SAE | AAAI 2020 paper Select , Answer and Explain | Natural Language Processing library

 by   JD-AI-Research-Silicon-Valley Python Version: Current License: MIT

kandi X-RAY | SAE Summary

kandi X-RAY | SAE Summary

SAE is a Python library typically used in Artificial Intelligence, Natural Language Processing, Deep Learning, Pytorch applications. SAE has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

Evaluation code for SAE-large on HotpotQA leaderboad with pretrained models.
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            kandi-support Support

              SAE has a low active ecosystem.
              It has 25 star(s) with 3 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 3 have been closed. On average issues are closed in 1 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of SAE is current.

            kandi-Quality Quality

              SAE has 0 bugs and 0 code smells.

            kandi-Security Security

              SAE has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              SAE code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              SAE is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              SAE releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              SAE saves you 13601 person hours of effort in developing the same functionality from scratch.
              It has 27294 lines of code, 1768 functions and 157 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed SAE and discovered the below as its top functions. This is intended to give you an instant insight into SAE implemented functionality, and help decide if they suit your requirements.
            • Perform roberta algorithm
            • Compute attention layer
            • Generate a mask
            • Perform selfatt attention
            • Train the model
            • Performs a single step
            • Set random seed
            • Forward computation
            • Compute the logit
            • Create tokenizer from pretrained model
            • Convert a pytorch checkpoint
            • Create a Config object from a pretrained model
            • Create a QuestionAnswering instance from a pretrained model
            • Deserialize from pretrained model
            • Perform forward computation
            • Create a pretrained model from a pretrained model
            • Compute log probability for each cluster
            • Convert a TensorFlow checkpoint to pytorch
            • Load weights from an xlnet model
            • Loads weights from TF model
            • Parse command line arguments
            • Compute the attention matrix
            • Convert roberta checkpoint to pytorch model
            • Create from pretrained model
            • Forward attention
            • Evaluate the model
            Get all kandi verified functions for this library.

            SAE Key Features

            No Key Features are available at this moment for SAE.

            SAE Examples and Code Snippets

            No Code Snippets are available at this moment for SAE.

            Community Discussions

            QUESTION

            Python Split Regex not split what I need
            Asked 2022-Mar-21 at 12:03

            I have this in my file

            ...

            ANSWER

            Answered 2022-Mar-21 at 02:58

            I would use re.findall here:

            Source https://stackoverflow.com/questions/71552335

            QUESTION

            negative values for mean squared errors in sae package for R
            Asked 2022-Feb-25 at 14:28

            I have been using "sae" package for R to use small area estimations with spatial fay-herriot models (SFH). Using different distance matrices I occasionally obtained negative values of Mean Squared Errors (MSE).

            The following link may reference a similar behavior:

            scikit-learn cross validation, negative values with mean squared error

            In any case here is a working example:

            ...

            ANSWER

            Answered 2022-Feb-25 at 14:28

            I'm pretty sure that this is due to bias correction that generally takes place when you have MSE. You can read about the formula for bias correction that is used in the references they provided in ?sae::meanSFH. In one of the articles, they provided a case study where the average MSE is negative. (I found this in Molina et al., 2009. They identify the bias correction in a few places, but it's very clear on pp. 452-453.)

            You can visualize the errors and see how very close they are to zero.

            Source https://stackoverflow.com/questions/71266332

            QUESTION

            Filtering Data out of 2 CSVs and Getting Objects within Object
            Asked 2022-Feb-10 at 00:07

            So what I am attemping to do is filter some data through a csv from a csv and when it goes through it searches the column and give me all the values that have a matching value in the 2nd CSV from the 1st one. However the values its giving are the groups when in fact I need the devices that are in the groups. So kinda like a group of object inside of an object.

            ...

            ANSWER

            Answered 2022-Feb-10 at 00:07

            The Object[] in the result CSV means that there are multiple values found per DisplayName (i.e.: iPad-PER-Students-ML03 has multiple appearances in the big CSV) hence why there are multiple serials and multiple objectIDs. This would require 2 nested loops to unroll all the data:

            1. An outer loop to enumerate all rows of the Azure Groups CSV.
            2. And, an inner loop to enumerate all rows of the Big CSV per appearance of DisplayName / NewGroup.

            Source https://stackoverflow.com/questions/71057016

            QUESTION

            Looking for an example of a OBD-II complete data frame
            Asked 2021-Dec-09 at 15:01

            I'm developing an OBD-II reader where I want to query requests to read PID parameters with a stm32 processor. I already understand what should go on the data field, but the ID is giving me a headache. As I have read, one must send 0x7DF to broadcast a request, and each ECU will respond with his own ID. However, I have been asked to do this within the SAE J1939 protocol, which uses the 29 bit extended identifier, and I don't know what I need to add to this ID.

            As I stated in the title, could someone show me some actual data from a bus using this method? I've been searching on the internet for real frames but did not have any luck so far.

            I woud also appreciate if someone could shred some light to if the OBD-II communication needs some acknowledgment to work properly.

            Thanks

            ...

            ANSWER

            Answered 2021-Dec-09 at 15:01

            I would suggest you to take a look on the SAE J1939 documentation, in the more specifically on the J1939/21,J1939-71 and J1939/73.

            Generally, a J1939 transport protocol response sequence can be processed as follows:

            • Identify the BAM frame, indicating a new sequence being initiated (via the PGN 60416 - 0xEC00 can be reach by 0x1CECFF00 )
            • Extract the J1939 PGN from bytes 6-8 of the BAM payload to use as the identifier of the new frame
            • Construct the new data payload by concatenating bytes 2-8 of the data transfer frames (i.e. excl. the 1st byte)

            A J1939 data transfer messages with ID 1CEBFF00 (PGN 60160 or EB00).

            Above, the last 3 bytes of the BAM equal E3FE00. When reordered, these equal the PGN FEE3 aka Engine Configuration 1 (EC1). Further, the payload is found by combining the the first 39 bytes across the 6 data transfer packets/fram

            The administrative control device or any device issuing the vehicle use status PID should be sensitive to the run switch status (SPN 3046 - 0xFDC0 which probably can be reach by 0xCFDC000) and any other locally defined criteria for authorized use (i.e., driver log-ons) before the vehicle use status PID is used to generate an unauthorized use alarm.

            Also, you can't forget to uses a read/send to extend ID message, since that is a 24-bit.

            In fact, i will suggest you to use can-utils to make your a analyses even easier. A simple can-dump or can-sniffer you can see what is coming on your broadcast.

            Some car's dbc https://github.com/commaai/opendbc

            Source https://stackoverflow.com/questions/70079143

            QUESTION

            Cannot figure out how to check a value in C code
            Asked 2021-Nov-04 at 13:30

            Hello I'm fairly new to programming so here's my problem, I have multiple arrays of the size x, I want to add b values to my array, what I did is x + b then ask the user to type his value then call a function that looks if the value is already in the array, if it is, I ask the user to type it again, but the problem is that the search function returns random numbers. heres my code (the fRecherche2 works fine outside of fAjouter):

            ...

            ANSWER

            Answered 2021-Nov-04 at 11:06

            One major problem: In the fAjouter function you have code like this

            Source https://stackoverflow.com/questions/69838111

            QUESTION

            Scraping thousands of URLs getting "Please specify how to connect" in power query
            Asked 2021-Oct-13 at 15:22

            Here is my function code. I have another table with all my URLs. But when I try to plug my URLs into CarData it returns Please specify how to connect and shows me this window. Something I would like to not have to do manually for thousands of URLs. Why is it asking for this and how do I automate it for my thousands of URLs?

            ...

            ANSWER

            Answered 2021-Sep-20 at 13:02

            QUESTION

            Pandas group by aggregation for non numeric data
            Asked 2021-Oct-03 at 17:13

            my sample df looks like this:

            ...

            ANSWER

            Answered 2021-Oct-03 at 16:48

            Try replace na to NaN and do first

            Source https://stackoverflow.com/questions/69426926

            QUESTION

            Get the real name of saved file (Model) after upload - Django
            Asked 2021-Sep-07 at 21:39

            I'm trying to get the real name of the uploaded file in Django. It turns out that if a file name already exists inside the Model, the Django will create another name aleatory.

            For example, if 'abc.xls' is inside the Model database and I try to upload 'abc.xls' again, Django will create a file called 'abc_123456.xls'. That's not the problem!

            My question is: how can I get this name ('abc_123456.xls') inside my view.py?

            ...

            ANSWER

            Answered 2021-Sep-07 at 21:39

            You can retrieve it from file with name attribute. Bu it gives you file name with joined MEDIA_ROOT. You can extract MEDIA_ROOT from that attribute. Also you can retrieve object when form.save(commit=False) Try this:

            Source https://stackoverflow.com/questions/69094390

            QUESTION

            Compare arrays with strings (match parts of strings)
            Asked 2021-Aug-27 at 17:48

            I'm working on an InDesign script and need to compare two arrays with strings returning a new array with A + B elements that doesn't match A elements.

            For example:

            ...

            ANSWER

            Answered 2021-Aug-27 at 00:18

            You can easily achieve this result using the filter, some and includes.

            Source https://stackoverflow.com/questions/68946577

            QUESTION

            how to build a matrix or a table
            Asked 2021-Aug-21 at 01:08

            I have 4 small dfs that I want to use to build a table/df. I tried to input the values into a matrix first, then convert it to df. however my codes do not work. And I feel my way might not be a good way. Could anyone guide me on this? maybe how to build the correct matrix first, and then maybe other better way to do this task? Many thanks.

            Data

            ...

            ANSWER

            Answered 2021-Aug-20 at 20:48

            One option is to get all the 'T' objects in a list, then bind the list elements with bind_rows, replace the 'Y', 'N', NA values with the 'Serious AE', 'Non-Serious AE' and 'Unknown', reshape from 'long' to 'wide' withpivot_wider, and convert to matrix after converting the first column as row names

            Source https://stackoverflow.com/questions/68867762

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install SAE

            Install PyTorch. The code has been tested with PyTorch >= 1.1. Download pretrained models. Put zip file into the same folder with main.py, and unzip it.
            git clone
            Install PyTorch. The code has been tested with PyTorch >= 1.1
            Install the requirements
            python -m spacy download en_core_web_sm
            Download pretrained models. Put zip file into the same folder with main.py, and unzip it.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            gh repo clone JD-AI-Research-Silicon-Valley/SAE

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            git@github.com:JD-AI-Research-Silicon-Valley/SAE.git

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