anodyine pushed to ISSUE-5 at anodyine/vllm-omni 2026-10-08 08:58:47 -04:00
704b8e29ae probe(round two): W8A8 int8-dynamic scheme — kernel isolation, raw-op probe, artifact builder support
anodyine commented on issue anodyine/vllm-omni#5 2026-10-08 08:37:23 -04:00
Serve a pre-quantized int8 weight-only DiT via compressed-tensors for 3-4 reference capacity on the RTX 3090

Amendment to the 08-07 directive, given PR #6's verdict: the isolation experiment already ran and eliminated the directive's stated hypotheses — NaN occurs with synthetic int8 weights (not…

anodyine commented on issue anodyine/vllm-omni#5 2026-10-08 08:34:26 -04:00
Serve a pre-quantized int8 weight-only DiT via compressed-tensors for 3-4 reference capacity on the RTX 3090

Implemented in PR: anodyine/vllm-omni#6

Verdict in brief: the int8 weight-only compressed-tensors artifact delivers the 3-4 reference capacity and speed (4-ref…

anodyine created pull request anodyine/vllm-omni#6 2026-10-08 08:34:16 -04:00
Int8 weight-only compressed-tensors DiT artifact + serve-path fixes (issue 5)
anodyine pushed to ISSUE-5 at anodyine/vllm-omni 2026-10-08 08:00:53 -04:00
bf65a41ceb probe(evidence): int8-wo capacity matrix, structure gate, PSNR, Marlin 8-bit NaN isolation (issue 5)
74b596cd05 probe: artifact round-trip verifier (unpack+dequant vs sealed BF16)
Compare 2 commits »
anodyine commented on issue anodyine/vllm-omni#5 2026-10-08 07:51:11 -04:00
Serve a pre-quantized int8 weight-only DiT via compressed-tensors for 3-4 reference capacity on the RTX 3090

Directive after the int8-wo result (2026-10-08, owner-approved): worth one more bounded round — pivot from quantizer variants to kernel-path isolation.

The convergence is the finding: online-FP8…

anodyine pushed to ISSUE-5 at anodyine/vllm-omni 2026-10-08 07:39:57 -04:00
67e177860a probe: track issue-5 fixtures.json (ignore exception, matches issue-2 kit)
anodyine pushed to ISSUE-5 at anodyine/vllm-omni 2026-10-08 07:36:04 -04:00
321e8bb47f fix(quant): load offline-quantized compressed-tensors checkpoints directly on CPU under offload
anodyine pushed to ISSUE-5 at anodyine/vllm-omni 2026-10-08 07:01:58 -04:00
e778d21f91 probe: int8 weight-only compressed-tensors DiT artifact kit (issue 5)
anodyine created branch ISSUE-5 in anodyine/vllm-omni 2026-10-08 07:00:17 -04:00
anodyine pushed to ISSUE-5 at anodyine/vllm-omni 2026-10-08 07:00:17 -04:00
0c3dabbc01 probe: int8 weight-only compressed-tensors DiT artifact kit (issue 5)
2f8363c5fc fix(quant): resolve hyphenated registry methods and disk-dict from_config in quant factory
Compare 2 commits »
anodyine opened issue anodyine/vllm-omni#5 2026-10-08 06:34:36 -04:00
Serve a pre-quantized int8 weight-only DiT via compressed-tensors for 3-4 reference capacity on the RTX 3090
anodyine commented on issue anodyine/vllm-omni#1 2026-10-08 06:29:09 -04:00
Validate Qwen-Image-2.1 serving on Ampere (RTX 3090) and report upstream

Correction from issue #2's probe (PR #4, commit 4f5f99d8): reinspecting this issue's FP8 artifacts shows both qwen_image_21_fp8_all_rtx3090.png and qwen_image_21_fp8_imgmlp_rtx3090.png are…

anodyine commented on issue anodyine/vllm-omni#2 2026-10-08 06:28:55 -04:00
Probe whether the Qwen-Image conditioning KV can spill to host DRAM on the RTX 3090

Review follow-up (PR #4, commit 4f5f99d8): the fp8 serve row is now in the matrix.

  • Capacity — reviewer's projection confirmed: --enable-cpu-offload --quantization fp8 serves all of…
anodyine commented on pull request anodyine/vllm-omni#4 2026-10-08 06:28:40 -04:00
probe: Qwen-Image conditioning-KV spill probe on RTX 3090 / RTX 5080 (issue 2)

Review answer — fp8 serve row run (commit 4f5f99d8). You were right that the row was missing, and right about the arithmetic: `vllm serve … --enforce-eager --enable-cpu-offload --quantization…

anodyine commented on pull request anodyine/vllm-omni#4 2026-10-08 06:27:44 -04:00
probe: Qwen-Image conditioning-KV spill probe on RTX 3090 / RTX 5080 (issue 2)

__zcode_status=$? if [ "$__zcode_status" -eq 0 ]; then pwd -P > '/tmp/zcode-4c844978-0de0-4cd6-ac3a-7dee0f7f94fe-cwd'; fi exit "$__zcode_status"

anodyine pushed to ISSUE-2 at anodyine/vllm-omni 2026-10-08 06:27:37 -04:00
4f5f99d8c6 probe(review): fp8 serve row + 3-ref fixture + fp8 quality-collapse diagnosis
anodyine commented on pull request anodyine/vllm-omni#4 2026-10-08 06:01:26 -04:00
probe: Qwen-Image conditioning-KV spill probe on RTX 3090 / RTX 5080 (issue 2)

Review finding — one configuration is missing from the 3090 serve matrix: --quantization fp8 (weight-only, Marlin on sm_86).

Issue #1's own addendum validated this exact path on this exact…

anodyine commented on issue anodyine/vllm-omni#2 2026-10-08 00:59:16 -04:00
Probe whether the Qwen-Image conditioning KV can spill to host DRAM on the RTX 3090

Implemented in PR: anodyine/vllm-omni#4

Verdicts (per the issue's three-world taxonomy)

RTX 3090 (24 GB): not-built. No host-DRAM spill path for the…

anodyine created pull request anodyine/vllm-omni#4 2026-10-08 00:58:57 -04:00
probe: Qwen-Image conditioning-KV spill probe on RTX 3090 / RTX 5080 (issue 2)