Translation
Transformers
Safetensors
qwen3_5
image-text-to-text
nvfp4
fp4
compressed-tensors
index
8-bit precision
Instructions to use IndexTeam/Index-Translate-9B-FP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use IndexTeam/Index-Translate-9B-FP4 with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "translation" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # pip install "transformers<5.0.0" from transformers import pipeline pipe = pipeline("translation", model="IndexTeam/Index-Translate-9B-FP4")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("IndexTeam/Index-Translate-9B-FP4") model = AutoModelForMultimodalLM.from_pretrained("IndexTeam/Index-Translate-9B-FP4", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download validation.json from IndexTeam/Index-Translate-9B-FP4: direct link, hf CLI and curl.
- Browser
- Download file 684 Bytes
-
https://huggingface.co/IndexTeam/Index-Translate-9B-FP4/resolve/main/validation.json
- Command line
-
hf download hf://IndexTeam/Index-Translate-9B-FP4/validation.json
-
curl -L -o validation.json https://huggingface.co/IndexTeam/Index-Translate-9B-FP4/resolve/main/validation.json
684 Bytes
| { | |
| "bf16": { | |
| "ppl": 2.5370077024751923, | |
| "generations": { | |
| "zh2en": "Artificial intelligence is profoundly transforming the way content is created, enabling automation from text translation to video voice-over.", | |
| "en2zh": "敏捷的棕色狐狸跳过懒惰的狗,而西班牙的雨主要停留在平原上。" | |
| } | |
| }, | |
| "fp4": { | |
| "ppl": 2.5949224863708737, | |
| "generations": { | |
| "zh2en": "Artificial intelligence is profoundly transforming the way content is created, enabling automation from text translation to video voice-over.", | |
| "en2zh": "敏捷的棕色狐狸跳过懒惰的狗,而西班牙的雨水主要停留在平原上。" | |
| } | |
| } | |
| } |