Masking and Padding Functionality #13
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Important Changes: - Change scaling of Softmax from 2**7-1 to 2**8-1 Current Limitations: - Only works without biases - Only works with ReLU activation - FeedForward and MatMul do only work with one Tile
…63_E127_P64_F64_H1_B1
added 16 commits
December 6, 2024 12:02
Strided mask power of two
gamzeisl
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Apr 22, 2025
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I’ve only left a few minor comments for now, as it would be better to review the full code after it’s rebased onto the current main.
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| - python testGenerator.py -H 1 -S 64 -E 64 -P 64 -F 64 --activation gelu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 128 -E 192 -P 256 -F 256 --activation gelu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 192 -E 256 -P 128 -F 128 --activation relu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 1 -E 2 -P 3 -F 3 --activation gelu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 1 -E 2 -P 3 -F 3 --activation relu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 63 -E 62 -P 61 -F 61 --activation relu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 65 -E 130 -P 195 -F 195 --activation relu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 127 -E 190 -P 253 -F 253 --activation relu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 511 -E 511 -P 127 -F 63 --activation relu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 63 -E 63 -P 50 -F 129 --activation gelu --skip-vector-validation | ||
| - python testGenerator.py -H 1 -S 255 -E 63 -P 511 -F 511 --activation identity --skip-vector-validation |
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Is --skip-vector-validation required for all?
| "-S${input:seq_len}", | ||
| "-E${input:emb_len}", | ||
| "-P${input:prj_len}", | ||
| "--no-bias" |
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This change shouldn't be required
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Why was this removed? By mistake?
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| # output_files = ["Qp_0", "Kp_0", "Vp_0", "A_0", "Out_soft_0", "FFp_0", "FF2p_0"] | ||
| # if name in output_files: | ||
| # import matplotlib.pyplot as plt | ||
| # heatmap = np.squeeze(matrix) | ||
| # plt.imshow(heatmap, cmap='viridis') | ||
| # plt.colorbar() | ||
| # plt.title(f"{name}") | ||
| # plt.show() | ||
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This commit introduces adjustments to enable the padding and masking functionality. I verified this version using an automated test script, which evaluated the design with 250 random test vectors.