Add lossless page15 Engrams; preserve canonical weights and legacy layout

.gitattributes

@@ -37,3 +37,5 @@ inference/examples/images/carrots.jpeg filter=lfs diff=lfs merge=lfs -text
 DeepSeek_V41_Tech_Report.pdf filter=lfs diff=lfs merge=lfs -text
 *.png filter=lfs diff=lfs merge=lfs -text
 model.safetensors.index.json filter=lfs diff=lfs merge=lfs -text
+
+engram-page15-v1/*.bin.part-* filter=lfs diff=lfs merge=lfs -text

README.md

@@ -141,3 +141,10 @@ Original evaluation-candidate package manifest SHA256:
 `7f7cfee4a7dc618196b0699a57034dce3316b83257a7320687d079d72d13ee73`.
 
 The upstream MIT license is retained in `LICENSE`.
+
+
+## Optional lossless page15 Engram assets
+
+The [two-Spark recipe](https://github.com/coolbho3k/DeepSeek-v4.1-Flash-2x-DGX-Spark) also provides a new packed SSD layout in [engram-page15-v1](engram-page15-v1/README.md). Original `engrams/*.safetensors`, main weights and draft weights are unchanged. Old recipe revisions keep using their pinned original files. New recipes pin the matching reader and packed manifest together; do not replace the original files manually. The layout is lossless, not another quantization.
+
+Cold bulk row retrieval was about 2x faster in component tests; measured whole-model decode changed from 30.35 to 30.78 tok/s and warmed 32K prefill was essentially flat. This is not a claim of a 2x serving speedup or broad quality qualification. Full credit to MiaAI Lab / Wesley Young for the native Engram/cache foundation; the derived reader and integration are AGPL-3.0-only in the recipe.

engram-page15-v1/README.md

@@ -0,0 +1,40 @@
+# Lossless page15 Engrams for the two-Spark EXL3 3bpw recipe
+
+These are **storage-layout caches, not a new quantization**. Main/draft weights,
+original Engram weight/scale bytes and canonical `engrams/*.safetensors` are
+unchanged. Keep the originals for older runners and other inference engines.
+
+Use the [companion recipe](https://github.com/coolbho3k/DeepSeek-v4.1-Flash-2x-DGX-Spark).
+Its matching reader and manifest are pinned together. It downloads only the
+two tables owned by each TP rank (about **97.66 GiB per Spark**), verifies each
+transport part and the assembled file, and mounts the tables read-only. Parts
+are streamed straight into a resumable assembly file; no second on-disk copy
+of the downloaded parts is required. No user-side packing, quantization or C++
+build is needed. Do not rename these files to replace the original Safetensors.
+
+Layout: 4 KiB header, fifteen complete 264-byte rows per 4 KiB page. Each row
+contains 256 original FP8 weight bytes plus eight original E8M0 scale bytes.
+The final page is zero-padded. `manifest.json` pins each table's complete SHA256,
+size, layer, TP ownership, source-model snapshot, and ordered download parts.
+`*.bin.part-NNNNN` are transport pieces, not directly usable tables. Concatenate
+in manifest order; the recipe performs and verifies this automatically.
+
+Full credit to **MiaAI Lab / Wesley Young** and contributors for the native
+Engram reader, bounded cache, callback path and dense packed-row foundation.
+This recipe adds page15 packing, deferred retrieval and GPU-readable staging;
+the derived implementation is **AGPL-3.0-only**, with corresponding source and
+notices in Git. Model/data licenses remain those of the original weights.
+
+Measured cold bulk retrieval was roughly twice as fast, but the full-model
+gain was modest: 30.35 → 30.78 tok/s pooled decode; warmed uncached 32K prefill
+1,082.7 → about 1,077.6 tok/s. Images, tools and six short concurrent requests
+passed. Eleven of twelve baseline replies matched exactly; one coding reply
+changed wording reproducibly by seed. Row/dequantization component tests were
+exact, but this is **not** broad quality or fresh-clone GPU qualification.
+KV capacity and serving memory settings are unchanged.
+
+Compatibility: old recipes pin the previous HF revision and original format.
+New recipes pin this complete inventory and the matching ABI-2 reader. The
+Hub assets are published before the Git recipe points to them; no mutable
+`main` branch is used for runtime downloads. Updating Git does not modify a
+running frozen server. An explicit restart is required to use a new recipe.

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+  "repo_id": "coolbho3k/DeepSeek-V4.1-Flash-EXL3-3bpw",
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+}

release-manifest.json

@@ -3,16 +3,16 @@
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