Text Generation
PEFT
Safetensors
English
lora
sakthai
house-of-sak
tool-calling
function-calling
qwen2.5
agent
conversational
Eval Results
verified
adapter-only
Eval Results (legacy)
Instructions to use Nanthasit/sakthai-context-1.5b-tools with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Nanthasit/sakthai-context-1.5b-tools with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-1.5B-Instruct") model = PeftModel.from_pretrained(base_model, "Nanthasit/sakthai-context-1.5b-tools") - Notebooks
- Google Colab
- Kaggle
Commit History
fix: restore valid tokenizer_config.json from base Qwen (broken extra_special_tokens/added_tokens_decoder made model unloadable) 047de35 verified
docs: improve model card — YAML inference hints, family badges, usage notes, benchmark honesty 412d38d verified
docs: add deployment/llama.cpp/ollama guidance and hardware notes for local inference 2bbf0fe verified
Add eval result snapshot via metadata cron on 20260801T055008Z ad260dd verified
docs: add How to Use, Benchmarks, and Citation sections dfb8709 verified
cron: append metadata eval snapshot e73d9d2 verified
health check: sakthai-context-1.5b-tools f3be70c verified
docs: timestamp hygiene refresh sakthai-context-1.5b-tools 5ab3647 verified
eval-updater: add metadata eval 2026-07-31T18:55:03Z cfa5fdd verified
Update family count: 20 public models -> 22 public models feecb65 verified
Upload .eval_results/benchmark-20260731_104526.yaml with huggingface_hub fa6f505 verified
Fix stale/incorrect eval results with real measured numbers dbf57a1 verified
eval results on bench-v2 (scorer multiset-selection-v2) 120a2d3 verified
Audit fix: family collection count 20 public models / 15 datasets / 4 Spaces (39 items, bench-v3 joined) 67ee900 verified
docs: refresh collection/family counts to live state (19 public models, 13 datasets, 4 Spaces) 6f85a7e verified
train.py: DATASET sakthai-combined-v4 (404, never published) -> sakthai-combined-v7 so load_dataset reproduces a1fc30f verified
Fix broken cross-link: train.py pinned never-published sakthai-combined-v4 (404) -> combined-v7; README provenance note + limitations updated d71e5bf verified
Improve model card: download badge, model-index (honest unverified bench-v2), architecture table, tool-calling format, training details from train.py, serverless LoRA warning, full 19-model family table, limitations faa7755 verified
cron: add eval result for sakthai-context-1.5b-tools (metadata health check, run 5) 0ab344c verified
Upload README.md with huggingface_hub 1f94099 verified
Fix cross-link: replace dead sakthai-vision-demo Space (404) with sakthai-web-agent f4e46f8 verified
Upload .eval_results/sakthai-bench-v2.yaml with huggingface_hub d9dfb30 verified
Fix model count 12->14 to match current live count 46897f0 verified
Add cross-link to context-1.5b-tools-v2, update model count 11→12 d760526 verified
fix: add House of Sak narrative, remove broken v7 model link 895696f verified
fix: model count 12→11 (actual from HF API) 9d23de6 verified
fix: update model family count from 13 to 12 66de824 verified
cross-link: promote v7 (0 dl) from 1.5b-tools README a559b7f verified
fix: correct model count 14→13, remove deprecated English embedding reference e8cbc47 verified
fix: align family count to 14 + add signature tagline f56cbe3 verified
Upload tokenizer 89159cc verified
Upload model 35a8a2e verified
docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts fa6dbb4 verified
docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts c80a04d verified
fix: replace broken shields.io/endpoint badge with working static badge (163 dl) 6f76c6c verified
Remove eval_results derived from small internal spot checks, not benchmarks 7cd4bd1 verified
Remove unearned model-index claims; state measured results or mark as unbenchmarked 58d7959 verified
Overhaul README: expanded family table (14 models), dataset table (7), Spaces table (3), growing ecosystem section, updated counts 2e30182
SakThai Agent commited on