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@@ -17,7 +17,7 @@ pipeline_tag: text-generation
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  **43.8M parameter Italian-first bilingual language model, trained from scratch by ThingAI.**
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- Quark-50M is an ultra-compact causal language model that speaks fluent Italian. Designed as a proof-of-concept for small, efficient, Italian-centric AI.
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  ## Highlights
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@@ -65,10 +65,10 @@ import torch
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  from huggingface_hub import hf_hub_download
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  from transformers import PreTrainedTokenizerFast
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- # Load
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- ckpt_path = hf_hub_download("ThingAI/Quark-50M", "model.pt")
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- model_py = hf_hub_download("ThingAI/Quark-50M", "model.py")
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- tok_file = hf_hub_download("ThingAI/Quark-50M", "tokenizer.json")
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  # Tokenizer
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  tokenizer = PreTrainedTokenizerFast(tokenizer_file=tok_file)
 
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  **43.8M parameter Italian-first bilingual language model, trained from scratch by ThingAI.**
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+ Quark-50M-v2 is an ultra-compact causal language model that speaks fluent Italian. Designed as a proof-of-concept for small, efficient, Italian-centric AI.
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  ## Highlights
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  from huggingface_hub import hf_hub_download
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  from transformers import PreTrainedTokenizerFast
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+ # Load
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+ ckpt_path = hf_hub_download("ThingAI/Quark-50M-v2", "model.pt")
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+ model_py = hf_hub_download("ThingAI/Quark-50M-v2", "model.py")
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+ tok_file = hf_hub_download("ThingAI/Quark-50M-v2", "tokenizer.json")
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  # Tokenizer
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  tokenizer = PreTrainedTokenizerFast(tokenizer_file=tok_file)