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+ ---
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+ - Netherlands
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+ - Sint Maarten (Dutch-part)
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+ - Syrian Arab Republic
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+ - Turks and Caicos Islands
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+ - Chad
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+ - Togo
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+ - Thailand
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+ - Tajikistan
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+ - Tokelau
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+ - Timor Leste
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+ - Trinidad and Tobago
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+ - Tunisia
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+ - Turkey
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+ - Taiwan
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+ - United Republic of Tanzania
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+ - Uganda
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+ - Ukraine
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+ - United States Minor Outlying Islands
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+ - Uruguay
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+ - United-States
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+ - Uzbekistan
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+ - Holy See (Vatican City State)
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+ - Saint Vincent and the Grenadines
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+ - Bolivarian Republic of Venezuela
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+ - Virgin Islands British
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+ - Virgin Islands U.S.
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+ - VietNam
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+ - Vanuatu
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+ - Wallis and Futuna
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+ - Samoa
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+ - Yemen
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+ - South Africa
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+ - Zambia
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+ - Zimbabwe
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+ I agree to use this model for non-commercial use ONLY: checkbox
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+ tags:
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+ - TensorBlock
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+ - GGUF
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+ base_model: CohereLabs/aya-23-35B
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+ ---
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+
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+ <div style="width: auto; margin-left: auto; margin-right: auto">
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+ <img src="https://i.imgur.com/jC7kdl8.jpeg" alt="TensorBlock" style="width: 100%; min-width: 400px; display: block; margin: auto;">
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+ </div>
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+ <div style="display: flex; justify-content: space-between; width: 100%;">
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+ <div style="display: flex; flex-direction: column; align-items: flex-start;">
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+ <p style="margin-top: 0.5em; margin-bottom: 0em;">
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+ Feedback and support: TensorBlock's <a href="https://x.com/tensorblock_aoi">Twitter/X</a>, <a href="https://t.me/TensorBlock">Telegram Group</a> and <a href="https://x.com/tensorblock_aoi">Discord server</a>
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+ </p>
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+ </div>
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+ </div>
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+
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+ ## CohereLabs/aya-23-35B - GGUF
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+
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+ This repo contains GGUF format model files for [CohereLabs/aya-23-35B](https://huggingface.co/CohereLabs/aya-23-35B).
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+
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+ The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b5165](https://github.com/ggml-org/llama.cpp/commit/1d735c0b4fa0551c51c2f4ac888dd9a01f447985).
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+
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+ ## Our projects
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+ <table border="1" cellspacing="0" cellpadding="10">
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+ <tr>
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+ <th style="font-size: 25px;">Awesome MCP Servers</th>
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+ <th style="font-size: 25px;">TensorBlock Studio</th>
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+ </tr>
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+ <tr>
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+ <th><img src="https://imgur.com/2Xov7B7.jpeg" alt="Project A" width="450"/></th>
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+ <th><img src="https://imgur.com/pJcmF5u.jpeg" alt="Project B" width="450"/></th>
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+ </tr>
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+ <tr>
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+ <th>A comprehensive collection of Model Context Protocol (MCP) servers.</th>
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+ <th>A lightweight, open, and extensible multi-LLM interaction studio.</th>
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+ </tr>
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+ <tr>
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+ <th>
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+ <a href="https://github.com/TensorBlock/awesome-mcp-servers" target="_blank" style="
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+ display: inline-block;
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+ padding: 8px 16px;
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+ background-color: #FF7F50;
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+ color: white;
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+ text-decoration: none;
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+ border-radius: 6px;
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+ font-weight: bold;
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+ font-family: sans-serif;
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+ ">👀 See what we built 👀</a>
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+ </th>
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+ <th>
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+ <a href="https://github.com/TensorBlock/TensorBlock-Studio" target="_blank" style="
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+ display: inline-block;
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+ padding: 8px 16px;
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+ background-color: #FF7F50;
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+ color: white;
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+ text-decoration: none;
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+ border-radius: 6px;
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+ font-weight: bold;
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+ font-family: sans-serif;
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+ ">👀 See what we built 👀</a>
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+ </th>
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+ </tr>
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+ </table>
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+
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+ ## Prompt template
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+
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+ ```
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+ <BOS_TOKEN><|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>{system_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
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+ ```
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+
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+ ## Model file specification
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+
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+ | Filename | Quant type | File Size | Description |
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+ | -------- | ---------- | --------- | ----------- |
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+ | [aya-23-35B-Q2_K.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q2_K.gguf) | Q2_K | 13.817 GB | smallest, significant quality loss - not recommended for most purposes |
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+ | [aya-23-35B-Q3_K_S.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q3_K_S.gguf) | Q3_K_S | 15.862 GB | very small, high quality loss |
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+ | [aya-23-35B-Q3_K_M.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q3_K_M.gguf) | Q3_K_M | 17.618 GB | very small, high quality loss |
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+ | [aya-23-35B-Q3_K_L.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q3_K_L.gguf) | Q3_K_L | 19.149 GB | small, substantial quality loss |
368
+ | [aya-23-35B-Q4_0.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q4_0.gguf) | Q4_0 | 20.229 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
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+ | [aya-23-35B-Q4_K_S.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q4_K_S.gguf) | Q4_K_S | 20.378 GB | small, greater quality loss |
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+ | [aya-23-35B-Q4_K_M.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q4_K_M.gguf) | Q4_K_M | 21.527 GB | medium, balanced quality - recommended |
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+ | [aya-23-35B-Q5_0.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q5_0.gguf) | Q5_0 | 24.340 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
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+ | [aya-23-35B-Q5_K_S.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q5_K_S.gguf) | Q5_K_S | 24.340 GB | large, low quality loss - recommended |
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+ | [aya-23-35B-Q5_K_M.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q5_K_M.gguf) | Q5_K_M | 25.008 GB | large, very low quality loss - recommended |
374
+ | [aya-23-35B-Q6_K.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q6_K.gguf) | Q6_K | 28.707 GB | very large, extremely low quality loss |
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+ | [aya-23-35B-Q8_0.gguf](https://huggingface.co/tensorblock/CohereLabs_aya-23-35B-GGUF/blob/main/aya-23-35B-Q8_0.gguf) | Q8_0 | 37.179 GB | very large, extremely low quality loss - not recommended |
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+
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+
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+ ## Downloading instruction
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+
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+ ### Command line
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+
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+ Firstly, install Huggingface Client
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+
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+ ```shell
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+ pip install -U "huggingface_hub[cli]"
386
+ ```
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+
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+ Then, downoad the individual model file the a local directory
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+
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+ ```shell
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+ huggingface-cli download tensorblock/CohereLabs_aya-23-35B-GGUF --include "aya-23-35B-Q2_K.gguf" --local-dir MY_LOCAL_DIR
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+ ```
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+
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+ If you wanna download multiple model files with a pattern (e.g., `*Q4_K*gguf`), you can try:
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+
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+ ```shell
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+ huggingface-cli download tensorblock/CohereLabs_aya-23-35B-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
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+ ```
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