Converting unchunked HDF5 to OME-Zarr with Dask

Summary This postmortem analyzes why Dask workers show steadily increasing memory usage during an HDF5 → OME‑Zarr conversion when reading large, unchunked HDF5 slabs and writing many small Zarr chunks. Although the early tasks appear lightweight, later tasks accumulate hidden memory pressure from Python object retention, task graph expansion, filesystem latency, and Dask’s own scheduling … Read more

Efficiently framing sub-sections in a report coherently and citing references

Summary Writing a coherent report with proper citations is crucial for academic success. Large Language Models (LLMs) can significantly aid in structuring content and referencing. This postmortem analyzes common challenges and solutions for efficient report framing and citation using LLMs. Root Cause Lack of structured prompts: Users often provide vague or unstructured prompts, leading to … Read more

CSS Grid Layout

Summary This postmortem analyzes a common CSS Grid issue: a grid child unexpectedly grows in height when content is added, even when the developer sets a fixed height or uses overflow: hidden. This behavior is normal for CSS Grid, but it often surprises engineers who expect the grid to enforce strict sizing. Root Cause The … Read more

Why does PyTorch GPU matmul give correct results without torch.cuda.synchronize()?

Summary This incident examines why PyTorch GPU matrix multiplication returns correct results even without calling torch.cuda.synchronize(). Although CUDA operations are asynchronous, PyTorch inserts implicit synchronization points during certain tensor transfers and operations, which is why the results appear correct. Root Cause The core reason is that PyTorch automatically synchronizes when transferring data from GPU to … Read more

Run expensive function (containing for loop) on multiple GPUs. pmap gives out of memory error

Summary Running an expensive function with a for loop on multiple GPUs using pmap results in out-of-memory errors, despite each GPU handling the same workload as in serial execution. The issue arises from JAX’s memory allocation behavior during parallel compilation and execution. Root Cause JAX’s pmap replicates the function across GPUs, leading to redundant memory … Read more

Unsure if I can learn Django

Summary This postmortem analyzes a common early‑career engineering issue: believing you’re “not ready” to learn a framework like Django despite having the required fundamentals. The incident stems from a mismatch between perceived readiness and actual readiness, leading to stalled progress and unnecessary hesitation. Root Cause The root cause is underestimating how much Python knowledge is … Read more

Rocky Linux 9: mod_wsgi logging to stderr fails with complete silence

Summary Rocky Linux 9’s mod_wsgi fails to log to stderr, resulting in silent failures when using Python’s logging module. This issue persists despite wsgi.errors being present in the environment, rendering standard logging methods ineffective. Root Cause mod_wsgi on Rocky Linux 9 does not correctly handle stderr redirection for WSGI applications. The wsgi.errors file descriptor, intended … Read more

Pixi.js project has two canvases on reload

Summary During development of a Pixi.js-based game using Vite, refreshing the page results in two canvases being appended to the DOM instead of one. This issue does not occur in production builds but causes visual glitches, altered physics, and doubled game speed during development. Root Cause The issue stems from Vite’s hot module replacement (HMR) … Read more