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fbaldassarri
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EleutherAI_pythia-12b-autogptq-int8-gs64-asym

Text Generation
Safetensors
PyTorch
English
gpt_neox
causal-lm
pythia
autoround
intel-autoround
auto-round
intel
woq
gptq
auto-gptq
autogptq
eleutheraI
8-bit precision
Model card Files
xet
Community
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  1. README.md +83 -0
  2. config.json +63 -0
  3. generation_config.json +6 -0
  4. model-00001-of-00003.safetensors +3 -0
  5. model-00002-of-00003.safetensors +3 -0
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  7. model.safetensors.index.json +875 -0
  8. quantize_config.json +32 -0
  9. special_tokens_map.json +23 -0
  10. tokenizer.json +0 -0
  11. tokenizer_config.json +215 -0
README.md ADDED
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+ ---
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+ language:
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+ - en
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+ tags:
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+ - pytorch
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+ - causal-lm
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+ - pythia
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+ - autoround
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+ - intel-autoround
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+ - auto-round
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+ - intel
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+ - woq
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+ - gptq
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+ - auto-gptq
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+ - autogptq
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+ - eleutheraI
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+ license: apache-2.0
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+ model_name: Pythia 12b
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+ base_model: EleutherAI/pythia-12b
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+ inference: false
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+ model_creator: EleutherAI
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+ datasets:
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+ - EleutherAI/pile
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+ pipeline_tag: text-generation
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+ prompt_template: '{prompt}
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+ '
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+ quantized_by: fbaldassarri
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+ ---
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+
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+ ## Model Information
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+
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+ Quantized version of [EleutherAI/pythia-12b](https://huggingface.co/fbaldassarri/EleutherAI/pythia-12b) using torch.float32 for quantization tuning.
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+ - 8 bits (INT8)
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+ - group size = 64
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+ - Asymmetrical Quantization
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+ - Method WoQ: GPTQ (AutoGPTQ algorithm)
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+
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+ Quantization framework: [Intel AutoRound](https://github.com/intel/auto-round) v0.5.1
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+
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+ Note: this INT8 version of pythia-12b has been quantized to run inference through CPU.
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+
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+ ## Replication Recipe
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+
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+ ### Step 1 Install Requirements
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+
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+ I suggest to install requirements into a dedicated python-virtualenv or a conda enviroment.
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+
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+ ```
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+ wget https://github.com/intel/auto-round/archive/refs/tags/v0.5.1.tar.gz
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+ tar -xvzf v0.5.1.tar.gz
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+ cd auto-round-0.5.1
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+ pip install -r requirements-cpu.txt --upgrade
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+ ```
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+
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+ ### Step 2 Build Intel AutoRound wheel from sources
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+
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+ ```
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+ pip install -vvv --no-build-isolation -e .[cpu]
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+ ```
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+
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+ ### Step 3 Script for Quantization
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+
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+ ```
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+ model_name = "EleutherAI/pythia-12b"
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+ model = AutoModelForCausalLM.from_pretrained(model_name)
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+ from auto_round import AutoRound
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+ bits, group_size, sym, device, amp = 8, 64, False, 'cpu', False
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+ autoround = AutoRound(model, tokenizer, nsamples=128, iters=200, seqlen=512, batch_size=4, bits=bits, group_size=group_size, sym=sym, device=device, amp=amp)
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+ autoround.quantize()
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+ output_dir = "./AutoRound/EleutherAI_pythia-12b-autogptq-int8-gs64-asym"
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+ autoround.save_quantized(output_dir, format='auto_gptq', inplace=True)
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+ ```
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+
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+ ## License
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+
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+ [Apache 2.0 License](https://choosealicense.com/licenses/apache-2.0/)
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+
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+ ## Disclaimer
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+
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+ This quantized model comes with no warrenty. It has been developed only for research purposes.
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+
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+ {
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+ "use_parallel_residual": true,
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+ "vocab_size": 50688
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+ }
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