deq | [NeurIPS'19] Deep Equilibrium Models | Machine Learning library
kandi X-RAY | deq Summary
kandi X-RAY | deq Summary
[NeurIPS'19] Deep Equilibrium Models
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Top functions reviewed by kandi - BETA
- 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
deq Key Features
deq Examples and Code Snippets
Community Discussions
Trending Discussions on deq
QUESTION
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 12:28Your 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.
QUESTION
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 14:32Only 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".
QUESTION
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 08:40You should poke(false.B)
the c.io.Ready
signal before the last step.
QUESTION
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 01:12Using a memoized array, instead of a state array mutated by useEffect, seems to work just fine (sandbox):
QUESTION
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 07:44Based 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
- QAT HW crypto is done on Xeon cascade lake cores
- SW Crypto is run on corei7 11th gen platform
- Core clocks on corei7 goes up to 5Ghz with turbo boost
- HW crypto is run with CPU cores from remote NUMA
- HW crypto is limited with memory controller to use with
-n 4
- HW crypto runs for a total of
30000000
and SW crypto is run for10000000
- HW crypto devices are 3 but lcores passed is 5 causing 2 lcores to share the same HW.
- 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.
QUESTION
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 19:02Does 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:
QUESTION
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 11:08B should be [0,8, 7, 6, 10, 8, 5, 10, 16, 13]
QUESTION
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 10:56Finding 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:
QUESTION
The code form 《ml for the working programmer》 chapter7.1:
...ANSWER
Answered 2021-Oct-23 at 03:50Continue 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.
QUESTION
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 21:47deque
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:
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