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TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf

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+ Quantization made by Richard Erkhov.
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+ [Github](https://github.com/RichardErkhov)
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+ [Discord](https://discord.gg/pvy7H8DZMG)
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+
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+ [Request more models](https://github.com/RichardErkhov/quant_request)
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+
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+ TinyLlama-1.1B-intermediate-step-1431k-3T - GGUF
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+ - Model creator: https://huggingface.co/TinyLlama/
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+ - Original model: https://huggingface.co/TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T/
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+
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+
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+ | Name | Quant method | Size |
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+ | ---- | ---- | ---- |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q2_K.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q2_K.gguf) | Q2_K | 0.4GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.IQ3_XS.gguf) | IQ3_XS | 0.44GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.IQ3_S.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.IQ3_S.gguf) | IQ3_S | 0.47GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K_S.gguf) | Q3_K_S | 0.47GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.IQ3_M.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.IQ3_M.gguf) | IQ3_M | 0.48GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K.gguf) | Q3_K | 0.51GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K_M.gguf) | Q3_K_M | 0.51GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q3_K_L.gguf) | Q3_K_L | 0.55GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.IQ4_XS.gguf) | IQ4_XS | 0.57GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_0.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_0.gguf) | Q4_0 | 0.59GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.IQ4_NL.gguf) | IQ4_NL | 0.6GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_K_S.gguf) | Q4_K_S | 0.6GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_K.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_K.gguf) | Q4_K | 0.62GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_K_M.gguf) | Q4_K_M | 0.62GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_1.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q4_1.gguf) | Q4_1 | 0.65GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_0.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_0.gguf) | Q5_0 | 0.71GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_K_S.gguf) | Q5_K_S | 0.71GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_K.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_K.gguf) | Q5_K | 0.73GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_K_M.gguf) | Q5_K_M | 0.73GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_1.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q5_1.gguf) | Q5_1 | 0.77GB |
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+ | [TinyLlama-1.1B-intermediate-step-1431k-3T.Q6_K.gguf](https://huggingface.co/RichardErkhov/TinyLlama_-_TinyLlama-1.1B-intermediate-step-1431k-3T-gguf/blob/main/TinyLlama-1.1B-intermediate-step-1431k-3T.Q6_K.gguf) | Q6_K | 0.84GB |
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+
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+
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+
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+
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+ Original model description:
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+ ---
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+ license: apache-2.0
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+ datasets:
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+ - cerebras/SlimPajama-627B
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+ - bigcode/starcoderdata
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+ language:
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+ - en
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+ ---
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+ <div align="center">
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+
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+ # TinyLlama-1.1B
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+ </div>
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+
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+ https://github.com/jzhang38/TinyLlama
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+ The TinyLlama project aims to **pretrain** a **1.1B Llama model on 3 trillion tokens**. With some proper optimization, we can achieve this within a span of "just" 90 days using 16 A100-40G GPUs 🚀🚀. The training has started on 2023-09-01.
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+
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+ <div align="center">
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+ <img src="./TinyLlama_logo.png" width="300"/>
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+ </div>
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+
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+ We adopted exactly the same architecture and tokenizer as Llama 2. This means TinyLlama can be plugged and played in many open-source projects built upon Llama. Besides, TinyLlama is compact with only 1.1B parameters. This compactness allows it to cater to a multitude of applications demanding a restricted computation and memory footprint.
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+
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+ #### This Collection
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+ This collection contains all checkpoints after the 1T fix. Branch name indicates the step and number of tokens seen.
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+
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+ #### Eval
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+
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+ | Model | Pretrain Tokens | HellaSwag | Obqa | WinoGrande | ARC_c | ARC_e | boolq | piqa | avg |
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+ |-------------------------------------------|-----------------|-----------|------|------------|-------|-------|-------|------|-----|
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+ | Pythia-1.0B | 300B | 47.16 | 31.40| 53.43 | 27.05 | 48.99 | 60.83 | 69.21 | 48.30 |
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+ | TinyLlama-1.1B-intermediate-step-50K-104b | 103B | 43.50 | 29.80| 53.28 | 24.32 | 44.91 | 59.66 | 67.30 | 46.11|
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+ | TinyLlama-1.1B-intermediate-step-240k-503b| 503B | 49.56 |31.40 |55.80 |26.54 |48.32 |56.91 |69.42 | 48.28 |
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+ | TinyLlama-1.1B-intermediate-step-480k-1007B | 1007B | 52.54 | 33.40 | 55.96 | 27.82 | 52.36 | 59.54 | 69.91 | 50.22 |
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+ | TinyLlama-1.1B-intermediate-step-715k-1.5T | 1.5T | 53.68 | 35.20 | 58.33 | 29.18 | 51.89 | 59.08 | 71.65 | 51.29 |
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+ | TinyLlama-1.1B-intermediate-step-955k-2T | 2T | 54.63 | 33.40 | 56.83 | 28.07 | 54.67 | 63.21 | 70.67 | 51.64 |
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+ | TinyLlama-1.1B-intermediate-step-1195k-2.5T | 2.5T | 58.96 | 34.40 | 58.72 | 31.91 | 56.78 | 63.21 | 73.07 | 53.86|
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+ | TinyLlama-1.1B-intermediate-step-1431k-3T | 3T | 59.20 | 36.00 | 59.12 | 30.12 | 55.25 | 57.83 | 73.29 | 52.99|
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+