Update README.md

README.md

@@ -1,3 +1,32 @@
 ---
 license: apache-2.0
+pipeline_tag: translation
 ---
+
+Quantization of [madlad400-3b-mt](https://huggingface.co/google/madlad400-3b-mt) using [Ctranslate2](https://github.com/OpenNMT/CTranslate2) for running on CPU.
+
+Example usage:
+
+```python
+import ctranslate2, transformers
+from huggingface_hub import snapshot_download
+
+model_path = snapshot_download("zenoverflow/madlad400-3b-mt-int8-float32")
+print("\n", end="")
+
+translator = ctranslate2.Translator(model_path, device="cpu")
+tokenizer = transformers.T5Tokenizer.from_pretrained(model_path)
+
+target_lang_code = "ja"
+
+source_text = "This sentence has no meaning."
+
+input_text = f"<2{target_lang_code}> {source_text}"
+input_tokens = tokenizer.convert_ids_to_tokens(tokenizer.encode(input_text))
+results = translator.translate_batch([input_tokens])
+output_tokens = results[0].hypotheses[0]
+output_text = tokenizer.decode(tokenizer.convert_tokens_to_ids(output_tokens))
+
+print(output_text)
+
+```