Image-Text-to-Text
PEFT
Safetensors
English
gemma4
solar-energy
community-solar
function-calling
multimodal
lora
unsloth
edge-ai
energy
sustainability
hackathon
conversational
Eval Results (legacy)
Instructions to use Truthseeker87/solarhive-e4b-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Truthseeker87/solarhive-e4b-lora with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("/content/drive/MyDrive/models/gemma-4/transformers/gemma-4-e4b-it/1") model = PeftModel.from_pretrained(base_model, "Truthseeker87/solarhive-e4b-lora") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Desktop
Commit History
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Add paper title to speculative-decoding citation (arXiv:2211.17192)
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Add header image (was missing from this repo)
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README: correct GGUF quant recipe + size accuracy
Verified signature- Describe the single shipped standard Q4_K_M (Q6_K-PLE) 5.34 GB GGUF instead of two distinct recipes — the two HF files are the same recipe (PLE tensor = Q6_K in both), verified by parsing the GGUF headers - Reframe the PLE-Q4_0 override as a 16 GB-hardware reproducibility recipe (~4.3 GB output), not a separately-shipped artifact - Fix residual 5.3 GB -> 5.34 GB and '10/10 benchmark' -> '10/10 project-held-out check' stragglersaa271ee
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README: scope-lock MTP as future iteration
Verified signature- Rewrite MTP caveat: future-iteration framing, no measured-speedup claim - Consolidate citations to Google's six May 5 sources (blog + overview + HF collection + Kaggle + @GoogleGemma + arXiv:2211.17192) - Strip internal labels (run-N, variant-N, internal-plan refs, hardware specifics) - Preserve reviewer-runnable code locator (Section 14 / _RUN_MTP_DEMO=False) - Preserve variant-honest framing across the A4B + E4B familyd726395
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Audit-driven refresh: P0 fixes (strip stale 8/8 benchmark, label W2C 2/3 as inferred-not-measured, remove insider notebook refs); P1 fixes (add Core Capabilities, Community Model, Technical Notes, Limitations, Citation sections to match A4B family structure); training details enriched with verified hyperparameters from finetune_run4.5; benchmark probes verbatim from inference_run7
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E4B card refresh: rename merged repo model-index to SolarHive-E4B-Merged; library_name peft->transformers; sync benchmark numbers to May 2026 final run (e4b 9/10, e4b-lora 10/10); expand tagline to name direct/Ollama/llama.cpp uses
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Multi-Variant Deployment Validation (2026-02-05) + scaling-hypothesis docs
Verified signature- Multi-variant inference benchmark results (9-10/10 across 4 transformers variants) - When2Call validation: A4B 3/3 vs E4B 1/3 behavioral with paper citation - A4B-outperforms-E4B hypothesis with Google Gemma 4 docs verbatim quote - 5-tool registry + 2-message training/inference parity audit - E4B (d) probe matcher-passes-but-behavior-fails finding documented honestlyfdf66e6 -
Multi-Variant Deployment Validation (2026-02-05) + scaling-hypothesis docs
Verified signature- Multi-variant inference benchmark results (9-10/10 across 4 transformers variants) - When2Call validation: A4B 3/3 vs E4B 1/3 behavioral with paper citation - A4B-outperforms-E4B hypothesis with Google Gemma 4 docs verbatim quote - 5-tool registry + 2-message training/inference parity audit - E4B (d) probe matcher-passes-but-behavior-fails finding documented honestlyf934f11 -
Multi-Variant Deployment Validation (2026-02-05) + scaling-hypothesis docs
Verified signature- Multi-variant inference benchmark results (9-10/10 across 4 transformers variants) - When2Call validation: A4B 3/3 vs E4B 1/3 behavioral with paper citation - A4B-outperforms-E4B hypothesis with Google Gemma 4 docs verbatim quote - 5-tool registry + 2-message training/inference parity audit - E4B (d) probe matcher-passes-but-behavior-fails finding documented honestly9e78390 -
Multi-Variant Deployment Validation (2026-02-05) + scaling-hypothesis docs
Verified signature- Multi-variant inference benchmark results (9-10/10 across 4 transformers variants) - When2Call validation: A4B 3/3 vs E4B 1/3 behavioral with paper citation - A4B-outperforms-E4B hypothesis with Google Gemma 4 docs verbatim quote - 5-tool registry + 2-message training/inference parity audit - E4B (d) probe matcher-passes-but-behavior-fails finding documented honestlyfff1100
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Restructure card to mirror solarhive-e4b-ollama (consistent layout: triple-role, How to Use code blocks, Companion Repos table, Fine-Tuning Architecture section)
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Initial upload of E4B v2 LoRA adapters from Run 4.5 Drive backup
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Correct E4B LoRA size estimate (~3 GB → ~200 MB) — actual adapter footprint at r=16 on E4B (8B base, 41M trainable params)
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Initial card: SolarHive E4B LoRA (v2 fine-tune, 0.9218 loss, 8/8 benchmark)
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initial commit
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