Upload folder using huggingface_hub

.gitattributes

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README.md

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+---
+license: gemma
+library_name: transformers
+tags:
+- gemma-2
+- TensorBlock
+- GGUF
+base_model: anthracite-org/magnum-v3-27b-kto
+pipeline_tag: text-generation
+model-index:
+- name: magnum-v3-27b-kto
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: IFEval (0-Shot)
+      type: HuggingFaceH4/ifeval
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: inst_level_strict_acc and prompt_level_strict_acc
+      value: 56.75
+      name: strict accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v3-27b-kto
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: BBH (3-Shot)
+      type: BBH
+      args:
+        num_few_shot: 3
+    metrics:
+    - type: acc_norm
+      value: 41.16
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v3-27b-kto
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MATH Lvl 5 (4-Shot)
+      type: hendrycks/competition_math
+      args:
+        num_few_shot: 4
+    metrics:
+    - type: exact_match
+      value: 15.48
+      name: exact match
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v3-27b-kto
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GPQA (0-shot)
+      type: Idavidrein/gpqa
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 14.09
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v3-27b-kto
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MuSR (0-shot)
+      type: TAUR-Lab/MuSR
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 9.92
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v3-27b-kto
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU-PRO (5-shot)
+      type: TIGER-Lab/MMLU-Pro
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 35.98
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=anthracite-org/magnum-v3-27b-kto
+      name: Open LLM Leaderboard
+---
+
+<div style="width: auto; margin-left: auto; margin-right: auto">
+<img src="https://i.imgur.com/jC7kdl8.jpeg" alt="TensorBlock" style="width: 100%; min-width: 400px; display: block; margin: auto;">
+</div>
+<div style="display: flex; justify-content: space-between; width: 100%;">
+    <div style="display: flex; flex-direction: column; align-items: flex-start;">
+        <p style="margin-top: 0.5em; margin-bottom: 0em;">
+            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>
+        </p>
+    </div>
+</div>
+
+## anthracite-org/magnum-v3-27b-kto - GGUF
+
+This repo contains GGUF format model files for [anthracite-org/magnum-v3-27b-kto](https://huggingface.co/anthracite-org/magnum-v3-27b-kto).
+
+The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b4011](https://github.com/ggerganov/llama.cpp/commit/a6744e43e80f4be6398fc7733a01642c846dce1d).
+
+## Prompt template
+
+```
+<|im_start|>system
+{system_prompt}<|im_end|>
+<|im_start|>user
+{prompt}<|im_end|>
+<|im_start|>assistant
+```
+
+## Model file specification
+
+| Filename | Quant type | File Size | Description |
+| -------- | ---------- | --------- | ----------- |
+| [magnum-v3-27b-kto-Q2_K.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q2_K.gguf) | Q2_K | 9.732 GB | smallest, significant quality loss - not recommended for most purposes |
+| [magnum-v3-27b-kto-Q3_K_S.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q3_K_S.gguf) | Q3_K_S | 11.333 GB | very small, high quality loss |
+| [magnum-v3-27b-kto-Q3_K_M.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q3_K_M.gguf) | Q3_K_M | 12.503 GB | very small, high quality loss |
+| [magnum-v3-27b-kto-Q3_K_L.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q3_K_L.gguf) | Q3_K_L | 13.522 GB | small, substantial quality loss |
+| [magnum-v3-27b-kto-Q4_0.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q4_0.gguf) | Q4_0 | 14.555 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
+| [magnum-v3-27b-kto-Q4_K_S.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q4_K_S.gguf) | Q4_K_S | 14.658 GB | small, greater quality loss |
+| [magnum-v3-27b-kto-Q4_K_M.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q4_K_M.gguf) | Q4_K_M | 15.502 GB | medium, balanced quality - recommended |
+| [magnum-v3-27b-kto-Q5_0.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q5_0.gguf) | Q5_0 | 17.587 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
+| [magnum-v3-27b-kto-Q5_K_S.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q5_K_S.gguf) | Q5_K_S | 17.587 GB | large, low quality loss - recommended |
+| [magnum-v3-27b-kto-Q5_K_M.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q5_K_M.gguf) | Q5_K_M | 18.075 GB | large, very low quality loss - recommended |
+| [magnum-v3-27b-kto-Q6_K.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q6_K.gguf) | Q6_K | 20.809 GB | very large, extremely low quality loss |
+| [magnum-v3-27b-kto-Q8_0.gguf](https://huggingface.co/tensorblock/magnum-v3-27b-kto-GGUF/tree/main/magnum-v3-27b-kto-Q8_0.gguf) | Q8_0 | 26.950 GB | very large, extremely low quality loss - not recommended |
+
+
+## Downloading instruction
+
+### Command line
+
+Firstly, install Huggingface Client
+
+```shell
+pip install -U "huggingface_hub[cli]"
+```
+
+Then, downoad the individual model file the a local directory
+
+```shell
+huggingface-cli download tensorblock/magnum-v3-27b-kto-GGUF --include "magnum-v3-27b-kto-Q2_K.gguf" --local-dir MY_LOCAL_DIR
+```
+
+If you wanna download multiple model files with a pattern (e.g., `*Q4_K*gguf`), you can try:
+
+```shell
+huggingface-cli download tensorblock/magnum-v3-27b-kto-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
+```

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