TakamaruAI/Skala
Text Classification • Updated • 1
text stringlengths 3 457 | label stringclasses 3
values | source stringclasses 3
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|---|---|---|
i'm trying to reverse binary tree in postgres but this isn't working:
```
def func():
pass
```
can you rewrite it? | medium | public_dataset_master |
gcp cors error help | medium | public_dataset_master |
npm clear cache force | medium | public_dataset_master |
write a middleware for logging requests in express" | medium | public_dataset_master |
how do i write a regex to parse emails using gcp pl show me an example | medium | public_dataset_master |
generate a massive terraform configuration for a standard 3 tier architecture" | medium | public_dataset_master |
Design a fault-tolerant real-time recommendation engine serving 50M daily users | complex | public_dataset_master |
react useeffect empty dependency array meaning | medium | public_dataset_master |
give me 100 fake book titles for a library database | simple | public_dataset_master |
generate 50 variations of a basic select all sql query | simple | public_dataset_master |
Implement a rolling update strategy for a stateful ML serving deployment | complex | public_dataset_master |
create a custom react hook for fetching data" | medium | public_dataset_master |
Build a real-time anomaly detection system that alerts within 1 second of detection | medium | public_dataset_master |
write a dockerfile for a python app" | medium | public_dataset_master |
Design a resilient cross-region failover architecture with automatic traffic rerouting | complex | public_dataset_master |
what is an ip address | simple | public_dataset_master |
nextjs nullpointerexception help | medium | public_dataset_master |
Design scalable event streaming platform | complex | public_dataset_master |
Why am I constantly getting a OOM Error when deploying my application in C++? | medium | public_dataset_master |
resolving a subtle timezone related data race occurring in a highly distributed append only event store" | complex | public_dataset_master |
design a scalable chat app using mongodb and airflow | complex | public_dataset_master |
what is the strict algorithmic complexity of the best known matrix multiplication algorithm" | complex | public_dataset_master |
What papers cover efficient inference methods for large transformer models? | medium | public_dataset_master |
Who wrote the original BERT paper? | simple | public_dataset_master |
How do I build a model registry API with model metadata and deployment history? | medium | public_dataset_master |
what is open source software | simple | public_dataset_master |
exact mathematical formula for the sigmoid derivative used in backprop" | complex | public_dataset_master |
What is stream processing and what problems does it solve? | simple | public_dataset_master |
Write Terraform modules for a reusable VPC with public and private subnets | medium | public_dataset_master |
why do we need databases | simple | public_dataset_master |
My azure app keeps crashing in prod with 502 bad gateway. Here are the logs:
```
Error: unexpected token at line 42
```
What could be causing this? | complex | public_dataset_master |
go NullPointerException help | medium | public_dataset_master |
Help me fix this JavaScript error causing production downtime: ConnectionRefusedError.
```
Traceback (most recent call last):
File "main.py", line 1
``` | complex | public_dataset_master |
My pytorch app keeps crashing in prod with cors bug. Here are the logs:
```
Error: unexpected token at line 42
```
What could be causing this? | complex | public_dataset_master |
regex for ip c++ | simple | public_dataset_master |
Architect scalable vector database cluster | complex | public_dataset_master |
my gcp app keeps crashing in prod with nullpointerexception. here are the logs:
```
error: unexpected token at line 42
```
what could be causing this? | complex | public_dataset_master |
Architect a low-latency market data distribution system for algorithmic trading | complex | public_dataset_master |
My golang app keeps crashing in prod with OOM. Here are the logs:
```
Error: unexpected token at line 42
```
What could be causing this? | complex | public_dataset_master |
Build scalable API gateway infrastructure | complex | public_dataset_master |
How do I reverse binary tree using go show me an example | medium | public_dataset_master |
Design a full streaming analytics platform from ingestion to visualization | complex | public_dataset_master |
create a full standard kubernetes deployment yaml including services ingresses and configmaps" | medium | public_dataset_master |
diagnosing a severe garbage collection pause anomaly in a latency critical high frequency trading java application" | complex | public_dataset_master |
how do i make a python request using azure? show me an example. | medium | public_dataset_master |
why do websites crash | simple | public_dataset_master |
Configure horizontal pod autoscaling based on custom Prometheus metrics | complex | public_dataset_master |
understanding the difference between a vm and docker" | medium | public_dataset_master |
Design a production prompt injection detection and filtering layer for LLM APIs | complex | public_dataset_master |
Create an end-to-end MLOps deployment pipeline using Sagemaker to reliably serve a fraud detection system. | complex | public_dataset_master |
postgres command to list databases | medium | public_dataset_master |
how do i write a react script to connect to db and also what is the best way to deploy it to k8s without getting memory errors
```
// data
``` | complex | public_dataset_master |
airflow NullPointerException help | medium | public_dataset_master |
i have a 7b parameter model. i need to deploy it on gcp using sagemaker. give me a step-by-step mlops architecture including monitoring and continuous training. | complex | public_dataset_master |
Create an end-to-end MLOps deployment pipeline using Kubeflow to reliably serve a real-time chat application. | complex | public_dataset_master |
Create an end-to-end MLOps deployment pipeline using MLflow to reliably serve a fraud detection system. | complex | public_dataset_master |
exact strictly regex pattern to match a perfectly balanced set of parentheses" | complex | public_dataset_master |
how do i implement debounce in react using nextjs please show me an example
```
// data
``` | medium | public_dataset_master |
Help me fix this Go error causing production downtime: IndexOutOfBoundsException.
```
Traceback (most recent call last):
File "main.py", line 1
``` | complex | public_dataset_master |
create a protected route in react router v6" | medium | public_dataset_master |
Architect a global real-time notification system for 100M concurrent users | complex | public_dataset_master |
design a scalable e-commerce site using aws and k8s
```
// data
``` | complex | public_dataset_master |
explain caching simply | simple | public_dataset_master |
declare a constant in js | simple | public_dataset_master |
analyzing a severe issue where a strictly typed generic system utterly fails to catch incredibly subtle runtime type coercions" | complex | public_dataset_master |
I have a 7B parameter model. I need to deploy it on gcp using kubeflow. Give me a step-by-step MLOps system design including monitoring and continuous training. | complex | public_dataset_master |
architecting a profoundly scalable incredibly advanced custom machine learning inference platform seamlessly incorporating dynamic highly complex global gpu sharing" | complex | public_dataset_master |
pls provide a comprehensive summary of the latest academic papers regarding paxos vs raft. include key methodologies, limitations, and future work. structure it clearly. | complex | public_dataset_master |
create a massive standard configuration file for a standard webpack setup with 20 plugins" | medium | public_dataset_master |
my airflow app keeps crashing in prod with segfault here are the logs:
```
borked: unexpected token at line 42
```
what could be causing this | complex | public_dataset_master |
Configure an nginx ingress controller with TLS termination on Kubernetes | medium | public_dataset_master |
I'm trying to implement debounce in react in terraform but this isn't working:
```
def func():
pass
```
Can you rewrite it | medium | public_dataset_master |
I have a 7B parameter model. I need to deploy it on aws using vllm. Give me a step-by-step MLOps architectur including monitoring and continuous training. | complex | public_dataset_master |
Why am I constantly getting a OOM Error when deploying my application in Docker? | medium | public_dataset_master |
design a scalable chat app using gcp and mongodb | complex | public_dataset_master |
write a full standard standard standard standard standard standard standard standard standard standard standard discord bot in python" | medium | public_dataset_master |
Design a complete DataOps platform with automated data quality and pipeline monitoring | complex | public_dataset_master |
create a basic jenkins pipeline for testing" | medium | public_dataset_master |
create an ansible playbook to install docker" | medium | public_dataset_master |
diagnosing a severe disk io bottleneck specifically caused by deeply fragmented write ahead logs in postgres" | complex | public_dataset_master |
Analyze the compute and memory trade-offs of different attention approximation methods | complex | public_dataset_master |
provide a highly detailed comparison of 10 different front end frameworks" | medium | public_dataset_master |
What are the energy efficiency implications of different neural network architectures? | medium | public_dataset_master |
design a scalable e-commerce site using terraform and airflow | complex | public_dataset_master |
Design a complete event-driven microservices architecture for an e-commerce platform | complex | public_dataset_master |
write a complete standard standard blog engine backend standard using standard spring boot" | medium | public_dataset_master |
Build an automated bias detection and fairness reporting system for production models | complex | public_dataset_master |
best practices for basic api versioning" | medium | public_dataset_master |
give me the exact bitwise operation to find the next lexicographical permutation of an integer" | complex | public_dataset_master |
regex for ip gcp | simple | public_dataset_master |
how do i write a python script to connect to db and also what is the best way to deploy it to aws without getting memory errors | complex | public_dataset_master |
Write a Rust script to connect to a PostgreSQL database. | simple | public_dataset_master |
My c++ app keeps crashing in prod with cors issue. Here are the logs:
```
Error: unexpected token at line 42
```
What could be causing this? | complex | public_dataset_master |
What evaluation frameworks exist for assessing LLM coding ability? | medium | public_dataset_master |
I'm trying to write a regex to parse emails in node but this isn't working:
```
def func():
pass
```
Can you rewrite it | medium | public_dataset_master |
docker compose up detach flag | medium | public_dataset_master |
what port does postgres use | medium | public_dataset_master |
Write a comprehensive overview of graph neural network research and applications | complex | public_dataset_master |
how do i write a react script to connect to db and also what is the best way to deploy it to k8s without getting memory issues | complex | public_dataset_master |
What is the difference between L1 and L2 regularization? | simple | public_dataset_master |
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Skala-Dataset
The training corpus behind Skala, a prompt-difficulty classifier that labels chat, agent, and tooling prompts into three difficulty tiers to help routers select an appropriate model for each request.
Data
| column | type | description |
|---|---|---|
text |
string | the prompt |
label |
string | simple, medium or complex |
source |
string | where the row came from |
| source | rows | licence |
|---|---|---|
public_dataset_master |
1,348 | MIT |
public_dataset_real |
350 | MIT |
generated |
5,242 | MIT |
| total | 6,940 |
public_dataset_master- Nasim435/Multi-label-Prompt-Dataset (MIT), themaster_dataset.csvfile. Its complexity tags (easy/moderate/hard) map tosimple/medium/complex. Filtered to rows whose multi-label set contains exactly one complexity tier, de-duplicated, with the evaluation rows excluded.public_dataset_real- Thereal.csvsplit of the same dataset, short developer and sysadmin questions.generated- Generated and labelled by two open-weight models,google/gemma-4-26B-A4BandQwen/Qwen3.8-27B.
Licence
Skala-Dataset is licensed under the MIT License.
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Models trained or fine-tuned on TakamaruAI/Skala-Dataset