PeymanHosseini
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commit files to HF hub
Browse files- .gitattributes +1 -0
- README.md +29 -3
- config.json +26 -0
- generation_config.json +6 -0
- model.safetensors +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +3 -0
- tokenizer.model +3 -0
- tokenizer_config.json +42 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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---
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language: en
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tags:
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- hummingbird
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- causal-lm
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license: mit
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---
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# Hummingbird 0.0 Release
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This is Hummingbird 0.0, a 1B proof-of-concept causal language model based on **Efficient Attention**, which reduces the number of parameters in the attention layer by 50% compared to standard Multi-Head Attention.
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This version of Hummingbird is only meant to demonstrate Efficient Attention for use in causal language modelling. It has been trained on only 15 Billion tokens and is not safeguarded. Therefore, we do not recommend using it as a chatbot.
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## Model Details
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The models consists of 1.1 Billion parameters with the following specifications:
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| Parameter | size |
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| -------------------- | ---- |
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| # Transformer Blocks | 10 |
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| Model Dimension | 3072 |
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| # Heads | 1 |
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The Attention Mechanism used is based on our newly proposed Efficient Attention from our paper, *You Need to Pay Better Attention: Rethinking the Mathematics of Attention Mechanism* ([arXiv:2403.01643](https://arxiv.org/abs/2403.01643)). We have chosen the number of heeads to be 1 as an interesting case study, since all current LMs use multiple heads.
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config.json
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{
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"_name_or_path": "weights/hummingbird/hummingbird_4th_epoch_full/hummingbird",
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"architectures": [
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"HummingbirdForCausalLM"
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],
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"attention_dropout": 0.0,
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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": 3072,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"max_position_embeddings": 131072,
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"model_type": "hummingbird",
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"num_attention_heads": 1,
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"num_hidden_layers": 10,
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"num_key_value_heads": 1,
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"rms_norm_eps": 1e-06,
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"rope_theta": 10000.0,
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"sliding_window": 3072,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.38.2",
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"use_cache": true,
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"vocab_size": 32000
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"transformers_version": "4.38.2"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:5d9be6dcb51e509b4da01f627d7aecf8225fff016755c1c8fa1a1b064a5a54f6
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size 2280790152
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<s>",
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:b4a769620450e3eb2f535cd5d3e6d354cfc04efbbc5760708aa738cd8fb97e30
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size 1795455
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055
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size 493443
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tokenizer_config.json
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{
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"add_bos_token": true,
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"add_eos_token": false,
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"add_prefix_space": true,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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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": true,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<s>",
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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": false
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}
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