Upload folder using huggingface_hub

.gitattributes

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README.md

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+---
+language:
+- en
+license: mit
+library_name: transformers
+inference:
+  parameters:
+    max_new_tokens: 64
+    do_sample: true
+    temperature: 0.1
+    repetition_penalty: 10
+    no_repeat_ngram_size: 4
+    eta_cutoff: 0.0006
+    renormalize_logits: true
+widget:
+- text: My name is El Microondas the Wise, and
+  example_title: El Microondas
+- text: Kennesaw State University is a public
+  example_title: Kennesaw State University
+- text: Bungie Studios is an American video game developer. They are most famous for
+    developing the award winning Halo series of video games. They also made Destiny.
+    The studio was founded
+  example_title: Bungie
+- text: The Mona Lisa is a world-renowned painting created by
+  example_title: Mona Lisa
+- text: The Harry Potter series, written by J.K. Rowling, begins with the book titled
+  example_title: Harry Potter Series
+- text: 'Question: I have cities, but no houses. I have mountains, but no trees. I
+    have water, but no fish. What am I?
+
+    Answer:'
+  example_title: Riddle
+- text: The process of photosynthesis involves the conversion of
+  example_title: Photosynthesis
+- text: Jane went to the store to buy some groceries. She picked up apples, oranges,
+    and a loaf of bread. When she got home, she realized she forgot
+  example_title: Story Continuation
+- text: 'Problem 2: If a train leaves Station A at 9:00 AM and travels at 60 mph,
+    and another train leaves Station B at 10:00 AM and travels at 80 mph, when will
+    they meet if the distance between the stations is 300 miles?
+
+    To determine'
+  example_title: Math Problem
+- text: In the context of computer programming, an algorithm is
+  example_title: Algorithm Definition
+pipeline_tag: text-generation
+datasets:
+- kenhktsui/minipile_quality_score_v1
+- kenhktsui/simple_wikipedia_LM_quality_score_v1
+- kenhktsui/refinedweb-3m_quality_score_v1
+- kenhktsui/TM-DATA_quality_score_v1
+- kenhktsui/openwebtext_quality_score_v1
+tags:
+- TensorBlock
+- GGUF
+base_model: kenhktsui/nano-phi-115M-v0.1
+model-index:
+- name: nano-phi-115M-v0.1
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: AI2 Reasoning Challenge (25-Shot)
+      type: ai2_arc
+      config: ARC-Challenge
+      split: test
+      args:
+        num_few_shot: 25
+    metrics:
+    - type: acc_norm
+      value: 21.93
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kenhktsui/nano-phi-115M-v0.1
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: HellaSwag (10-Shot)
+      type: hellaswag
+      split: validation
+      args:
+        num_few_shot: 10
+    metrics:
+    - type: acc_norm
+      value: 27.86
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kenhktsui/nano-phi-115M-v0.1
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU (5-Shot)
+      type: cais/mmlu
+      config: all
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 25.34
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kenhktsui/nano-phi-115M-v0.1
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: TruthfulQA (0-shot)
+      type: truthful_qa
+      config: multiple_choice
+      split: validation
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: mc2
+      value: 46
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kenhktsui/nano-phi-115M-v0.1
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: Winogrande (5-shot)
+      type: winogrande
+      config: winogrande_xl
+      split: validation
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 50.83
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kenhktsui/nano-phi-115M-v0.1
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GSM8k (5-shot)
+      type: gsm8k
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 0
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kenhktsui/nano-phi-115M-v0.1
+      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>
+
+## kenhktsui/nano-phi-115M-v0.1 - GGUF
+
+This repo contains GGUF format model files for [kenhktsui/nano-phi-115M-v0.1](https://huggingface.co/kenhktsui/nano-phi-115M-v0.1).
+
+The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b4242](https://github.com/ggerganov/llama.cpp/commit/a6744e43e80f4be6398fc7733a01642c846dce1d).
+
+<div style="text-align: left; margin: 20px 0;">
+    <a href="https://tensorblock.co/waitlist/client" style="display: inline-block; padding: 10px 20px; background-color: #007bff; color: white; text-decoration: none; border-radius: 5px; font-weight: bold;">
+        Run them on the TensorBlock client using your local machine ↗
+    </a>
+</div>
+
+## Prompt template
+
+```
+
+```
+
+## Model file specification
+
+| Filename | Quant type | File Size | Description |
+| -------- | ---------- | --------- | ----------- |
+| [nano-phi-115M-v0.1-Q2_K.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q2_K.gguf) | Q2_K | 0.061 GB | smallest, significant quality loss - not recommended for most purposes |
+| [nano-phi-115M-v0.1-Q3_K_S.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q3_K_S.gguf) | Q3_K_S | 0.067 GB | very small, high quality loss |
+| [nano-phi-115M-v0.1-Q3_K_M.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q3_K_M.gguf) | Q3_K_M | 0.069 GB | very small, high quality loss |
+| [nano-phi-115M-v0.1-Q3_K_L.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q3_K_L.gguf) | Q3_K_L | 0.072 GB | small, substantial quality loss |
+| [nano-phi-115M-v0.1-Q4_0.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q4_0.gguf) | Q4_0 | 0.077 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
+| [nano-phi-115M-v0.1-Q4_K_S.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q4_K_S.gguf) | Q4_K_S | 0.077 GB | small, greater quality loss |
+| [nano-phi-115M-v0.1-Q4_K_M.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q4_K_M.gguf) | Q4_K_M | 0.078 GB | medium, balanced quality - recommended |
+| [nano-phi-115M-v0.1-Q5_0.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q5_0.gguf) | Q5_0 | 0.086 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
+| [nano-phi-115M-v0.1-Q5_K_S.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q5_K_S.gguf) | Q5_K_S | 0.086 GB | large, low quality loss - recommended |
+| [nano-phi-115M-v0.1-Q5_K_M.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q5_K_M.gguf) | Q5_K_M | 0.087 GB | large, very low quality loss - recommended |
+| [nano-phi-115M-v0.1-Q6_K.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q6_K.gguf) | Q6_K | 0.096 GB | very large, extremely low quality loss |
+| [nano-phi-115M-v0.1-Q8_0.gguf](https://huggingface.co/tensorblock/nano-phi-115M-v0.1-GGUF/blob/main/nano-phi-115M-v0.1-Q8_0.gguf) | Q8_0 | 0.124 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/nano-phi-115M-v0.1-GGUF --include "nano-phi-115M-v0.1-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/nano-phi-115M-v0.1-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
+```

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