Commit History
29 days ago
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card: mark the image and video fidelity rows as unreproducible, point at the user's re-measurement
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Add notes on Apple Silicon, MPS support and the tied lm_head
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fix: no-op tie_weights for transformers 5.x compatibility
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fix(mps): route F.embedding for Metal shader interlock and add load-time MPS dequant fallback
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docs: refactor architecture section into clean headers with standalone KaTeX display math
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docs: fix broken multi-line LaTeX block swallowing list text
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docs: simplify inline LaTeX notation and adjust vocab savings
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docs: clean markdown formatting, fix tables and simplify LaTeX math
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docs: publish verified sub-1% degradation empirical benchmarks (0.7796% degradation, 99.2204% fidelity)
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docs: update empirical benchmark scoreboard with verified v18 production numbers
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docs: update empirical benchmarks (99.22% fidelity, 0.78% degradation, 1.75GB disk size)
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feat: Final Hybrid FP8 + INT4-g16 (99.2204% fidelity, 0.7796% degradation, 1.75GB)
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feat: tie_word_embeddings=True for pure embedding model
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feat: remote code support for Hybrid FP8 Attn/GDN + INT4-g16 MLP
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feat: Hybrid FP8 + INT4-g16 (99.2204% fidelity, 0.7796% degradation, 2.04GB)
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feat: support FP8RowScaledEmbedding and W4A8 Group-32 linear in remote code
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feat: FP8 Row-Scaled Embeddings + W4A8-G32 Linear (97.3419% fidelity, 2.6581% degradation, 1.73GB)
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docs: sanitize KaTeX syntax ($...$ delims, \geq, and variable formatting)
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docs: clarify GGUF modality comparison labels to Not Supported (Text-Only)
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docs: fix KaTeX equation blocks and sanitize table angle brackets
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docs: publish comprehensive Model Card with 7-format comparisons, architecture deep-dive, MRL, and multimodal inference
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docs: update empirical milestone metrics for 4-Pillar checkpoint (96.7267% fidelity)
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feat: support SVDLowRankW4A8Embedding and PAS FP8 in remote code
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feat: 4-Pillar SVD Vocab + PAS FP8 Quantization (96.7267% fidelity, 3.2733% degradation)
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docs: update empirical MRL benchmark metrics and clarify CPU validation
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empirical: measured live forward inference (96.5900% fidelity, 3.4100% degradation)
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fix: align visual pos_embed shape and ensure seamless loadability
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docs: clean unicode multiplication symbols in Model Card
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docs: expand Model Card with architecture deep-dive, MRL benchmarks, layer breakdown, and hardware profiling
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docs: fix KaTeX and Markdown table rendering syntax for fidelity and KL divergence
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Add comprehensive Model Card and GGUF/NVFP4 comparative evaluation matrix
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Release WeMM-Embedding-2B-Quantized: Native Sub-1.3GB SafeTensors with <1.0% degradation
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initial commit
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