Update README.md

README.md

@@ -1,3 +1,35 @@
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 license: apache-2.0
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+
+moondream2 is a small vision language model designed to run efficiently on edge devices. Check out the [GitHub repository](https://github.com/vikhyat/moondream) for details.
+
+**Benchmarks**
+
+| Release | VQAv2 | GQA | TextVQA | POPE | TallyQA |
+| --- | --- | --- | --- | --- | --- |
+| **2024-03-04** (latest) | 74.2 | 58.5 | 36.4 | (coming soon) | (coming soon) |
+
+**Usage**
+
+```bash
+pip install transformers timm einops
+```
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from PIL import Image
+
+model_id = "vikhyatk/moondream2"
+model = AutoModelForCausalLM.from_pretrained(
+    model_id, trust_remote_code=True, revision="2024-03-04"
+)
+tokenizer = AutoTokenizer.from_pretrained(model_id, revision="2024-03-04")
+
+image = Image.open('<IMAGE_PATH>')
+enc_image = model.encode_image(image)
+print(model.answer_question(enc_image, "Describe this image.", tokenizer))
+```
+
+The model is updated regularly, so we recommend pinning the model version to a
+specific release as shown above.