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README.md

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+---
+language:
+- en
+license: llama3.2
+tags:
+- shining-valiant
+- shining-valiant-2
+- valiant
+- valiant-labs
+- llama
+- llama-3.2
+- llama-3.2-instruct
+- llama-3.2-instruct-3b
+- llama-3
+- llama-3-instruct
+- llama-3-instruct-3b
+- 3b
+- science
+- physics
+- biology
+- chemistry
+- compsci
+- computer-science
+- engineering
+- technical
+- conversational
+- chat
+- instruct
+- llama-cpp
+- gguf-my-repo
+base_model: ValiantLabs/Llama3.2-3B-ShiningValiant2
+datasets:
+- sequelbox/Celestia
+- sequelbox/Spurline
+- sequelbox/Supernova
+pipeline_tag: text-generation
+model_type: llama
+model-index:
+- name: Llama3.2-3B-ShiningValiant2
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: Winogrande (5-shot)
+      type: winogrande
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 69.14
+      name: acc
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU College Biology (5-shot)
+      type: mmlu
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 64.58
+      name: acc
+    - type: acc
+      value: 70.32
+      name: acc
+    - type: acc
+      value: 44.0
+      name: acc
+    - type: acc
+      value: 50.25
+      name: acc
+    - type: acc
+      value: 42.16
+      name: acc
+    - type: acc
+      value: 35.76
+      name: acc
+    - type: acc
+      value: 53.19
+      name: acc
+    - type: acc
+      value: 53.0
+      name: acc
+    - type: acc
+      value: 61.0
+      name: acc
+    - type: acc
+      value: 60.53
+      name: acc
+  - 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: 48.9
+      name: strict accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=ValiantLabs/Llama3.2-3B-ShiningValiant2
+      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: 19.11
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=ValiantLabs/Llama3.2-3B-ShiningValiant2
+      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: 9.14
+      name: exact match
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=ValiantLabs/Llama3.2-3B-ShiningValiant2
+      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: 3.02
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=ValiantLabs/Llama3.2-3B-ShiningValiant2
+      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: 5.49
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=ValiantLabs/Llama3.2-3B-ShiningValiant2
+      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: 19.1
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=ValiantLabs/Llama3.2-3B-ShiningValiant2
+      name: Open LLM Leaderboard
+---
+
+# Triangle104/Llama3.2-3B-ShiningValiant2-Q4_K_S-GGUF
+This model was converted to GGUF format from [`ValiantLabs/Llama3.2-3B-ShiningValiant2`](https://huggingface.co/ValiantLabs/Llama3.2-3B-ShiningValiant2) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
+Refer to the [original model card](https://huggingface.co/ValiantLabs/Llama3.2-3B-ShiningValiant2) for more details on the model.
+
+## Use with llama.cpp
+Install llama.cpp through brew (works on Mac and Linux)
+
+```bash
+brew install llama.cpp
+
+```
+Invoke the llama.cpp server or the CLI.
+
+### CLI:
+```bash
+llama-cli --hf-repo Triangle104/Llama3.2-3B-ShiningValiant2-Q4_K_S-GGUF --hf-file llama3.2-3b-shiningvaliant2-q4_k_s.gguf -p "The meaning to life and the universe is"
+```
+
+### Server:
+```bash
+llama-server --hf-repo Triangle104/Llama3.2-3B-ShiningValiant2-Q4_K_S-GGUF --hf-file llama3.2-3b-shiningvaliant2-q4_k_s.gguf -c 2048
+```
+
+Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.
+
+Step 1: Clone llama.cpp from GitHub.
+```
+git clone https://github.com/ggerganov/llama.cpp
+```
+
+Step 2: Move into the llama.cpp folder and build it with `LLAMA_CURL=1` flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).
+```
+cd llama.cpp && LLAMA_CURL=1 make
+```
+
+Step 3: Run inference through the main binary.
+```
+./llama-cli --hf-repo Triangle104/Llama3.2-3B-ShiningValiant2-Q4_K_S-GGUF --hf-file llama3.2-3b-shiningvaliant2-q4_k_s.gguf -p "The meaning to life and the universe is"
+```
+or 
+```
+./llama-server --hf-repo Triangle104/Llama3.2-3B-ShiningValiant2-Q4_K_S-GGUF --hf-file llama3.2-3b-shiningvaliant2-q4_k_s.gguf -c 2048
+```