Total runs:
64.4K
Run Growth:
11.5K
Growth Rate:
17.92%
Sponsored by
APIMaster
QuantFactory / L3-Aethora-15B-V2-GGUF
Model's Last Updated: June 28 2024
text-generation
Introduction of L3-Aethora-15B-V2-GGUF
Model Details of L3-Aethora-15B-V2-GGUF
QuantFactory/L3-Aethora-15B-V2-GGUF
This is quantized version of ZeusLabs/L3-Aethora-15B-V2 created using llama.cpp
Model Description
L3-Aethora-15B v2
Presented by:
Creators: ZeusLabs
Dataset: Theskullery/Aether-Lite-V1.8.1
Trained: 4 x A100 for 17.5 hours on 125k samples
Sponsored by: Garg (@g4rg)
About L3-Aethora-15B v2:
L3 = Llama3 L3-Aethora-15B v2 is an advanced language model built upon the Llama 3 architecture. It employs state-of-the-art training techniques and a curated dataset to deliver enhanced performance across a wide range of tasks.
(Thank you all for the interest! the model has surpassed 150k downloads on all formats!)
Quants:
- @Mradermacher: L3-Aethora-15B-V2-GGUF
- @Bullerwins: L3-Aethora-15B-V2-GGUF
- @Mradermacher: L3-Aethora-15B-V2-i1-GGUF
- @MZeroWw: L3-Aethora-15B-V2-GGUF-f16
- @Bullerwins: L3-Aethora-15B-V2-EXL2
GGUF:
IMatrix-GGUF:
GGUF-F16: (both f16.q6 and f16.q5 are smaller than q8 and perform as well as the pure f16)
EXL2:
Training Process:
- Base Model: elinas/Llama-3-15B-Instruct-zeroed
- Training Duration: 17.5 hours on 4 x A100 GPUs
- Training Method: LoRA (Low-Rank Adaptation)
- Epochs: 4
- Precision: BF16
- Sequence Length: 8192 tokens
Model Capabilities:
The goal of L3-Aethora-15B v2 is to have an expanded proficiency across a wide spectrum of tasks with a focus in creative writing:
-
Creative Writing and Storytelling:
- Generates engaging narratives, poetry, and creative content
- Adapts writing style to various genres and tones
- Assists in plot development and character creation
-
General Intelligence:
- Engages in detailed discussions on medical topics and scientific concepts
- Explains complex scientific phenomena
- Assists in literature review and hypothesis generation
-
Instructional and Educational Content:
- Creates comprehensive tutorials and how-to guides
- Explains complex topics with clarity and appropriate depth
- Generates educational materials for various skill levels
-
Reasoning and Problem-Solving:
- Analyzes complex scenarios and provides logical solutions
- Engages in step-by-step problem-solving across various domains
- Offers multiple perspectives on challenging issues
-
Contextual Understanding and Adaptability:
- Maintains coherent, context-aware conversations across extended interactions
- Adapts communication style based on the user's preferences and needs
- Handles nuanced queries with appropriate depth and sensitivity
Dataset Creation Process:
The Aether-Lite-V1.8.1 dataset used for training L3-Aethora-15B v2 underwent a rigorous creation and curation process:
-
Data Collection:
Aggregated from 12 diverse high-quality datasets, including:
- jondurbin/airoboros-3.2
- jtatman/medical-sci-instruct-100k-sharegpt
- Doctor-Shotgun/no-robots-sharegpt
- QuietImpostor/Sao10K-Claude-3-Opus-Instruct-15K-ShareGPT
- TheSkullery/WizardLM_evol_instruct_v2_Filtered_Fuzzy_Dedup_ShareGPT
- TheSkullery/Gryphe-Opus-WritingPrompts-merged
- Alignment-Lab-AI/RPGuild-sharegpt-filtered
- And others, providing a rich mix of instruction, creative writing, and specialized knowledge
-
Data Preprocessing:
- Language Detection: Utilized a FastText language model to ensure English-language content
- Text Sanitization: Cleaned and normalized text, removing or replacing problematic characters
- Phrase Filtering: Removed specific unwanted phrases and content types
-
Deduplication:
- Implemented advanced fuzzy deduplication with a 95% similarity threshold
- Utilized text embeddings and cosine similarity calculations for efficient comparison
- Removed 16,250 duplicate entries, ensuring dataset uniqueness
-
Data Balancing:
- Carefully sampled from each source dataset to maintain diversity
- Implemented data shuffling to ensure random distribution of samples
The final dataset comprises 125,119 high-quality, diverse samples, striking a balance between creativity, practical knowledge, and intellectual depth.
The full dataset used has been released to the public and is avalible for all (see presented section), any ideas or recomendations are always welcome to expand on the dataset further
Runs of QuantFactory L3-Aethora-15B-V2-GGUF on huggingface.co
601
Total runs
-5
24-hour runs
-13
3-day runs
-10
7-day runs
163
30-day runs
More Information About L3-Aethora-15B-V2-GGUF huggingface.co Model
Url of L3-Aethora-15B-V2-GGUF
L3-Aethora-15B-V2-GGUF huggingface.co Url
Provider of L3-Aethora-15B-V2-GGUF huggingface.co
Other API from QuantFactory
Updated:July 26 2024
Total runs:
22.7K
Run Growth:
8.3K
Growth Rate:
36.47%
Total runs:
14.0K
Run Growth:
4.8K
Growth Rate:
34.13%
Total runs:
13.1K
Run Growth:
1.3K
Growth Rate:
9.94%
Total runs:
9.6K
Run Growth:
5.5K
Growth Rate:
57.40%
Total runs:
9.4K
Run Growth:
919
Growth Rate:
9.95%
Total runs:
9.2K
Run Growth:
5.5K
Growth Rate:
58.82%
Total runs:
9.0K
Run Growth:
2.7K
Growth Rate:
30.80%
Total runs:
8.7K
Run Growth:
6.9K
Growth Rate:
79.93%
Total runs:
5.3K
Run Growth:
1.4K
Growth Rate:
25.70%
Total runs:
4.9K
Run Growth:
3.4K
Growth Rate:
69.50%
Total runs:
3.9K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3.8K
Run Growth:
460
Growth Rate:
12.20%
Total runs:
3.7K
Run Growth:
2.0K
Growth Rate:
53.85%
Total runs:
3.5K
Run Growth:
3.3K
Growth Rate:
93.17%
Total runs:
3.2K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3.1K
Run Growth:
2.4K
Growth Rate:
75.03%
Total runs:
3.1K
Run Growth:
-1.6K
Growth Rate:
-53.12%
Total runs:
3.1K
Run Growth:
999
Growth Rate:
32.48%
Total runs:
3.0K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3.0K
Run Growth:
543
Growth Rate:
18.25%
Total runs:
3.0K
Run Growth:
-109
Growth Rate:
-3.50%
Total runs:
3.0K
Run Growth:
-383
Growth Rate:
-12.89%
Total runs:
3.0K
Run Growth:
189
Growth Rate:
6.38%
Total runs:
2.9K
Run Growth:
-55
Growth Rate:
-1.89%
Total runs:
2.8K
Run Growth:
104
Growth Rate:
3.71%
Total runs:
2.7K
Run Growth:
42
Growth Rate:
1.53%
Total runs:
2.7K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
2.7K
Run Growth:
-318
Growth Rate:
-11.82%
Total runs:
2.7K
Run Growth:
410
Growth Rate:
15.47%
Total runs:
2.5K
Run Growth:
1.6K
Growth Rate:
64.15%
Total runs:
2.5K
Run Growth:
2.2K
Growth Rate:
91.11%
Total runs:
2.4K
Run Growth:
445
Growth Rate:
18.64%
Total runs:
2.4K
Run Growth:
-23
Growth Rate:
-0.97%
Total runs:
2.4K
Run Growth:
-655
Growth Rate:
-27.77%
Total runs:
2.2K
Run Growth:
1.7K
Growth Rate:
76.74%
Total runs:
2.2K
Run Growth:
2.0K
Growth Rate:
89.60%
Total runs:
2.2K
Run Growth:
2.1K
Growth Rate:
97.43%
Total runs:
2.2K
Run Growth:
1.3K
Growth Rate:
61.80%
Total runs:
2.1K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
2.1K
Run Growth:
803
Growth Rate:
39.11%
Total runs:
2.0K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
2.0K
Run Growth:
547
Growth Rate:
26.20%
Total runs:
2.0K
Run Growth:
484
Growth Rate:
25.04%
Total runs:
2.0K
Run Growth:
746
Growth Rate:
37.53%
Total runs:
2.0K
Run Growth:
757
Growth Rate:
38.62%
Total runs:
1.9K
Run Growth:
1.1K
Growth Rate:
56.81%
Total runs:
1.9K
Run Growth:
1.8K
Growth Rate:
96.03%
Total runs:
1.9K
Run Growth:
1.8K
Growth Rate:
96.55%
Total runs:
1.9K
Run Growth:
613
Growth Rate:
32.69%
Total runs:
1.8K
Run Growth:
229
Growth Rate:
12.41%
Total runs:
1.8K
Run Growth:
854
Growth Rate:
46.36%
Total runs:
1.8K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.8K
Run Growth:
-169
Growth Rate:
-9.46%
Total runs:
1.8K
Run Growth:
574
Growth Rate:
32.67%
Total runs:
1.7K
Run Growth:
351
Growth Rate:
20.50%
Total runs:
1.7K
Run Growth:
312
Growth Rate:
17.99%
Total runs:
1.7K
Run Growth:
891
Growth Rate:
49.17%
Total runs:
1.7K
Run Growth:
698
Growth Rate:
41.33%
Total runs:
1.7K
Run Growth:
727
Growth Rate:
43.07%
Total runs:
1.7K
Run Growth:
1.6K
Growth Rate:
96.72%
Total runs:
1.7K
Run Growth:
151
Growth Rate:
9.06%
Total runs:
1.6K
Run Growth:
1.5K
Growth Rate:
91.00%
Total runs:
1.6K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.6K
Run Growth:
339
Growth Rate:
20.91%
Total runs:
1.6K
Run Growth:
1.6K
Growth Rate:
100.00%
Total runs:
1.6K
Run Growth:
1.1K
Growth Rate:
69.28%
Total runs:
1.6K
Run Growth:
983
Growth Rate:
60.98%
Total runs:
1.6K
Run Growth:
587
Growth Rate:
37.41%
Total runs:
1.6K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.5K
Run Growth:
1.5K
Growth Rate:
100.00%
Total runs:
1.5K
Run Growth:
974
Growth Rate:
61.96%
Total runs:
1.5K
Run Growth:
923
Growth Rate:
60.13%
Total runs:
1.5K
Run Growth:
896
Growth Rate:
59.22%
Total runs:
1.5K
Run Growth:
899
Growth Rate:
60.95%
Total runs:
1.5K
Run Growth:
677
Growth Rate:
45.01%
Total runs:
1.5K
Run Growth:
905
Growth Rate:
59.93%
Total runs:
1.5K
Run Growth:
1.1K
Growth Rate:
74.46%
Total runs:
1.4K
Run Growth:
930
Growth Rate:
64.81%
Total runs:
1.4K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.4K
Run Growth:
880
Growth Rate:
62.19%
Total runs:
1.4K
Run Growth:
1.1K
Growth Rate:
78.00%
Total runs:
1.4K
Run Growth:
1.1K
Growth Rate:
73.61%
Total runs:
1.4K
Run Growth:
691
Growth Rate:
48.97%
Total runs:
1.4K
Run Growth:
602
Growth Rate:
44.10%
Total runs:
1.4K
Run Growth:
430
Growth Rate:
62.41%
Total runs:
1.4K
Run Growth:
1.3K
Growth Rate:
93.78%
Total runs:
1.4K
Run Growth:
389
Growth Rate:
27.75%
Total runs:
1.4K
Run Growth:
930
Growth Rate:
68.99%
Total runs:
1.4K
Run Growth:
577
Growth Rate:
41.81%
Total runs:
1.4K
Run Growth:
975
Growth Rate:
70.75%
Total runs:
1.4K
Run Growth:
975
Growth Rate:
69.99%
Total runs:
1.4K
Run Growth:
496
Growth Rate:
36.31%
Total runs:
1.4K
Run Growth:
655
Growth Rate:
47.92%
Total runs:
1.4K
Run Growth:
340
Growth Rate:
23.96%
Total runs:
1.4K
Run Growth:
394
Growth Rate:
29.03%
Total runs:
1.4K
Run Growth:
1.1K
Growth Rate:
78.10%
Total runs:
1.4K
Run Growth:
1.1K
Growth Rate:
81.85%
Total runs:
1.3K
Run Growth:
1.1K
Growth Rate:
84.91%