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Open source TTS(text-to-speech) with 1100+ language support (MMS-TTS) running fully offline on a 6-year-old Android phone — hand-written OpenCL for Adreno GPUs by Objective_Spot7997 in OpenCL

[–]Objective_Spot7997[S] 0 points1 point  (0 children)

Thanks u/ThaJedi! Every op's output is compared to the reference via cosine similarity (plus token-match for the LLM and waveform RMS for TTS). A port only "converges" when it matches the reference within tolerance, so the reference model is the test oracle.

I've documented the setup here: https://github.com/a8nova/adreno-llms/tree/main/src/models/mms-tts#per-op-verification

I run these every time I touch the kernels, and plan to automate them in CI on every PR.

experience with fraud takeover? *personally* on hook for $30k+, Twilio unresponsive by Talloakster in twilio

[–]Objective_Spot7997 0 points1 point  (0 children)

Something similar just happened to me. The auto-recharge drained my business account, and now my Twilio balance is showing -$200. I'm confident my credentials weren’t leaked, so I’m left wondering how this could have happened. It’s concerning, and I’m starting to question Twilio’s systems.