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new example (finn): programmatic quantization & PTQ of MNv2 for FINN #1283

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new example (finn): programmatic quantization & PTQ of MNv2 for FINN #1283

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@nickfraser nickfraser commented May 8, 2025 •
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nickfraser added 25 commits May 8, 2025 14:27
@nickfraser
docs (graph): typo fix in residual handler
8f64181
@nickfraser
Fix (graph): update method call for updating node kwargs
49af8e8
@nickfraser
Feat (ex/finn): Added basic mobilenet v2 PTQ example
6df6a0a
@nickfraser
Feat (ex/finn): Added conda file for environment setup
958dbf0
@nickfraser
fix (ex/finn): Convert adaptive avg pool to average pool
08b06fc
@nickfraser
Removed Conv1d map & shared bias
6aee06c
@nickfraser
Used calib_loader to get example output
fe4d8a3
@nickfraser
Refactor to make more readable
42b2723
@nickfraser
Cleanup code
f11f215
@nickfraser
Added a few different quantization options
44ee63d
@nickfraser
Added GPTQ, removed BN calibration
3685605
@nickfraser
Reset to default config
6a5806e
@nickfraser
docs (ex/finn): Added basic README
8233f7a
@nickfraser
feat (ex/finn): Added GPFQ
eb45dee
@nickfraser
docs (ex/finn): Added note about GPFQ
51afa4b
@nickfraser
fix (ex/finn): Adjust GPTQ settings
1eff6f0
@nickfraser
ex (finn): switched weight quantizer to MSE
15faf96
@nickfraser
feat (ex/finn): Switched to QuantReLU6
9758589
@nickfraser
fix (ex/finn): Update GPTQ defaults
805c3ab
@nickfraser
fix (ex/finn): Set act_eq_alpha correctly
46e2dd8
@nickfraser
Fix (ex/finn): Don't run final (redundant) validation when verbose=True
79dfb43
@nickfraser
fix (ex/finn): changed default value for act_eq_alpha=0.7
3c6fbe4
@nickfraser
Fix (ex/finn): harden weight scales before applying GPTQ, GPFQ
d469db7
@nickfraser
Fis (ex/finn): Update default PTQ settings
32a74be
@nickfraser
Docs (ex/finn): Updated instructions in PTQ section
d6c265f
@nickfraser nickfraser mentioned this pull request May 20, 2025
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@nickfraser nickfraser added the next release PRs which should be merged for the next release label May 20, 2025
@nickfraser nickfraser self-assigned this May 26, 2025
@nickfraser nickfraser mentioned this pull request May 26, 2025
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@nickfraser nickfraser removed the next release PRs which should be merged for the next release label Aug 28, 2025
@nickfraser nickfraser mentioned this pull request Sep 29, 2025
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28 tasks
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