ReAgent | Reasoning systems ( Reinforcement Learning | Reinforcement Learning library
kandi X-RAY | ReAgent Summary
kandi X-RAY | ReAgent Summary
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
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Top functions reviewed by kandi - BETA
- Generate training step
- Add a point to the logger
- Log metrics
- Store metrics
- Estimate a CpeEstimate
- Log a warning
- Compute the weight estimate of the Jacobian
- Calculate the step return value of a step return
- Returns a Seq2SlateTransformer output
- Perform the forward computation
- Performs the validation step
- Log the reward statistics
- Evaluate the objective function
- Performs validation step
- Forward a single step
- Generate a single training step
- Generate training step generator
- Train a training step
- Generates training step generator
- Evaluate the model
- Estimate CpeEstimate from evaluation data
- Run anax search
- Forward computation
- Create quantile parameters
- Perform the validation step
- Evaluate the switch evaluation
ReAgent Key Features
ReAgent Examples and Code Snippets
lst = [{"query": ...... }] # your list of dictionaries
for dic in lst:
if "name" in dic.keys() and "query" in dic.keys():
addToTable(dic["query"], dic["name"])
# Create a dummy dataframe with columns similar to yours.
df = pd.DataFrame({"respid": range(5),
"Fraud (i.e. fabricated or falsified results)": range(5,10),
'Pressure to publish for career advanceme
df['TotalCountByCycle'] = df.groupby('Cycle')['Reagent'].transform('count')
soup = bs(r.content.replace('
divs = soup.find_all('div', class_='materials|methods')
import xml.etree.ElementTree as et
root = et.fromstring(r.content)
for i, sec in enumerate(root.iter('s
# add the frame
self.frames[F] = frame
# show the frame
self.show_frame(STUDENTLOGINPAGE)
self.show_frame(STUDENTLOGINPAGE)
controller.show_frame(STAGE1)
# create a
Community Discussions
Trending Discussions on ReAgent
QUESTION
I'd like to allow a user to define a template which is interpolated from an object. For example, I have the object:
...ANSWER
Answered 2021-May-23 at 00:42As long as it's just insert field XY and no computation in there, it's fairly simple to build:
QUESTION
I've constructed a data.frame using the inefficient code below. Can you improve it, noting that if you can think of a better starting point, please include that answer.
My code takes data from the first two data frames and combines them to give the third. The first data.frame is a grid of 1s and -1s representing low or high values. The second data.frame includes all the information for me to calculate the high or low values. Note that each column has similar calculations but the calculation may differ from column to column.
...ANSWER
Answered 2021-Jun-10 at 19:02Consider refactoring with ifelse
logic and filtered vectors using a user defined method since logic is very similar but across different columns:
QUESTION
This is my jQuery script so far:
...ANSWER
Answered 2021-May-21 at 20:14To fix this you can use the same methods of creating elements in jQuery as you already are. Simply create the ul
in a jQuery object, append that to
li
to the ul
you created. Something like the below. Note that I remove the datatable code as it wasn't relevant to the issue.
QUESTION
I am sending a map via a POST using cljs-http
and I want to receive it with a Compojure POST handler and store it in a database. I'm totally confused as what I am supposed to do with the map in transit... there are a lot of options... pr-str
, prn
, read-string
and on and on. On the sending side, it seems cljs-http
might coerce my map into edn on it's own. I have no way of knowing without a working Compojure handler.
Actually, to be honest, I'm still a bit unclear on what edn is. It's Clojure's data format, that I gather. As far as I can tell, what I am dealing with is actually just converting edn into a string format for shipping and back out. However, the :data value on the request is an object, not a string. A working example of a cljs-http
POST and a Compojure POST handler that allows me to work with the original map sent by the client would be awesome. I don't know the purpose of :edn-params
in my
ANSWER
Answered 2021-May-05 at 17:12It is typical to encode EDN using Transit for HTTP transfer. Support for content (HTTP body) encoding and decoding is commonplace in clients and servers.
According to the documentation for cljs-http
, to POST a request using Transit+JSON i.e. content-type
is application/transit+json
:
QUESTION
This might sound a stupid question, but how do I turn a piece of hiccup into html in a ClojureScript reagent application?
I want something like this :
...ANSWER
Answered 2021-May-03 at 06:21I'm not sure why you would want to do this, but it appears one answer is to use the function:
Normally, your Reagent components only return Hiccup data, and you let reagent.dom/render
do all the hard work of reactively "rendering" only the changed components into the DOM.
P.S. When in doubt, you can often find documentation at cljdoc.org. Most Clojure projects have a direct link there from their GitHub page (Reagent does, for example). Or, you can go to cljdoc.org directly and search there.
QUESTION
Using clojurescript 1.10.758 and reagent 1.0.0, I am running into an error in which a file index.js tries to reference $jscomp
, which is not defined.
I've seen a number of Stackoverflow and Github issues related to $jscomp being undefined in the context of shadow-cljs, but I'm not using that.
The problem occurs when I use a development mode build with figwheel (using Leiningen with cljsbuild and the figwheel plugin), and also occurs if I use cljsbuild for a once-only development build. Strangely, if I use webpack to create a bundle, the problem does not occur.
Before I tried to make webpack work, I did have working code without webpack. Something I changed seems to have affected the non-bundled build. The only change I can thing of was to install react and react-dom using npm, and exclude those packages from reagent in Leiningen's dependencies. But undoing the exclusion didn't make the non-bundled code work again.
Any suggestions for how to cause $jscomp
to be defined when it's first needed?
ANSWER
Answered 2021-Apr-20 at 08:42$jscomp
is related to the Closure Compiler and the Polyfills it creates.
It might be enough to tweak the :language-out :es6
compiler options which is somewhat similar to the :output-feature-set
option used by shadow-cljs
. The best way to debug this is finding the actual code that is getting polyfilled and why. Might require digging through some compiled JS though.
shadow-cljs
uses the Closure Compiler more extensively than regular CLJS or figwheel but they also use it. Solutions that apply to shadow-cljs
pretty much apply to other tools as well. Just the settings may work a little differently.
QUESTION
I'm trying to do some (simple) plots in Clojure and it seems like Oz would be a great long term solution. However, I'm running into problems just trying to get the example code to run. PS I'm completely new to ClojureScript / Reagent / Hiccup ...
On the website it shows the following example code:
...ANSWER
Answered 2021-Apr-14 at 22:31Try something like the following, which uses my favorite template project.
QUESTION
What would be an elegant way to find the ba4
values for :foo
in a data structure like:
[[{:foo "ba1"}{:foo "ba2"}] [{:foo "ba3"}{:foo "ba4"}]]
and add the :bif "baf"
key and value so the map(s) containing the key/value I sought so I had:
[[{:foo "ba1"}{:foo "ba2"}] [{:foo "ba3"}{:foo "ba4" :bif "baf"}]]
?
This is the main thing I am trying to figure out; I do wonder about how you would do this if there were multiple levels of nested maps, but that will be next for me to understand.
I have, I think, seen various libraries out there for tackling this sort of thing and I'm not at all against using them, though they would have to work in ClojureScript.
I am trying to update a Reagent atom such that classes will change on a UI element.
...ANSWER
Answered 2021-Apr-02 at 07:04Clojure is quite convenient for defining mini-languages for these sorts of things. A general and fairly reusable solution does not have to be much longer than a specialized one. Here is one suggestion if you are not interested in using a library.
Essentially, you want a function to update a datastructure. This function could be expressed using elementary functions of the same kind that serve as building blocks, making up a mini-language that I referred to before. In this example, the building blocks will be vector-scanner
and map-decorator
. We combine these functions into my-path
that will perform the full update.
QUESTION
I am struggling quite a bit with making the labels of a plot look a certain way. I am using ggplot2 and tidyverse.
This is what I have:
I would like to have two headlines (=name) for the legend, one for the cell type HCT, and one for the cell type RKO. Then for HCT and RKO each, I want to have the legend for the Reagent with the respective color, linetype and shape. So basically, I want to break up the color legend into two separate legends. I just can't wrap my head around how to code it. Here is a drawing of what I would like to have instead (for the figure legend; please imagine the orange square is filled in):
Do I need to change my geom_line and geom_point code in order to achieve the legend style I'd like? Or is there another way to do it? I tried searching for a way to do it but couldn't find anything (maybe I am just not using the correct terms). I already tried following what was done here: How to merge color, line style and shape legends in ggplot and Combine legends for color and shape into a single legend but I couldn't get it to work. (In other words, I tried changing scale_shape_manual etc. to accommodate my wishes with no success. I also attempted to use interaction())
Note: I decided not to use facet_wrap since I want to show both of the cell types on the same plot. The plot of the real data looks a little different and it's not as overwhelming. I was able to successfully plot a "facet_wrap" plot with ggpubr.
Note2: I also did not use stat_summary() because I need to take the mean of the same reagent concentration, reagent and cell type. With my data, I did not find a way to make stat_summary work.
Here is the code that I currently have:
...ANSWER
Answered 2021-Mar-26 at 07:02Making use of the ggnewscale
package this could be achieved like so:
- Convert
Cell.Type
andReagent
to factors before manipulating the dataset - There is no need for the datasets
mutate_0
, ... You only need one summary dataset, which I split byCell.type
to simplify the code later on. - To get your desired result plot your data separately for each cell type. That's why I splitted the data by cell type
- To get separated legend make use of
ggnewscale::new_scale
to add a second scale and legend forlinetype
andshape
. Moreover, removecolor
from the aesthetics and set it as an argument - At least for the snippet of your data your have to add
drop=FALSE
to both scales to keep unused factor levels. - Finally, to reduce code duplication I make use of a helper function to add the geoms and scales for each
Cell.type
.
QUESTION
What is the best way in Clojure (actually ClojureScript) to accomplish the following:
- A mutable collection of elements
xs
, each of typeT
(T
is a map, if we want to be specific) - A "selected element" among them,
x
, which alternates between variousxs
or a "none selected" state. The number of selected items is either 1 or zero. xs
andx
will have event listeners listening to them: some listen for any change inxs
; some listen to any change inx
. (That is, they listen for both an update in the state of the selected item, as well as a switching of which item is selected.) (I'm actually using the Reagent wrapper for React, so this affects when components will update.)- Methods to edit
x
(don't need to edit non-selectedxs
, though need to be able to add newxs
) - Given an element in
xs
, a method to select it. (Including the case of select "none")
Possibilities I've thought of so far:
- Make
xs
an atom which is a vector ofT
s, and make sure everyT
element knows its own index. Replacex
withx_idx
which stores the index of the selected item (ornil
). Selecting an element just means getting its index and changingx_idx
to that index, both of which are constant-time ops. Downsides to this are that it makes the structure a little less elegant and simple: I'm always passing around the index of the selected item, and every operation I want to do has to work with the index instead of the item itself, as it would like to. Since myT
objects are small, it would be more pleasing to just have a "selected object" variable which is of typeT
. - Make
xs
an atom vector andx
an atom which stores aT
. Nowx
is aT
, which is nice, but when I want to update info aboutx
, I have to make two calls toreset!
orswap!
: one forx
and one for the element inxs
whichx
represents. Inelegant for obvious reasons. And I have to do these in quick succession or else there will be an inconsistency in the data: in between the two calls, the event listeners listening toxs
will see the selected item in one state, and the ones listening tox
will see it in another state. - Give
T
elements a field to tell if they're selected or not, and get rid ofx
. This would be right if multiple items could be selected at once, but since only one item can be selected, it just makes me do a linear search every time I want the selected item, which sucks.
The point of this question is not to solve some particular issue (any of the possibilities above work fine for the scope of the small project I'm working on), but to learn about Clojure data structures. This seems like a common enough situation that there would be some structure around it. Responses along the lines of "you should be trying to answer a different question entirely..." are welcome.
...ANSWER
Answered 2021-Mar-15 at 20:49You (I) want to look into cursor
s and reaction
s, two of the more advanced features of Reagent atoms. They can be used to have a collection and a selected element inside it which is automatically updated. See here for example.
Suppose you have a r/atom
holding vector of objects and you want to have a selected object which can change, and which is directly editable. One way to achieve this is to keep an atom storing the index of the selected item and then
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