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Browse files- README.md +5 -29
- config.json +30 -0
- output-00001-of-00007.safetensors +3 -0
- output-00002-of-00007.safetensors +3 -0
- output-00003-of-00007.safetensors +3 -0
- output-00004-of-00007.safetensors +3 -0
- output-00005-of-00007.safetensors +3 -0
- output-00006-of-00007.safetensors +3 -0
- output-00007-of-00007.safetensors +3 -0
- special_tokens_map.json +35 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +47 -0
README.md
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---
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license: llama2
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pipeline_tag: text-generation
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---
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[main](https://huggingface.co/aikitoria/Goliath-longLORA-120b-rope8-32k-exl2/tree/main) has measurements for default dataset and the one for [goliath-120b-exl2-rpcal](https://huggingface.co/Panchovix/goliath-120b-exl2-rpcal)
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[
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[3bpw](https://huggingface.co/aikitoria/Goliath-longLORA-120b-rope8-32k-exl2/tree/3bpw) using default dataset
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[4.35bpw](https://huggingface.co/aikitoria/Goliath-longLORA-120b-rope8-32k-exl2/tree/4.35bpw) using default dataset
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[4.35bpw-rpcal](https://huggingface.co/aikitoria/Goliath-longLORA-120b-rope8-32k-exl2/tree/4.35bpw-rpcal) using PIPPA dataset
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# Memory usage tests
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### 2.65bpw
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context 16k, cache 16: 46.9GiB (fits in 2x 3090)
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context 32k, cache 8: 47GiB (fits in 2x 3090)
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### 3bpw
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context 8k, cache 16: 47.4GiB (fits in 2x 3090)
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context 16k, cache 8: 47.4GiB (fits in 2x 3090)
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### 4.35bpw
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context 16k, cache 16: 70.1GiB (fits in 3x 3090)
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context 32k, cache 8: 70.3GiB (fits in 3x 3090)
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context 32k, cache 16: 78.7GiB (fits in A100 80GB)
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# Super epic scientific test results
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- The 2.65bpw version suffered greatly, it's not completely broken, but it's no good either.
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- The 3bpw version hasn't suffered as much, it's much more usable than the 2.65bpw one.
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- The 4.35bpw version is a bit worse than normal 4k goliath but better than goliath with rope scale applied for 8k+ context.
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- The version using the PIPPA dataset produces worse results than the one using the default dataset on any context length.
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My current strategy is to use the original goliath until its context is full and then switch over to this one.
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license: llama2
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This is an interleaved merge of [Xwin-longLORA-70b-rope8-32k-fp16](https://huggingface.co/grimulkan/Xwin-longLORA-70b-rope8-32k-fp16) and [Euryale-1.3-longLORA-70b-rope8-32k-fp16](https://huggingface.co/grimulkan/Euryale-1.3-longLORA-70b-rope8-32k-fp16), using the same merge formula as alpindale's [goliath-120b](https://huggingface.co/alpindale/goliath-120b).
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There is no additional fine-tuning. The resulting model seems to not be broken... you can test whether it is truly the original model + 32K capability (use linear rope scaling 8).
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[ChuckMcSneed](https://huggingface.co/ChuckMcSneed) did a benchmark [here](https://huggingface.co/grimulkan/Goliath-longLORA-120b-rope8-32k-fp16/discussions/1), indicating 30% degradation with 8x the context length.
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A 6-bit EXL2 quantization is available [here](https://huggingface.co/grimulkan/Goliath-longLORA-120b-rope8-2k-6bpw_h8_exl2). More EXL2 quants [here](https://huggingface.co/aikitoria/Goliath-longLORA-120b-rope8-32k-exl2), thanks to aikitoria.
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See [this discussion](https://huggingface.co/grimulkan/aurelian-v0.5-70b-rope8-32K-fp16/discussions/2) for how the original 70B merges were created with longLORA.
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config.json
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{
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"_name_or_path": "Goliath-longLORA-120b-rope8-32k-4bpw-exl2",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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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": 8192,
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"initializer_range": 0.02,
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"intermediate_size": 28672,
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"max_position_embeddings": 32768,
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"model_type": "llama",
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"num_attention_heads": 64,
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"num_hidden_layers": 137,
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"num_key_value_heads": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 8.0,
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"type": "linear"
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},
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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.34.1",
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"use_cache": true,
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"vocab_size": 32000
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}
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output-00001-of-00007.safetensors
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output-00002-of-00007.safetensors
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output-00003-of-00007.safetensors
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output-00006-of-00007.safetensors
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output-00007-of-00007.safetensors
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special_tokens_map.json
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}
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}
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tokenizer.json
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The diff for this file is too large to render.
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tokenizer.model
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tokenizer_config.json
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{
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"special": true
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},
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"1": {
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"special": true
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},
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"2": {
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"special": true
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}
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},
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"additional_special_tokens": [
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"<unk>",
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"<s>",
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"</s>"
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],
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": false,
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"model_max_length": 32768,
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"pad_token": "<unk>",
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"padding_side": "right",
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"sp_model_kwargs": {},
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"spaces_between_special_tokens": false,
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": true
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}
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