Release qwen38-27b-12gb v1.0.1 [plan b49b55647aa0b786dfe13cdcd6380e951cb5dab88140ac01327bf78302a44030] (#3)
Browse files- Release qwen38-27b-12gb v1.0.1 [plan b49b55647aa0b786dfe13cdcd6380e951cb5dab88140ac01327bf78302a44030] (1c4335b692d56e7a1602d69385338f13f788f233)
- CITATION.cff +7 -7
- CLAIM_EVIDENCE_MAP.md +8 -0
- CORRECTIONS.md +52 -0
- README.md +11 -10
- environment/correction-provenance.json +16 -0
CITATION.cff
CHANGED
|
@@ -6,12 +6,12 @@ authors:
|
|
| 6 |
- family-names: Schwartz
|
| 7 |
given-names: Matthew
|
| 8 |
orcid: "https://orcid.org/0009-0009-4171-7247"
|
| 9 |
-
version: 1.0.
|
| 10 |
-
doi: "10.5281/zenodo.
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
repository-
|
| 14 |
-
url: "https://
|
| 15 |
keywords:
|
| 16 |
- large language model inference
|
| 17 |
- post-training quantization
|
|
@@ -27,6 +27,6 @@ preferred-citation:
|
|
| 27 |
given-names: Matthew
|
| 28 |
orcid: "https://orcid.org/0009-0009-4171-7247"
|
| 29 |
year: 2026
|
| 30 |
-
url: "https://github.com/matthematics1137/research-artifacts/blob/qwen38-27b-12gb-v1.0.
|
| 31 |
institution:
|
| 32 |
name: Independent researcher
|
|
|
|
| 6 |
- family-names: Schwartz
|
| 7 |
given-names: Matthew
|
| 8 |
orcid: "https://orcid.org/0009-0009-4171-7247"
|
| 9 |
+
version: 1.0.1
|
| 10 |
+
doi: "10.5281/zenodo.22314395"
|
| 11 |
+
repository-artifact: "https://doi.org/10.5281/zenodo.22314395"
|
| 12 |
+
date-released: 2026-09-04
|
| 13 |
+
repository-code: "https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb"
|
| 14 |
+
url: "https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb"
|
| 15 |
keywords:
|
| 16 |
- large language model inference
|
| 17 |
- post-training quantization
|
|
|
|
| 27 |
given-names: Matthew
|
| 28 |
orcid: "https://orcid.org/0009-0009-4171-7247"
|
| 29 |
year: 2026
|
| 30 |
+
url: "https://github.com/matthematics1137/research-artifacts/blob/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb/paper/main.pdf"
|
| 31 |
institution:
|
| 32 |
name: Independent researcher
|
CLAIM_EVIDENCE_MAP.md
CHANGED
|
@@ -19,3 +19,11 @@ table. The release inventory and `SHA256SUMS` freeze every other source row.
|
|
| 19 |
|
| 20 |
The release contains response excerpts, not full transcripts. It contains no
|
| 21 |
Q4 per-item GSM8K/HumanEval rows because those files were not retained.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
|
| 20 |
The release contains response excerpts, not full transcripts. It contains no
|
| 21 |
Q4 per-item GSM8K/HumanEval rows because those files were not retained.
|
| 22 |
+
# Correction 1.0.1
|
| 23 |
+
|
| 24 |
+
`CORRECTIONS.md` records the versioned reporting changes. `correction_metrics.py`
|
| 25 |
+
checks the recovered MTP log against all 45 retained completion-token counts,
|
| 26 |
+
its four distinct MATH rate summaries, Q4 error IDs and elapsed retry time,
|
| 27 |
+
the exact historical GSM selection, and the server/tg128 caption bound.
|
| 28 |
+
`test_corrections.py` includes mutation tests for these checks and stricter
|
| 29 |
+
MATH ID/boolean validation. Original headline results remain unchanged.
|
CORRECTIONS.md
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Version 1.0.1 correction — 2026-09-04
|
| 2 |
+
|
| 3 |
+
This version corrects reporting in the original [1.0.0 artifact](https://doi.org/10.5281/zenodo.22166977).
|
| 4 |
+
No inference was rerun. Original measurement and result rows, task scores,
|
| 5 |
+
statistical tests, and the central deployment conclusions are unchanged.
|
| 6 |
+
The published 1.0.0 files remain intact.
|
| 7 |
+
|
| 8 |
+
1. **Request errors and retries:** the MATH table now separates two Q4 request
|
| 9 |
+
time-outs from output-length truncations. Both errors were already scored
|
| 10 |
+
wrong. Their 2404.36 seconds remain in the 7313.90-second goodput denominator
|
| 11 |
+
(0.1887 correct/min). The client could automatically retry once; one retained
|
| 12 |
+
response does not mean one attempted stochastic request. Attempt counts
|
| 13 |
+
were not recorded and are not reconstructed as new observations.
|
| 14 |
+
2. **GSM8K selection:** the evaluated 50 items were the first half of a sorted
|
| 15 |
+
seed-42 sample of 100, not a direct random sample of 50. Their source indices
|
| 16 |
+
span 13–563. This is disclosed without changing the sample or its scores.
|
| 17 |
+
3. **MTP timing evidence:** the contemporaneous server log, already present in
|
| 18 |
+
the original evidence-freeze commit, is now included with model paths
|
| 19 |
+
sanitized. Its 45 request completion-token counts match the MATH-25 and
|
| 20 |
+
HumanEval+-20 rows in sequence. That retrospective alignment is not the
|
| 21 |
+
same as run-time benchmark-ID instrumentation. The MATH per-request decode
|
| 22 |
+
range is 41.09–50.84 tok/s; aggregate decode is 45.35 tok/s. Aggregate logged
|
| 23 |
+
HTTP-response rate is 44.96 tok/s, a distinct metric. The narrower old
|
| 24 |
+
45–50 prose range and 48–50 figure annotation are replaced. There is still
|
| 25 |
+
no identical-prompt draft-off comparison establishing a causal MTP effect.
|
| 26 |
+
4. **Server/tg128 caption:** the matching draft-off server measurements differ
|
| 27 |
+
from tg128 by at most 0.73 tok/s, not 0.4.
|
| 28 |
+
5. **Effective-bpw figure labels:** labels now derive from checkpoint bytes and
|
| 29 |
+
parameter count; Q4 is 5.22 and bartowski IQ2_S is 3.06 effective bpw.
|
| 30 |
+
6. **Needle context sizes:** 8K/16K/32K are nominal estimates based on word count,
|
| 31 |
+
not actual model-tokenizer measurements.
|
| 32 |
+
7. **Offload fit:** the two-bandwidth fit is explicitly descriptive, assessed
|
| 33 |
+
on its eight fitting configurations. It does not isolate CPU dequantization
|
| 34 |
+
costs or provide held-out predictive validation.
|
| 35 |
+
|
| 36 |
+
The added `correction_metrics.py` checks log alignment, MTP rates, error IDs,
|
| 37 |
+
retry-time accounting, and GSM selection. `check_claims.py` also rejects missing,
|
| 38 |
+
duplicate, unexpected, or incorrectly typed MATH result IDs/booleans and prints
|
| 39 |
+
the paired McNemar result as the primary MATH comparison. The public TeX no
|
| 40 |
+
longer has a dormant dependency on a private dark-mode style. Hugging Face
|
| 41 |
+
retains explicit viewer configurations for its summary and throughput tables.
|
| 42 |
+
|
| 43 |
+
## What did not change
|
| 44 |
+
|
| 45 |
+
The 1.64× matched-footprint MATH generation-rate comparison, fully resident
|
| 46 |
+
versus partially offloaded deployment conclusion, paired MATH result, and MMLU
|
| 47 |
+
non-resolution all reproduce. Quantizer and engine remain confounded; the
|
| 48 |
+
study is still a one-machine, small-sample deployment characterization.
|
| 49 |
+
|
| 50 |
+
Run `python3 check_claims.py` from this artifact root. Additional evidence
|
| 51 |
+
provenance is in `environment/correction-provenance.json`; complete release
|
| 52 |
+
hashes are supplied by the generated artifact inventory.
|
README.md
CHANGED
|
@@ -27,16 +27,17 @@ This dataset mirrors the redistribution-cleared measurements for “Deploying
|
|
| 27 |
Qwen3.8-27B in 12 GB of VRAM: Accuracy and Throughput Across Quantized
|
| 28 |
Inference Stacks.”
|
| 29 |
|
| 30 |
-
|
| 31 |
-
[
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
|
|
|
| 40 |
|
| 41 |
This repository contains measurement records under mixed terms rather than a
|
| 42 |
single blanket license. Original measurements and documentation are CC BY 4.0;
|
|
|
|
| 27 |
Qwen3.8-27B in 12 GB of VRAM: Accuracy and Throughput Across Quantized
|
| 28 |
Inference Stacks.”
|
| 29 |
|
| 30 |
+
This is the 1.0.1 correction, dated 2026-09-04. Original measurement
|
| 31 |
+
rows are unchanged; see [CORRECTIONS.md](CORRECTIONS.md). The previous 1.0.0
|
| 32 |
+
artifact remains at [doi:10.5281/zenodo.22166977](https://doi.org/10.5281/zenodo.22166977).
|
| 33 |
+
The correction's version DOI is
|
| 34 |
+
[doi:10.5281/zenodo.22314395](https://doi.org/10.5281/zenodo.22314395).
|
| 35 |
+
Version-specific source and analysis instructions are at
|
| 36 |
+
<https://github.com/matthematics1137/research-artifacts/tree/qwen38-27b-12gb-v1.0.1/papers/2026-qwen38-27b-12gb>.
|
| 37 |
+
The result dataset is
|
| 38 |
+
<https://huggingface.co/datasets/mv1137/qwen38-27b-12gb-results>.
|
| 39 |
+
In prepublication review copies, the reserved DOI and planned tag need not
|
| 40 |
+
resolve until release; this card alone is not a publication receipt.
|
| 41 |
|
| 42 |
This repository contains measurement records under mixed terms rather than a
|
| 43 |
single blanket license. Original measurements and documentation are CC BY 4.0;
|
environment/correction-provenance.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"version": "1.0.1",
|
| 3 |
+
"previous_version": "1.0.0",
|
| 4 |
+
"previous_version_doi": "10.5281/zenodo.22166977",
|
| 5 |
+
"evidence_freeze_commit": "009859e4af3a923732be09ee60b52383827db0f7",
|
| 6 |
+
"previous_paper_pdf_sha256": "3d54edc454e9f1c6166ea1d61ceea59d9eb6bb1838df22833b912eb349a14bc6",
|
| 7 |
+
"new_inference": false,
|
| 8 |
+
"original_measurement_rows_changed": false,
|
| 9 |
+
"additional_existing_evidence": {
|
| 10 |
+
"path": "testsuite/results/server_UD-IQ2_XXS-mtpgpu-effmed.log",
|
| 11 |
+
"source_git_blob": "645c26c623cb993baa194526257fb6346a29ffd6",
|
| 12 |
+
"source_sha256": "42b40f1e8e2cc744b36e5423fcbecd459a15cfe2dcc0498755f3292b73fbeada",
|
| 13 |
+
"sanitization": "Replace the absolute model-directory prefix with <MODEL_ROOT>/; all timing lines are unchanged.",
|
| 14 |
+
"alignment": "The 45 final request timings align in order with all completion-token counts in MATH-25 followed by HumanEval+-20. Requests do not embed benchmark item IDs; alignment is retrospective, not run-time identity instrumentation."
|
| 15 |
+
}
|
| 16 |
+
}
|