DULY | Distance-based Unsupervised Learning in pYthon | Machine Learning library
kandi X-RAY | DULY Summary
kandi X-RAY | DULY Summary
DULy is a Python package for the characterisation of manifolds in high dimensional spaces.
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QUESTION
Imagine I have a dataframe as follows:
date timestamp value 2022-01-05 2022-01-05 06:00:00 -0.3 2022-01-04 2022-01-04 04:00:00 -0.6 2022-01-03 2022-01-03 15:00:00 -0.1 2022-01-03 2022-01-03 10:00:00 -0.15 2022-01-02 2022-01-02 14:00:00 -0.3 2022-01-02 2022-01-02 12:00:00 -0.1 2022-01-01 2022-01-01 12:00:00 -0.2I want to create a column with the latest min value until the date of the timestamp
So the outcome would be:
On 2022-01-01
there is not historical data and thus I can just substitute it by -0.2
which is the only point available at the beginning.
How can I do this? I tried with windowing but with no success.
Important to note is that the min_value_until_now
should decrease monotonically.
Any help would be duly appreciated.
...ANSWER
Answered 2022-Jan-21 at 11:18Use min
function over a Window:
QUESTION
I am sending data over usb with libusb_bulk_transfer
, with something like this:
ANSWER
Answered 2021-Nov-24 at 18:33The issue was due to concurrency: two threads were calling my code above, and therefore sometimes one thread would not have time to send the zero-length packet right after its packet.
So this actually seems to work:
QUESTION
I am trying to read a dataframe from Azure Synapse DWH pool using the tutorial provided https://docs.databricks.com/data/data-sources/azure/synapse-analytics.html
I have set the storage account access key "fs.azure.account.key..blob.core.windows.net" and also specified the temp directory for ADLS in abfss format.
The read operation is of the syntax:
...ANSWER
Answered 2021-Oct-20 at 19:21You would have to create a MASTER KEY first after creating a SQL POOL from Azure Portal. You can do this by connecting through SSMS and running a T-SQL command. If you now try to read from a table in this pool, you would see no error in databricks.
Going through these docs, Required Azure Synapse permissions for PolyBase
As a prerequisite for the first command, the connector expects that a database master key already exists for the specified Azure Synapse instance. If not, you can create a key using the CREATE MASTER KEY command.
Next..
Is there any way by which a database master key would restrict read operations, but not write? If not, then why could the above issue be occuring?
If you notice, while writing to SQL, you have configured temp directory in the storage account. Azure Synapse connector automatically discovers the account access key set and forwards it to the connected Azure Synapse instance by creating a temporary Azure database scoped credential
Creates a database credential. A database credential is not mapped to a server login or database user. The credential is used by the database to access to the external location anytime the database is performing an operation that requires access.
And from here Open the Database Master Key of the current database
If the database master key was encrypted with the service master key, it will be automatically opened when it is needed for decryption or encryption. In this case, it is not necessary to use the OPEN MASTER KEY statement.
When a database is first attached or restored to a new instance of SQL Server, a copy of the database master key (encrypted by the service master key) is not yet stored in the server. You must use the OPEN MASTER KEY statement to decrypt the database master key (DMK). Once the DMK has been decrypted, you have the option of enabling automatic decryption in the future by using the ALTER MASTER KEY REGENERATE statement to provision the server with a copy of the DMK, encrypted with the service master key (SMK).
But...from
For SQL Database and Azure Synapse Analytics, the password protection is not considered to be a safety mechanism to prevent a data loss scenario in situations where the database may be moved from one server to another, as the Service Master Key protection on the Master Key is managed by Microsoft Azure platform. Therefore, the Master Key password is optional in SQL Database and Azure Synapse Analytics.
As you can read from above, I tried to repro and yes, after you first create a SQL POOL from Synapse Portal, you can write to a table from databricks directly but when you try to read the same you get the exception.
Spark is writing the data to the common blob storage as parquet file and later synapse uses COPY statement to load these to given table. And when reading data from synapse dedicated SQL pool table, Synapse is writing the data from dedicated sql pool to common blob storage as parquet file with snappy compression and then this is read by Spark and displayed to you.
We are just setting the blob storage account key and secret in the config for the session. And using forwardSparkAzureStorageCredentials
= true
Synapse connector is forwarding storage access key to Azure synapse dedicated pool by creating Azure database scoped credential.
Note: You can
.load()
into data frame without exception but when you try and usedisplay(dataframe)
the exception pops.
Now considering if MASTER KEY exists, connecting to your sql pool db, you can try the below,
Examples: Azure Synapse Analytics
QUESTION
I'd like to give a shot to using Scrapy contracts, as an alternative to full-fledged test suites.
The following is a detailed description of the steps to duplicate.
In a tmp
directory
ANSWER
Answered 2021-Jun-12 at 00:19With @url http://www.amazon.com/s?field-keywords=selfish+gene
I get also error 503
.
Probably it is very old example - it uses http
but modern pages use https
- and amazone
could rebuild page and now it has better system to detect spamers/hackers/bots and block them.
If I use @url http://toscrape.com/
then I don't get error 503
but I still get other error FAILED
because it needs some code in parse()
@scrapes Title Author Year Price
means it has to return item with keys Title Author Year Price
QUESTION
I have a function with a return type that looks something like the following:
...ANSWER
Answered 2021-May-25 at 04:39You'll want to use a conditional type. Instead of noting val
as string | number
, mark it as a generic and then use a conditional type to note that the return type depends on the type of val
.
QUESTION
My CodenameOne app needs customized icons for some buttons. Images have to be used.
The iOS version of my app was duly provided of those images in 1x 2x 3x formats.
It seems that the multi-image system of CN1 would beneficiate of the image resources of the Android version of my app.
Indeed XCode 1x, 2x, 3x images could lead to strange assignments of "the closest alternative" as it reads in the CN1 dev guide, I think.
...ANSWER
Answered 2021-May-14 at 03:26We have multi-image that works in a way similar to androids DPI level. They don't use the iOS convention since we support more device resolutions than iOS. This works both in the CSS and designer. See the developer guide on multi-image for more details.
QUESTION
In order to get a correct date difference in days from today, I need to specify the time zone in the today()
function.
I can easily do that adding a calculated field in the user interface, but I could not find a way to use the parameter in a calculated field when it's defined in the connector schema within the getFields()
function.
As in this example (that does not work) where timezone
is a parameter, defined in getConfig()
:
ANSWER
Answered 2021-Apr-29 at 01:33The solution proposed by @MinhazKazi in the comments is correct, but he forgot some apostrophes.
QUESTION
In the Flutter/Dart app that I am currently working on need to download large files from my servers. However, instead of storing the file in local storage what I need to do is to parse its contents and consume it one-off. I thought the best way to accomplish this was by implementing my own StreamConsumer
and overriding the relvant methods. Here is what I have done thus far
ANSWER
Answered 2021-Apr-08 at 12:30I was going to delete this question but decided to leave it here with an answer for the benefit of anyone else trying to do something similar.
The key point to note is that the call to Accumulator.addStream
does just that - it furnishes a stream to be listened
to, no actual data to be read. What you do next is this
QUESTION
thanks for coming in.
I am trying to develop a Mapping Data Flow in an Azure Synapse workspace (so I believe that this can also apply to ADFv2) that takes a Delta input and transforms it straight into a Parquet -formatted output, with the relevant detail of using a Parquet dataset pointing to ADLSGen2 with parameterized file system and folder, in opposition to a hard-coded file-system and folder, because this would take creating too many datasets as there are too many folders of interest in the Data Lake.
As I try to use it as a Source in my Mapping Data Flows, the debug configuration (as well as the parent pipeline configuration) will duly ask for my input on those parameters, which I am happy to enter.
Then, as soon I try to debug or run the pipeline I get this error in less than 1 second:
...ANSWER
Answered 2021-Jan-26 at 14:40The directory name synapse/workspace01/parquet/dim_mydim has an _ in dim_mydim, can you try replacing the underscore, or maybe you can use dimmydim to test whether it works.
QUESTION
I want to assign one of the built-in policies of Azure to a management group using Terraform. The problem I'm facing is, while assigning policies with Terraform can be fairly easily done by setting the scope properly to the subscription id or resource group or specific resource that the policy is to be applied upon, changing it to management group gives rise to an error. This, I believe, is due to the fact that the policy definition location needs to be the management group is well, so that we may make the scope for azurerm_policy_assignment equal to the desired management group. Could I please get some help regarding this, so as to how to define the policy, the definition location being that of the management group in Terraform ? For instance, I've tried setting scope = the management group id, in the resource azurerm_policy_definition block preceeding the policy assignment block, but I get "scope" to be an unexpected keyword there. Neither does setting the "location" work.
I'll also share my current workaround.
As a result of the problem I'm facing, what I'm currently doing is duplicating the definition of the policy from the portal, changing the "definition location" to be equal to the management group id there, and then passing the new policy definition id and scope to be the management group in my subsequent Terraform code, which now works now that the policy is defined in the concerned location of the management group.
But I want to do away with this manual intervention and intend to complete it using Terraform script solely. Being relatively new to the field, is there a way I could assign the policy to a particular management group in Terraform, having duly defined it first in the same scope so as to not lead to any error ?
Alternatively posed, my question could also be interpreted how to assign a Azure policy to a specific management group scope using Terraform script only ( one may assume, management groups to be created using Terraform too, although that part is taken care of ).
...ANSWER
Answered 2021-Jan-14 at 14:27To assign a Built-In policy, I would suggest referencing the desired Policy Definition as a data source. This way, you do not need to declare/create a new Policy Definition in your Terraform code. (Although alternatively, you could just place the Definition ID for the Built-In Policy as the value for policy_definition_id in the azurerm_policy_assignment resource block).
Here is an example of referencing a Built-In Policy Definition as a Data source in Terraform.
Below is an example of what your Terraform would look like to take a Built-In Policy Definition from the Portal and assign to a management group.
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