Instructions to use tensorblock/maldv_winter-garden-7b-alpha-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use tensorblock/maldv_winter-garden-7b-alpha-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K # Run inference directly in the terminal: llama cli -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K # Run inference directly in the terminal: llama cli -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K # Run inference directly in the terminal: ./llama-cli -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K # Run inference directly in the terminal: ./build/bin/llama-cli -hf tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
Use Docker
docker model run hf.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
- LM Studio
- Jan
- vLLM
How to use tensorblock/maldv_winter-garden-7b-alpha-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "tensorblock/maldv_winter-garden-7b-alpha-GGUF" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "tensorblock/maldv_winter-garden-7b-alpha-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
- Ollama
How to use tensorblock/maldv_winter-garden-7b-alpha-GGUF with Ollama:
ollama run hf.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
- Unsloth Desktop
- Docker Model Runner
How to use tensorblock/maldv_winter-garden-7b-alpha-GGUF with Docker Model Runner:
docker model run hf.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
- Lemonade
How to use tensorblock/maldv_winter-garden-7b-alpha-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tensorblock/maldv_winter-garden-7b-alpha-GGUF:Q2_K
Run and chat with the model
lemonade run user.maldv_winter-garden-7b-alpha-GGUF-Q2_K
List all available models
lemonade list
- Atomic Chat
Upload folder using huggingface_hub
Browse files- .gitattributes +12 -0
- README.md +223 -0
- winter-garden-7b-alpha-Q2_K.gguf +3 -0
- winter-garden-7b-alpha-Q3_K_L.gguf +3 -0
- winter-garden-7b-alpha-Q3_K_M.gguf +3 -0
- winter-garden-7b-alpha-Q3_K_S.gguf +3 -0
- winter-garden-7b-alpha-Q4_0.gguf +3 -0
- winter-garden-7b-alpha-Q4_K_M.gguf +3 -0
- winter-garden-7b-alpha-Q4_K_S.gguf +3 -0
- winter-garden-7b-alpha-Q5_0.gguf +3 -0
- winter-garden-7b-alpha-Q5_K_M.gguf +3 -0
- winter-garden-7b-alpha-Q5_K_S.gguf +3 -0
- winter-garden-7b-alpha-Q6_K.gguf +3 -0
- winter-garden-7b-alpha-Q8_0.gguf +3 -0
.gitattributes
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| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
tags:
|
| 4 |
+
- merge
|
| 5 |
+
- conversational
|
| 6 |
+
- multi-task
|
| 7 |
+
- TensorBlock
|
| 8 |
+
- GGUF
|
| 9 |
+
pipeline_tag: text-generation
|
| 10 |
+
base_model: maldv/winter-garden-7b-alpha
|
| 11 |
+
model-index:
|
| 12 |
+
- name: winter-garden-7b-alpha - "Smart Assistant"
|
| 13 |
+
results:
|
| 14 |
+
- task:
|
| 15 |
+
type: text-generation
|
| 16 |
+
name: Text Generation
|
| 17 |
+
dataset:
|
| 18 |
+
name: AI2 Reasoning Challenge (25-Shot)
|
| 19 |
+
type: ai2_arc
|
| 20 |
+
config: ARC-Challenge
|
| 21 |
+
split: test
|
| 22 |
+
args:
|
| 23 |
+
num_few_shot: 25
|
| 24 |
+
metrics:
|
| 25 |
+
- type: acc_norm
|
| 26 |
+
value: 65.19
|
| 27 |
+
name: normalized accuracy
|
| 28 |
+
source:
|
| 29 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=maldv/winter-garden-7b-alpha
|
| 30 |
+
name: Open LLM Leaderboard
|
| 31 |
+
- task:
|
| 32 |
+
type: text-generation
|
| 33 |
+
name: Text Generation
|
| 34 |
+
dataset:
|
| 35 |
+
name: HellaSwag (10-Shot)
|
| 36 |
+
type: hellaswag
|
| 37 |
+
split: validation
|
| 38 |
+
args:
|
| 39 |
+
num_few_shot: 10
|
| 40 |
+
metrics:
|
| 41 |
+
- type: acc_norm
|
| 42 |
+
value: 85.36
|
| 43 |
+
name: normalized accuracy
|
| 44 |
+
source:
|
| 45 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=maldv/winter-garden-7b-alpha
|
| 46 |
+
name: Open LLM Leaderboard
|
| 47 |
+
- task:
|
| 48 |
+
type: text-generation
|
| 49 |
+
name: Text Generation
|
| 50 |
+
dataset:
|
| 51 |
+
name: MMLU (5-Shot)
|
| 52 |
+
type: cais/mmlu
|
| 53 |
+
config: all
|
| 54 |
+
split: test
|
| 55 |
+
args:
|
| 56 |
+
num_few_shot: 5
|
| 57 |
+
metrics:
|
| 58 |
+
- type: acc
|
| 59 |
+
value: 65.2
|
| 60 |
+
name: accuracy
|
| 61 |
+
source:
|
| 62 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=maldv/winter-garden-7b-alpha
|
| 63 |
+
name: Open LLM Leaderboard
|
| 64 |
+
- task:
|
| 65 |
+
type: text-generation
|
| 66 |
+
name: Text Generation
|
| 67 |
+
dataset:
|
| 68 |
+
name: TruthfulQA (0-shot)
|
| 69 |
+
type: truthful_qa
|
| 70 |
+
config: multiple_choice
|
| 71 |
+
split: validation
|
| 72 |
+
args:
|
| 73 |
+
num_few_shot: 0
|
| 74 |
+
metrics:
|
| 75 |
+
- type: mc2
|
| 76 |
+
value: 50.94
|
| 77 |
+
source:
|
| 78 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=maldv/winter-garden-7b-alpha
|
| 79 |
+
name: Open LLM Leaderboard
|
| 80 |
+
- task:
|
| 81 |
+
type: text-generation
|
| 82 |
+
name: Text Generation
|
| 83 |
+
dataset:
|
| 84 |
+
name: Winogrande (5-shot)
|
| 85 |
+
type: winogrande
|
| 86 |
+
config: winogrande_xl
|
| 87 |
+
split: validation
|
| 88 |
+
args:
|
| 89 |
+
num_few_shot: 5
|
| 90 |
+
metrics:
|
| 91 |
+
- type: acc
|
| 92 |
+
value: 80.35
|
| 93 |
+
name: accuracy
|
| 94 |
+
source:
|
| 95 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=maldv/winter-garden-7b-alpha
|
| 96 |
+
name: Open LLM Leaderboard
|
| 97 |
+
- task:
|
| 98 |
+
type: text-generation
|
| 99 |
+
name: Text Generation
|
| 100 |
+
dataset:
|
| 101 |
+
name: GSM8k (5-shot)
|
| 102 |
+
type: gsm8k
|
| 103 |
+
config: main
|
| 104 |
+
split: test
|
| 105 |
+
args:
|
| 106 |
+
num_few_shot: 5
|
| 107 |
+
metrics:
|
| 108 |
+
- type: acc
|
| 109 |
+
value: 54.44
|
| 110 |
+
name: accuracy
|
| 111 |
+
source:
|
| 112 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=maldv/winter-garden-7b-alpha
|
| 113 |
+
name: Open LLM Leaderboard
|
| 114 |
+
---
|
| 115 |
+
|
| 116 |
+
<div style="width: auto; margin-left: auto; margin-right: auto">
|
| 117 |
+
<img src="https://i.imgur.com/jC7kdl8.jpeg" alt="TensorBlock" style="width: 100%; min-width: 400px; display: block; margin: auto;">
|
| 118 |
+
</div>
|
| 119 |
+
<div style="display: flex; justify-content: space-between; width: 100%;">
|
| 120 |
+
<div style="display: flex; flex-direction: column; align-items: flex-start;">
|
| 121 |
+
<p style="margin-top: 0.5em; margin-bottom: 0em;">
|
| 122 |
+
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>
|
| 123 |
+
</p>
|
| 124 |
+
</div>
|
| 125 |
+
</div>
|
| 126 |
+
|
| 127 |
+
## maldv/winter-garden-7b-alpha - GGUF
|
| 128 |
+
|
| 129 |
+
This repo contains GGUF format model files for [maldv/winter-garden-7b-alpha](https://huggingface.co/maldv/winter-garden-7b-alpha).
|
| 130 |
+
|
| 131 |
+
The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b5165](https://github.com/ggml-org/llama.cpp/commit/1d735c0b4fa0551c51c2f4ac888dd9a01f447985).
|
| 132 |
+
|
| 133 |
+
## Our projects
|
| 134 |
+
<table border="1" cellspacing="0" cellpadding="10">
|
| 135 |
+
<tr>
|
| 136 |
+
<th style="font-size: 25px;">Awesome MCP Servers</th>
|
| 137 |
+
<th style="font-size: 25px;">TensorBlock Studio</th>
|
| 138 |
+
</tr>
|
| 139 |
+
<tr>
|
| 140 |
+
<th><img src="https://imgur.com/2Xov7B7.jpeg" alt="Project A" width="450"/></th>
|
| 141 |
+
<th><img src="https://imgur.com/pJcmF5u.jpeg" alt="Project B" width="450"/></th>
|
| 142 |
+
</tr>
|
| 143 |
+
<tr>
|
| 144 |
+
<th>A comprehensive collection of Model Context Protocol (MCP) servers.</th>
|
| 145 |
+
<th>A lightweight, open, and extensible multi-LLM interaction studio.</th>
|
| 146 |
+
</tr>
|
| 147 |
+
<tr>
|
| 148 |
+
<th>
|
| 149 |
+
<a href="https://github.com/TensorBlock/awesome-mcp-servers" target="_blank" style="
|
| 150 |
+
display: inline-block;
|
| 151 |
+
padding: 8px 16px;
|
| 152 |
+
background-color: #FF7F50;
|
| 153 |
+
color: white;
|
| 154 |
+
text-decoration: none;
|
| 155 |
+
border-radius: 6px;
|
| 156 |
+
font-weight: bold;
|
| 157 |
+
font-family: sans-serif;
|
| 158 |
+
">👀 See what we built 👀</a>
|
| 159 |
+
</th>
|
| 160 |
+
<th>
|
| 161 |
+
<a href="https://github.com/TensorBlock/TensorBlock-Studio" target="_blank" style="
|
| 162 |
+
display: inline-block;
|
| 163 |
+
padding: 8px 16px;
|
| 164 |
+
background-color: #FF7F50;
|
| 165 |
+
color: white;
|
| 166 |
+
text-decoration: none;
|
| 167 |
+
border-radius: 6px;
|
| 168 |
+
font-weight: bold;
|
| 169 |
+
font-family: sans-serif;
|
| 170 |
+
">👀 See what we built 👀</a>
|
| 171 |
+
</th>
|
| 172 |
+
</tr>
|
| 173 |
+
</table>
|
| 174 |
+
|
| 175 |
+
## Prompt template
|
| 176 |
+
|
| 177 |
+
```
|
| 178 |
+
<s>{system_prompt}
|
| 179 |
+
|
| 180 |
+
{prompt}
|
| 181 |
+
|
| 182 |
+
|
| 183 |
+
```
|
| 184 |
+
|
| 185 |
+
## Model file specification
|
| 186 |
+
|
| 187 |
+
| Filename | Quant type | File Size | Description |
|
| 188 |
+
| -------- | ---------- | --------- | ----------- |
|
| 189 |
+
| [winter-garden-7b-alpha-Q2_K.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q2_K.gguf) | Q2_K | 2.719 GB | smallest, significant quality loss - not recommended for most purposes |
|
| 190 |
+
| [winter-garden-7b-alpha-Q3_K_S.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q3_K_S.gguf) | Q3_K_S | 3.165 GB | very small, high quality loss |
|
| 191 |
+
| [winter-garden-7b-alpha-Q3_K_M.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q3_K_M.gguf) | Q3_K_M | 3.519 GB | very small, high quality loss |
|
| 192 |
+
| [winter-garden-7b-alpha-Q3_K_L.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q3_K_L.gguf) | Q3_K_L | 3.822 GB | small, substantial quality loss |
|
| 193 |
+
| [winter-garden-7b-alpha-Q4_0.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q4_0.gguf) | Q4_0 | 4.109 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
|
| 194 |
+
| [winter-garden-7b-alpha-Q4_K_S.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q4_K_S.gguf) | Q4_K_S | 4.140 GB | small, greater quality loss |
|
| 195 |
+
| [winter-garden-7b-alpha-Q4_K_M.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q4_K_M.gguf) | Q4_K_M | 4.368 GB | medium, balanced quality - recommended |
|
| 196 |
+
| [winter-garden-7b-alpha-Q5_0.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q5_0.gguf) | Q5_0 | 4.998 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
|
| 197 |
+
| [winter-garden-7b-alpha-Q5_K_S.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q5_K_S.gguf) | Q5_K_S | 4.998 GB | large, low quality loss - recommended |
|
| 198 |
+
| [winter-garden-7b-alpha-Q5_K_M.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q5_K_M.gguf) | Q5_K_M | 5.131 GB | large, very low quality loss - recommended |
|
| 199 |
+
| [winter-garden-7b-alpha-Q6_K.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q6_K.gguf) | Q6_K | 5.942 GB | very large, extremely low quality loss |
|
| 200 |
+
| [winter-garden-7b-alpha-Q8_0.gguf](https://huggingface.co/tensorblock/maldv_winter-garden-7b-alpha-GGUF/blob/main/winter-garden-7b-alpha-Q8_0.gguf) | Q8_0 | 7.696 GB | very large, extremely low quality loss - not recommended |
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
## Downloading instruction
|
| 204 |
+
|
| 205 |
+
### Command line
|
| 206 |
+
|
| 207 |
+
Firstly, install Huggingface Client
|
| 208 |
+
|
| 209 |
+
```shell
|
| 210 |
+
pip install -U "huggingface_hub[cli]"
|
| 211 |
+
```
|
| 212 |
+
|
| 213 |
+
Then, downoad the individual model file the a local directory
|
| 214 |
+
|
| 215 |
+
```shell
|
| 216 |
+
huggingface-cli download tensorblock/maldv_winter-garden-7b-alpha-GGUF --include "winter-garden-7b-alpha-Q2_K.gguf" --local-dir MY_LOCAL_DIR
|
| 217 |
+
```
|
| 218 |
+
|
| 219 |
+
If you wanna download multiple model files with a pattern (e.g., `*Q4_K*gguf`), you can try:
|
| 220 |
+
|
| 221 |
+
```shell
|
| 222 |
+
huggingface-cli download tensorblock/maldv_winter-garden-7b-alpha-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
|
| 223 |
+
```
|
winter-garden-7b-alpha-Q2_K.gguf
ADDED
|
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|
|
|
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|
|
|
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ADDED
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ADDED
|
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|
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ADDED
|
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|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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ADDED
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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|
winter-garden-7b-alpha-Q5_0.gguf
ADDED
|
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|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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winter-garden-7b-alpha-Q5_K_M.gguf
ADDED
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:ad085f0f3481171564a0eb881d718f88e27168dc9817ed590d32ce1074021a2d
|
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size 5131412096
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ADDED
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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size 4997718656
|
winter-garden-7b-alpha-Q6_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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size 5942067840
|
winter-garden-7b-alpha-Q8_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:eacd01aa9a072eab7be826ed33c69c2607ca92c6ccf50df385ab2516dd3823f3
|
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size 7695860352
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