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--- |
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base_model: internlm/internlm2-math-plus-mixtral8x22b |
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inference: false |
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language: |
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- en |
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- zh |
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library_name: gguf |
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license: other |
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pipeline_tag: text-generation |
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quantized_by: legraphista |
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tags: |
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- math |
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- quantized |
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- GGUF |
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- imatrix |
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- quantization |
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- imat |
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- imatrix |
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- static |
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--- |
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# internlm2-math-plus-mixtral8x22b-IMat-GGUF |
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_Llama.cpp imatrix quantization of internlm/internlm2-math-plus-mixtral8x22b_ |
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Original Model: [internlm/internlm2-math-plus-mixtral8x22b](https://huggingface.co/internlm/internlm2-math-plus-mixtral8x22b) |
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Original dtype: `BF16` (`bfloat16`) |
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Quantized by: llama.cpp [b3010](https://github.com/ggerganov/llama.cpp/releases/tag/b3010) |
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IMatrix dataset: [here](https://gist.githubusercontent.com/legraphista/d6d93f1a254bcfc58e0af3777eaec41e/raw/d380e7002cea4a51c33fffd47db851942754e7cc/imatrix.calibration.medium.raw) |
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- [internlm2-math-plus-mixtral8x22b-IMat-GGUF](#internlm2-math-plus-mixtral8x22b-imat-gguf) |
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- [Files](#files) |
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- [IMatrix](#imatrix) |
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- [Common Quants](#common-quants) |
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- [All Quants](#all-quants) |
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- [Downloading using huggingface-cli](#downloading-using-huggingface-cli) |
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- [Inference](#inference) |
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- [Simple chat template](#simple-chat-template) |
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- [Chat template with system prompt](#chat-template-with-system-prompt) |
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- [Llama.cpp](#llama-cpp) |
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- [FAQ](#faq) |
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- [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere) |
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- [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf) |
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--- |
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## Files |
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### IMatrix |
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Status: β
Available |
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Link: [here](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/blob/main/imatrix.dat) |
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### Common Quants |
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| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | |
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| -------- | ---------- | --------- | ------ | ------------ | -------- | |
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| [internlm2-math-plus-mixtral8x22b.Q8_0/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q8_0) | Q8_0 | 149.42GB | β
Available | βͺ Static | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q6_K/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q6_K) | Q6_K | 115.54GB | β
Available | βͺ Static | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q4_K/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q4_K) | Q4_K | 85.59GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q3_K/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q3_K) | Q3_K | 67.80GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q2_K/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q2_K) | Q2_K | 52.11GB | β
Available | π’ IMatrix | β Yes |
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### All Quants |
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| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | |
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| -------- | ---------- | --------- | ------ | ------------ | -------- | |
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| [internlm2-math-plus-mixtral8x22b.BF16/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.BF16) | BF16 | 281.25GB | β
Available | βͺ Static | β Yes |
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| [internlm2-math-plus-mixtral8x22b.FP16/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.FP16) | F16 | 281.25GB | β
Available | βͺ Static | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q5_K/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q5_K) | Q5_K | 99.97GB | β
Available | βͺ Static | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q5_K_S/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q5_K_S) | Q5_K_S | 96.98GB | β
Available | βͺ Static | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q4_K_S/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q4_K_S) | Q4_K_S | 80.48GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q3_K_L/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q3_K_L) | Q3_K_L | 72.59GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q3_K_S/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q3_K_S) | Q3_K_S | 61.50GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.Q2_K_S/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.Q2_K_S) | Q2_K_S | 48.09GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ4_NL/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ4_NL) | IQ4_NL | 79.78GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ4_XS/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ4_XS) | IQ4_XS | 75.48GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ3_M/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ3_M) | IQ3_M | 64.50GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ3_S/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ3_S) | IQ3_S | 61.50GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ3_XS/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ3_XS) | IQ3_XS | 58.23GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ3_XXS/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ3_XXS) | IQ3_XXS | 54.91GB | β
Available | π’ IMatrix | β Yes |
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| [internlm2-math-plus-mixtral8x22b.IQ2_M/*](https://huggingface.co/legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF/tree/main/internlm2-math-plus-mixtral8x22b.IQ2_M) | IQ2_M | 46.71GB | β
Available | π’ IMatrix | β Yes |
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| internlm2-math-plus-mixtral8x22b.IQ2_S | IQ2_S | - | β³ Processing | π’ IMatrix | - |
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| internlm2-math-plus-mixtral8x22b.IQ2_XS | IQ2_XS | - | β³ Processing | π’ IMatrix | - |
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| internlm2-math-plus-mixtral8x22b.IQ2_XXS | IQ2_XXS | - | β³ Processing | π’ IMatrix | - |
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| internlm2-math-plus-mixtral8x22b.IQ1_M | IQ1_M | - | β³ Processing | π’ IMatrix | - |
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| internlm2-math-plus-mixtral8x22b.IQ1_S | IQ1_S | - | β³ Processing | π’ IMatrix | - |
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## Downloading using huggingface-cli |
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If you do not have hugginface-cli installed: |
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``` |
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pip install -U "huggingface_hub[cli]" |
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``` |
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Download the specific file you want: |
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``` |
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huggingface-cli download legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF --include "internlm2-math-plus-mixtral8x22b.Q8_0.gguf" --local-dir ./ |
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``` |
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If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run: |
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``` |
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huggingface-cli download legraphista/internlm2-math-plus-mixtral8x22b-IMat-GGUF --include "internlm2-math-plus-mixtral8x22b.Q8_0/*" --local-dir internlm2-math-plus-mixtral8x22b.Q8_0 |
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# see FAQ for merging GGUF's |
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``` |
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--- |
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## Inference |
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### Simple chat template |
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``` |
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<s>[INST] Can you provide ways to eat combinations of bananas and dragonfruits? [/INST] Sure! Here are some ways to eat bananas and dragonfruits together: |
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1. Banana and dragonfruit smoothie: Blend bananas and dragonfruits together with some milk and honey. |
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2. Banana and dragonfruit salad: Mix sliced bananas and dragonfruits together with some lemon juice and honey. </s><s>[INST] What about solving an 2x + 3 = 7 equation? [/INST] |
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``` |
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### Chat template with system prompt |
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``` |
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<s>[INST] <<SYS>> |
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You are a helpful AI. |
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<</SYS>> |
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Can you provide ways to eat combinations of bananas and dragonfruits? [/INST] Sure! Here are some ways to eat bananas and dragonfruits together: |
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1. Banana and dragonfruit smoothie: Blend bananas and dragonfruits together with some milk and honey. |
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2. Banana and dragonfruit salad: Mix sliced bananas and dragonfruits together with some lemon juice and honey. </s><s>[INST] What about solving an 2x + 3 = 7 equation? [/INST] |
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``` |
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### Llama.cpp |
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``` |
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llama.cpp/main -m internlm2-math-plus-mixtral8x22b.Q8_0.gguf --color -i -p "prompt here (according to the chat template)" |
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``` |
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--- |
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## FAQ |
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### Why is the IMatrix not applied everywhere? |
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According to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1993iro/ggufs_quants_can_punch_above_their_weights_now/), it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results). |
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### How do I merge a split GGUF? |
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1. Make sure you have `gguf-split` available |
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- To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases |
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- Download the appropriate zip for your system from the latest release |
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- Unzip the archive and you should be able to find `gguf-split` |
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2. Locate your GGUF chunks folder (ex: `internlm2-math-plus-mixtral8x22b.Q8_0`) |
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3. Run `gguf-split --merge internlm2-math-plus-mixtral8x22b.Q8_0/internlm2-math-plus-mixtral8x22b.Q8_0-00001-of-XXXXX.gguf internlm2-math-plus-mixtral8x22b.Q8_0.gguf` |
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- Make sure to point `gguf-split` to the first chunk of the split. |
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--- |
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Got a suggestion? Ping me [@legraphista](https://x.com/legraphista)! |