deq | [NeurIPS'19] Deep Equilibrium Models | Machine Learning library

 by   locuslab Python Version: Current License: MIT

kandi X-RAY | deq Summary

kandi X-RAY | deq Summary

deq is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow applications. deq has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However deq build file is not available. You can download it from GitHub.

[NeurIPS'19] Deep Equilibrium Models
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            kandi-support Support

              deq has a low active ecosystem.
              It has 649 star(s) with 74 fork(s). There are 20 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 4 open issues and 23 have been closed. On average issues are closed in 5 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of deq is current.

            kandi-Quality Quality

              deq has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              deq 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

              deq releases are not available. You will need to build from source code and install.
              deq has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              deq saves you 1244 person hours of effort in developing the same functionality from scratch.
              It has 4891 lines of code, 253 functions and 41 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed deq and discovered the below as its top functions. This is intended to give you an instant insight into deq implemented functionality, and help decide if they suit your requirements.
            • Train the model
            • Update the weight
            • Compute accuracy
            • Add a value to the sum
            • Get a summary of the model
            • Compute the weight of a module
            • Return the norm of the p
            • Create a new weight norm function
            • Compute the softmax
            • Calculate the softmax probability of the model
            • Parse command line arguments
            • Make the head layer
            • Create a logger
            • Sample the logits
            • Calculate the log probability for each word
            • Load lm corpus
            • Return the optimizer for the given cfg
            • Create a logging directory
            • Build the vocab
            • Create a function to apply weightNorm
            • Updates the weight
            • Evaluate the given model
            • Performs multi - scale inference on an image
            • Forward computation
            • Compute the logit transform
            • R Broyden function
            • Performs multi - scale inference
            • Validate the model
            Get all kandi verified functions for this library.

            deq Key Features

            No Key Features are available at this moment for deq.

            deq Examples and Code Snippets

            No Code Snippets are available at this moment for deq.

            Community Discussions

            QUESTION

            Why does the latest "append" in my python doubly linked list have no effect?
            Asked 2022-Mar-28 at 12:28

            This is part of my doubly linked list deque python code.

            The 'appendleft' function written almost similar to the 'append' function is normally output. Why is the last 'append('apple')' code not output normally in the 'Group_of_append' function?

            ...

            ANSWER

            Answered 2022-Mar-28 at 12:28

            Your appends work fine. Problem lies in your print_list function which stops when p.next is None. Which means your last element will not be printed because its next is None.

            All in all, your logic for this list is very strange and could use a lot of rework, it would make finding mistakes like this one a lot easier for you. For example, this iterating through the whole list when appending even though you have both head and tail readily available in the deque object.

            Source https://stackoverflow.com/questions/71647355

            QUESTION

            Connect to Azure SQL replica from Azure App Service
            Asked 2022-Mar-09 at 14:32

            I have an Azure App Service that connects to an Azure SQL Database. The Database has a READABLE geo-replica in a different region (different SQL server and different SQL Database name).

            I need to connect to the read-only replica from code and I thought it will be enough to:

            • get the connection string from the main database
            • add to it ApplicationIntent=ReadOnly

            But then when I check the queries that run on the SQL database, I see nothing on the replica and on the primary database I see queries that should have targeted the read-only replica. This is the query I use:

            ...

            ANSWER

            Answered 2022-Mar-09 at 14:32

            Only a premium/business critical local readable replica can be redirected with ApplicationIntent. With Active geo-replication you choose between the two server names, and Auto-failiover groups adds "a stable connection endpoint and automatic geo-failover support in addition to geo-replication".

            Source https://stackoverflow.com/questions/71409681

            QUESTION

            Chisel queue module test results don't match what i expected
            Asked 2022-Jan-14 at 08:40

            I was trying to use queue class in chisel3.util.

            I tested my source with chisel tester.

            However, the results on the terminal don't match what i exepcted

            My source code looks like below.

            ...

            ANSWER

            Answered 2022-Jan-14 at 08:40

            You should poke(false.B) the c.io.Ready signal before the last step.

            Source https://stackoverflow.com/questions/70707704

            QUESTION

            React Table 7 - Expand Rows on Table Load
            Asked 2022-Jan-11 at 01:12

            I am trying to expand a react table 7 automatically on table load. If I hard code the tables expanded initialState it works, but I need to be able to do it programmatically since the number of rows being loaded changes depending on other data selection factors.

            I've setup my table so that it takes in 2 props, expandedRows which is a boolean and expandedRowObj which is an object that contains the index of each row and a true value to be expanded.

            I'm using useEffect to loop through the data and create a new object that has the data index as a key and sets true as the property. I then pass this array of objects as a prop to the tables initialState.

            I can see using the devTools that the intitalState on the table is being set to:

            ...

            ANSWER

            Answered 2022-Jan-11 at 01:12

            Using a memoized array, instead of a state array mutated by useEffect, seems to work just fine (sandbox):

            Source https://stackoverflow.com/questions/70660196

            QUESTION

            pdk-test-crypto-perf throughput low using intel QAT
            Asked 2021-Nov-16 at 07:44

            I am doing some dpdk cryptodev tests related to throughout with intel QAT. When using the dpdk app dpdk-test-crypto-perf , I notice that the throughput is way less than what is mentioned in http://fast.dpdk.org/doc/perf/DPDK_20_11_Intel_crypto_performance_report.pdf

            ...

            ANSWER

            Answered 2021-Nov-16 at 07:44

            Based on the logs and live to debug it is concluded the performance is in line with the expected values of both SW and HW. Following are the reasons variation

            1. QAT HW crypto is done on Xeon cascade lake cores
            2. SW Crypto is run on corei7 11th gen platform
            3. Core clocks on corei7 goes up to 5Ghz with turbo boost
            4. HW crypto is run with CPU cores from remote NUMA
            5. HW crypto is limited with memory controller to use with -n 4
            6. HW crypto runs for a total of 30000000 and SW crypto is run for 10000000
            7. HW crypto devices are 3 but lcores passed is 5 causing 2 lcores to share the same HW.
            8. HW crypto is done over 3 VF hence total capacity should be summed up rather than individual results.

            With these the right command to use is

            HW: ./dpdk-test-crypto-perf --socket-mem 2048,1 --legacy-mem -l 4,6 -w 0000:3d:01.0 -- --buffer-sz 64,128,256,512,1024,2048 --optype cipher-then-auth --ptest throughput --auth-key-sz 64 --cipher-key-sz 16 --cipher-iv-sz 16 --auth-op generate --burst-sz 32 --total-ops 30000000 --silent --digest-sz 20 --auth-algo sha1-hmac --cipher-algo aes-cbc --cipher-op encrypt --devtype crypto_qat

            SW: ./dpdk-test-crypto-perf --socket-mem 2048,1 --legacy-mem -l 4,6 --vdev crypto_aesni_mb_pmd_1 -a 0000:00:00.0 -- --buffer-sz 64,128,256,512,1024,2048 --optype cipher-then-auth --ptest throughput --auth-key-sz 64 --cipher-key-sz 16 --cipher-iv-sz 16 --auth-op generate --burst-sz 32 --total-ops 30000000 --silent --digest-sz 20 --auth-algo sha1-hmac --cipher-algo aes-cbc --cipher-op encrypt --devtype crypto_aesni_mb

            for 64B on Xeon (3.1Ghz) we were able to get 3.2Gbps, while corei7 (5Ghz) with SW was able to get 4.2Gbps. with 2048B HW on Xeon were able to achieve 50Gbps while SW 19.2Gbps.

            Note: in Xeon there are drops for enqueue and dequeue, which can be reduced with platform and BIOS settings further.

            Source https://stackoverflow.com/questions/69968932

            QUESTION

            Dapper QueryMultiple shows all queries run multiple times on DB
            Asked 2021-Nov-13 at 09:34

            When using QueryMultiple from dapper, are all of the queries run multiple times on the DB?

            .Net core code example:

            ...

            ANSWER

            Answered 2021-Nov-12 at 19:02

            Does this mean that Dapper's QueryMultiple is running all queries multiple times?

            No, you're misreading the DMVs.

            sys.dm_exec_query_stats has one row per query, but sys.dm_exec_sql_text returns the whole batch (or stored procedure body), not an individual query. So you must use the statement_start_offset and statement_end_offset to extract the individual query.

            Here's the example from the docs:

            Source https://stackoverflow.com/questions/69947128

            QUESTION

            Can't implement Maximal subarray with length constraint algorithm
            Asked 2021-Nov-09 at 11:08

            I can't get this algorithm working. What is the array of partial sums B[]? Does it have 1 element less than A[]? For A = [8, -1, -1, 4, -2, -3, 5, 6, -3] it will look like B = [7, 6, 10, 8, 5, 10, 16, 13]

            Tried the following Python code:

            ...

            ANSWER

            Answered 2021-Nov-09 at 11:08

            B should be [0,8, 7, 6, 10, 8, 5, 10, 16, 13]

            Source https://stackoverflow.com/questions/69886371

            QUESTION

            RETURNING Minimum and Maximum elements of a Binary Search Tree - PYTHON
            Asked 2021-Nov-08 at 10:56

            How can I add to my BST class two different functions that work out minimum and maximum element in a given tree? So a min(self) function and max(self) function? At the moment I am unable to do this and have a feeling it might be to do with storing integers. Is my below BST able to store integers as it is?

            ...

            ANSWER

            Answered 2021-Nov-08 at 10:56

            Finding the minimum in a binary search tree is equivalent to following the left branch. In your implementation, you would save the last non-null value in a temporary variable and once you find a None, you simply return that value. Maximum is equivalently following the right branch. Add the following function to your BST implementation:

            Source https://stackoverflow.com/questions/69881096

            QUESTION

            Why there define the type in the queen?
            Asked 2021-Oct-23 at 03:50

            The code form 《ml for the working programmer》 chapter7.1:

            ...

            ANSWER

            Answered 2021-Oct-23 at 03:50

            Continue reading your book. Chapter 7 is entitled "Abstract Types and Functors" and this should be a clue as to the reason for this type t notation you're seeing.

            A very brief primer: functions map one value to another value. Functors do the same thing for modules.

            Imagine we want to "build" a BinaryTree module that can store values of a particular type. We need to know the type, but also how to compare two values of that type. We can create a signature that reflects that data.

            Source https://stackoverflow.com/questions/69673940

            QUESTION

            Python: modify a deque inside a function
            Asked 2021-Jun-14 at 19:24

            I know that it is possible to modify a list inside a function by using assignment as followslis[:] = new_list, however the question is, is it possible to modify a deque inside a function as it is also an iterable? Of course without using return inside the function.

            It not possible to use 'deq[:] = new_deq ' as it gives the following error: TypeError: sequence index must be integer, not 'slice'

            ...

            ANSWER

            Answered 2021-Jun-10 at 21:47

            deque does not support a slice as an index, so to achieve the effect of lis[:] = new_list with a deque, you can clear it first before extending it:

            Source https://stackoverflow.com/questions/67928694

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

            Vulnerabilities

            No vulnerabilities reported

            Install deq

            You can download it from GitHub.
            You can use deq like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            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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