Add seven calibrated GFWSVD and Qwen Swift-SVD Source checkpoints

#2
Files changed (38) hide show
  1. README.md +13 -7
  2. basis/README.md +19 -11
  3. basis/manifest.json +373 -1
  4. basis/releases/source_ratios_20260917/README.md +63 -0
  5. basis/releases/source_ratios_20260917/data_bundle.json +15 -0
  6. basis/releases/source_ratios_20260917/download_inputs.py +131 -0
  7. basis/releases/source_ratios_20260917/publication_validation.json +14 -0
  8. basis/releases/source_ratios_20260917/upload_status.json +7 -0
  9. basis/releases/source_ratios_20260917/validation.json +134 -0
  10. basis/sources/index.csv +7 -0
  11. basis/sources/llama31/gfwsvd_r050/model.pt +3 -0
  12. basis/sources/llama31/gfwsvd_r050/provenance/manifest.json +2149 -0
  13. basis/sources/llama31/gfwsvd_r050/source.json +21 -0
  14. basis/sources/llama31/gfwsvd_r050/validation.json +17 -0
  15. basis/sources/llama31/gfwsvd_r070/model.pt +3 -0
  16. basis/sources/llama31/gfwsvd_r070/provenance/manifest.json +2149 -0
  17. basis/sources/llama31/gfwsvd_r070/source.json +21 -0
  18. basis/sources/llama31/gfwsvd_r070/validation.json +17 -0
  19. basis/sources/qwen3/gfwsvd_r050/model.pt +3 -0
  20. basis/sources/qwen3/gfwsvd_r050/provenance/manifest.json +0 -0
  21. basis/sources/qwen3/gfwsvd_r050/source.json +21 -0
  22. basis/sources/qwen3/gfwsvd_r050/validation.json +17 -0
  23. basis/sources/qwen3/gfwsvd_r070/model.pt +3 -0
  24. basis/sources/qwen3/gfwsvd_r070/provenance/manifest.json +0 -0
  25. basis/sources/qwen3/gfwsvd_r070/source.json +21 -0
  26. basis/sources/qwen3/gfwsvd_r070/validation.json +17 -0
  27. basis/sources/qwen3/swiftsvd_r040/model.pt +3 -0
  28. basis/sources/qwen3/swiftsvd_r040/provenance/manifest.json +0 -0
  29. basis/sources/qwen3/swiftsvd_r040/source.json +21 -0
  30. basis/sources/qwen3/swiftsvd_r040/validation.json +18 -0
  31. basis/sources/qwen3/swiftsvd_r050/model.pt +3 -0
  32. basis/sources/qwen3/swiftsvd_r050/provenance/manifest.json +0 -0
  33. basis/sources/qwen3/swiftsvd_r050/source.json +21 -0
  34. basis/sources/qwen3/swiftsvd_r050/validation.json +17 -0
  35. basis/sources/qwen3/swiftsvd_r070/model.pt +3 -0
  36. basis/sources/qwen3/swiftsvd_r070/provenance/manifest.json +0 -0
  37. basis/sources/qwen3/swiftsvd_r070/source.json +21 -0
  38. basis/sources/qwen3/swiftsvd_r070/validation.json +17 -0
README.md CHANGED
@@ -2,17 +2,19 @@
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  ## BASIS: download experiment inputs here
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- For the [Additional Experiments](https://github.com/Zishan-Shao/Basis/tree/handoff/paper-20260915/experiments/intern), start with the [BASIS data guide](https://huggingface.co/Duke-CEI-SVD/FlashSVD/blob/refs%2Fpr%2F1/basis/README.md).
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  | You need… | Go to… |
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  |---|---|
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- | **C4 training data** | [Six frozen C4 streams: two backbones × three seeds](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/data/c4) |
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- | Q64/Q128 probe and held-out tensors | [Probe inputs](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/data/probes) |
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- | Cached per-window gradients | [Q128](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/gradients/q128) · [Original Q64](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/gradients/q64) |
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- | Exact frozen compressed Sources | [16 paper checkpoints plus four LowRankArena imports](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/sources) |
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- | Tokenizers, original paths, and checksums | [Tokenizers](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/tokenizers) · [Artifact manifest](https://huggingface.co/Duke-CEI-SVD/FlashSVD/blob/refs%2Fpr%2F1/basis/manifest.json) |
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- The shared data and caches total approximately **4.4 GiB**; the 16 hosted checkpoints total **178.6 GiB**. Download only the Source files needed for your task. The guide includes selective download commands, loader instructions, checkpoint coverage, and the remaining Task 05 Source requests. Tasks 01–02 already include their numerical inputs in GitHub.
 
 
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  ## Original FlashSVD example checkpoints
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@@ -35,3 +37,7 @@ source = "Duke-CEI-SVD/FlashSVD/llama_7b/svdllm_v1/whitening_only_0.5_hf"
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  model, tok = get_model_from_source(source)
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  model = model.eval().to("cuda", dtype=torch.bfloat16)
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  ```
 
 
 
 
 
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  ## BASIS: download experiment inputs here
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+ For the [Additional Experiments](https://github.com/Zishan-Shao/Basis/tree/handoff/paper-20260915/experiments/intern), start with the [BASIS data guide](https://huggingface.co/Duke-CEI-SVD/FlashSVD/blob/main/basis/README.md).
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  | You need… | Go to… |
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  |---|---|
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+ | **C4 training data** | [Six frozen C4 streams: two backbones × three seeds](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/data/c4) |
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+ | Q64/Q128 probe and held-out tensors | [Probe inputs](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/data/probes) |
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+ | Cached per-window gradients | [Q128](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/gradients/q128) · [Original Q64](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/gradients/q64) |
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+ | Exact frozen compressed Sources | [23 hosted checkpoints plus four LowRankArena imports](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/sources) |
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+ | Tokenizers, original paths, and checksums | [Tokenizers](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/tokenizers) · [Artifact manifest](https://huggingface.co/Duke-CEI-SVD/FlashSVD/blob/main/basis/manifest.json) |
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+ The shared data and caches total approximately **4.4 GiB**; the 23 hosted checkpoints total **246.0 GiB**. Download only the Source files needed for your task. The guide includes selective download commands, loader instructions, checkpoint coverage, and the seven newly supplied Task 05 GFWSVD/Swift-SVD ratio Sources. Tasks 01–02 already include their numerical inputs in GitHub.
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+
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+ **Added 2026-09-17:** [GFWSVD r0.5/r0.7 (Llama/Qwen) and Swift-SVD r0.4/r0.5/r0.7 (Qwen), with download instructions and checksums](basis/releases/source_ratios_20260917/README.md).
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  ## Original FlashSVD example checkpoints
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  model, tok = get_model_from_source(source)
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  model = model.eval().to("cuda", dtype=torch.bfloat16)
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  ```
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+
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+ ## BASIS intern code
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+
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+ Use the [intern GitHub branch](https://github.com/Zishan-Shao/Basis/tree/handoff/paper-20260915) for installation, Source loading/checking, compression, and the five assignments. [Tested code revision](https://github.com/Zishan-Shao/Basis/tree/57218ca8c09e12464adaddddc4924394eac668f5): `57218ca`. The GitHub downloader pins the verified FlashSVD checkpoint revision; download weights/data here and run the commands from that branch.
basis/README.md CHANGED
@@ -6,18 +6,20 @@ Shared inputs for the [BASIS Additional Experiments](https://github.com/Zishan-S
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  | Input | Folder | Size | Use |
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  |---|---|---:|---|
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- | **Frozen C4 recovery streams** | [`data/c4/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/data/c4/) | 0.604 GiB | Task 05 training; Task 03 overlap exclusions |
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- | Original Q64/V64 | [`data/probes/q64/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/data/probes/q64/) | <1 MiB | Original Q0/P0 uses the first 16 Q64 windows |
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- | Independent Q128/V128 | [`data/probes/q128/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/data/probes/q128/) | 1.1 MiB | Tasks 03–04 |
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- | C4 validation shard for extending Q128 | [`data/c4_probe_shard/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/data/c4_probe_shard/) | 38.6 MiB | Task 03 candidate documents |
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- | Q128 Source/dense gradient cache | [`gradients/q128/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/gradients/q128/) | 1.978 GiB | Task 03: reuse the existing first 128 windows |
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- | Original Q64 gradient cache | [`gradients/q64/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/gradients/q64/) | 1.764 GiB | Original pressure references and dense Q0 reuse |
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- | Frozen tokenizers | [`tokenizers/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/tokenizers/) | 18.3 MiB | Both backbones |
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- | Frozen compressed Sources | [`sources/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/sources/) | 178.633 GiB hosted here | Download individual checkpoints, usually 7–14 GiB |
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- | Original manifests and example C4 run specs | [`provenance/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/refs%2Fpr%2F1/basis/provenance/) | <1 MiB | Input identity and protocol lookup |
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  [manifest.json](manifest.json) records every artifact's relative path, original path, byte count, and SHA-256, together with Source identities and dense-parent revisions. The linked GitHub repository requires collaborator access.
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  ## C4: start here for Task 05
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  Each stream is stored as:
@@ -69,12 +71,14 @@ Use `--list` to inspect groups and Source IDs, or add `--dry-run` to check downl
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  ## Checkpoint coverage and loading
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- The [Source index (CSV)](sources/index.csv) lists all checkpoint paths, sizes, loader kinds, and identities. This package supports **20 frozen compressed Sources**: **16 checkpoints are hosted here**, and **four reuse existing LowRankArena weights** through pinned download references. The downloader selects the correct repository automatically.
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  - All six methods at **r0.8** for both backbones: 12 Sources for Task 03.
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  - **SVD-LLM, Swift-SVD, and MoDeGPT at r0.6** for both backbones: six Sources for Task 04.
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  - **GFWSVD at r0.4** for both backbones: two existing constructions for the Task 05 inventory. Their manifests specify nested leading-factor truncation of the frozen r0.8 Source, with no new calibration; retain that recipe when assessing reuse.
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  ### Reuse existing LowRankArena weights
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  The downloader reuses **Qwen3 ASVD r0.8, MoDeGPT r0.8/r0.6, and Basis Sharing r0.8** from LowRankArena. Their weight files are not duplicated in FlashSVD. Original runtime/config metadata is supplied here where needed to preserve the paper Source.
@@ -95,7 +99,7 @@ model = load_checkpoint(
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  Use the corresponding `source.json` path and `kind`, and follow the assignment's dtype and tokenizer conventions.
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- Additional compressed model candidates are available from [LowRankArena](https://huggingface.co/Duke-CEI-SVD/LowRankArena), including Llama Swift-SVD under `new_ckpt/`. Match the construction recipe and calibration as well as method and ratio. At the audited LowRankArena revision `d95d6ebddec25227ebc87d4814a60362dfda5cd8`, the Task 05 panel has nominal method/backbone/ratio coverage for 27 of 36 configurations. The two GFWSVD r0.4 files here add two candidates. **GFWSVD r0.5/r0.7 for both backbones and Qwen3 Swift-SVD r0.4/r0.5/r0.7 remain unprovided**; record these seven entries in the inventory and coordinate with the project lead for prepared Sources.
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  Dense weights are available from their original repositories, pinned to:
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@@ -109,3 +113,7 @@ Dense weights are available from their original repositories, pinned to:
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  Original manifests retain their historical paths and hashes. Use the package inventory or downloader's path map to create fresh task manifests, while retaining the originals for provenance. The path map describes the full inventory; download an input before using its mapped path. Relocation does not make old execution locks valid on a new machine.
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  This package includes Source/dense measurements, not recovered adapters or optimizer states. Avg7 benchmark data must be prepared using the frozen task definitions linked from the assignment. C4 originates from [allenai/c4](https://huggingface.co/datasets/allenai/c4); retain the original dataset and model access conditions.
 
 
 
 
 
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  | Input | Folder | Size | Use |
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  |---|---|---:|---|
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+ | **Frozen C4 recovery streams** | [`data/c4/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/data/c4/) | 0.604 GiB | Task 05 training; Task 03 overlap exclusions |
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+ | Original Q64/V64 | [`data/probes/q64/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/data/probes/q64/) | <1 MiB | Original Q0/P0 uses the first 16 Q64 windows |
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+ | Independent Q128/V128 | [`data/probes/q128/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/data/probes/q128/) | 1.1 MiB | Tasks 03–04 |
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+ | C4 validation shard for extending Q128 | [`data/c4_probe_shard/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/data/c4_probe_shard/) | 38.6 MiB | Task 03 candidate documents |
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+ | Q128 Source/dense gradient cache | [`gradients/q128/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/gradients/q128/) | 1.978 GiB | Task 03: reuse the existing first 128 windows |
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+ | Original Q64 gradient cache | [`gradients/q64/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/gradients/q64/) | 1.764 GiB | Original pressure references and dense Q0 reuse |
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+ | Frozen tokenizers | [`tokenizers/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/tokenizers/) | 18.3 MiB | Both backbones |
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+ | Frozen compressed Sources | [`sources/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/sources/) | 245.958 GiB hosted here | Download individual checkpoints, usually 7–14 GiB |
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+ | Original manifests and example C4 run specs | [`provenance/`](https://huggingface.co/Duke-CEI-SVD/FlashSVD/tree/main/basis/provenance/) | <1 MiB | Input identity and protocol lookup |
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  [manifest.json](manifest.json) records every artifact's relative path, original path, byte count, and SHA-256, together with Source identities and dense-parent revisions. The linked GitHub repository requires collaborator access.
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+ > **New ratios (2026-09-17):** [seven newly published GFWSVD/Swift-SVD Sources](releases/source_ratios_20260917/README.md). Old BASIS download scripts pinned to `3462c6bc...` will not list them; use the direct-download example or update the bundle pin.
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+
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  ## C4: start here for Task 05
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  Each stream is stored as:
 
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  ## Checkpoint coverage and loading
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+ The [Source index (CSV)](sources/index.csv) lists all checkpoint paths, sizes, loader kinds, and identities. This package supports **27 frozen compressed Sources**: **23 checkpoints are hosted here**, and **four reuse existing LowRankArena weights** through pinned download references. The downloader selects the correct repository automatically.
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  - All six methods at **r0.8** for both backbones: 12 Sources for Task 03.
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  - **SVD-LLM, Swift-SVD, and MoDeGPT at r0.6** for both backbones: six Sources for Task 04.
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  - **GFWSVD at r0.4** for both backbones: two existing constructions for the Task 05 inventory. Their manifests specify nested leading-factor truncation of the frozen r0.8 Source, with no new calibration; retain that recipe when assessing reuse.
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+ - **Seven new Task 05 Sources:** GFWSVD r0.5/r0.7 for Llama/Qwen and Swift-SVD r0.4/r0.5/r0.7 for Qwen. Each has a construction manifest and validation record. [Download and load them](releases/source_ratios_20260917/README.md).
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+
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  ### Reuse existing LowRankArena weights
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  The downloader reuses **Qwen3 ASVD r0.8, MoDeGPT r0.8/r0.6, and Basis Sharing r0.8** from LowRankArena. Their weight files are not duplicated in FlashSVD. Original runtime/config metadata is supplied here where needed to preserve the paper Source.
 
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  Use the corresponding `source.json` path and `kind`, and follow the assignment's dtype and tokenizer conventions.
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+ Additional compressed model candidates are available from [LowRankArena](https://huggingface.co/Duke-CEI-SVD/LowRankArena), including Llama Swift-SVD under `new_ckpt/`. Match the construction recipe and calibration as well as method and ratio. At the audited LowRankArena revision `d95d6ebddec25227ebc87d4814a60362dfda5cd8`, the Task 05 panel has nominal method/backbone/ratio coverage for 27 of 36 configurations. The two GFWSVD r0.4 files here add two candidates. **The seven remaining Sources are now supplied here:** GFWSVD r0.5/r0.7 for both backbones and Qwen3 Swift-SVD r0.4/r0.5/r0.7. See the [new ratio Sources and direct-download instructions](releases/source_ratios_20260917/README.md). Together with the audited LowRankArena catalog this supplies nominal method/backbone/ratio candidates for all 36 Task 05 entries. Recipe/calibration matching, Source evaluations and recovery runs still require verification; nominal coverage is not a completed experiment.
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  Dense weights are available from their original repositories, pinned to:
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  Original manifests retain their historical paths and hashes. Use the package inventory or downloader's path map to create fresh task manifests, while retaining the originals for provenance. The path map describes the full inventory; download an input before using its mapped path. Relocation does not make old execution locks valid on a new machine.
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  This package includes Source/dense measurements, not recovered adapters or optimizer states. Avg7 benchmark data must be prepared using the frozen task definitions linked from the assignment. C4 originates from [allenai/c4](https://huggingface.co/datasets/allenai/c4); retain the original dataset and model access conditions.
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+
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+ ## BASIS intern code
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+
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+ Use the [intern GitHub branch](https://github.com/Zishan-Shao/Basis/tree/handoff/paper-20260915) for installation, Source loading/checking, compression, and the five assignments. [Tested code revision](https://github.com/Zishan-Shao/Basis/tree/57218ca8c09e12464adaddddc4924394eac668f5): `57218ca`. The GitHub downloader pins the verified FlashSVD checkpoint revision; download weights/data here and run the commands from that branch.
basis/manifest.json CHANGED
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  "hash_basis": "sha256_verified",
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  }
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  ],
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  "sources": [
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  ],
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  "note": "Existing nested Source construction; verify the recorded recipe and actual retention in the Task 05 inventory.",
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  "weight_repository": "Duke-CEI-SVD/FlashSVD"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "dense_parents": [
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  "Original manifests retain historical paths and hashes. Map paths through this inventory when preparing new task manifests.",
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  "Q0 is the first 16 windows of original Q64. Q128 is an independent panel.",
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  "Only Source/dense gradients are included; no recovered adapters or optimizer states.",
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- "Four Sources reuse LowRankArena weight files through pinned per-file download references. Qwen Basis Sharing uses the existing exact identity-restoring loader; its original serialized paper identity is recorded separately."
 
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  "sources": [
 
4895
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  "note": "Existing nested Source construction; verify the recorded recipe and actual retention in the Task 05 inventory.",
4897
  "weight_repository": "Duke-CEI-SVD/FlashSVD"
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+ "note": "New Task 05 Source from ordered frozen r=0.8 paper factors; same calibration, new checkpoint identity. Evaluate new pressure/recovery results.",
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5009
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5012
+ "note": "New Task 05 Source from ordered frozen r=0.8 paper factors; same calibration, new checkpoint identity. Evaluate new pressure/recovery results.",
5013
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5014
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5030
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+ "kind": null,
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+ "method": "swiftsvd",
5033
+ "note": "New Task 05 Source from ordered frozen r=0.8 paper factors; same calibration, new checkpoint identity. Evaluate new pressure/recovery results.",
5034
+ "path": "basis/sources/qwen3/swiftsvd_r070/model.pt",
5035
+ "provenance_files": [
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+ "basis/sources/qwen3/swiftsvd_r070/provenance/manifest.json"
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+ ],
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+ "retention": 0.7,
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+ "tasks": [
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+ ],
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+ "original_path": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/qwen3/swiftsvd_r070/model.pt",
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+ "validation": "basis/sources/qwen3/swiftsvd_r070/validation.json",
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+ "weight_repository": "Duke-CEI-SVD/FlashSVD"
5045
  }
5046
  ],
5047
  "dense_parents": [
 
5097
  "Original manifests retain historical paths and hashes. Map paths through this inventory when preparing new task manifests.",
5098
  "Q0 is the first 16 windows of original Q64. Q128 is an independent panel.",
5099
  "Only Source/dense gradients are included; no recovered adapters or optimizer states.",
5100
+ "Four Sources reuse LowRankArena weight files through pinned per-file download references. Qwen Basis Sharing uses the existing exact identity-restoring loader; its original serialized paper identity is recorded separately.",
5101
+ "2026-09-17: seven Task 05 GFWSVD/independent Swift-SVD Sources added using frozen r=0.8 factor prefixes. Their original calibration is inherited; new checkpoints do not inherit paper gradient cache identities. See basis/releases/source_ratios_20260917/README.md."
5102
  ],
5103
  "external_reuse": {
5104
  "sources": [
basis/releases/source_ratios_20260917/README.md ADDED
@@ -0,0 +1,63 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Seven new Task 05 Source checkpoints
2
+
3
+ Added 2026-09-17. These files fill the seven missing method/backbone/ratio candidates in the previous BASIS + LowRankArena inventory. All are compressed, pre-recovery Sources, with new serialization identities.
4
+
5
+ | Source | Checkpoint | Actual projection retention | SHA256 |
6
+ |---|---|---:|---|
7
+ | llama31/gfwsvd_r050 | [model.pt](../../sources/llama31/gfwsvd_r050/model.pt) | 0.49974647 | `1c1f65a0d57817c76d64b00466be8aa533d22673d8aaf567d7960d138499d266` |
8
+ | llama31/gfwsvd_r070 | [model.pt](../../sources/llama31/gfwsvd_r070/model.pt) | 0.69992300 | `b43045553b40a499d73f7460fc395622c0b2c737cc81555f8febe995a115f913` |
9
+ | qwen3/gfwsvd_r050 | [model.pt](../../sources/qwen3/gfwsvd_r050/model.pt) | 0.49996816 | `9c4537ab505b781236533d549c829e5150ac4108116646320a1522b2893fd226` |
10
+ | qwen3/gfwsvd_r070 | [model.pt](../../sources/qwen3/gfwsvd_r070/model.pt) | 0.69982379 | `4aed75e0ba422ec94593d437883917ba8eefb542bfe899b9dc6e4184cd9f9281` |
11
+ | qwen3/swiftsvd_r040 | [model.pt](../../sources/qwen3/swiftsvd_r040/model.pt) | 0.39974312 | `1e8b5a3db8feb63dd574f42b78913e6d5d55b0bcc8f4ef630c78db3f12305a6b` |
12
+ | qwen3/swiftsvd_r050 | [model.pt](../../sources/qwen3/swiftsvd_r050/model.pt) | 0.49996816 | `2a5281ae0ab3a32efe8bf1c0d8906461b0bfae774fba4c38da38996b4250a60f` |
13
+ | qwen3/swiftsvd_r070 | [model.pt](../../sources/qwen3/swiftsvd_r070/model.pt) | 0.69982379 | `4069d003526013ba3ecdd1155a86cfffa66a29610132eb822ede22cb776d036a` |
14
+
15
+ ## Download and load
16
+
17
+ Existing BASIS checkouts may pin an older manifest. This standalone command pins the verified release commit and downloads one complete Source; change `source_id` for another row above. Install `huggingface_hub` and the BASIS package in the usual environment.
18
+
19
+ ```python
20
+ import json
21
+ from pathlib import Path
22
+ from huggingface_hub import snapshot_download
23
+ from basis.compression.checkpoints import load_checkpoint
24
+ from basis.utils.io import sha256_file
25
+
26
+ repo = "Duke-CEI-SVD/FlashSVD"
27
+ source_id = "qwen3/swiftsvd_r050"
28
+ revision = "08d28e1337c4fec6a106c959c4ca8a6e2a0d6acb" # verified release commit
29
+ root = Path("data/flashsvd")
30
+ snapshot_download(repo, revision=revision, local_dir=root,
31
+ allow_patterns=[f"basis/sources/{source_id}/*"])
32
+ source = json.loads((root / "basis/sources" / source_id / "source.json").read_text())
33
+ checkpoint = root / source["path"]
34
+ assert sha256_file(checkpoint) == source["checkpoint_identity"]["checkpoint_sha256"]
35
+ model = load_checkpoint(checkpoint, kind=source["kind"]).eval()
36
+ model = model.to("cuda:0") # Move device only; preserve stored buffer dtypes.
37
+ print("Pinned revision:", revision)
38
+ ```
39
+
40
+ All seven use `kind=null` in the Source record and a native BASIS `model.pt`; the existing BASIS loader supports their packaged classes. Use the original Llama/Qwen tokenizer and dense parent declared in the package manifest. Downloading does not require a `kind` option. Each source.json path is relative to the download root (`data/flashsvd` above).
41
+
42
+ ## Construction and verification
43
+
44
+ - GFWSVD: ordered leading-factor truncation of the frozen r=0.8 diagonal-KFAC Source, consistent with the already published r=0.4 recipe. No new rank-specific calibration or optimization is claimed.
45
+ - Swift-SVD: ordered factor prefixes from the independently calibrated dense output-PCA r=0.8 Source. Calibration is the original 512 × 2048 C4 tensor (seed 20260819), not the 256-window LowRankArena variant or a historical SVD-LLM gauge control.
46
+ - Every checkpoint was reloaded; all factor/untouched-parameter/buffer hashes and a finite CPU forward pass passed. Qwen Swift r=0.4 also matches the previous FP32-PCA-cache export exactly (651 parameter tensors and one buffer).
47
+ - Suggested BASIS capacity is recorded and lies within 11M ±5%. Full recovery preflight, Avg7, pressure, and three-seed recovery remain subsequent experiments. New Sources must not silently reuse old gradient caches.
48
+ - The seven checkpoints total 67.324 GiB. Per-Source `provenance/manifest.json` retains construction/calibration lineage; `validation.json` records the local checks. [Aggregate audit](validation.json).
49
+ - All prior Source entries and identities are preserved. The package now has 27 Sources: 23 hosted checkpoints and four pinned LowRankArena imports. Prior frozen revisions remain available.
50
+
51
+ ## Updated selective downloader
52
+
53
+ Download [download_inputs.py](download_inputs.py) and [data_bundle.json](data_bundle.json) into the same folder, then run:
54
+
55
+ ```bash
56
+ python download_inputs.py --source qwen3/swiftsvd_r050 --output data/flashsvd
57
+ ```
58
+
59
+ This pinned registry includes all 27 Sources. [Remote publication checks](publication_validation.json) verify the new weights and unchanged prior files.
60
+
61
+ ## BASIS intern code
62
+
63
+ Use the [intern GitHub branch](https://github.com/Zishan-Shao/Basis/tree/handoff/paper-20260915) for installation, Source loading/checking, compression, and the five assignments. [Tested code revision](https://github.com/Zishan-Shao/Basis/tree/57218ca8c09e12464adaddddc4924394eac668f5): `57218ca`. The GitHub downloader pins the verified FlashSVD checkpoint revision; download weights/data here and run the commands from that branch.
basis/releases/source_ratios_20260917/data_bundle.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "status": "published",
3
+ "repo_id": "Duke-CEI-SVD/FlashSVD",
4
+ "revision": "08d28e1337c4fec6a106c959c4ca8a6e2a0d6acb",
5
+ "manifest_path": "basis/manifest.json",
6
+ "manifest_sha256": "81b74f1fab6c7aaf040e174a1a8f5046f0f8dafee035ec2cf01b76502e4fe0c7",
7
+ "publication": "pull_request",
8
+ "pr_url": "https://huggingface.co/Duke-CEI-SVD/FlashSVD/discussions/2",
9
+ "data_bytes": 4728774592,
10
+ "source_bytes": 264095245023,
11
+ "external_weight_bytes": 53054325445,
12
+ "source_count": 27,
13
+ "full_checkpoints_in_flashsvd": 23,
14
+ "sources_reusing_lowrankarena": 4
15
+ }
basis/releases/source_ratios_20260917/download_inputs.py ADDED
@@ -0,0 +1,131 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """Download selected frozen BASIS inputs and verify their SHA-256 checksums."""
3
+ from __future__ import annotations
4
+
5
+ import argparse
6
+ import hashlib
7
+ import json
8
+ import os
9
+ import shutil
10
+ from concurrent.futures import ThreadPoolExecutor
11
+ from pathlib import Path
12
+
13
+ BUNDLE = Path(__file__).with_name('data_bundle.json')
14
+
15
+
16
+ def sha256(path):
17
+ digest = hashlib.sha256()
18
+ with Path(path).open('rb') as stream:
19
+ for block in iter(lambda: stream.read(8 * 1024 * 1024), b''):
20
+ digest.update(block)
21
+ return digest.hexdigest()
22
+
23
+
24
+ def select_files(manifest, groups, source_ids):
25
+ available_groups = {r['group'] for r in manifest['files']} - {'sources'}
26
+ unknown = set(groups) - available_groups
27
+ sources = {s['id']: s for s in manifest['sources']}
28
+ if unknown or set(source_ids) - sources.keys():
29
+ raise ValueError(f'Unknown groups or Sources: {sorted(unknown | (set(source_ids) - sources.keys()))}')
30
+ selected = []
31
+ prefixes = tuple(f'basis/sources/{s}/' for s in source_ids)
32
+ for record in manifest['files']:
33
+ path = Path(record['path'])
34
+ if path.is_absolute() or '..' in path.parts or path.parts[0] != 'basis':
35
+ raise ValueError(f'Invalid package path: {path}')
36
+ if record['group'] in set(groups) | {'provenance'} or (prefixes and record['path'].startswith(prefixes)):
37
+ selected.append(record)
38
+ return selected
39
+
40
+
41
+ def verify_files(records, root):
42
+ for record in records:
43
+ path = root / record['path']
44
+ if path.stat().st_size != record['bytes'] or sha256(path) != record['sha256']:
45
+ raise ValueError(f'Checksum mismatch: {path}')
46
+
47
+
48
+ def download_external(records, root):
49
+ """Reuse pinned LowRankArena files and assemble the declared local layout."""
50
+ from huggingface_hub import hf_hub_download
51
+
52
+ def fetch(record):
53
+ remote = record['download']
54
+ target = root / record['path']
55
+ if target.is_file() and target.stat().st_size == record['bytes'] and sha256(target) == record['sha256']:
56
+ return
57
+ cached = Path(hf_hub_download(remote['repo_id'], remote['path'],
58
+ revision=remote['revision'], cache_dir=root / '.cache' / 'external')).resolve()
59
+ if sha256(cached) != record['sha256']:
60
+ raise ValueError(f'External checksum mismatch: {remote["path"]}')
61
+ target.parent.mkdir(parents=True, exist_ok=True)
62
+ if target.exists() or target.is_symlink():
63
+ target.unlink()
64
+ try:
65
+ os.link(cached, target)
66
+ except OSError:
67
+ shutil.copyfile(cached, target)
68
+
69
+ with ThreadPoolExecutor(max_workers=4) as pool:
70
+ list(pool.map(fetch, records))
71
+
72
+
73
+ def write_path_map(manifest, root, revision):
74
+ # This maps the full inventory; only requested groups have been downloaded.
75
+ paths = {r['original_path']: str(root / r['path']) for r in manifest['files']}
76
+ paths.update({s['original_path']: str(root / s['path']) for s in manifest['sources']})
77
+ target = root / 'basis' / 'path_map.json'
78
+ target.write_text(json.dumps({
79
+ 'repo_id': manifest['repo_id'], 'revision': revision,
80
+ 'note': 'Full inventory mapping; check that an input was downloaded before use.',
81
+ 'paths': paths, 'dense_parents': manifest['dense_parents'],
82
+ }, indent=2) + '\n')
83
+ return target
84
+
85
+
86
+ def main():
87
+ parser = argparse.ArgumentParser(description=__doc__)
88
+ parser.add_argument('--group', action='append', default=[], help='Repeat for c4, c4_probe_shard, q64, q128, q64_gradients, q128_gradients, tokenizers, or provenance')
89
+ parser.add_argument('--source', action='append', default=[], help='Exact Source ID, e.g. llama31/swiftsvd_r080; repeat as needed')
90
+ parser.add_argument('--output', type=Path, default=Path('data/flashsvd'))
91
+ parser.add_argument('--list', action='store_true', help='List available input groups and Sources')
92
+ parser.add_argument('--dry-run', action='store_true', help='Show selected sizes; download only the small manifest')
93
+ args = parser.parse_args()
94
+ bundle = json.loads(BUNDLE.read_text())
95
+ if bundle.get('status') != 'published' or not bundle.get('revision'):
96
+ parser.error('The package is prepared but has not yet been published. See paper/DOWNLOADS.md.')
97
+ from huggingface_hub import hf_hub_download, snapshot_download
98
+ root = args.output.expanduser().resolve()
99
+ manifest_path = hf_hub_download(bundle['repo_id'], bundle['manifest_path'],
100
+ revision=bundle['revision'], local_dir=root)
101
+ if sha256(manifest_path) != bundle['manifest_sha256']:
102
+ raise ValueError('Package manifest checksum mismatch')
103
+ manifest = json.loads(Path(manifest_path).read_text())
104
+ if args.list:
105
+ for group in sorted({r['group'] for r in manifest['files']} - {'sources'}):
106
+ records = [r for r in manifest['files'] if r['group'] == group]
107
+ print(f'{group}: {len(records)} files, {sum(r["bytes"] for r in records) / 2**30:.3f} GiB')
108
+ for source in manifest['sources']:
109
+ print(f'Source {source["id"]}: Tasks {", ".join(source["tasks"])}')
110
+ return
111
+ if not args.group and not args.source:
112
+ parser.error('Select --group / --source, or use --list.')
113
+ selected = select_files(manifest, args.group, args.source)
114
+ print(f'Selected {len(selected)} files, {sum(r["bytes"] for r in selected) / 2**30:.3f} GiB')
115
+ if args.dry_run:
116
+ return
117
+ local = [r for r in selected if 'download' not in r]
118
+ external = [r for r in selected if 'download' in r]
119
+ if local:
120
+ snapshot_download(bundle['repo_id'], revision=bundle['revision'], local_dir=root,
121
+ allow_patterns=[r['path'] for r in local], max_workers=4)
122
+ if external:
123
+ print(f'Reusing {len(external)} weight files from LowRankArena.')
124
+ download_external(external, root)
125
+ verify_files(selected, root)
126
+ print('Verified every selected file. Path map:', write_path_map(manifest, root, bundle['revision']))
127
+ print('Create fresh task manifests using these paths; preserve the original frozen manifests.')
128
+
129
+
130
+ if __name__ == '__main__':
131
+ main()
basis/releases/source_ratios_20260917/publication_validation.json ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "status": "passed",
3
+ "verified_revision": "08d28e1337c4fec6a106c959c4ca8a6e2a0d6acb",
4
+ "uploaded_objects_verified": 35,
5
+ "new_weight_files_verified": 7,
6
+ "new_source_count": 7,
7
+ "source_count": 27,
8
+ "weight_verification": "All seven remote LFS byte counts and SHA256 identities match freshly hashed local artifacts",
9
+ "metadata_verification": "Git blob IDs or LFS identities match for every uploaded metadata object",
10
+ "original_files_preserved": 586,
11
+ "original_source_records_preserved": 20,
12
+ "anonymous_manifest_and_seven_source_records_downloaded": true,
13
+ "manifest_sha256": "81b74f1fab6c7aaf040e174a1a8f5046f0f8dafee035ec2cf01b76502e4fe0c7"
14
+ }
basis/releases/source_ratios_20260917/upload_status.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "status": "uploaded",
3
+ "new_sources": 7,
4
+ "source_count": 27,
5
+ "base_revision": "3462c6bc5405247da1a618105ca50774e75c4489",
6
+ "note": "Checkpoint objects and complete source registry uploaded together; remote verification is recorded by the publisher."
7
+ }
basis/releases/source_ratios_20260917/validation.json ADDED
@@ -0,0 +1,134 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "status": "local_checks_passed",
3
+ "base_revision": "3462c6bc5405247da1a618105ca50774e75c4489",
4
+ "sources": [
5
+ {
6
+ "actual_projection_retention": 0.49974646935096156,
7
+ "buffers_verified": 1,
8
+ "calibration_tensor_sha256": "95ca6fc95ac62db49af1d7c4e5b4d7d5e100c29e82376929268bfb14987ad82b",
9
+ "checkpoint_identity": {
10
+ "checkpoint_sha256": "1c1f65a0d57817c76d64b00466be8aa533d22673d8aaf567d7960d138499d266"
11
+ },
12
+ "elapsed_seconds": 92.98302385210991,
13
+ "factor_pairs": 224,
14
+ "finite_forward": true,
15
+ "parameters_verified": 515,
16
+ "predicted_adapter_parameters": 10759936,
17
+ "source_id": "llama31/gfwsvd_r050",
18
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/llama31/gfwsvd_r050/source.json",
19
+ "status": "passed",
20
+ "suggested_adapter_rank": 22
21
+ },
22
+ {
23
+ "actual_projection_retention": 0.6999230018028846,
24
+ "buffers_verified": 1,
25
+ "calibration_tensor_sha256": "95ca6fc95ac62db49af1d7c4e5b4d7d5e100c29e82376929268bfb14987ad82b",
26
+ "checkpoint_identity": {
27
+ "checkpoint_sha256": "b43045553b40a499d73f7460fc395622c0b2c737cc81555f8febe995a115f913"
28
+ },
29
+ "elapsed_seconds": 87.71806664485484,
30
+ "factor_pairs": 224,
31
+ "finite_forward": true,
32
+ "parameters_verified": 515,
33
+ "predicted_adapter_parameters": 10958848,
34
+ "source_id": "llama31/gfwsvd_r070",
35
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/llama31/gfwsvd_r070/source.json",
36
+ "status": "passed",
37
+ "suggested_adapter_rank": 16
38
+ },
39
+ {
40
+ "actual_projection_retention": 0.49996815557065216,
41
+ "buffers_verified": 1,
42
+ "calibration_tensor_sha256": "138935390d601b875fd3624b405634f177e285b0f0dc55985dabaf02de0c7d44",
43
+ "checkpoint_identity": {
44
+ "checkpoint_sha256": "9c4537ab505b781236533d549c829e5150ac4108116646320a1522b2893fd226"
45
+ },
46
+ "elapsed_seconds": 81.4608334293589,
47
+ "factor_pairs": 252,
48
+ "finite_forward": true,
49
+ "parameters_verified": 651,
50
+ "predicted_adapter_parameters": 10762560,
51
+ "source_id": "qwen3/gfwsvd_r050",
52
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/qwen3/gfwsvd_r050/source.json",
53
+ "status": "passed",
54
+ "suggested_adapter_rank": 20
55
+ },
56
+ {
57
+ "actual_projection_retention": 0.6998237941576086,
58
+ "buffers_verified": 1,
59
+ "calibration_tensor_sha256": "138935390d601b875fd3624b405634f177e285b0f0dc55985dabaf02de0c7d44",
60
+ "checkpoint_identity": {
61
+ "checkpoint_sha256": "4aed75e0ba422ec94593d437883917ba8eefb542bfe899b9dc6e4184cd9f9281"
62
+ },
63
+ "elapsed_seconds": 86.43985069356859,
64
+ "factor_pairs": 252,
65
+ "finite_forward": true,
66
+ "parameters_verified": 651,
67
+ "predicted_adapter_parameters": 11298960,
68
+ "source_id": "qwen3/gfwsvd_r070",
69
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/qwen3/gfwsvd_r070/source.json",
70
+ "status": "passed",
71
+ "suggested_adapter_rank": 15
72
+ },
73
+ {
74
+ "actual_projection_retention": 0.39974312160326086,
75
+ "buffers_verified": 1,
76
+ "calibration_tensor_sha256": "138935390d601b875fd3624b405634f177e285b0f0dc55985dabaf02de0c7d44",
77
+ "checkpoint_identity": {
78
+ "checkpoint_sha256": "1e8b5a3db8feb63dd574f42b78913e6d5d55b0bcc8f4ef630c78db3f12305a6b"
79
+ },
80
+ "elapsed_seconds": 28.72612918820232,
81
+ "existing_fp32_cache_export_parameters_and_buffers_exact": true,
82
+ "factor_pairs": 252,
83
+ "finite_forward": true,
84
+ "parameters_verified": 651,
85
+ "predicted_adapter_parameters": 11187072,
86
+ "source_id": "qwen3/swiftsvd_r040",
87
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/qwen3/swiftsvd_r040/source.json",
88
+ "status": "passed",
89
+ "suggested_adapter_rank": 26
90
+ },
91
+ {
92
+ "actual_projection_retention": 0.49996815557065216,
93
+ "buffers_verified": 1,
94
+ "calibration_tensor_sha256": "138935390d601b875fd3624b405634f177e285b0f0dc55985dabaf02de0c7d44",
95
+ "checkpoint_identity": {
96
+ "checkpoint_sha256": "2a5281ae0ab3a32efe8bf1c0d8906461b0bfae774fba4c38da38996b4250a60f"
97
+ },
98
+ "elapsed_seconds": 69.60182892624289,
99
+ "factor_pairs": 252,
100
+ "finite_forward": true,
101
+ "parameters_verified": 651,
102
+ "predicted_adapter_parameters": 10762560,
103
+ "source_id": "qwen3/swiftsvd_r050",
104
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/qwen3/swiftsvd_r050/source.json",
105
+ "status": "passed",
106
+ "suggested_adapter_rank": 20
107
+ },
108
+ {
109
+ "actual_projection_retention": 0.6998237941576086,
110
+ "buffers_verified": 1,
111
+ "calibration_tensor_sha256": "138935390d601b875fd3624b405634f177e285b0f0dc55985dabaf02de0c7d44",
112
+ "checkpoint_identity": {
113
+ "checkpoint_sha256": "4069d003526013ba3ecdd1155a86cfffa66a29610132eb822ede22cb776d036a"
114
+ },
115
+ "elapsed_seconds": 95.89392327796668,
116
+ "factor_pairs": 252,
117
+ "finite_forward": true,
118
+ "parameters_verified": 651,
119
+ "predicted_adapter_parameters": 11298960,
120
+ "source_id": "qwen3/swiftsvd_r070",
121
+ "source_json": "/home/zs89/Basis/outputs/source_delivery_20260917/sources/qwen3/swiftsvd_r070/source.json",
122
+ "status": "passed",
123
+ "suggested_adapter_rank": 15
124
+ }
125
+ ],
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