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enver
/
rootformers_stage_v15.2

Translation
Transformers
Safetensors
Arabic
English
qwen3
text-generation
arabic
classical-arabic
rootformer
bpe-free
morphology
qwen3.5
qwen3.8-27b
speculative-decoding
gated-deltanet
islamic-philosophy
kalam
usul-al-fiqh
text-generation-inference
Model card Files Files and versions
xet
Community

Instructions to use enver/rootformers_stage_v15.2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers

    How to use enver/rootformers_stage_v15.2 with Transformers:

    # Use a pipeline as a high-level helper
    # Warning: Pipeline type "translation" is no longer supported in transformers v5.
    # You must load the model directly (see below) or downgrade to v4.x with:
    # pip install "transformers<5.0.0"
    from transformers import pipeline
    
    pipe = pipeline("translation", model="enver/rootformers_stage_v15.2")
    # pip install -U transformers accelerate
    # Load model directly
    from transformers import AutoTokenizer, AutoModelForCausalLM
    
    tokenizer = AutoTokenizer.from_pretrained("enver/rootformers_stage_v15.2")
    model = AutoModelForCausalLM.from_pretrained("enver/rootformers_stage_v15.2", device_map="auto")
  • Notebooks
  • Google Colab
  • Kaggle
rootformers_stage_v15.2 / src
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  • 1 contributor
History: 1 commit
enver's picture
enver
Upload Rootformer Stage 15.2 standalone server, Web UI, data, scripts, and Stage 15.2/14.5/13.2 adapters
00a7444 verified 4 days ago
  • __init__.py
    0 Bytes
    Upload Rootformer Stage 15.2 standalone server, Web UI, data, scripts, and Stage 15.2/14.5/13.2 adapters 4 days ago
  • stage9_gsca_architecture.py
    31.8 kB
    Upload Rootformer Stage 15.2 standalone server, Web UI, data, scripts, and Stage 15.2/14.5/13.2 adapters 4 days ago
  • stage9_qwen_docking_wrapper.py
    69.7 kB
    Upload Rootformer Stage 15.2 standalone server, Web UI, data, scripts, and Stage 15.2/14.5/13.2 adapters 4 days ago