LouisML commited on
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fix safetensors metadata

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README.md CHANGED
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  ---
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- license: mit
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: apache-2.0
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+ datasets:
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+ - togethercomputer/RedPajama-Data-1T-Sample
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+ language:
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+ - en
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+ tags:
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+ - llama
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+ - llama 2
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  ---
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+ # TinyLlama-1.1B-32k
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+
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+ 32k context finetune of TinyLlama-1.1B using increased rope theta (rope frequency base) meant to serve as a long-context speculative decoding model.
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+
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+ Created using [TinyLlama-1.1B](https://huggingface.co/TinyLlama/tinyLlama-intermediate-checkpoints-after-1T-token) and further pretraining at 32768 context length on [togethercomputer/RedPajama-Data-1T-Sample](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T-Sample).
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+
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+ Of note, the base checkpoint used was from commit "final model" fad4f1a5cd0563ac41349b8fec2e6e51156568a0 which was subsequently reverted, and not the current main branch 3T checkpoint of TinyLlama-1.1B.
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+
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+ ### Wikitext (wikitext-2-raw-v1_train) Perplexity (64 rows) as evaluated via [exllamav2](https://github.com/turboderp/exllamav2):
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+
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+ | Model | 2048 | 4096 | 8192 | 16384 | 32768 |
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+ | ---------------------- | ---------- | ---------- | ---------- | ---------- | ---------- |
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+ | TinyLlama-1.1B | **8.5633** | 208.3586 | 863.7507 | 1600.5021 | 6981.9021 |
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+ | **TinyLlama-1.1B-32k** | 8.6548 | **7.8339** | **7.4904** | **7.3674** | **7.1338** |
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+
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+ ### Evaluation on HumanEval by [turboderp](https://huggingface.co/turboderp):
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+
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+ | Model | Pass@1 | Pass@10 |
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+ | -------------------------------------- | --------------- | ----------- |
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+ | TinyLlama-1.1B | **0.0841** | **0.1524** |
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+ | TinyLlama-1.1B (NTK alpha=7.7) | 0.0598 | 0.1098 |
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+ | TinyLlama-1.1B-32k-ckpt-554 | 0.0732 | 0.1402 |
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+ | **TinyLlama-1.1B-32k** | 0.0829 | **0.1524** |
config.json ADDED
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+ {
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+ "_name_or_path": "./models/TinyLlama-1.1B",
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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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+ "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": 2048,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 5632,
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+ "max_position_embeddings": 32768,
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+ "model_type": "llama",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 22,
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+ "num_key_value_heads": 4,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-05,
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+ "rope_scaling": null,
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+ "rope_theta": 1000000.0,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.36.2",
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+ "use_cache": false,
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+ "vocab_size": 32000
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+ }
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+ "bos_token_id": 1,
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+ "max_length": 2048,
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+ "pad_token_id": 0,
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+ "transformers_version": "4.36.2"
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+ }
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