seq3 | Source code for the NAACL 2019 paper | Machine Learning library

 by   cbaziotis Python Version: Current License: No License

kandi X-RAY | seq3 Summary

kandi X-RAY | seq3 Summary

seq3 is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Neural Network applications. seq3 has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

The paper presents a sequence-to-sequence-to-sequence (SEQ3) autoencoder consisting of two chained encoder-decoder pairs, with words used as a sequence of discrete latent variables. We employ continuous approximations to sampling from categorical distributions, in order to generate the latent sequence of words. This enables gradient-based optimization. We apply the proposed model to unsupervised abstractive sentence compression, where the first and last sequences are the input and reconstructed sentences, respectively, while the middle sequence is the compressed sentence. Constraining the length of the latent word sequences forces the model to distill important information from the input.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              seq3 has a low active ecosystem.
              It has 108 star(s) with 17 fork(s). There are 8 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 4 have been closed. On average issues are closed in 57 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of seq3 is current.

            kandi-Quality Quality

              seq3 has no bugs reported.

            kandi-Security Security

              seq3 has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              seq3 does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              seq3 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.

            Top functions reviewed by kandi - BETA

            kandi has reviewed seq3 and discovered the below as its top functions. This is intended to give you an instant insight into seq3 implemented functionality, and help decide if they suit your requirements.
            • Compress a Seq2 Seq3 Seq2 Seq2 Seq2 Seq3
            • Generate the encoder
            • Create fake tensors
            • The bridge function
            • Load a checkpoint
            • Perform the decoder
            • Crude softmax
            • Gumbel softmax
            • Get the expected embedding for a given step
            • Callback function to callback function
            • Add a metric
            • Update a value for a key
            • Read embeddings
            • Load embeddings matrix
            • Generate training options
            • Get command line options
            • Memoize a function
            • Given a sequence of sequences in seq3 and a list of seq3
            • Makes a graph representation of variable
            • Callback function to collect loss metrics
            • Callback function for evaluation
            • Dimension of dim reduction
            • Update a value
            • Updates a metric
            • Loads a checkpoint
            • Load embeddings from a file
            • Process a single batch
            • Forward computation
            • Forward forward computation
            • Train the model
            Get all kandi verified functions for this library.

            seq3 Key Features

            No Key Features are available at this moment for seq3.

            seq3 Examples and Code Snippets

            No Code Snippets are available at this moment for seq3.

            Community Discussions

            QUESTION

            how to print a loop output in a table format using python
            Asked 2021-Apr-12 at 02:02

            My script is working but I have not been able to print output in a table format. I have two files - I read file1 sequences and see if any of them binds with any sequence in file2.

            file1.fa

            ...

            ANSWER

            Answered 2021-Apr-12 at 02:02

            i'd like to uses pandas when i want get the table format:
            for example:

            Source https://stackoverflow.com/questions/67016591

            QUESTION

            How to intersect two FASTA files using Python
            Asked 2021-Apr-09 at 19:41

            Please give your hints - I have spent a lot of time on this code but have not been able to solve it.

            I have a code that gives output in a format I want however the results it shows are not 100% correct.

            I have two big FASTA files that look like below (information after # are not in the actual file - I put them in this question for better understanding):

            f1.fa

            ...

            ANSWER

            Answered 2021-Apr-09 at 19:41

            It seems there is a bug in your code. Change the same_seq function as follows:

            Source https://stackoverflow.com/questions/67023420

            QUESTION

            TFBS search with TFBSTools and a for loop
            Asked 2021-Mar-26 at 20:57

            I am currently looking for TFBS motifs in DNA. The original code I wrote to look for 10 different transcription factor motifs worked beautifully. But now I want to search for more than 100 motifs. Therefore I want to use loops so that I dont have to type in all the motif names manually (and can easily change my list if my interests change). But when I do this my code no longer works. I can print the result of the loops and it looks like the list contains all the correct information, but when I then use this list to compare with my DNA the list seems to only remember the last item of the list.

            Here is my original code that works:

            ...

            ANSWER

            Answered 2021-Mar-26 at 20:57

            You don't really need to run this in a loop; most of these commands can deal with lists. Try something like this:

            Source https://stackoverflow.com/questions/66821692

            QUESTION

            how to make dictionary using substrings in a loop python
            Asked 2021-Mar-24 at 07:38

            I have a fasta file with millions of DNA sequences - for each DNA sequence, there is an ID as well.

            ...

            ANSWER

            Answered 2021-Mar-24 at 07:38

            using defaultdict as suggested in Make a dictionary with duplicate keys in Python by @SulemanElahi because You can't have duplicate keys in a dictionary

            Source https://stackoverflow.com/questions/66760706

            QUESTION

            How to change for loop to work efficiently python
            Asked 2021-Mar-19 at 23:24

            I have stuck with this script it would be great if you could help me with your inputs. My problem is that I think the script is not that efficient - it takes a lot of time to end running.

            I have a fasta file with around 9000 sequence lines (example below) and What my script does is:

            1. reads the first line (ignores lines start with >) and makes 6mers (6 character blocks)
            2. adds these 6mers to a list
            3. makes reverse-complement of previous 6mers (list2)
            4. saves the line if non of the reverse-complement 6mers are in the line.
            5. Then goes to the next line in the file, and check if it contains any of the reverse-complement 6mers (in list2). If it does, it discards it. If it does not, it saves that line, and reads all reverse complement 6-mers of the new one into the list2 - in addition to the reverse-complement 6-mers that were already there.

            my file:

            ...

            ANSWER

            Answered 2021-Mar-19 at 23:24

            When I am not mistaken, you can pull the .complement() call outside the inner for for loop. This also gets rid of the first list.

            Source https://stackoverflow.com/questions/66675763

            QUESTION

            check if an element from a list exists in a strings of a txt file (not working) Python
            Asked 2021-Mar-15 at 09:43

            I have tried many ways but I do not get any output at all. I have a list containing different types of strings:

            ...

            ANSWER

            Answered 2021-Mar-15 at 09:43

            An explicit loop version for intuitiveness:

            Source https://stackoverflow.com/questions/66635414

            QUESTION

            how to get all combinations of str items of a list row-wise python
            Asked 2021-Mar-10 at 21:18

            I have a fasta file as below:

            ...

            ANSWER

            Answered 2021-Mar-10 at 21:18

            QUESTION

            Select all samples with a specified base at a particular position
            Asked 2020-Dec-30 at 16:44

            I'm new to programming in R and trying to do a very specific task.

            I have a fasta sequence of n samples, which I read in ape:

            ...

            ANSWER

            Answered 2020-Dec-30 at 16:44

            The simplest way is to select the V1 == 'a' rows with boolean indexing, and then extract rownames:

            Source https://stackoverflow.com/questions/65509899

            QUESTION

            Permutation of lists with overlapping values
            Asked 2020-Dec-15 at 08:01

            My brother is a medical student and he came to me with a problem. He and 3 of his classmates have to rotate between two hospitals, say H1 and H2.

            • H1 has a morning shift and a night shift. The morning shift is the most demanding one, so two people have to be there for it. The night shift can be covered by one person, this person would then take the rest of the following day off.

            • H2 only has a morning shift and can be covered by a single person

            The problem:

            I'm trying to solve this problem by looking it as a permutation of the following events:

            • H1 morning shift (H1_M)
            • H1 night shift (H1_N)
            • H2 shift (H2)
            • Rest day (R)

            These events would have the following restrictions:

            • No 24 hour shifts, so H1_N cannot follow H1_M
            • A rest day always follows the night shift, so R always goes after H1_N
            • 1 student is always on his rest day except on the first day, otherwise there is no solution

            The problem is how to create 4 schedules, one for each student, which fulfill the two requirements above.

            Attempted solution:

            I've created sequences of events which follow the rules set above,

            ...

            ANSWER

            Answered 2020-Dec-15 at 08:01

            Let us name the people p1, p2, p3, and p4.

            I am going to number the shifts s1, s2, s3, s4, s5, ...

            The shift numbers are chronological.

            even-numbered shifts are night shifts.

            odd-numbered shifts are day shifts.

            Source https://stackoverflow.com/questions/65300169

            QUESTION

            find a sequence in string
            Asked 2020-Nov-18 at 15:24

            Hi I've got problem set in cs50 and having difficulties as this is my first week in Python and I would be appreciate if you don't directly write an open answer but forward me to the right functions or method to use.

            We've been given a long string sequence in a .txt file, one line and no white spaces. I have to find the longest consecutive sequence of words of given DNA string

            example txt: GGAGGCCAAAGTCTTGTGATATCGGGCAACTCCCCGGGAGGAACACAGGCCCACCGAAAACAGCTTGAAATGGGAAACGTTCCCGATCTACGCCGGGCCAGAGG

            original text is around 5000 characters but it goes like the example below. My task is to find the longest consecutive sequences of 'AGATC' string.

            lets say the first consequtive sequence is 23 times, after i kept reading and find another consequtive sequences in 34 times, I have to store the biggest number.

            My problem is not to find a way to read and analyse a string in this way. I can read a string can find the total repetitive times and so on but finding the longest repetition is not making sense in every way I've tried. I thought C was hard but I can write this code with C so easily as I we can manipulate strings in so much way in C. At least in C there are ways to read in a size but as far as I see Python reads at once and there is no control over read. In Python it doesn't seem you can make much with, at least in my level of knowledge at the moment :/ Probably Python got one line solutions for this, please don't judge this is my 3rd day and 4th program in Python.

            What functions or methods I should look to analyze a string in this way. I've watched videos for a similiar thing but for sequence of single character, not a string. Also bought the Python Crash Course to get some knowledge about the string manipulation but couldn't find anything related in this case. Also checked the Python documentation but obviously it's so much complicated for day 3 in Python.

            Could anyone help me please.TIA

            here is my not-working and not-making-sense code

            ...

            ANSWER

            Answered 2020-Nov-18 at 15:24

            To elaborate on my comment, please find the following example:

            Source https://stackoverflow.com/questions/64892501

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

            Vulnerabilities

            No vulnerabilities reported

            Install seq3

            Create Environment (Optional): Ideally, you should create an environment for the project.
            To train the model you need to download the training data and the pretrained word embeddings.

            Support

            If you get the error ModuleNotFoundError: No module named 'X', then add the directory X to your PYTHONPATH in your ~/.bashrc, or simply:.
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/cbaziotis/seq3.git

          • CLI

            gh repo clone cbaziotis/seq3

          • sshUrl

            git@github.com:cbaziotis/seq3.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link