Implementing and Optimizing a Variational Autoencoder (VAE) for Anomaly Detection in Multivariate Time-Series
This project implements a β-Variational Autoencoder (β-VAE) for anomaly detection in high-dimensional multivariate time-series data. The model is trained in an unsupervised manner to learn normal patterns in the data.
Anomalies are detected using a combined:
| """ | |
| Basic training implementation - Miners can optimize this! | |
| Usage: | |
| 1. Run setup: uv run local_test/setup_benchmark.py | |
| 2. Test locally: uv run local_test/train.py | |
| 3. Submit when ready! | |
| """ | |
| import json |
| CXX = g++ | |
| CXXFLAGS = -O3 -march=native -fopenmp -std=c++17 | |
| compute_exp: compute_exp.cpp | |
| $(CXX) $(CXXFLAGS) -o $@ $< | |
| clean: | |
| rm -f compute_exp | |
| .PHONY: clean |
| <?xml version="1.0" encoding="utf-8"?> | |
| <registrySnapshot xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> | |
| <user>S-1-5-21-3730514689-4052050556-2405912738-1000</user> | |
| <keys> | |
| <key installerType="Msi" displayName="AWS Command Line Interface v2" displayVersion="2.33.11.0"> | |
| <RegistryView>Registry64</RegistryView> | |
| <KeyPath>HKEY_LOCAL_MACHINE\SOFTWARE\Microsoft\Windows\CurrentVersion\Uninstall\{22BC3E76-A908-42A2-8281-66ACB432E6A8}</KeyPath> | |
| <DefaultValue /> | |
| <InstallLocation><![CDATA[]]></InstallLocation> | |
| <UninstallString><![CDATA[MsiExec.exe /I{22BC3E76-A908-42A2-8281-66ACB432E6A8}]]></UninstallString> |
| Log uploaded on Friday, January 30, 2026, 1:18:02 PM | |
| Loaded mods: | |
| Harmony(brrainz.harmony)[mv:2.4.2.0]: 0Harmony(2.4.1), HarmonyMod(2.4.2) | |
| Core(Ludeon.RimWorld): (no assemblies) | |
| Royalty(Ludeon.RimWorld.Royalty): (no assemblies) | |
| Ideology(Ludeon.RimWorld.Ideology): (no assemblies) | |
| Biotech(Ludeon.RimWorld.Biotech): (no assemblies) | |
| Anomaly(Ludeon.RimWorld.Anomaly): (no assemblies) | |
| Odyssey(Ludeon.RimWorld.Odyssey): (no assemblies) | |
| HugsLib(UnlimitedHugs.HugsLib)[ov:12.0.0]: 0Harmony(av:2.4.1,fv:1.2.0.1), HugsLib(av:1.0.0,fv:12.0.0) |
| ;; win32_chkstk.asm | |
| ;; | |
| ;; This is intended as a replacement to the MS C Runtime __chkstk method | |
| ;; This is unneeded if not build with /NODEFAULTLIB | |
| ;; | |
| .code | |
| __chkstk proc | |
| sub rsp, 16 |
| import axios from "axios" | |
| import crypto from "crypto" | |
| import fs from "fs/promises" | |
| const FILE = "./chatai.json" | |
| const sleep = ms => new Promise(r => setTimeout(r, ms)) | |
| const models = { | |
| claude: "anthropic/claude-3-haiku", | |
| gpt41mini: "openai/gpt-4.1-mini", |
| ;; win32_bswap.asm | |
| ;; | |
| ;; This is intended as a replacement to the MS _byteswap_xxxx functions | |
| ;; This is unneeded if not build with /NODEFAULTLIB | |
| ;; | |
| .code | |
| _byteswap_ulong proc | |
| bswap ecx |
| January 30, 2026 at 06:15AM |
| ;; win32_abs.asm | |
| ;; | |
| ;; These are intended as minimal implementations of ABS functions | |
| ;; | |
| .const | |
| align 16 | |
| abs_mask_ps dd 07FFFFFFFh, 07FFFFFFFh, 07FFFFFFFh, 07FFFFFFFh | |
| abs_mask_pd dq 07FFFFFFFFFFFFFFFh, 07FFFFFFFFFFFFFFFh |
