README.md

---
base_model: benhaotang/phi4-qwq-sky-t1
library_name: transformers
tags:
- mergekit
- merge
- llama-cpp
- gguf-my-repo
datasets:
- NovaSky-AI/Sky-T1_data_17k
---

# benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF
This model was converted to GGUF format from [`benhaotang/phi4-qwq-sky-t1`](https://huggingface.co/benhaotang/phi4-qwq-sky-t1) 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/benhaotang/phi4-qwq-sky-t1) for more details on the model.

## Use with ollama

- via Huggingface without system prompt

```
ollama run hf.co/benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF
```

- via Modelfile with suggested settings

```go
FROM ./phi4-qwq-sky-t1-Q6_K-GGUF/phi4-qwq-sky-t1-q6_k.gguf
TEMPLATE """{{- range $i, $_ := .Messages }}
{{- $last := eq (len (slice $.Messages $i)) 1 -}}
<|im_start|>{{ .Role }}<|im_sep|>
{{ .Content }}{{ if not $last }}<|im_end|>
{{ end }}
{{- if and (ne .Role "assistant") $last }}<|im_end|>
<|im_start|>assistant<|im_sep|>
{{ end }}
{{- end }}"""
PARAMETER stop <|im_start|>
PARAMETER stop <|im_end|>
PARAMETER stop <|im_sep|>
PARAMETER num_ctx 16384
SYSTEM """Your role as an assistant involves thoroughly exploring questions through a systematic long thinking process before providing the final precise and accurate solutions. This requires engaging in a comprehensive cycle of analysis, summarizing, exploration, reassessment, reflection, backtracing, and iteration to develop well-considered thinking process.

Please structure your response into two main sections: Thought and Solution.

In the Thought section, detail your reasoning process using the specified format:

“‘
<|begin_of_thought|>
{thought with steps separated with "\n\n"}
<|end_of_thought|>
”’

Each step should include detailed considerations such as analisying questions, summarizing relevant findings, brainstorming new ideas, verifying the accuracy of the current steps, refining any errors, and revisiting previous steps.

In the Solution section, based on various attempts, explorations, and reflections from the Thought section, systematically present the final solution that you deem correct. The solution should remain a logical, accurate, concise expression style and detail necessary step needed to reach the conclusion, formatted as follows:
“‘
<|begin_of_solution|>
{final formatted, precise, and clear solution}
<|end_of_solution|>
”’
Now, try to solve the following question through the above guidelines:
"""
LICENSE """Microsoft.
Copyright (c) Microsoft Corporation.

MIT License

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE."""
```

## 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 benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF --hf-file phi4-qwq-sky-t1-q4_k_m.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF --hf-file phi4-qwq-sky-t1-q4_k_m.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 benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF --hf-file phi4-qwq-sky-t1-q4_k_m.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF --hf-file phi4-qwq-sky-t1-q4_k_m.gguf -c 2048
```