Feature Extraction
Transformers
Safetensors
vila
omni-modal
multimodal
vision
audio
video
llm
custom_code
Eval Results (legacy)
Instructions to use nvidia/omnivinci with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use nvidia/omnivinci with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="nvidia/omnivinci", trust_remote_code=True)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("nvidia/omnivinci", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
| # Copyright 2024 NVIDIA CORPORATION & AFFILIATES | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| # | |
| # SPDX-License-Identifier: Apache-2.0 | |
| # This file is modified from https://github.com/haotian-liu/LLaVA/ | |
| CONTROLLER_HEART_BEAT_EXPIRATION = 30 | |
| WORKER_HEART_BEAT_INTERVAL = 15 | |
| LOGDIR = "." | |
| # Model Constants | |
| IGNORE_INDEX = -100 | |
| DEFAULT_IMAGE_TOKEN = "<image>" | |
| DEFAULT_SOUND_TOKEN = "<sound>" | |
| DEFAULT_SPEECH_TOKEN = "<speech>" | |
| SENTINEL_TOKEN = "<vila/sentinel>" | |
| DEFAULT_IM_START_TOKEN = "<im_start>" | |
| DEFAULT_IM_END_TOKEN = "<im_end>" | |
| SENTINEL_TOKEN = "<vila/sentinel>" | |
| MEDIA_TOKENS = { | |
| "image": "<image>", | |
| "video": "<vila/video>", | |
| "speech": "<speech>", | |
| "sound": "<sound>", | |
| } | |
| # Token IDs for different model variants: | |
| """ | |
| vila: | |
| 151643: AddedToken("<|endoftext|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151644: AddedToken("<|im_start|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151645: AddedToken("<|im_end|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151646: AddedToken("[BOS]", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151647: AddedToken("[PAD]", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151648: AddedToken("<vila/sentinel>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151649: AddedToken("<image>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151650: AddedToken("<vila/video>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| xvila: | |
| 151643: AddedToken("<|endoftext|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151644: AddedToken("<|im_start|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151645: AddedToken("<|im_end|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151646: AddedToken("[BOS]", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151647: AddedToken("[PAD]", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151648: AddedToken("<vila/sentinel>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151649: AddedToken("<image>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151650: AddedToken("<vila/video>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151651: AddedToken("<speech>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151652: AddedToken("<sound>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151653: AddedToken("<|image_bos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151654: AddedToken("<|image_eos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151655: AddedToken("<|video_bos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151656: AddedToken("<|video_eos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151657: AddedToken("<|speech_bos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151658: AddedToken("<|speech_eos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151659: AddedToken("<|sound_bos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| 151660: AddedToken("<|sound_eos|>", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True), | |
| """ | |
| MM_BOS_EOS_TOKENS = { | |
| "image": ["<|image_bos|>", "<|image_eos|>"], | |
| "video": ["<|video_bos|>", "<|video_eos|>"], | |
| "speech": ["<|speech_bos|>", "<|speech_eos|>"], | |
| "sound": ["<|sound_bos|>", "<|sound_eos|>"], | |
| } | |
| NUM_EXTRA_TOKENS_VILA = 8 | |
| NUM_EXTRA_TOKENS_XVILA = 10 | |