metadata
extra_gated_prompt: >-
### NorLLM License
Terms and Conditions for Use, Reproduction, and Distribution
1. Definitions
"License" shall mean the terms and conditions for use, reproduction, and
distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean NTNU.
"Legal Entity" shall mean the union of the acting entity and all other
entities that control, are controlled by, or are under common control with
that entity. For the purposes of this definition, "control" means (i) the
power, direct or indirect, to cause the direction or management of such
entity, whether by contract or otherwise, or (ii) ownership of fifty percent
(50%) or more of the outstanding shares, or (iii) beneficial ownership of such
entity.
"You" (or "Your") shall mean an individual or Legal Entity exercising
permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation source, and
configuration files.
"Object" form shall mean any form resulting from mechanical transformation or
translation of a Source form, including but not limited to compiled object
code, generated documentation, and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or Object form,
made available under the License, as indicated by a copyright notice that is
included in or attached to the work (an example is provided in the Appendix
below).
"Derivative Works" shall mean any work, whether in Source or Object form, that
is based on (or derived from) the Work and for which the editorial revisions,
annotations, elaborations, or other modifications represent, as a whole, an
original work of authorship. For the purposes of this License, Derivative
Works shall not include works that remain separable from, or merely link (or
bind by name) to the interfaces of, the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including the original
version of the Work and any modifications or additions to that Work or
Derivative Works thereof, that is intentionally submitted to Licensor for
inclusion in the Work by the copyright owner or by an individual or Legal
Entity authorized to submit on behalf of the copyright owner. For the purposes
of this definition, "submitted" means any form of electronic, verbal, or
written communication sent to the Licensor or its representatives, including
but not limited to communication on electronic mailing lists, source code
control systems, and issue tracking systems that are managed by, or on behalf
of, the Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise designated
in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity on behalf
of whom a Contribution has been received by Licensor and subsequently
incorporated within the Work.
2. Grant of Copyright License
Subject to the terms and conditions of this License, each Contributor hereby
grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free,
irrevocable copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the Work and
such Derivative Works in Source or Object form.
3. Grant of Patent License
Subject to the terms and conditions of this License, each Contributor hereby
grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free,
irrevocable (except as stated in this section) patent license to make, have
made, use, offer to sell, sell, import, and otherwise transfer the Work, where
such license applies only to those patent claims licensable by such
Contributor that are necessarily infringed by their Contribution(s) alone or
by combination of their Contribution(s) with the Work to which such
Contribution(s) was submitted. If You institute patent litigation against any
entity (including a cross-claim or counterclaim in a lawsuit) alleging that
the Work or a Contribution incorporated within the Work constitutes direct or
contributory patent infringement, then any patent licenses granted to You
under this License for that Work shall terminate as of the date such
litigation is filed.
4. Redistribution
You may reproduce and distribute copies of the Work or Derivative Works
thereof in any medium, with or without modifications, and in Source or Object
form, provided that You meet the following conditions:
4.1 Use Restrictions
The Work or Derivative Works thereof may be used free of charge within the
geographic extent defined in clause 4.2. The use is limited to the Your own
purposes, but not for resale and not for purposes that may infringe on or
negatively impact health, safety, environmental protection, and/or fundamental
rights such as the right to human dignity, respect for private and family
life, protection of personal data, freedom of expression and information,
freedom of assembly and of association, and non-discrimination, consumer
protection and the specific rights protecting children.
4.2 Geographical Restriction
Only organizations having residence or registered main office in the Nordic
countries (Denmark, Norway, Sweden, Finland, and Iceland) are permitted to use
the Work or Derivative Works thereof without additional consent, provided they
comply with the other terms of this License.
4.3 Attribution
You must give any other recipients of the Work or Derivative Works a copy of
this License; and
You must cause any modified files to carry prominent notices stating that You
changed the files; and
You must retain, in the Source form of any Derivative Works that You
distribute, all copyright, patent, trademark, and attribution notices from the
Source form of the Work, excluding those notices that do not pertain to any
part of the Derivative Works; and
If the Work includes a "NOTICE" text file as part of its distribution, then
any Derivative Works that You distribute must include a readable copy of the
attribution notices contained within such NOTICE file, excluding those notices
that do not pertain to any part of the Derivative Works, in at least one of
the following places: within a NOTICE text file distributed as part of the
Derivative Works; within the Source form or documentation, if provided along
with the Derivative Works; or, within a display generated by the Derivative
Works, if and wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and do not modify the
License. You may add Your own attribution notices within Derivative Works that
You distribute, alongside or as an addendum to the NOTICE text from the Work,
provided that such additional attribution notices cannot be construed as
modifying the License.
You may add Your own copyright statement to Your modifications and may provide
additional or different license terms and conditions for use, reproduction, or
distribution of Your modifications, or for any such Derivative Works as a
whole, provided Your use, reproduction, and distribution of the Work otherwise
complies with the conditions stated in this License.
5. Submission of Contributions
Unless You explicitly state otherwise, any Contribution intentionally
submitted for inclusion in the Work by You to the Licensor shall be under the
terms and conditions of this License, without any additional terms or
conditions. Notwithstanding the above, nothing herein shall supersede or
modify the terms of any separate license agreement you may have executed with
Licensor regarding such Contributions.
6. Trademarks
This License does not grant permission to use the trade names, trademarks,
service marks, or product names of the Licensor, except as required for
describing the origin of the Work and reproducing the content of the NOTICE
file.
7. Disclaimer of Warranty
Unless required by applicable law or agreed to in writing, Licensor provides
the Work (and each Contributor provides its Contributions) on an "AS IS"
BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions of TITLE,
NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You
are solely responsible for determining the appropriateness of using or
redistributing the Work and assume any risks associated with Your exercise of
permissions under this License.
8. Limitation of Liability
In no event and under no legal theory, whether in tort (including negligence),
contract, or otherwise, unless required by applicable law (such as deliberate
and grossly negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a result of
this License or out of the use or inability to use the Work (including but not
limited to damages for loss of goodwill, work stoppage, computer failure or
malfunction, or any and all other commercial damages or losses), even if such
Contributor has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability
While redistributing the Work or Derivative Works thereof, You may choose to
offer, and charge a fee for, acceptance of support, warranty, indemnity, or
other liability obligations and/or rights consistent with this License.
However, in accepting such obligations, You may act only on Your own behalf
and on Your sole responsibility, not on behalf of any other Contributor, and
only if You agree to indemnify, defend, and hold each Contributor harmless for
any liability incurred by, or claims asserted against, such Contributor by
reason of your accepting any such warranty or additional liability.
10. Accessibility of Nordic Students
Students at universities in the Nordic countries can gain access to the models
by stating their university as “Organization” and their student email address
under “Email address at work”.
END OF TERMS AND CONDITIONS
Contact people for technical questions: Lemei Zhang (lemei.zhang@ntnu.no),
Peng Liu (peng.liu@ntnu.no)
Contact people for license questions: Jon Atle Gulla (jon.atle.gulla@ntnu.no)
extra_gated_fields:
Name: text
Organization: text
Country: country
Email address at work: text
I want to use this model for:
type: select
options:
- Research
- Education
- Business
- label: Other
value: other
I have read and accepted the conditions of the NorLLM license: checkbox
extra_gated_heading: Acknowledge license to accept the repository
extra_gated_description: Our team may take 1-2 days to process your request
extra_gated_button_content: Acknowledge license
Please note that access is limited to students, companies, and organizations from Nordic countries. Kindly provide your work email or student email to access the models. Thank you for your understanding.
Model Details
NorwAI-Mistral-7B-pretrain is pretrained from scratch using Mistral-7B-v0.1 architecture with 51B tokens. It belongs to NowAI LLM family developed by NowAI research center at Norwegian University of Science and Technology (NTNU) in collaboration with Schibsted, NRK, VG and the National Library of Norway.
NorwAI LLM includes a collection of pretrained, continue pretrained and instruction tunned generative text models in 7B and 45B sizes with different archtectures. All pretrained and continue pretrained models are on the same dataset and with the same tokenizer. The instruction tuned models are optimized using high-quality Norwegian instructions collected from Norwegian native speakers. The development of these modesl is dedicated to promoting and developing the research and applications of Norwegian language models.
- Developed by: NowAI at NTNU, Schibsted and VG
- Model type: Generative text model
- Language(s) (NLP): Norwegian
- Tokenizer: We expanded the Norwegian vocabulary by merging the Llama 2 tokenizer with the vocabulary from our own trained Norwegian tokenizer. The extended vocabulary size is 64000.
- Models release date: May 15, 2024 but are being continuously updated.
NowAI LLM family is based on auto-regressive language model architecture.
| model_name | #parameter | training scheme | context length | base model |
|---|---|---|---|---|
| NorwAI-Mistral-7B | 7B | continue-pretrain | 32k | Mistral-7B-v0.1 |
| NorwAI-Mistral-7B-pretrain | 7B | pretrain from scratch | 32k | Mistral-7B-v0.1 |
| NorwAI-Llama2-7B | 7B | continue-pretrain | 4096 | Llama2 |
| NorwAI-Mixtral-8x7B | 45B | continue-pretrain | 32k | Mixtral-8x7B-v0.1 |
| NorwAI-Mistral-7B-instruct | 7B | instruction tuning | 32k | NorwAI-Mistral-7B |
| NorwAI-Mixtral-8x7B-instruct | 45B | instruction tuning | 32k | NorwAI-Mixtral-8x7B |
Uses
NowAI LLM is intended for both commercial and research use in Nordic countries. To get access to the model, please carefully read the message and complete the required information.
Bias, Risks, and Limitations
The model may have potential risks common to large language models, such as hallucination, factual inconsistency, toxicity, and bias etc.
How to use
Let see the following example to load the model:
from transformers import AutoTokenizer, AutoModelForCausalLM
model_and_tokenizer_path = "NorwAI/NorwAI-Mistral-7B-pretrain"
access_token = "<your access token>"
# import tokenizer and the model
tokenizer = AutoTokenizer.from_pretrained(model_and_tokenizer_path, token=access_token)
model = AutoModelForCausalLM.from_pretrained(model_and_tokenizer_path, token=access_token, device_map='balanced')
# define your own prompt
prompt = """Hans Hyldbakk fra Surnadal var en"""
# generate response
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(**inputs,
min_new_tokens=50,
max_new_tokens=100,
do_sample=True,
temperature=0.3)
outputs = tokenizer.decode(outputs[0], skip_special_tokens=True)
Training Details
Training Data
All NorwAI LLM models were (continue-)pretrained on 51.15 Billion tokens, equivalent to 30.33 Billion words, sourced from public datasets and data shared by Schibsted, NRK, and VG partners under agreement. The publicly available datasets were preprocessed to filter out texts with copyright issues, and all datasets were preprocessed to remove sensitive information. Among all the pretraining data, the ratio of Norwegian to other languages is 3 to 2. Among the languages other than Norwegian, Swedish and Danish account for the majority, with a small amount of English and other languages.
Training Infrastructure
All models were pretrained and fine-tuned using the llm-foundary framework on the IDUN cluster in NTNU.
Model Card Contact
Please contact the following people if you have any questions regarding the models:
Lemei Zhang, lemei.zhang@ntnu.no
Peng Liu, peng.liu@ntnu.no