Sponsored by
APIMart
lamm-mit / BioinspiredLlama-3-70B
Model's Last Updated: April 28 2024
text-generation
Introduction of BioinspiredLlama-3-70B
Model Details of BioinspiredLlama-3-70B
BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-Inspired Materials
Reference: R. Luu and M.J. Buehler, "BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-Inspired Materials," Adv. Science, 2023, DOI: https://doi.org/10.1002/advs.202306724
Abstract: The study of biological materials and bio-inspired materials science is well established; however, surprisingly little knowledge is systematically translated to engineering solutions. To accelerate discovery and guide insights, an open-source autoregressive transformer large language model (LLM), BioinspiredLLM, is reported. The model is finetuned with a corpus of over a thousand peer-reviewed articles in the field of structural biological and bio-inspired materials and can be prompted to recall information, assist with research tasks, and function as an engine for creativity. The model has proven that it is able to accurately recall information about biological materials and is further strengthened with enhanced reasoning ability, as well as with Retrieval-Augmented Generation (RAG) to incorporate new data during generation that can also help to traceback sources, update the knowledge base, and connect knowledge domains. BioinspiredLLM also has shown to develop sound hypotheses regarding biological materials design and remarkably so for materials that have never been explicitly studied before. Lastly, the model shows impressive promise in collaborating with other generative artificial intelligence models in a workflow that can reshape the traditional materials design process. This collaborative generative artificial intelligence method can stimulate and enhance bio-inspired materials design workflows. Biological materials are at a critical intersection of multiple scientific fields and models like BioinspiredLLM help to connect knowledge domains.
Model Card for Model ID
Fine-tuned LLM with domain knowledge in biological materials, mechanics of materials, modeling and simulation, and related fields.
Model Details
Model Description
This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
- Developed by: [More Information Needed]
- Funded by [optional]: [More Information Needed]
- Shared by [optional]: [More Information Needed]
- Model type: [More Information Needed]
- Language(s) (NLP): [More Information Needed]
- License: [More Information Needed]
- Finetuned from model [optional]: [More Information Needed]
Model Sources [optional]
- Repository: [More Information Needed]
- Paper [optional]: [More Information Needed]
- Demo [optional]: [More Information Needed]
Uses
Direct Use
[More Information Needed]
Downstream Use [optional]
[More Information Needed]
Out-of-Scope Use
[More Information Needed]
Bias, Risks, and Limitations
[More Information Needed]
Recommendations
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
How to Get Started with the Model
Use the code below to get started with the model.
[More Information Needed]
Training Details
Training Data
[More Information Needed]
Training Procedure
Preprocessing [optional]
[More Information Needed]
Training Hyperparameters
- Training regime: [More Information Needed]
Speeds, Sizes, Times [optional]
[More Information Needed]
Evaluation
Testing Data, Factors & Metrics
Testing Data
[More Information Needed]
Factors
[More Information Needed]
Metrics
[More Information Needed]
Results
[More Information Needed]
Summary
Model Examination [optional]
[More Information Needed]
Environmental Impact
Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019) .
- Hardware Type: [More Information Needed]
- Hours used: [More Information Needed]
- Cloud Provider: [More Information Needed]
- Compute Region: [More Information Needed]
- Carbon Emitted: [More Information Needed]
Technical Specifications [optional]
Model Architecture and Objective
[More Information Needed]
Compute Infrastructure
[More Information Needed]
Hardware
[More Information Needed]
Software
[More Information Needed]
Citation [optional]
BibTeX:
[More Information Needed]
APA:
[More Information Needed]
Glossary [optional]
[More Information Needed]
More Information [optional]
[More Information Needed]
Model Card Authors [optional]
[More Information Needed]
Model Card Contact
[More Information Needed]
Runs of lamm-mit BioinspiredLlama-3-70B on huggingface.co
114
Total runs
-4
24-hour runs
-4
3-day runs
-5
7-day runs
-1
30-day runs
More Information About BioinspiredLlama-3-70B huggingface.co Model
Url of BioinspiredLlama-3-70B
BioinspiredLlama-3-70B huggingface.co Url
Provider of BioinspiredLlama-3-70B huggingface.co
Other API from lamm-mit
Total runs:
289
Run Growth:
213
Growth Rate:
72.20%
Total runs:
246
Run Growth:
13
Growth Rate:
5.28%
Total runs:
167
Run Growth:
77
Growth Rate:
46.11%
Total runs:
165
Run Growth:
20
Growth Rate:
12.12%
Total runs:
141
Run Growth:
47
Growth Rate:
33.33%
Total runs:
136
Run Growth:
33
Growth Rate:
24.26%
Total runs:
119
Run Growth:
82
Growth Rate:
68.33%
Total runs:
106
Run Growth:
-8
Growth Rate:
-7.55%
Total runs:
104
Run Growth:
8
Growth Rate:
7.69%
Total runs:
96
Run Growth:
44
Growth Rate:
45.83%
Total runs:
93
Run Growth:
89
Growth Rate:
95.70%
Total runs:
90
Run Growth:
44
Growth Rate:
48.89%
Total runs:
80
Run Growth:
45
Growth Rate:
56.25%
Total runs:
78
Run Growth:
65
Growth Rate:
83.33%
Total runs:
63
Run Growth:
39
Growth Rate:
61.90%
Total runs:
58
Run Growth:
50
Growth Rate:
86.21%
Total runs:
55
Run Growth:
29
Growth Rate:
52.73%
Total runs:
52
Run Growth:
0
Growth Rate:
0.00%
Total runs:
49
Run Growth:
0
Growth Rate:
0.00%
Total runs:
49
Run Growth:
21
Growth Rate:
42.86%
Total runs:
44
Run Growth:
-35
Growth Rate:
-79.55%
Total runs:
39
Run Growth:
33
Growth Rate:
84.62%
Total runs:
38
Run Growth:
30
Growth Rate:
78.95%
Total runs:
38
Run Growth:
20
Growth Rate:
52.63%
Total runs:
37
Run Growth:
-76
Growth Rate:
-205.41%
Total runs:
31
Run Growth:
11
Growth Rate:
35.48%
Total runs:
31
Run Growth:
17
Growth Rate:
54.84%
Total runs:
29
Run Growth:
-16
Growth Rate:
-55.17%
Total runs:
29
Run Growth:
17
Growth Rate:
58.62%
Total runs:
27
Run Growth:
11
Growth Rate:
37.93%
Total runs:
27
Run Growth:
-33
Growth Rate:
-117.86%
Total runs:
26
Run Growth:
1
Growth Rate:
3.85%
Total runs:
26
Run Growth:
11
Growth Rate:
42.31%
Total runs:
25
Run Growth:
16
Growth Rate:
64.00%
Total runs:
24
Run Growth:
12
Growth Rate:
50.00%
Total runs:
24
Run Growth:
15
Growth Rate:
55.56%
Total runs:
24
Run Growth:
18
Growth Rate:
75.00%
Total runs:
24
Run Growth:
11
Growth Rate:
45.83%
Total runs:
23
Run Growth:
13
Growth Rate:
56.52%
Total runs:
21
Run Growth:
2
Growth Rate:
10.00%
Total runs:
21
Run Growth:
11
Growth Rate:
52.38%
Total runs:
20
Run Growth:
10
Growth Rate:
50.00%
Total runs:
20
Run Growth:
13
Growth Rate:
65.00%
Total runs:
20
Run Growth:
12
Growth Rate:
60.00%
Total runs:
20
Run Growth:
7
Growth Rate:
36.84%
Total runs:
19
Run Growth:
14
Growth Rate:
73.68%
Total runs:
19
Run Growth:
12
Growth Rate:
63.16%
Total runs:
18
Run Growth:
9
Growth Rate:
50.00%
Total runs:
16
Run Growth:
0
Growth Rate:
0.00%
Total runs:
16
Run Growth:
8
Growth Rate:
50.00%
Total runs:
15
Run Growth:
3
Growth Rate:
20.00%
Total runs:
15
Run Growth:
7
Growth Rate:
46.67%
Total runs:
14
Run Growth:
6
Growth Rate:
42.86%
Total runs:
14
Run Growth:
7
Growth Rate:
50.00%
Total runs:
13
Run Growth:
2
Growth Rate:
15.38%
Total runs:
13
Run Growth:
6
Growth Rate:
46.15%
Total runs:
11
Run Growth:
4
Growth Rate:
36.36%
Total runs:
11
Run Growth:
-1
Growth Rate:
-9.09%
Total runs:
10
Run Growth:
8
Growth Rate:
72.73%
Total runs:
10
Run Growth:
1
Growth Rate:
10.00%
Total runs:
9
Run Growth:
-3
Growth Rate:
-33.33%
Total runs:
9
Run Growth:
5
Growth Rate:
55.56%
Total runs:
9
Run Growth:
3
Growth Rate:
33.33%
Total runs:
8
Run Growth:
0
Growth Rate:
0.00%
Total runs:
8
Run Growth:
7
Growth Rate:
77.78%
Total runs:
7
Run Growth:
1
Growth Rate:
14.29%
Total runs:
7
Run Growth:
1
Growth Rate:
12.50%
Total runs:
5
Run Growth:
1
Growth Rate:
20.00%
Total runs:
5
Run Growth:
1
Growth Rate:
20.00%
Total runs:
3
Run Growth:
3
Growth Rate:
100.00%
Total runs:
1
Run Growth:
1
Growth Rate:
100.00%
Total runs:
1
Run Growth:
1
Growth Rate:
100.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%