirecalled_products = recall_details.find_all('td')
A = [[beef,
250g,
6 25984 00005 3,
11253],
[Salmon,
300 g,
6 25984 00005 3,
11253]]
b = [beef,
250g,
6 25984 00005 3,pip install sockeye==2.2.8
Community Discussions
Trending Discussions on sockeye
QUESTION
I have the following pandas Series:
...ANSWER
Answered 2021-Feb-23 at 04:48You could use str.extract here:
QUESTION
I want to iterate over a beautifulsoup object that changes length based on the number of elements it finds matching the HTML tag.
...ANSWER
Answered 2021-Feb-12 at 03:45This looks to me as if you need to build a spreadsheet to hold the data that you need to store. You can use the library called openpyxl to do this and then create columns for brands, products, sizes, upcs, codes. Then store the results from your beautifulsoup object into the spreadsheet.
QUESTION
I have a model trained with sockeye version 2.2.7. The major code version has to match.[1,2] So I'm trying to install 2.2.7. There is no tag for 2.2.7 in https://github.com/awslabs/sockeye/tags and https://pypi.org/project/sockeye/#history. Is there a way to install 2.2.7?
...ANSWER
Answered 2021-Jan-08 at 16:28version 2.2.8 runs a model trained on 2.2.7 [1]
Installing 2.2.8:
QUESTION
I am writing a search menu that searches for and shows on the page all matching substrings in a string on pure js. I made the search on page, but I don't know how to display the results in the search drop-down menu with the number of results like on picture use only js. My code and picture below:
...ANSWER
Answered 2020-Oct-26 at 10:28Maybe like this:
QUESTION
Continuation of my question. There is a search block, a string is searched among the "p" blocks on the page, the number of blocks is displayed.
I cannot make it so that the blocks that contain the search string are reflected in the drop-down list as in the picture.
Question:
how to make a drop-down list with "p" blocks that contain the desired string in pure js.
An example in the picture, the available code below:
...ANSWER
Answered 2020-Oct-26 at 15:12Inside the p loop, you can check if each p content contains the inputed text using String.prototype.match and if no matches, update the style to hide the p tag as follows.
QUESTION
I'm doing the tutorial at https://awslabs.github.io/sockeye/tutorials/wmt.html.
The following command gives the output below.
...ANSWER
Answered 2020-Oct-13 at 09:08The typical stopping criterion is early stopping, i.e., train the model until the validation loss improves. In Sockey, it is --max-num-checkpoint-not-improved. See Sockey documentation for more details.
QUESTION
I have the following array with objects, and the object consists of an array. I would like to return the total length of the array "species".
...ANSWER
Answered 2020-Sep-09 at 09:28You could use .reduce to accumulate the length of species
QUESTION
I want to read a big number of strings in different files in Excel, and create a group with them.
If I understood correctly, as I don't know how many strings I will have, it is better to use Collections instead of arrays.
I just want to reproduce now this example to learn how to work with Collections.
...ANSWER
Answered 2017-Jun-22 at 09:27Your example is .NET which is completely different from VBA.
In VBA you do this:
QUESTION
Does anyone know of a generic function in r that can convert ä to its unicode character â? I have seen some functions that take in â, and convert it to a normal character. Any help would be appreciated. Thanks.
Edit: Below is a record of data, which I probably have over 1 million records. Is there an easier solution other than reading the data into a massive vector, and for each element, changing the records?
...ANSWER
Answered 2017-Mar-10 at 20:00Here's one way via the XML package:
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