Hunter Alpha
Collection
2 items • Updated • 2
messages listlengths 2 2 |
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[
{
"role": "user",
"content": "Explain serving a model at 60K QPS with 15ms p99 latency using ONNX Runtime / TensorRT and Triton Inference Server in a production ML system handling 98,793,733 predictions per day."
},
{
"role": "assistant",
"content": "<think>We are building a production ML system... |
[
{
"role": "user",
"content": "Construct a sophisticated machine learning framework utilizing Python, specifically designed to interface with a MongoDB NoSQL database, thereby enabling advanced image recognition tasks and augmenting the effectiveness of data extraction and interpretation. This framework shou... |
[
{
"role": "user",
"content": "Refactor the following Java code smell: a Java test suite with 23 tests that all share a complex mutable setup object, causing test-order dependency and silent failures. Apply replace magic values with typed enumerations and value objects. Show a clear before-and-after and expl... |
[
{
"role": "user",
"content": "Create a function in Python that takes a paragraph as input and returns a dictionary of each word and its frequency in the paragraph. The function should ignore punctuation marks, consider words with different letter casing as the same word, and also exclude common words such a... |
[
{
"role": "user",
"content": "Construct a subroutine to eliminate every occurrence of a designated alphanumeric symbol within a string context, while preserving the innate syntax of the statement. my_string = \"Python is a widely-used programming language\" letter = 'u'"
},
{
"role": "assistant",
... |
[
{
"role": "user",
"content": "Write a query in MySQL to select the top 10 most expensive products with a price higher than $1000 from the table \"Product\". The query should exclude products with a price higher than $5000 and should also display the average price of all products in the result. Additionally,... |
[
{
"role": "user",
"content": "Convert the following csv data into a JSON object. Write corresponding code in Python. id,name,age 1,John,12 2,Jack,15"
},
{
"role": "assistant",
"content": "<think>The user wants to convert CSV data to JSON format and write Python code to do this.</think>\n# CSV to... |
[
{
"role": "user",
"content": "Solve using dynamic programming in TypeScript: the 0/1 Knapsack problem for 7 items with capacity 28. Analyze time and space complexity, then show a space-optimized version."
},
{
"role": "assistant",
"content": "<think>We are going to solve the 0/1 Knapsack problem... |
[
{
"role": "user",
"content": "Create a softmax activation function in Python without using any libraries or built-in functions for exponentiation or logarithms. Additionally, your solution should have a time complexity of O(n) and a space complexity of O(1), where n is the length of the input array. You are... |
[
{
"role": "user",
"content": "Using Python, create a function that takes a parameter year and a parameter month, then returns the number of days in that month, considering leap years. Additionally, implement custom exception handling for invalid inputs for month and year."
},
{
"role": "assistant",
... |
End of preview. Expand in Data Studio
Hunter-Alpha-Programming-160000x - just a filtered version of the original dataset with like 50k more programming questions, DO NOT FINETUNE ON BOTH ONLY USE ONE
- 160,000 programming reasoning traces distilled from
Hunter Alphaon OpenRouter athighandxhighreasoning
Distribution:
Includes: Webdev, C++, Java, JS, C, Ruby, Lua, Rust, and C#Token Count as of 3/17/2026:
a lot idk probably 1 billion
This will be the last dataset update for hunter alpha I beleive they might of caught on to the 2.68 billion tokens I redistributed from them
Data Collection
- Collected using Datagen by TeichAI
, over the course of about (50-60) hours
hi - ianncity 
- Downloads last month
- 52
Size of downloaded dataset files:
4.19 GB
Size of the auto-converted Parquet files:
4.05 GB
Number of rows:
163,154