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MIT License
Copyright (c) 2025 FableForge Contributors
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.

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---
license: apache-2.0
language:
- en
library_name: transformers
pipeline_tag: text-generation
tags:
- 1.5b
- commands
- devops
- fableforge
- gguf
- imatrix
- llama.cpp
- lm-studio
- ollama
- shell
- sysadmin
- terminal
- text-generation
- uncensored
---
# ShellWhisperer-1.5B
> **Natural language → precise bash commands. Tiny, fast, uncensored.**
[![Downloads](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fhuggingface.co%2Fapi%2Fmodels%2Ffableforge-ai%2FShellWhisperer-1.5B&query=downloads&label=downloads&color=blue)](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B) [![Demos](https://img.shields.io/badge/🤗-Live%20Demos-orange)](https://huggingface.co/spaces/fableforge-ai/fableforge-nexus)
Base model: [Qwen/Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) · Part of the **FableForge** ecosystem.
---
## ⚡ Quickest start — Ollama (these pulls credit the source, not a mirror)
```bash
ollama run hf.co/fableforge-ai/ShellWhisperer-1.5B:Q4_K_M
```
## 🦙 llama.cpp
```bash
llama-cli -hf fableforge-ai/ShellWhisperer-1.5B:Q4_K_M -p "Hello!"
```
## 💠 LM Studio
Search **`fableforge-ai/ShellWhisperer-1.5B`** and pick a quant below.
---
## 📦 Provided quants (download one file, not the whole repo)
| File | Quant | Size | Notes |
| ---- | ----- | ---- | ----- |
| [shellwhisperer-1.5b-f16.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-f16.gguf) | `F16` | 3.09 GB | Full precision (unquantized). Reference / conversion. |
| [shellwhisperer-1.5b-Q8_0.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q8_0.gguf) | `Q8_0` | 1.65 GB | Extremely high quality — usually overkill. |
| [shellwhisperer-1.5b-Q6_K.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q6_K.gguf) | `Q6_K` | 1.27 GB | Very high quality, near-perfect. **Recommended** if you have the RAM. |
| [shellwhisperer-1.5b-Q5_K_M.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q5_K_M.gguf) | `Q5_K_M` | 1.13 GB | High quality. **Recommended.** |
| [shellwhisperer-1.5b-Q4_K_M.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q4_K_M.gguf) | `Q4_K_M` | 0.99 GB | ⭐ **Best size/quality balance — default pick for most users.** |
| [shellwhisperer-1.5b-IQ4_XS.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-IQ4_XS.gguf) | `IQ4_XS` | 0.90 GB | imatrix — great quality, smaller than Q4_K_S. **Recommended for low RAM.** |
| [shellwhisperer-1.5b-Q4_0.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q4_0.gguf) | `Q4_0` | 0.93 GB | Legacy format — prefer Q4_K_M. |
| [shellwhisperer-1.5b-Q3_K_M.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q3_K_M.gguf) | `Q3_K_M` | 0.82 GB | Lower quality; usable when RAM is tight. |
| [shellwhisperer-1.5b-IQ3_XXS.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-IQ3_XXS.gguf) | `IQ3_XXS` | 0.67 GB | imatrix very low quality. |
| [shellwhisperer-1.5b-Q2_K.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-Q2_K.gguf) | `Q2_K` | 0.68 GB | Very low quality — surprisingly usable. |
| [shellwhisperer-1.5b-IQ2_XXS.gguf](https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B/blob/main/shellwhisperer-1.5b-IQ2_XXS.gguf) | `IQ2_XXS` | 0.51 GB | Tiny imatrix — last resort. |
**Not sure?** Take **`Q4_K_M`**. Low RAM → **`IQ4_XS`**. Max quality → **`Q6_K`**.
## 🧠 Prompt format (ChatML)
```
<|im_start|>system
{system_prompt}<|im_end|>
<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant
```
## 🌌 See it live — the FableForge demos
This family powers a galaxy of free, interactive HF Spaces:
- 🧭 [FableForge Nexus](https://huggingface.co/spaces/fableforge-ai/fableforge-nexus)
- 🍺 [Infinite NPC](https://huggingface.co/spaces/fableforge-ai/infinite-npc)
- 🎭 [Dual-GM](https://huggingface.co/spaces/King3Djbl/dual-gm-simulator)
- 💻 [ShellWhisperer](https://huggingface.co/spaces/King3Djbl/shellwhisperer-terminal)
- 👻 [Ghost Writer](https://huggingface.co/spaces/fableforge-ai/ghost-writer)
## Citation
```bibtex
@misc{shellwhisperer1.5b2024,
title={ShellWhisperer-1.5B: Agent Orchestration via Fine-Tuned Language Models},
author={FableForge Team},
year={2024},
url={https://huggingface.co/fableforge-ai/ShellWhisperer-1.5B}
}
```
---
*⭐ Like & share — it helps people find the source instead of a mirror.*

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{%- if tools %}
{{- '<|im_start|>system\n' }}
{%- if messages[0]['role'] == 'system' %}
{{- messages[0]['content'] }}
{%- else %}
{{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
{%- endif %}
{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
{%- else %}
{%- if messages[0]['role'] == 'system' %}
{{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
{%- else %}
{{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- for message in messages %}
{%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
{%- elif message.role == "assistant" %}
{{- '<|im_start|>' + message.role }}
{%- if message.content %}
{{- '\n' + message.content }}
{%- endif %}
{%- for tool_call in message.tool_calls %}
{%- if tool_call.function is defined %}
{%- set tool_call = tool_call.function %}
{%- endif %}
{{- '\n<tool_call>\n{"name": "' }}
{{- tool_call.name }}
{{- '", "arguments": ' }}
{{- tool_call.arguments | tojson }}
{{- '}\n</tool_call>' }}
{%- endfor %}
{{- '<|im_end|>\n' }}
{%- elif message.role == "tool" %}
{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
{{- '<|im_start|>user' }}
{%- endif %}
{{- '\n<tool_response>\n' }}
{{- message.content }}
{{- '\n</tool_response>' }}
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|im_start|>assistant\n' }}
{%- endif %}

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{
"architectures": [
"Qwen2ForCausalLM"
],
"attention_dropout": 0.0,
"bos_token_id": null,
"torch_dtype": "float16",
"eos_token_id": 151645,
"hidden_act": "silu",
"hidden_size": 1536,
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"layer_types": [
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"full_attention",
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"max_window_layers": 21,
"model_type": "qwen2",
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"num_hidden_layers": 28,
"num_key_value_heads": 2,
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"rms_norm_eps": 1e-06,
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"rope_type": "default"
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"tie_word_embeddings": true,
"unsloth_fixed": true,
"unsloth_version": "2026.6.7",
"use_cache": false,
"use_sliding_window": false,
"vocab_size": 151936
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"do_sample": true,
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151643
],
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"pad_token_id": 151665,
"repetition_penalty": 1.1,
"temperature": 0.7,
"top_k": 20,
"top_p": 0.8,
"transformers_version": "5.5.0"
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{
"bos_token": "<s>",
"eos_token": "</s>",
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{
"add_prefix_space": false,
"backend": "tokenizers",
"bos_token": null,
"clean_up_tokenization_spaces": false,
"eos_token": "<|im_end|>",
"errors": "replace",
"extra_special_tokens": [],
"is_local": false,
"model_max_length": 32768,
"pad_token": "<|PAD_TOKEN|>",
"padding_side": "right",
"split_special_tokens": false,
"tokenizer_class": "Qwen2Tokenizer",
"unk_token": null,
"added_tokens_decoder": {
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"151655": {
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},
"151656": {
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"special": true
},
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"normalized": false,
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},
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"rstrip": false,
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"151659": {
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"rstrip": false,
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"special": false
},
"151660": {
"content": "<|fim_middle|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": false
},
"151661": {
"content": "<|fim_suffix|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": false
},
"151662": {
"content": "<|fim_pad|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": false
},
"151663": {
"content": "<|repo_name|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": false
},
"151664": {
"content": "<|file_sep|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": false
},
"151665": {
"content": "<|PAD_TOKEN|>",
"single_word": false,
"lstrip": false,
"rstrip": false,
"normalized": false,
"special": true
}
},
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n"
}