Total runs:
64.4K
Run Growth:
11.5K
Growth Rate:
17.92%
Sponsored by
PoYo.AI
QuantFactory / Math-IIO-7B-Instruct-GGUF
Model's Last Updated: December 01 2024
text-generation
Introduction of Math-IIO-7B-Instruct-GGUF
Model Details of Math-IIO-7B-Instruct-GGUF
QuantFactory/Math-IIO-7B-Instruct-GGUF
This is quantized version of prithivMLmods/Math-IIO-7B-Instruct created using llama.cpp
Original Model Card
Math IIO 7B Instruct
The Math IIO 7B Instruct is a fine-tuned language model based on the robust Qwen2.5-7B-Instruct architecture. This model has been specifically trained to excel in single-shot mathematical reasoning and instruction-based tasks, making it a reliable choice for educational, analytical, and problem-solving applications.
Key Features:
-
Math-Optimized Capabilities:
The model is designed to handle complex mathematical problems, step-by-step calculations, and reasoning tasks. -
Instruction-Tuned:
Fine-tuned for better adherence to structured queries and task-oriented prompts, enabling clear and concise outputs. -
Large Vocabulary:
Equipped with an extensive tokenizer configuration and custom tokens to ensure precise mathematical notation support.
| File Name | Size | Description | Upload Status |
|---|---|---|---|
.gitattributes
|
1.57 kB | Git attributes configuration file | Uploaded |
README.md
|
263 Bytes | README file with minimal details | Updated |
added_tokens.json
|
657 Bytes | Custom added tokens for tokenizer | Uploaded |
config.json
|
861 Bytes | Model configuration file | Uploaded |
generation_config.json
|
281 Bytes | Configuration for text generation settings | Uploaded |
merges.txt
|
1.82 MB | Merge rules for byte pair encoding tokenizer | Uploaded |
pytorch_model-00001-of-00004.bin
|
4.88 GB | First part of model weights (PyTorch) | Uploaded (LFS) |
pytorch_model-00002-of-00004.bin
|
4.93 GB | Second part of model weights (PyTorch) | Uploaded (LFS) |
pytorch_model-00003-of-00004.bin
|
4.33 GB | Third part of model weights (PyTorch) | Uploaded (LFS) |
pytorch_model-00004-of-00004.bin
|
1.09 GB | Fourth part of model weights (PyTorch) | Uploaded (LFS) |
pytorch_model.bin.index.json
|
28.1 kB | Index JSON file for model weights | Uploaded |
special_tokens_map.json
|
644 Bytes | Map of special tokens used by the tokenizer | Uploaded |
tokenizer.json
|
11.4 MB | Tokenizer settings and vocab | Uploaded (LFS) |
tokenizer_config.json
|
7.73 kB | Configuration for tokenizer | Uploaded |
vocab.json
|
2.78 MB | Vocabulary for tokenizer | Uploaded |
Training Details:
- Base Model: Qwen/Qwen2.5-7B-Instruct
- Dataset: Trained on Math-IIO-68K-Mini , a curated dataset with 68.8k high-quality examples focusing on mathematical instructions, equations, and logic-based queries.
Capabilities:
- Problem-Solving: Solves mathematical problems ranging from basic arithmetic to advanced calculus and linear algebra.
- Educational Use: Explains solutions step-by-step, making it a valuable teaching assistant.
- Analysis & Reasoning: Handles logical reasoning tasks and computational queries effectively.
How to Use:
- Download all model files, ensuring the PyTorch weights and tokenizer configurations are included.
- Load the model in your Python environment using frameworks like PyTorch or Hugging Face Transformers.
-
Use the provided configurations (
config.jsonandgeneration_config.json) for optimal inference.
Runs of QuantFactory Math-IIO-7B-Instruct-GGUF on huggingface.co
1.6K
Total runs
0
24-hour runs
229
3-day runs
298
7-day runs
1.2K
30-day runs
More Information About Math-IIO-7B-Instruct-GGUF huggingface.co Model
Url of Math-IIO-7B-Instruct-GGUF
Math-IIO-7B-Instruct-GGUF huggingface.co Url
Provider of Math-IIO-7B-Instruct-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:
13.1K
Run Growth:
1.3K
Growth Rate:
9.92%
Total runs:
11.8K
Run Growth:
1.4K
Growth Rate:
11.55%
Total runs:
10.3K
Run Growth:
2.3K
Growth Rate:
22.56%
Total runs:
9.8K
Run Growth:
5.0K
Growth Rate:
51.30%
Total runs:
9.6K
Run Growth:
5.5K
Growth Rate:
57.40%
Total runs:
9.1K
Run Growth:
3.3K
Growth Rate:
35.91%
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:
455
Growth Rate:
11.92%
Total runs:
3.7K
Run Growth:
2.1K
Growth Rate:
56.55%
Total runs:
3.6K
Run Growth:
3.3K
Growth Rate:
93.53%
Total runs:
3.3K
Run Growth:
1.7K
Growth Rate:
55.24%
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:
-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:
2.9K
Run Growth:
1.9K
Growth Rate:
65.94%
Total runs:
2.8K
Run Growth:
104
Growth Rate:
3.71%
Total runs:
2.8K
Run Growth:
-435
Growth Rate:
-15.62%
Total runs:
2.8K
Run Growth:
45
Growth Rate:
1.65%
Total runs:
2.7K
Run Growth:
42
Growth Rate:
1.53%
Total runs:
2.7K
Run Growth:
-371
Growth Rate:
-13.91%
Total runs:
2.7K
Run Growth:
410
Growth Rate:
15.47%
Total runs:
2.6K
Run Growth:
-96
Growth Rate:
-3.66%
Total runs:
2.5K
Run Growth:
2.3K
Growth Rate:
90.02%
Total runs:
2.4K
Run Growth:
445
Growth Rate:
18.64%
Total runs:
2.4K
Run Growth:
-23
Growth Rate:
-0.97%
Total runs:
2.3K
Run Growth:
1.8K
Growth Rate:
76.75%
Total runs:
2.2K
Run Growth:
2.1K
Growth Rate:
97.43%
Total runs:
2.2K
Run Growth:
1.9K
Growth Rate:
88.28%
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:
620
Growth Rate:
29.75%
Total runs:
2.0K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
2.0K
Run Growth:
343
Growth Rate:
16.78%
Total runs:
2.0K
Run Growth:
1.9K
Growth Rate:
96.39%
Total runs:
2.0K
Run Growth:
746
Growth Rate:
37.53%
Total runs:
2.0K
Run Growth:
1.9K
Growth Rate:
96.16%
Total runs:
2.0K
Run Growth:
757
Growth Rate:
38.62%
Total runs:
2.0K
Run Growth:
1.3K
Growth Rate:
65.72%
Total runs:
1.9K
Run Growth:
1.1K
Growth Rate:
56.81%
Total runs:
1.9K
Run Growth:
509
Growth Rate:
27.31%
Total runs:
1.8K
Run Growth:
1.8K
Growth Rate:
97.02%
Total runs:
1.8K
Run Growth:
229
Growth Rate:
12.41%
Total runs:
1.8K
Run Growth:
473
Growth Rate:
25.99%
Total runs:
1.8K
Run Growth:
802
Growth Rate:
44.21%
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:
1.3K
Growth Rate:
78.68%
Total runs:
1.8K
Run Growth:
728
Growth Rate:
42.13%
Total runs:
1.8K
Run Growth:
1.1K
Growth Rate:
64.01%
Total runs:
1.8K
Run Growth:
574
Growth Rate:
32.67%
Total runs:
1.8K
Run Growth:
310
Growth Rate:
17.69%
Total runs:
1.7K
Run Growth:
312
Growth Rate:
17.99%
Total runs:
1.7K
Run Growth:
775
Growth Rate:
45.30%
Total runs:
1.7K
Run Growth:
1.3K
Growth Rate:
77.60%
Total runs:
1.7K
Run Growth:
698
Growth Rate:
41.33%
Total runs:
1.7K
Run Growth:
151
Growth Rate:
9.06%
Total runs:
1.7K
Run Growth:
1.1K
Growth Rate:
67.47%
Total runs:
1.6K
Run Growth:
1.5K
Growth Rate:
91.00%
Total runs:
1.6K
Run Growth:
995
Growth Rate:
61.16%
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:
993
Growth Rate:
72.53%
Total runs:
1.6K
Run Growth:
790
Growth Rate:
50.19%
Total runs:
1.6K
Run Growth:
587
Growth Rate:
37.41%
Total runs:
1.6K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.6K
Run Growth:
844
Growth Rate:
55.86%
Total runs:
1.5K
Run Growth:
1.5K
Growth Rate:
100.00%
Total runs:
1.5K
Run Growth:
807
Growth Rate:
52.68%
Total runs:
1.5K
Run Growth:
332
Growth Rate:
23.02%
Total runs:
1.5K
Run Growth:
1.1K
Growth Rate:
73.56%
Total runs:
1.5K
Run Growth:
750
Growth Rate:
51.44%
Total runs:
1.4K
Run Growth:
1.2K
Growth Rate:
80.56%
Total runs:
1.4K
Run Growth:
672
Growth Rate:
46.73%
Total runs:
1.4K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.4K
Run Growth:
693
Growth Rate:
48.67%
Total runs:
1.4K
Run Growth:
1.3K
Growth Rate:
93.78%
Total runs:
1.4K
Run Growth:
991
Growth Rate:
69.59%
Total runs:
1.4K
Run Growth:
389
Growth Rate:
27.75%
Total runs:
1.4K
Run Growth:
527
Growth Rate:
39.30%
Total runs:
1.4K
Run Growth:
1.1K
Growth Rate:
78.63%
Total runs:
1.4K
Run Growth:
750
Growth Rate:
54.31%
Total runs:
1.4K
Run Growth:
395
Growth Rate:
28.62%
Total runs:
1.4K
Run Growth:
975
Growth Rate:
70.75%
Total runs:
1.4K
Run Growth:
447
Growth Rate:
32.60%
Total runs:
1.4K
Run Growth:
496
Growth Rate:
36.31%
Total runs:
1.4K
Run Growth:
576
Growth Rate:
42.48%
Total runs:
1.4K
Run Growth:
1.1K
Growth Rate:
78.83%