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@@ -24,14 +24,17 @@ The training was done on 3,072 V100 GPUs provided as part of the INCITE 2023 pro
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  | [RedPajama-INCITE-Base-3B-v1-f16.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-f16.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | F16 | GGML | V3 |
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  | [RedPajama-INCITE-Base-3B-v1-q4_0.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q4_0.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q4_0 | GGML | V3 |
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  | [RedPajama-INCITE-Base-3B-v1-q4_0-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q4_0-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q4_0 | GGJT | V3 |
 
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  | [RedPajama-INCITE-Base-3B-v1-q5_1-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q5_1-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q5_1 | GGJT | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-f16.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-f16.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | F16 | GGML | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-q4_0.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q4_0.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q4_0 | GGML | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-q4_0-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q4_0-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q4_0 | GGJT | V3 |
 
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  | [RedPajama-INCITE-Chat-3B-v1-q5_1-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q5_1-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q5_1 | GGJT | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-f16.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-f16.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | F16 | GGML | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-q4_0.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q4_0.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q4_0 | GGML | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-q4_0-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q4_0-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q4_0 | GGJT | V3 |
 
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  | [RedPajama-INCITE-Instruct-3B-v1-q5_1-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q5_1-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q5_1 | GGJT | V3 |
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  ## Usage
 
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  | [RedPajama-INCITE-Base-3B-v1-f16.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-f16.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | F16 | GGML | V3 |
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  | [RedPajama-INCITE-Base-3B-v1-q4_0.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q4_0.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q4_0 | GGML | V3 |
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  | [RedPajama-INCITE-Base-3B-v1-q4_0-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q4_0-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q4_0 | GGJT | V3 |
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+ | [RedPajama-INCITE-Base-3B-v1-q5_1.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q5_1.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q5_1 | GGML | V3 |
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  | [RedPajama-INCITE-Base-3B-v1-q5_1-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Base-3B-v1-q5_1-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Base-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Base-3B-v1) | Q5_1 | GGJT | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-f16.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-f16.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | F16 | GGML | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-q4_0.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q4_0.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q4_0 | GGML | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-q4_0-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q4_0-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q4_0 | GGJT | V3 |
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+ | [RedPajama-INCITE-Chat-3B-v1-q5_1.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q5_1.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q5_1 | GGML | V3 |
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  | [RedPajama-INCITE-Chat-3B-v1-q5_1-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Chat-3B-v1-q5_1-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Chat-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Chat-3B-v1) | Q5_1 | GGJT | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-f16.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-f16.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | F16 | GGML | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-q4_0.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q4_0.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q4_0 | GGML | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-q4_0-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q4_0-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q4_0 | GGJT | V3 |
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+ | [RedPajama-INCITE-Instruct-3B-v1-q5_1.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q5_1.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q5_1 | GGML | V3 |
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  | [RedPajama-INCITE-Instruct-3B-v1-q5_1-ggjt.bin](https://huggingface.co/rustformers/redpajama-3b-ggml/blob/main/RedPajama-INCITE-Instruct-3B-v1-q5_1-ggjt.bin) | [togethercomputer/RedPajama-INCITE-Instruct-3B-v1](https://huggingface.co/togethercomputer/RedPajama-INCITE-Instruct-3B-v1) | Q5_1 | GGJT | V3 |
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  ## Usage