mlpack_gmm_probability(1)

💖 mlpack_gmm_probability(1) — the gmm probability calculator 💖

okay bestie, welcome to the User Commands section, because this little icon is a command-line program and it's here to do exactly one gorgeous thing: tell you how likely your points are to have come from a GMM. no cap. 🦋

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✨ NAME ✨

mlpack_gmm_probability — gmm probability calculator 💅

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🌸 SYNOPSIS 🌸

mlpack_gmm_probability -i unknown -m unknown [-V bool] [-o unknown] [-h -v]

that's it, that's the whole vibe. two required things, a couple optional ones, slay. ✨

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💜 DESCRIPTION 💜

okay so here's the tea ☕ — this program calculates the probability that given points came from a given GMM (that is, P(X | gmm)). literally the math, she's serving. 🧚

• the GMM gets specified with the --input_model_file (-m) parameter
• the points get specified with the --input_file (-i) parameter
• and the output probabilities may be saved via the --output_file (-o) output parameter 🎀

so, for example, to calculate the probabilities of each point in points.csv coming from the pre-trained GMM gmm.bin, while storing those probabilities in probs.csv, the following command could be used:

$ mlpack_gmm_probability --input_model_file gmm.bin --input_file points.csv --output_file probs.csv

not me writing one line of shell and getting a whole csv of probabilities out 😭 it's giving main character energy fr fr 💖

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🔥 REQUIRED INPUT OPTIONS 🔥

these two? non-negotiable. you cannot skip them, bestie, the program will simply not vibe. 👑

• --input_file (-i) [unknown] — input matrix to calculate probabilities of. this is your points, your data, your moment ✨
• --input_model_file (-m) [unknown] — input GMM to use as model. the trained one, the icon, the blueprint 💅

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🌈 OPTIONAL INPUT OPTIONS 🌈

these are the little extras you can sprinkle on top like glitter 🎀

• --help (-h) [bool] — default help info. she's there when you're lost, always 🫶
• --info [string] — print help on a specific option. default value ''. so like, you can ask for the lore on one specific flag 👑
• --verbose (-v) [bool] — display informational messages and the full list of parameters and timers at the end of execution. timers?? yes bestie, you get the gossip AND the receipts 😭🔥
• --version (-V) [bool] — display the version of mlpack. because knowing which era of mlpack you're in is highkey important ⭐

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💖 OPTIONAL OUTPUT OPTIONS 💖

• --output_file (-o) [unknown] — matrix to store calculated probabilities in. where your hard-won probabilities go to live their best life 🦋

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🎀 ADDITIONAL INFORMATION 🎀

for further information, including relevant papers, citations, and theory, consult the documentation found at http://www.mlpack.org or included with your distribution of mlpack. like, the deep lore is right there, go read it, i believe in you 💜

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and that's the whole page, periodt 💅 this was mlpack-4.8.0, dated 22 June 2026 — mlpack_gmm_probability(1), signing off. go calculate some probabilities, bestie, you're gonna ate 🍓✨🫶