AI & ML interests

Training a Traditional Chinese Large Language Model.

prithivMLmodsย 
posted an update about 3 hours ago
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HY-World-2.0 โ€” A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds is now available on Spaces, and it works both as native Gradio components and in Gradio server mode.

> HY-World-2.0-Demo: prithivMLmods/HY-World-2.0-Demo
> HY-World-2.0 [Server Mode]: prithivMLmods/HY-World-2.0-Demo
> Featuring 3D reconstruction and Gaussian splats with the Rerun viewer, along with camera poses, depth maps, and surface normals.
> In Server Mode, Gradio is served via FastAPI, with FastAPI remaining the top-level server.
> Model: tencent/HY-World-2.0
> GitHub: https://github.com/PRITHIVSAKTHIUR/HY-World-2.0-Demo

๐Ÿค—To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update 5 days ago
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A new comparator on Spaces showcases Standard FLUX.2 Decoder vs. FLUX.2 Small Decoder. The Small Decoder is ~1.4ร— faster, uses ~1.4ร— less VRAM, and maintains near-identical image quality. It has ~28M parameters with narrower channels [96, 192, 384, 384] vs. [128, 256, 512, 512], and the demo supports sequence generation by running both decoders simultaneously and comparing the results side by side.

๐Ÿค— Comparator: prithivMLmods/Flux.2-4B-Decoder-Comparator
๐Ÿ”— FLUX.2-small-decoder: black-forest-labs/FLUX.2-small-decoder
๐Ÿ”— GitHub: https://github.com/PRITHIVSAKTHIUR/Flux.2-4B-Encoder-Comparator
๐Ÿš Collection: https://huggingface.co/collections/prithivMLmods/image-generation-apps-collection

๐Ÿค— > App built on the Gradio SDK. To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update 6 days ago
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Now, a collection of various compression schemes for Gemma 4 and the abliterated version 1 of dense models is available on the Hub. Check it out via the links below. ๐Ÿ‘‡

๐Ÿ”—Gemma 4 Compression(s)- https://huggingface.co/collections/prithivMLmods/gemma-4-compressions
๐Ÿ”—Gemma 4 Uncensored [MAX] + Compression(s) - [`ฮฒ ]- https://huggingface.co/collections/prithivMLmods/gemma-4-uncensored-max-compressions
๐Ÿ”—Gemma 4 Compression(s) - MoE- https://huggingface.co/collections/prithivMLmods/gemma-4-compressions-moe
๐Ÿ”—Gemma-4 F32 GGUF- https://huggingface.co/collections/prithivMLmods/gemma-4-f32-gguf

๐Ÿค— > To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update 9 days ago
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Now the demo for image detection based on SAM3 and Gemma-4 (*Filter) is available on Spaces, using full-fledged Transformers inference with multimodal reasoning for processed images. It also supports video segmentation (mask), video segmentation (annotation), and image click segmentation.

๐Ÿค— Demo Space: prithivMLmods/SAM3-Gemma4-CUDA
๐Ÿฅฝ SAM3: facebook/sam3
๐Ÿ”— gemma-4-E2B-it: google/gemma-4-E2B-it

To learn more, visit the app page or the respective model pages.
  • 1 reply
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prithivMLmodsย 
posted an update 12 days ago
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The demo for Image Detection (*Filter) based on SAM3 and Qwen-3.5 is now available on Hugging Face Spaces using Transformers inference, with multimodal reasoning for processed images, and it also supports video segmentation (mask), video segmentation (annotation), and image click segmentation.

๐Ÿค— Demo Space: prithivMLmods/SAM3-Plus-Qwen3.5
๐Ÿฅฝ SAM3: facebook/sam3
๐Ÿ”— Qwen-3.5: Qwen/Qwen3.5-2B

To learn more, visit the app page or the respective model pages.
  • 5 replies
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prithivMLmodsย 
posted an update 22 days ago
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Flux-Klein-KV-Edit-Consistency demo is now available on Spaces. It preserves character identity and delivers high-quality, realistic results after edits. No need for any special prompts, just upload the image, type your prompt, and get the resulting image blazing fast.

๐Ÿ”ฅ Demo Space: prithivMLmods/flux-klein-kv-edit-consistency
๐Ÿค— Model: black-forest-labs/FLUX.2-klein-9b-kv
๐Ÿค— Collection: https://huggingface.co/collections/prithivMLmods/image-generation-apps-collection
๐Ÿ”— Gradio Server Mode: https://www.gradio.app/main/guides/server-mode

โž” Built with Headless Gradio, an alternative to using gr.Blocks for creating the frontend and triggering events, powered by FastAPI + Gradio. You can now design the frontend however you want, with continued support for APIs, MCP, and ZeroGPU.

โž” Gradio Server Mode is now available from gradio@v6.10.0.

To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update 28 days ago
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Map-Anything v1 (Universal Feed-Forward Metric 3D Reconstruction) demo is now available on Hugging Face Spaces. Built with Gradio and integrated with Rerun, it performs multi-image and video-based 3D reconstruction, depth, normal map, and interactive measurements.

๐Ÿค— Demo: prithivMLmods/Map-Anything-v1
๐Ÿค— Model: facebook/map-anything-v1
๐Ÿค— Hf-Papers: MapAnything: Universal Feed-Forward Metric 3D Reconstruction (2509.13414)
prithivMLmodsย 
posted an update about 1 month ago
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Introducing QIE-Bbox-Studio! ๐Ÿ”ฅ๐Ÿค—

The QIE-Bbox-Studio demo is now live โ€” more precise and packed with more options. Users can manipulate images with object removal, design addition, and even move objects from one place to another, all in just 4-step fast inference.

๐Ÿค— Demo: prithivMLmods/QIE-Bbox-Studio
๐Ÿ”— GitHub: https://github.com/PRITHIVSAKTHIUR/QIE-Bbox-Studio

๐Ÿš€ Models [LoRA] :

โ— QIE-2511-Object-Mover-Bbox: prithivMLmods/QIE-2511-Object-Mover-Bbox
โ— QIE-2511-Object-Remover-Bbox-v3: prithivMLmods/QIE-2511-Object-Remover-Bbox-v3
โ— QIE-2511-Outfit-Design-Layout: prithivMLmods/QIE-2511-Outfit-Design-Layout
โ— QIE-2509-Object-Remover-Bbox-v3: prithivMLmods/QIE-2509-Object-Remover-Bbox-v3
โ— QIE-2509-Object-Mover-Bbox: prithivMLmods/QIE-2509-Object-Mover-Bbox

๐Ÿš€ Collection:

โ— Qwen Image Edit [Layout Bbox]: https://huggingface.co/collections/prithivMLmods/qwen-image-edit-layout-bbox

To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update about 1 month ago
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QIE-2509-Object-Remover-Bbox-v3 is a more stable version of the Qwen Image Edit visual groundingโ€“based object removal model. The app was previously featured in HF Spaces of the Week and is now updated with the latest Bbox-v3 LoRA adapter.

๐Ÿค— Demo: prithivMLmods/QIE-Object-Remover-Bbox
๐Ÿค— LoRA: prithivMLmods/QIE-2509-Object-Remover-Bbox-v3
๐Ÿค— Collection: https://huggingface.co/collections/prithivMLmods/qwen-image-edit-layout-bbox

To learn more, visit the app page or the respective model pages.
  • 2 replies
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prithivMLmodsย 
posted an update about 1 month ago
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The Qwen3.5 Multimodal Understanding Demo, powered by Qwen3.5-2B, is now available on HF Spaces! It is a lightweight model designed for fast image and video reasoning. Built with Gradio, the demo showcases Image QA, Video QA, object detection, and 2D point tracking, along with real-time token streaming.

๐Ÿค— Demo: prithivMLmods/Qwen-3.5-HF-Demo
โœ… Collection: https://huggingface.co/collections/prithivMLmods/multimodal-implementations
๐Ÿ”— Qwen3.5-2B: Qwen/Qwen3.5-2B

To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update about 2 months ago
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QIE-Object-Remover-Bbox Demo removes objects and artifacts from selected regions using bounding box grounding. Built on Qwen-Image-Edit-2509 with Rapid Diffusers acceleration, it delivers fast 4-step inference via the QIE-2509 adapter. ๐Ÿค—๐Ÿ”ฅ

๐Ÿ”—Demo Space: prithivMLmods/QIE-Object-Remover-Bbox
๐Ÿ”—Qwen-Image-Edit-Rapid-AIO: prithivMLmods/Qwen-Image-Edit-Rapid-AIO-V4
๐Ÿ”—Adapter-(LoRA): prithivMLmods/QIE-2509-Object-Remover-Bbox

๐Ÿ”—Collection: https://huggingface.co/collections/prithivMLmods/qwen-image-edit-layout-bbox

To learn more, visit the app page or the respective model pages.
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prithivMLmodsย 
posted an update about 2 months ago
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FireRed-Image-Edit-1.0 (Rapid) Fast Experimental Demo is Out! ๐Ÿš€๐Ÿค—

Demo: prithivMLmods/FireRed-Image-Edit-1.0-Fast

-> Paired the EditPlusPipeline with the Diffusers-compatible transformer weights of Rapid AIO from Qwen-Image-Edit. (experimental)
-> This fusion delivers more accurate instruction following, higher image quality, and consistent visual coherence @ 4-step fast inference.
-> Better maintains text styles with high fidelity, along with high-quality old photo restoration, enhancement, and best-in-class virtual try-on.

prithivMLmodsย 
posted an update about 2 months ago
prithivMLmodsย 
posted an update 2 months ago
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Dropping the Qwen3 VL Series of Unredacted MAX-VL models. These models have undergone multi-stage training to minimize refusal rates through continuous abliterated optimization. You can find the models in BF16, FP8-Dynamic, and GGUF formats at the links below.๐Ÿ”ฅ๐Ÿš€

Unredacted MAX - VL:
โžœ prithivMLmods/Qwen3-VL-4B-Instruct-Unredacted-MAX
โžœ prithivMLmods/Qwen3-VL-4B-Thinking-Unredacted-MAX
โžœ prithivMLmods/Qwen3-VL-8B-Instruct-Unredacted-MAX
โžœ prithivMLmods/Qwen3-VL-8B-Thinking-Unredacted-MAX

Unredacted MAX - VL [FP8]
โžœ prithivMLmods/Qwen3-VL-4B-Instruct-Unredacted-MAX-FP8
โžœ prithivMLmods/Qwen3-VL-4B-Thinking-Unredacted-MAX-FP8
โžœ prithivMLmods/Qwen3-VL-8B-Instruct-Unredacted-MAX-FP8
โžœ prithivMLmods/Qwen3-VL-8B-Thinking-Unredacted-MAX-FP8

Unredacted MAX - VL [GGUF]
โžœ prithivMLmods/Qwen3-VL-4B-Instruct-Unredacted-MAX-GGUF
โžœ prithivMLmods/Qwen3-VL-4B-Thinking-Unredacted-MAX-GGUF
โžœ prithivMLmods/Qwen3-VL-8B-Instruct-Unredacted-MAX-GGUF
โžœ prithivMLmods/Qwen3-VL-8B-Thinking-Unredacted-MAX-GGUF

Unredacted MAX - VL [Collection]
โžœ https://huggingface.co/collections/prithivMLmods/unredacted-max-vl-fp8
โžœ https://huggingface.co/collections/prithivMLmods/unredacted-max-vl
โžœ https://huggingface.co/collections/prithivMLmods/unredacted-max-vl-gguf

To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update 2 months ago
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Introducing FLUX.2-Klein-LoRA-Studio, a demo for image editing using specialized LoRA adapters built for the FLUX.2-Klein-Distilled model. It features an edit-style gallery for multi-style image editing, including de-light, face swap, mannequin, and more. Try the demo below.

๐Ÿค—Demo: prithivMLmods/FLUX.2-Klein-LoRA-Studio
๐Ÿค—Collection: https://huggingface.co/collections/prithivMLmods/image-generation-apps-collection
๐Ÿค—GitHub: https://github.com/PRITHIVSAKTHIUR/FLUX.2-Klein-LoRA-Studio

To learn more, visit the app page or the respective model pages.
prithivMLmodsย 
posted an update 2 months ago
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GLM OCR, a multimodal OCR model for complex document understanding, built on the GLM-V encoderโ€“decoder architecture. It delivers high accuracy and strong generalization with a blazing-fast inference pipeline. The demo is live . Try it now. ๐Ÿค—๐Ÿš€

โœจ Demo: prithivMLmods/GLM-OCR-Demo
โœจ Multimodal Implementations: https://huggingface.co/collections/prithivMLmods/multimodal-implementations
โœจ GitHub: https://github.com/PRITHIVSAKTHIUR/GLM-OCR-Demo
Sri-Vigneshwar-DJย 
posted an update 2 months ago
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Just released a new dataset designed for training reasoning models on Meta (Facebook/Instagram) advertising fatigue detection!

What is it? A GRPO (Group Relative Policy Optimization) training dataset with 200+ carefully crafted scenarios covering:

๐Ÿ” Fatigue Signal Detection: CTR drops, CPM spikes, frequency analysis
๐Ÿฉบ Performance Diagnosis: Root cause analysis frameworks
๐Ÿ“‹ Strategy: Creative refresh cadence, testing frameworks
๐Ÿ“Š Analysis: ROI calculations, metric interpretation
Why GRPO? GRPO training helps models learn structured reasoning. Each response follows the <thinking> and <answer> format.

Check it out here: Sri-Vigneshwar-DJ/meta-fatigue-grpo-dataset
prithivMLmodsย 
posted an update 2 months ago
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Introducing the Qwen-Image-Edit-3D-Lighting-Control app, featuring 8ร— horizontal and 3ร— elevational lighting positions for precise 3D lighting control. It enables studio-level lighting using fast Qwen Image Edit fast inference, paired with Multi-Angle-Lighting adapters. ๐Ÿ”ฆ

๐Ÿ”ฅ Space: prithivMLmods/Qwen-Image-Edit-3D-Lighting-Control
โœ… Collection: https://huggingface.co/collections/prithivMLmods/image-generation-apps-collection
๐Ÿ“‚ GitHub: https://github.com/PRITHIVSAKTHIUR/Qwen-Image-Edit-3D-Lighting-Control
prithivMLmodsย 
posted an update 3 months ago
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Daggr UI version of the Qwen3-TTS demo.๐Ÿ”ฅ
(custom voice, voice design, qwen3-asr and voice cloning) nodes.
No remote spaces used for API inference; all functions run in-app fn.
Powered by t4-m and built with daggr@0.5.2 and gradio@6.

๐Ÿ‘‰Demo: prithivMLmods/Qwen3-TTS-Daggr-UI
โญGithub: https://github.com/PRITHIVSAKTHIUR/Qwen3-TTS-Daggr-UI
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prithivMLmodsย 
posted an update 3 months ago
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Qwen-Image-Edit-Object-Manipulator Space is now featured in Hugging Face Space of the Week. It enables object manipulation such as extracting objects, adding designs, and removing objects or designs from the red highlighted area using specialized adapters.

๐Ÿ”ฅDo enjoy the demo! ~ prithivMLmods/Qwen-Image-Edit-Object-Manipulator

Collections:
๐ŸงจAdapters-1: https://huggingface.co/collections/prithivMLmods/qwen-image-edit-exps
๐ŸงจAdapters-2: https://huggingface.co/collections/prithivMLmods/qie-jan-23-26
๐ŸงจAdapters-3: https://huggingface.co/collections/prithivMLmods/qwen-image-edit-object-manipulator

โญGithub: https://github.com/PRITHIVSAKTHIUR/Qwen-Image-Edit-Object-Manipulator

To learn more, visit the app page or the respective model pages.