Text Generation
PEFT
Safetensors
English
qwen2
qlora
governed-agent
proposal-only
research-only
szl-holdings
khipu
abstain-retrain
conversational
Instructions to use SZLHOLDINGS/KHIPU-R2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/KHIPU-R2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/KHIPU-R2") - Notebooks
- Google Colab
- Kaggle
docs: publish KHIPU-R2 card from szl-forge@5daef16de6e0cfb55daf0ff86ba3281bac1fc821
Browse filesExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.
- README.md +27 -0
- szl-source-binding.json +3 -3
README.md
CHANGED
|
@@ -31,6 +31,30 @@ szl:
|
|
| 31 |
evals: MEASURED
|
| 32 |
gpu: UNAVAILABLE
|
| 33 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 34 |
<!-- szl:artifact-identity-reconciled -->
|
| 35 |
> **Artifact identity (noted 2026-09-30).** Besides the LoRA adapter, this repository's root carries a merged full-precision checkpoint (`model.safetensors` + `config.json`, loadable with `transformers`) produced by the receipted CPU merge of this adapter into its declared base (`merge_receipt.json`). The adapter remains the artifact of record for every figure on this card; the merged bytes carry no separate held-out receipt and add no claim. Metadata-only note.
|
| 36 |
|
|
@@ -136,3 +160,6 @@ verified. A license addition requires source-owner review of that coverage.
|
|
| 136 |
|
| 137 |
Canonical card authoring source: [khipu-r2/card/README.md](https://github.com/szl-holdings/szl-forge/blob/6f4ac90ff503265cec9c0436587f086e52d6124e/khipu-r2/card/README.md).
|
| 138 |
Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.
|
|
|
|
|
|
|
|
|
|
|
|
| 31 |
evals: MEASURED
|
| 32 |
gpu: UNAVAILABLE
|
| 33 |
---
|
| 34 |
+
|
| 35 |
+
<!-- SZL-CARD-PRESENTATION:v1 -->
|
| 36 |
+
<p><a href="https://huggingface.co/spaces/SZLHOLDINGS/szl-command-lab"><img src="https://raw.githubusercontent.com/szl-holdings/.github/main/profile/assets/szl/logos/szl_mark_holographic.svg" alt="SZL Holdings" width="112" /></a></p>
|
| 37 |
+
|
| 38 |
+
# KHIPU-R2
|
| 39 |
+
|
| 40 |
+
A separate abstention-retraining experiment with adapter-scoped historical evaluation records.
|
| 41 |
+
|
| 42 |
+
**Artifact:** QLoRA adapter; separate merged checkpoint · **Stage:** Research · release blocked
|
| 43 |
+
|
| 44 |
+
[Explore in Command Lab](https://huggingface.co/spaces/SZLHOLDINGS/szl-command-lab) · [Build](https://github.com/szl-holdings/szl-forge/tree/main/khipu-r2) · [Evidence](https://github.com/szl-holdings/szl-forge/blob/2b4d7a0f69e68d60cb0f35f09c9bac837d66acdc/khipu-r2/card/README.md)
|
| 45 |
+
|
| 46 |
+
Provider compatibility support [requested on 4 October 2026](https://huggingface.co/spaces/huggingface/InferenceSupport/discussions/12786). No provider was listed in the dated Hub observation; adoption and use qualification remain unchanged.
|
| 47 |
+
|
| 48 |
+
## Before you use it
|
| 49 |
+
|
| 50 |
+
- Recorded abstention is 3/6, not a passing gate. Publication and autonomy eligibility remain false.
|
| 51 |
+
- The adapter is the artifact of record for the figures; the merged checkpoint has no separate held-out qualification.
|
| 52 |
+
- The recorded merge-time base reference is not an immutable identity. This experiment does not replace Khipu 1.5B.
|
| 53 |
+
|
| 54 |
+
<details>
|
| 55 |
+
<summary>Technical details and evidence</summary>
|
| 56 |
+
|
| 57 |
+
<!-- SZL-CARD-TECHNICAL:v1:START -->
|
| 58 |
<!-- szl:artifact-identity-reconciled -->
|
| 59 |
> **Artifact identity (noted 2026-09-30).** Besides the LoRA adapter, this repository's root carries a merged full-precision checkpoint (`model.safetensors` + `config.json`, loadable with `transformers`) produced by the receipted CPU merge of this adapter into its declared base (`merge_receipt.json`). The adapter remains the artifact of record for every figure on this card; the merged bytes carry no separate held-out receipt and add no claim. Metadata-only note.
|
| 60 |
|
|
|
|
| 160 |
|
| 161 |
Canonical card authoring source: [khipu-r2/card/README.md](https://github.com/szl-holdings/szl-forge/blob/6f4ac90ff503265cec9c0436587f086e52d6124e/khipu-r2/card/README.md).
|
| 162 |
Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.
|
| 163 |
+
|
| 164 |
+
<!-- SZL-CARD-TECHNICAL:v1:END -->
|
| 165 |
+
</details>
|
szl-source-binding.json
CHANGED
|
@@ -18,8 +18,8 @@
|
|
| 18 |
"source": {
|
| 19 |
"assets": {
|
| 20 |
"README.md": {
|
| 21 |
-
"bytes":
|
| 22 |
-
"sha256": "
|
| 23 |
},
|
| 24 |
"holo-banner.svg": {
|
| 25 |
"bytes": 1516,
|
|
@@ -27,7 +27,7 @@
|
|
| 27 |
}
|
| 28 |
},
|
| 29 |
"repository": "szl-holdings/szl-forge",
|
| 30 |
-
"revision": "
|
| 31 |
},
|
| 32 |
"target": {
|
| 33 |
"controlled_paths": [
|
|
|
|
| 18 |
"source": {
|
| 19 |
"assets": {
|
| 20 |
"README.md": {
|
| 21 |
+
"bytes": 8175,
|
| 22 |
+
"sha256": "569fd9ebbc9d542a78055363cc6c52bd67eccf608f1403cdddffb6ef2c32bfa1"
|
| 23 |
},
|
| 24 |
"holo-banner.svg": {
|
| 25 |
"bytes": 1516,
|
|
|
|
| 27 |
}
|
| 28 |
},
|
| 29 |
"repository": "szl-holdings/szl-forge",
|
| 30 |
+
"revision": "5daef16de6e0cfb55daf0ff86ba3281bac1fc821"
|
| 31 |
},
|
| 32 |
"target": {
|
| 33 |
"controlled_paths": [
|