Configuration Parsing Warning:In config.json: "quantization_config.bits" must be an integer

Jackrong-Qwopus3.6-27B-Coder EXL3 4.5bpw h6

This repository is a direct EXL3 quantization of the public model Jackrong/Qwopus3.6-27B-Coder. It is not an Anderson Operator fine-tune and it was not trained by this build.

Expected repository names:

  • Jackrong-Qwopus3.6-27B-Coder-EXL3-4.5bpw-h6-textonly-nonmtp
  • Jackrong-Qwopus3.6-27B-Coder-EXL3-4.5bpw-h6-vision-nonmtp

The textonly-nonmtp variant strips both vision and MTP tensors/config for a text-generation fallback. The vision-nonmtp variant preserves vision tensors/config and strips MTP only.

Quantization

  • Source model: Jackrong/Qwopus3.6-27B-Coder
  • Source repo SHA recorded during build: f22041be82998a006c9fde642c7900fb42aff94e
  • Quantization: EXL3
  • Target bitrate: 4.5 bpw
  • Head bits: 6
  • Calibration: custom agent calibration parquet used by the Anderson Operator quants
  • MTP: stripped
  • Vision: depends on repo name

Positioning

This artifact exists as an apples-to-apples serving-format fallback for users who want the public Jackrong coder model in the same EXL3 4.5bpw/head-bits-6 format as the Anderson Operator variants.

Do not cite this repository as a new training run. Training details, datasets, and benchmark claims belong to the upstream Jackrong model card unless rerun and verified for this exact quantized artifact.

Evaluation

No new SWE-bench result is claimed by this quantization card. If benchmark results are added later, record the exact artifact, harness version, denominator, serving backend, prompt/template, and raw scoring output.

Caveats

  • This is a quantized derivative of the upstream public Jackrong model.
  • Check upstream licensing and use restrictions before redistribution or commercial use.
  • Vision serving support depends on the client stack; use the textonly-nonmtp variant when a text-only ExLlamaV3/TextGen path is desired.
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