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question:Given a short query with keyphrases about a research idea in 2020 in the domain of artificial intelligence, recommend the relevant datasets to validate the research idea from options provided. A short description of the datasets is also provided to help you.Query: I want to train a model for relational reasoning on a benchmark dataset.Keyphrases: relational reasoning imagesDataset description:PGM: PGM dataset serves as a tool for studying both abstract reasoning and generalisation in models. Generalisation is a multi-faceted phenomenon; there is no single, objective way in which models can or should generalise beyond their experience.SNIPS: The SNIPS Natural Language Understanding benchmark is a dataset of over 16,000 crowdsourced queries distributed among 7 user intents of various complexity: SearchCreativeWork (e.g. Find me the I, Robot television show), GetWeather (e.g.ConvAI2: The ConvAI2 NeurIPS competition aimed at finding approaches to creating high-quality dialogue agents capable of meaningful open domain conversation. The ConvAI2 dataset for training models is based on the PERSONA-CHAT dataset.Image and Video Advertisements: The Image and Video Advertisements collection consists of an image dataset of 64,832 image ads, and a video dataset of 3,477 ads. The data contains rich annotations encompassing the topic and sentiment of the ads, questions and answers describing what actions the viewer is prompted to take and the reasoning that the ad presents to persuade the viewer ("What should I do according to this ad, and why should I do it?Options:- A: PGM B: SNIPS C: ConvAI2 D: Image and Video Advertisements
answer:PGM
question:Consider the integers a, b, c as fixed. We define an eccentric function F(n) in the following manner:F(n) = n - c for all n gt bF(n) = F(a + F(a + F(a + F(a + n)))) for all n le b.We also introduce S(a, b, c) = sum limits_{n = 0}^b F(n).As an illustration, for a = 50, b = 2000 and c = 40, we find that F(0) = 3240 and F(2000) = 2040.Furthermore, S(50, 2000, 40) = 5204240.Your task is to determine the final 9 digits of S(21^7, 7^{21}, 12^7), which requires a multi-step reasoning process.
answer:The first thing to notice is that for large n, we have F(n) = n - c (in this case, n > 7^21), meaning that only values of n less than or equal to b truly matter when computing S(a,b,c).Furthermore, since we have a recursive loop of 4 a's in F(n) = F(a + F(a + F(a + F(a + n)))), we want to find the number of n's where n % (4 * a) range from 0 to b. From these n's, we can then calculate F(n), even for large numbers, due to the cyclical nature of F(n). We store the values of F(n) for 0 <= n < 4*a in an array, denoted arr[].Next, observe that the series S(a,b,c) is equivalent to b*a times the sum of arr[i] divided by a (the average of arr), plus the sum the remaining elements of arr that are within b (i.e., for n such that n % (4 * a) <= b).To further clarify the process, consider the example of S(50, 2000, 40):- We see that for n<2000, there are 2000/200 = 10 sets of F(i), using i range 0- 199.- Therefore, sum(F(i)) for 0 <= i < 2000 equals to 10*sum(F(i)) for 0 <= i < 200.- After 10*200 points, there are additional 0 points less than 2000. So, for these points, sum(F(i)) adds to the previous total sum to be the final result.We can use this process to compute S(a,b,c) for large numbers, and the code snippet below does exactly that (taking the last 9 figures):```pythondef S(a, b, c): MOD = 109 M = 4 * a # repetition of F(n) arr = [0] * M for n in range(M - 1, -1, -1): # top down calculation if n > b: arr[n % M] = n - c else: arr[n % M] = arr[(a + arr[(a + arr[(a + arr[(a + n) % M]) % M]) % M) % M] return ((b // M * sum(arr)) % MOD + sum(arr[i] for i in range(b % M + 1))) % MODprint(S(217, 721, 127))```The top-down calculation ensures that if a number contributes to future calculations, its value has been computed already. At last, we calculate the circular sum as described earlier and return the result.
question:Augment the provided Python subroutine, ensuring that it generates and prints the first ten prime signifiers, those singular integers greater than 1 with no Divisors except 1 and themselves.def is_prime(n): if n == 1: return False for i in range(2, n): if n % i == 0: return False return True
answer:Sure, I can augment the code to produce and print the first ten prime numbers based on the `is_prime` function. Have a look at the Python script below:```pythondef is_prime(n): if n == 1: return False for i in range(2, n): if n % i == 0: return False return Truecount = 0num = 2while count < 10: if is_prime(num): print(num) count += 1 num += 1```In this script, I've used a while loop to keep incrementing `num` from 2, checking each time whether it's prime. When it is, it's printed out, and `count` is incremented. The loop stops after finding the first ten primes.
question:When creates a new file ( or file) in a C project the editor always auto creates a `#define` at the top of the file like this: If the file is named 'myCFile.c' there will be a `#define` at the start of the file like this#ifndef MYCFILE_C_#define MYCFILE_C_I have seen other editors do this as well (Codewright and SlikEdit I think). The `#defines` don't seem to do anything for the editor as I can just delete them without any problem, and I can't think of a reason why would want to use them. Does anyone know why they are there?
answer:Those `#define` directives at the top of the file form a construction known as an "include guard". In C and C++, when you `#include` a file, the preprocessor essentially copies and pastes the contents of the included file into the including file. If a file gets included multiple times, this can cause problems, as it would result in multiple definitions of the same things.To prevent this, most C and C++ header files use include guards. This is the structure:```c#ifndef SOME_UNIQUE_IDENTIFIER#define SOME_UNIQUE_IDENTIFIER// the contents of the header file go here#endif // SOME_UNIQUE_IDENTIFIER```The `#ifndef` directive checks whether the given identifier has been `#define`d. If it hasn't, it `#define`s it and includes the rest of the file. If it has, it skips over the rest of the file. This means that, no matter how many times the file is `#include`d, its contents only end up in the including file once.Now, for your case, it seems your environment is automatically adding this structure even to .c files, not just headers (.h files). This is generally not necessary or useful, since .c files don't usually get `#include`d. It won't harm anything, but you should be free to remove it if you wish.
question:Write an SQL query to find the employees who have been with the company for more than 10 years and have an annual salary less than 50,000.
answer:You'll need to adjust the table and column names based on your database schema, but the general query would look something like this:```sqlSELECT *FROM EmployeesWHERE DATE_PART('year', AGE(Current_Date, Hire_Date)) > 10 AND Annual_Salary < 50000;```This statement assumes you have a table called "Employees" with columns "Hire_Date" and "Annual_Salary". It uses the AGE function to calculate the number of years between the current date and the "Hire_Date", then filters for the employees that have been with the company for over 10 years. It also filters for employees with "Annual_Salary" less than 50,000. Again please replace the table name and column names to match your actual table in the database.
question:Examine the R script provided for potential syntax discrepancies, identify the underlying issue, and propose a suitable correction.x <- c(1, 2, 3
answer:The R script supplied isn't complete, and hence it's hard to pinpoint any syntax errors. However, there is clearly an issue with the command as it is. In R, `<-` is the assignment operator used to assign a value (right side) to a variable (left side). The `c()` is a function to combine the elements into a vector. If I correctly interpret your intention, you try to assign a vector containing the numbers 1, 2 and 3 to the variable `x`. The problem here is that your command isn't finished. You opened a bracket without closing it which causes a syntax error. Below is the corrected version:```Rx <- c(1, 2, 3)```This script will run without any errors and result in creating a vector `x` with elements 1, 2, and 3.