diff --git a/README.md b/README.md
index 4a2e8f46..2154fe62 100644
--- a/README.md
+++ b/README.md
@@ -64,7 +64,30 @@ mse = np.square(C_halut - C).mean()
print(mse)
```
-# Hardware - OpenROAD flow results from CI - NOT OPTIMIZED
+## Install
+
+```bash
+# install conda environment & activate
+# mamba is recommended for faster install
+conda env create -f environment_gpu.yml
+conda activate halutmatmul
+
+# IIS prefixed env
+conda env create -f environment_gpu.yml --prefix /scratch/janniss/conda/halutmatmul_gpu
+```
+
+# Citation
+
+```bibtex
+@article{schonleber2023stella,
+ title={Stella Nera: Achieving 161 TOp/s/W with Multiplier-free DNN Acceleration based on Approximate Matrix Multiplication},
+ author={Sch{\"o}nleber, Jannis and Cavigelli, Lukas and Andri, Renzo and Perotti, Matteo and Benini, Luca},
+ journal={arXiv preprint arXiv:2311.10207},
+ year={2023}
+}
+```
+
+## Hardware - OpenROAD flow results from CI - NOT OPTIMIZED
All completely open hardware results are NOT OPTIMIZED! The results are only for reference and to show the flow works.
@@ -94,8 +117,8 @@ ACC_TYPE=INT DATA_WIDTH=8 NUM_M=8 NUM_DECODER_UNITS=4 NUM_C=16 make halut-open-s
| Voltage [V] | 1.1 |
| Util [%] | 50.4 |
| TNS | 0 |
-| Clock Net | 
|
-| Routing | 
|
+| Clock Net | |
+| Routing | |
| GDS | [GDS Download](https://raw.githubusercontent.com/joennlae/halutmatmul-openroad-reports/main/latest/nangate45/halut_matmul/results/6_final.gds) |
@@ -109,8 +132,8 @@ ACC_TYPE=INT DATA_WIDTH=8 NUM_M=8 NUM_DECODER_UNITS=4 NUM_C=16 make halut-open-s
| Voltage [V] | 1.1 |
| Util [%] | 48.7 |
| TNS | 0 |
-| Clock Net | 
|
-| Routing | 
|
+| Clock Net | |
+| Routing | |
| GDS | [GDS Download](https://raw.githubusercontent.com/joennlae/halutmatmul-openroad-reports/main/latest/nangate45/halut_encoder_4/results/6_final.gds) |
@@ -124,34 +147,11 @@ ACC_TYPE=INT DATA_WIDTH=8 NUM_M=8 NUM_DECODER_UNITS=4 NUM_C=16 make halut-open-s
| Voltage [V] | 1.1 |
| Util [%] | 52.1 |
| TNS | 0 |
-| Clock Net | 
|
-| Routing | 
|
+| Clock Net | |
+| Routing | |
| GDS | [GDS Download](https://raw.githubusercontent.com/joennlae/halutmatmul-openroad-reports/main/latest/nangate45/halut_decoder/results/6_final.gds) |
-## Install
-
-```bash
-# install conda environment & activate
-# mamba is recommended for faster install
-conda env create -f environment_gpu.yml
-conda activate halutmatmul
-
-# IIS prefixed env
-conda env create -f environment_gpu.yml --prefix /scratch/janniss/conda/halutmatmul_gpu
-```
-
-# Citation
-
-```bibtex
-@article{schonleber2023stella,
- title={Stella Nera: Achieving 161 TOp/s/W with Multiplier-free DNN Acceleration based on Approximate Matrix Multiplication},
- author={Sch{\"o}nleber, Jannis and Cavigelli, Lukas and Andri, Renzo and Perotti, Matteo and Benini, Luca},
- journal={arXiv preprint arXiv:2311.10207},
- year={2023}
-}
-```
-
### References
* [arXiv](https://arxiv.org/abs/2106.10860) Maddness paper