Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
Batch Image Generation: GPU Throughput Optimization
Maximize GPU throughput for batch image generation with Stable Diffusion, SDXL, and Flux. Covers batch sizing, VRAM management, queue architecture, and parallel pipeline strategies for high-volume production.
Whisper Accuracy Issues: Improvement Guide
Improve Whisper transcription accuracy by selecting the right model size, preprocessing audio, tuning decoding parameters, handling accents, and applying post-processing…
Whisper Slow on GPU: Speed Optimization
Fix slow Whisper transcription on GPU servers. Covers FP16 inference, batched decoding, faster-whisper CTranslate2, model compilation, chunked processing, and GPU…
Faster-Whisper Install Issues: Fix Guide
Fix faster-whisper installation errors including CTranslate2 build failures, CUDA library mismatches, cuBLAS missing errors, and model download problems on GPU…
Whisper Timestamp Errors: Fix Guide
Fix Whisper word-level and segment-level timestamp alignment errors including drifting timestamps, overlapping segments, missing alignment, and incorrect word boundaries on…
CUDA Error: Device-Side Assert Triggered (Fix)
Fix the cryptic CUDA device-side assert triggered error. Learn what causes it, how to get the real error message, and…
Whisper Language Detection Wrong: Fix
Fix Whisper misidentifying audio language, causing garbled transcriptions. Covers explicit language setting, multilingual handling, code-switching detection, and language probability thresholds.
Coqui TTS Voice Quality: Optimization
Improve Coqui TTS voice quality by selecting the right model, tuning vocoder settings, adjusting speaking rate, fixing robotic output, and…
TTS Audio Artifacts: Fix Crackling/Distortion
Fix crackling, popping, distortion, and other audio artifacts in GPU-accelerated TTS output. Covers sample rate mismatches, buffer underruns, vocoder issues,…
Whisper+TTS Pipeline Latency Optimization
Reduce end-to-end latency in Whisper speech-to-text to TTS voice pipelines. Covers streaming transcription, parallel processing, model co-location, and sub-second response…
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