From 90ec2fa01a343cd64aaa7cc8049348d411253de7 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 13 Jun 2026 09:27:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: continuum-ai/qwen2.5-1.5b-general-forged Source: Original Platform --- .gitattributes | 40 +++++++ README.md | 142 +++++++++++++++++++++++++ alloy-qr.png | Bin 0 -> 1089 bytes benchmark/ai.txt | 4 + benchmark/science.txt | 4 + benchmark/space.txt | 4 + benchmark/story.txt | 4 + config.json | 63 +++++++++++ figures/entropy_heatmap.png | 3 + figures/final_metrics_dashboard.png | 3 + figures/gradient_heatmap.png | Bin 0 -> 24426 bytes figures/metrics_dashboard.png | 3 + figures/metrics_evolution.png | Bin 0 -> 78771 bytes figures/pruning_decisions.png | Bin 0 -> 29909 bytes figures/pruning_state_heatmap.png | Bin 0 -> 23971 bytes figures/warmup_dashboard.png | 3 + forging_results.json | 26 +++++ generation_config.json | 7 ++ model.safetensors | 3 + qwen2.5-1.5b-general-forged.alloy.json | 87 +++++++++++++++ tokenizer.json | 3 + tokenizer_config.json | 29 +++++ 22 files changed, 428 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 alloy-qr.png create mode 100644 benchmark/ai.txt create mode 100644 benchmark/science.txt create mode 100644 benchmark/space.txt create mode 100644 benchmark/story.txt create mode 100644 config.json create mode 100644 figures/entropy_heatmap.png create mode 100644 figures/final_metrics_dashboard.png create mode 100644 figures/gradient_heatmap.png create mode 100644 figures/metrics_dashboard.png create mode 100644 figures/metrics_evolution.png create mode 100644 figures/pruning_decisions.png create mode 100644 figures/pruning_state_heatmap.png create mode 100644 figures/warmup_dashboard.png create mode 100644 forging_results.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 qwen2.5-1.5b-general-forged.alloy.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..02f644f --- /dev/null +++ b/.gitattributes @@ -0,0 +1,40 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text 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+figures/entropy_heatmap.png filter=lfs diff=lfs merge=lfs -text +figures/final_metrics_dashboard.png filter=lfs diff=lfs merge=lfs -text +figures/metrics_dashboard.png filter=lfs diff=lfs merge=lfs -text +figures/warmup_dashboard.png filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..e925325 --- /dev/null +++ b/README.md @@ -0,0 +1,142 @@ +--- +tags: +- 1.5b +- alloy-backfilled +- android +- apple-silicon +- attested +- chain-of-custody +- chinese +- compacted +- consumer-gpu +- cryptographically-verified +- edge-inference +- efficient +- embedded +- english +- forge-alloy +- general +- general-purpose +- head-pruning +- iphone +- llama-cpp +- lm-studio +- local-inference +- macbook +- mlx +- mobile +- multilingual +- ollama +- on-device +- optimized +- pruned +- qwen +- qwen2 +- qwen2.5 +- raspberry-pi +- reproducible +- text-generation +- versatile +base_model: Qwen/Qwen2.5-1.5B +pipeline_tag: text-generation +license: apache-2.0 +--- + +# 30% Smaller, +2.4% Better + +**Qwen2.5-1.5B** pruned by 30% and retrained for general through Experiential Plasticity. + +**2.50 → 2.44 perplexity** · 3 cycles + + +

+ +Verify Chain of Custody + +

+ +

+Every claim on this card is verified
+Trust: self-attested · 1 benchmark · 2 devices tested
+ForgeAlloy chain of custody · Download alloy · Merkle-chained +

+ +--- + +**Qwen2.5-1.5B** with cryptographic provenance via the [ForgeAlloy](https://github.com/CambrianTech/forge-alloy) chain of custody. + + +## Benchmarks + +| Benchmark | Result | Verified | +|---|---|---| +| **perplexity** | **2.4** | Self-reported | + + +## What Changed (Base → Forged) + +| | Base | Forged | Delta | +|---|---|---|---| +| **Perplexity** (general) | 2.50 | 2.44 | -2.4% ✅ | +| **Pruning** | None | 30% heads (magnitude) | **-30%** params ✅ | +| **Training** | General | general, 1000 steps | LR 2e-4, 3 cycles | +| **Pipeline** | | prune → train | 3 cycles | + +## Runs On + +| Device | Format | Size | Speed | +|--------|--------|------|-------| +| **MacBook Air 8GB** | fp16 | — | Verified | +| **MacBook Pro 16GB** | fp16 | — | Verified | +| MacBook Pro 32GB | fp16 | 8.0GB | Expected | +| MacBook Air 16GB | Q8_0 | ~4.0GB | Expected | +| MacBook Air 8GB | Q4_K_M | ~2.5GB | Expected | +| iPhone / Android | Q4_K_M | ~2.5GB | Expected | + +## Quick Start + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +model = AutoModelForCausalLM.from_pretrained("continuum-ai/qwen2.5-1.5b-general-forged", + torch_dtype="auto", device_map="auto") +tokenizer = AutoTokenizer.from_pretrained("continuum-ai/qwen2.5-1.5b-general-forged") + +inputs = tokenizer("def merge_sort(arr):", return_tensors="pt").to(model.device) +output = model.generate(**inputs, max_new_tokens=200) +print(tokenizer.decode(output[0], skip_special_tokens=True)) +``` + + +## Methodology + +Produced via head pruning. Full methodology, ablations, and per-stage rationale are in [the methodology paper](https://github.com/CambrianTech/continuum/blob/main/docs/papers/PLASTICITY-COMPACTION.md) and the companion [`MODEL_METHODOLOGY.md`](MODEL_METHODOLOGY.md) in this repository. The pipeline ran as `prune → train` over 3 cycles on MacBook Air 8GB. + + +## Chain of Custody + +Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#hf.co/continuum-ai/qwen2.5-1.5b-general-forged/resolve/main/qwen2.5-1.5b-general-forged.alloy.json@f024d59a481e9032). Download the [alloy file](qwen2.5-1.5b-general-forged.alloy.json) to verify independently. + +| What | Proof | +|------|-------| +| Model weights | `sha256:21ca799dd3ee2f73526c9422b69bc9f93...` | +| Code that ran | `sha256:legacy-pre-alloy-...` | +| Forged on | MacBook Air 8GB, 2026-03-27T09:01:22-05:00 | +| Trust level | [`self-attested`](https://github.com/CambrianTech/forge-alloy/blob/main/docs/ATTESTATION.md) | +| Spec | [ForgeAlloy](https://github.com/CambrianTech/forge-alloy) — Rust/Python/TypeScript | + +## Make Your Own + +Forged with [Continuum](https://github.com/CambrianTech/continuum) — a distributed AI world that runs on your hardware. + +

+Continuum Model Factory +

+ +The Factory configurator lets you design and forge custom models visually — context extension, pruning, LoRA, quantization, vision/audio modalities. Pick your target devices, the system figures out what fits. + +[GitHub](https://github.com/CambrianTech/continuum) · [All Models](https://huggingface.co/continuum-ai) · [Forge-Alloy](https://github.com/CambrianTech/forge-alloy) + +## License + +apache-2.0 diff --git a/alloy-qr.png b/alloy-qr.png new file mode 100644 index 0000000000000000000000000000000000000000..b42ac9c68be5b9e93946998394ed41a7ca6354a6 GIT binary patch literal 1089 zcmV-H1it%;P)ITUu9iTw`8Ndb)BqiHPVJK0Z;wS{+uq&Kyt{YlF;&1!s9#F++3i5l(fF{I{0577+k;YQ$?^X9g&Tv`JYdD85TNRSq3w~c zt^8X_gEqnhJFYi+te4aKQFbtS8;<%QbCpEb!&}91UF#%gK3PL7DzRbA0BO$XX!23z z=+$828cKsU!i3;fzB?m6O19A)k6h5Jk|_$}TGu+sna|$K1f!6`hNe=1s2n}InTc!Y zF3`p_RB2*5Zds}!6U|xO(x5AIM(&5oQvxj#4{_Y6Y%o+YM$&@E2;a*JQvxj(53#wR zG4EIn#aNs3c&Jb%P&N}rCldzSyapkGMn+RF<$kD0B~UgKZd{O^#zaWt*`6nJ9uJkO z1p4t_b`GMk0La24nNyf=vaQYYLxn1Ve(r~MVX(QF3*ymBjX{y0%Su!NWi$8o=Trl- zHVg^0tg3QCsDgB?)Y=^5tCg*joca87SvPE1K}ePr62!Nm6~y3Y`y^;<%$%lbE_0%dOV2@A;uZl|YNsI*w5wSM}9y zkl8fO_Pwk$CD1ZC#`Cl`cGEw^!7UBdk#((;ocSwfd$3fZ%vNKezB6&fmTQlx?*?s+ z*~^0*(kwkTooP%hA@<+53-ZyPG`sk7u7xY%M|&A)(^>31i_tYtn$tWUDpv`#Ts*|X za9grB4B}eXI?0*8(fgsWxzGj+(;n+kO*1ps&>f(SFkw{A^cfDzCvuFluS;s~he}ie zWiw%PGSj5u)egqjReje`kxHONo-b>znmwX3>a21$UhuuFNF`7c~QPfu;_4s+AE$O3}bO00000NkvXX Hu0mjfMY#xa literal 0 HcmV?d00001 diff --git a/benchmark/ai.txt b/benchmark/ai.txt new file mode 100644 index 0000000..59aead8 --- /dev/null +++ b/benchmark/ai.txt @@ -0,0 +1,4 @@ +Prompt: The future of artificial intelligence + +Generated text: +The future of artificial intelligence is uncertain . AI researchers have attempted to build intelligent programs without success . The goal of AI research has been to create a program that behaves like a human being , but until 2005 , the programs had not been able to do so . diff --git a/benchmark/science.txt b/benchmark/science.txt new file mode 100644 index 0000000..756c960 --- /dev/null +++ b/benchmark/science.txt @@ -0,0 +1,4 @@ +Prompt: Scientists recently discovered + +Generated text: +Scientists recently discovered a new species of mushroom that they named Cystulina nocturna . The mushroom was discovered in the forests of the Dominican Republic in October 2006 . It was described in the journal Mycological Research . This mushroom has a white cap , yellowish stem , and yellowish spores . It is the same type of mushroom as the white , yellowish , and brownish Cystulina lutea , but is distinguished by its larger size , 1 @.@ 3 to 2 @.@ 0 cm ( 5 @.@ 1 to 0 @.@ 79 in ) in diameter , and a yellowish stem . diff --git a/benchmark/space.txt b/benchmark/space.txt new file mode 100644 index 0000000..5f787ee --- /dev/null +++ b/benchmark/space.txt @@ -0,0 +1,4 @@ +Prompt: In a distant galaxy + +Generated text: +In a distant galaxy , a star of mass $M$ is observed to have a luminosity $L$. The star is observed to have an absolute magnitude of $M_\star = 25$. The star is part of a binary system , with the companion star having a mass of $m$ . The orbital inclination of the binary system is $i$. The orbital period of the binary system is $P$ years . The observed luminosity of the binary system is $L_\star$. The observed magnitude of the binary system is $m_\star$. The observed magnitude of the companion star is $m_\text{comp}$. The observed magnitude of the star alone is $m_\star$. diff --git a/benchmark/story.txt b/benchmark/story.txt new file mode 100644 index 0000000..6fd94df --- /dev/null +++ b/benchmark/story.txt @@ -0,0 +1,4 @@ +Prompt: Once upon a time + +Generated text: +Once upon a time , the sun was much more powerful than it is today . It was so powerful that it could easily destroy any of the planets . The powerful sun had a strong magnetic field . The field protected the planets from the sun 's powerful rays , but it also prevented the planets from sending energy back to the sun . 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