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Source document

[2025-08-08 13:23] ajaxdavis: (files: Screenshot_2025-08-08_at_11.23.44_PM.png) [2025-08-08 13:23] ajaxdavis: (files: Screenshot_2025-08-08_at_11.23.54_PM.png) [2025-08-08 13:24] jonathan.poczatek: BANANA.DEV [2025-08-08 13:24] jonathan.poczatek: What an awesome domain [2025-08-08 13:24] lisamegawatts: https://github.com/DavinciDreams/litmatch/tree/main [2025-08-08 13:26] foxhop.: Ok i paid for max. [2025-08-08 13:28] lisamegawatts: def logs_to_image(logs, embed_model, image_size=(1000, 1000)): user_agents = [parse_user_agent(log) for log in logs] embeddings = embed_model.encode(user_agents, batch_size=512, show_progress_bar=False) # Reduce embeddings to a single value per log (mean of embedding) pixel_values = np.mean(embeddings, axis=1) # Normalize to 0-255 for grayscale image pixel_values = (pixel_values - pixel_values.min()) / (pixel_values.max() - pixel_values.min()) * 255 pixel_values = pixel_values.astype(np.uint8) # Reshape to 1000x1000 image = pixel_values.reshape(image_size) return image, embeddings [2025-08-08 13:45] ajaxdavis: https://chatgpt.com/share/6895ff53-a7f8-8008-bb32-3a6c4702b9fa log-cv [2025-08-08 14:10] lisamegawatts: https://colab.research.google.com/drive/1nRLmeUgS1uKODPVq7DY_w73BuJnyRZrE?usp=sharing [2025-08-08 14:11] foxhop.: https://upload.unturf.com/namespace/pYAui10wRteLF2yzDdGiKQ/media/XMcpYEuWTt2gsVTCGdq_pA?download=true [2025-08-08 14:11] foxhop.: 100 bitmaps [2025-08-08 14:11] foxhop.: 1 is strange... [2025-08-08 14:11] foxhop.: Can you guess? [2025-08-08 14:15] lisamegawatts: https://wandb.ai/lisamegawatts-decentralized-intelligence-agency/http-log-anomaly-detection?nw=nwuserlisamegawatts [2025-08-08 15:47] foxhop.: https://upload.unturf.com/namespace/pYAui10wRteLF2yzDdGiKQ/media/n6lhUt2zQUee2V-OJORpdw?download=true [2025-08-08 15:47] foxhop.: now with line wrapping, can you find the difference? [2025-08-08 16:10] foxhop.: https://github.com/russellballestrini/logs-to-bitmap [2025-08-08 16:39] ajaxdavis: (files: Screenshot_2025-08-09_at_2.39.44_AM.png) [2025-08-08 16:46] foxhop.: (files: 1754668187_logs_and_bitmaps.zip) [2025-08-08 16:46] foxhop.: Request #62: Using DIFFERENT user agent (Ubuntu/Chrome 95) on /hello [2025-08-08 16:49] ajaxdavis: ``` (files: message.txt) [2025-08-08 16:49] ajaxdavis: claude.md [2025-08-08 16:59] ajaxdavis: https://github.com/thomasdavis/log-cv [2025-08-08 17:40] foxhop.: https://pyimagesearch.com/2020/01/20/intro-to-anomaly-detection-with-opencv-computer-vision-and-scikit-learn/ [2025-08-08 18:28] foxhop.: https://git.unturf.com/-/snippets/55 [2025-08-09 02:04] foxhop.: > read this blog post, and generate a pipeline for our samples in bitmaps dir https://pyimagesearch.com/2020/01/20/intro-to-anomaly-detection-with-opencv-computer-vision-and-scikit-learn/ [2026-02-17 09:56] lisamegawatts: v2 of the extension, now with vision https://github.com/DavinciDreams/shannon [2026-02-17 09:57] lisamegawatts: but with v1 ui lol