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1>>> wget https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/bee.jpg
2>>> ./build/bin/llama-gemma3-cli -m gemma-3-12b-it-12B-Q4_0.gguf --mmproj mmproj-gemma-3-12b-it-12B-Q4_0.gguf1 Running in chat mode, available commands:
2 /image <path> load an image
3 /clear clear the chat history
4 /quit or /exit exit the program
5> /image bee.jpg
6Encoding image bee.jpg
7
8> Describe this image in detail.
9Here's a detailed description of the image:
10
11**Overall Impression:**
12
13The image is a close-up shot of a cluster of pink cosmos flowers with a bumblebee actively foraging on one of them. The scene has a natural, slightly wild feel.
14
15**Flowers:**
16
17* **Type:** Cosmos flowers, identifiable by their characteristic daisy-like shape.
18* **Color:** Primarily pink, with varying shades from a lighter, almost pastel pink to a slightly deeper, richer pink.
19* **Condition:** Some flowers are in full bloom, while others are past their prime, showing signs of wilting and drying. Some have brown, dried seed heads.
20* **Arrangement:** The flowers are clustered together, creating a dense, somewhat chaotic arrangement.
21
22**Bumblebee:**
23
24* **Position:** A bumblebee is positioned on the central, most prominent pink cosmos flower. It appears to be actively feeding, likely collecting nectar or pollen.
25* **Appearance:** The bee has the classic fuzzy, black and yellow striped pattern of a bumblebee. Its legs are visible, and it seems to be deeply embedded within the flower.
26
27**Background:**
28
29* **Foliage:** The background is filled with green foliage, including large, broad leaves and smaller, more delicate stems.
30* **Other Flowers:** There are hints of other flowers in the background, including a single red flower.
31* **Depth of Field:** The depth of field is shallow, meaning the foreground flowers and the bee are in sharp focus, while the background is blurred, drawing attention to the main subject.
32
33**Lighting and Composition:**
34
35* **Lighting:** The lighting appears to be natural, likely daylight.
36* **Composition:** The composition is well-balanced, with the central flower and bee serving as the focal point. The surrounding flowers and foliage create a visually interesting and natural frame.
37
38**Overall Tone:**
39
40The image evokes a sense of natural beauty, vibrancy, and the busy activity of pollinators in a garden setting.1pip install git+https://github.com/intel/auto-round.git@main
2auto-round-mllm \
3--model google/gemma-3-12b-it \
4--device 0 \
5--bits 4 \
6--group_size 32 \
7--batch_size 1 \
8--gradient_accumulate_steps 8 \
9--format 'gguf:q4_0' \
10--output_dir "./tmp_autoround"