seq3 | Source code for the NAACL 2019 paper | Machine Learning library
kandi X-RAY | seq3 Summary
kandi X-RAY | seq3 Summary
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.
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- 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
seq3 Key Features
seq3 Examples and Code Snippets
Community Discussions
Trending Discussions on seq3
QUESTION
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 02:02i'd like to uses pandas when i want get the table format:
for example:
QUESTION
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 19:41It seems there is a bug in your code. Change the same_seq
function as follows:
QUESTION
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 20:57You don't really need to run this in a loop; most of these commands can deal with lists. Try something like this:
QUESTION
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 07:38using defaultdict
as suggested in Make a dictionary with duplicate keys in Python by @SulemanElahi because You can't have duplicate keys in a dictionary
QUESTION
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:
- reads the first line (ignores lines start with
>
) and makes 6mers (6 character blocks) - adds these 6mers to a list
- makes reverse-complement of previous 6mers (list2)
- saves the line if non of the reverse-complement 6mers are in the line.
- 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 23:24When I am not mistaken, you can pull the .complement()
call outside the inner for for loop. This also gets rid of the first list.
QUESTION
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 09:43An explicit loop version for intuitiveness:
QUESTION
I have a fasta file as below:
...ANSWER
Answered 2021-Mar-10 at 21:18try
QUESTION
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 16:44The simplest way is to select the V1 == 'a'
rows with boolean indexing, and then extract rownames
:
QUESTION
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
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 followH1_M
- A rest day always follows the night shift, so
R
always goes afterH1_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 08:01Let 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.
QUESTION
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 15:24To elaborate on my comment, please find the following example:
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