3v324v23 commited on
Commit
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1 Parent(s): 25189d5

Model upload.

Browse files
.gitattributes CHANGED
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  *.joblib filter=lfs diff=lfs merge=lfs -text
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  *.lfs.* filter=lfs diff=lfs merge=lfs -text
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  *.mlmodel filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ # superhot-13b-8k-4bit--1g-safetensors
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+
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+ Merged base LLaMA and LoRA with this:
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+ https://github.com/tloen/alpaca-lora
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+
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+ Base LLaMA 13B:
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+ https://huggingface.co/huggyllama/llama-13b
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+
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+ SuperCOT 13B 8k LoRA:
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+ https://huggingface.co/kaiokendev/superhot-13b-8k-no-rlhf-test
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+
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+ ``` sh
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+ BASE_MODEL=huggyllama_llama-13b LORA=kaiokendev_superhot-13b-8k-no-rlhf-test python export_hf_checkpoint.py
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+ ```
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+
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+ Quantized with AutoGPTQ:
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+ https://github.com/PanQiWei/AutoGPTQ
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+
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+ ``` sh
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+ python quant_with_alpaca.py --pretrained_model_dir superhot-13b-8k-safetensors --quantized_model_dir superhot-13b-8k-no-rlhf-test-GPTQ --bits 4 --group_size -1 --desc_act --num_samples 256 --save_and_reload
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+ ```
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+
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+ Perplexity:
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+ ```
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+ CUDA_VISIBLE_DEVICES=0 python test_benchmark_inference.py \
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+ -d /workspace/models/superhot-13b-8k-no-rlhf-test-GPTQ \
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+ -ppl \
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+ -ppl_ds datasets/wikitext2.txt \
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+ -l 8192 \
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+ -cpe 4 \
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+ -ppl_cn 40 \
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+ -ppl_cs 8192 \
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+ -ppl_ct 8192
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+ -- Perplexity:
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+ -- - Dataset: datasets/wikitext2.txt
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+ -- - Chunks: 40
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+ -- - Chunk size: 8192 -> 8192
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+ -- - Chunk overlap: 0
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+ -- - Min. chunk size: 50
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+ -- - Key: text
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+ -- Tokenizer: /workspace/models/superhot-13b-8k-no-rlhf-test-GPTQ/tokenizer.model
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+ -- Model config: /workspace/models/superhot-13b-8k-no-rlhf-test-GPTQ/config.json
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+ -- Model: /workspace/models/superhot-13b-8k-no-rlhf-test-GPTQ/4bit.safetensors
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+ -- Sequence length: 8192
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+ -- RoPE compression factor: 4.0
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+ -- Tuning:
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+ -- --matmul_recons_thd: 8
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+ -- --fused_mlp_thd: 2
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+ -- --sdp_thd: 8
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+ -- Options: ['perplexity']
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+ ** Time, Load model: 3.58 seconds
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+ ** Time, Load tokenizer: 0.01 seconds
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+ -- Groupsize (inferred): None
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+ -- Act-order (inferred): no
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+ !! Model has empty group index (discarded)
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+ ** VRAM, Model: [cuda:0] 6,754.74 MB
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+ -- Loading dataset...
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+ -- Testing 40 chunks....
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+ ** Perplexity: 5.7766
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+ ```
config.json ADDED
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+ {
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+ "_name_or_path": "superhot-13b-8k-no-rlhf-test",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "bos_token_id": 1,
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+ "eos_token_id": 2,
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+ "hidden_act": "silu",
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+ "hidden_size": 5120,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 13824,
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+ "max_position_embeddings": 2048,
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+ "max_sequence_length": 2048,
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+ "model_type": "llama",
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+ "num_attention_heads": 40,
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+ "num_hidden_layers": 40,
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+ "pad_token_id": 0,
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+ "rms_norm_eps": 1e-06,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float16",
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+ "transformers_version": "4.30.2",
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+ "use_cache": true,
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+ "vocab_size": 32000
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+ }
quantize_config.json ADDED
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+ {
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+ "bits": 4,
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+ "group_size": -1,
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+ "damp_percent": 0.01,
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+ "desc_act": true,
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+ "sym": true,
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+ "true_sequential": true,
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+ "model_name_or_path": null,
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+ "model_file_base_name": null
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+ }
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tokenizer.json ADDED
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+ }