Add parameter_name support to _int4_weight_only_transform#3901
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This config was deprecated in favor of Float8DynamicActivationFloat8WeightConfig with packing_format=Float8PackingFormat.SPARSE_CUTLASS and granularity=PerRow(). Remove the class definition, handler, and all references from imports, tests, and benchmarks. Co-authored-by: Cursor <cursoragent@cursor.com> [ghstack-poisoned]
This config was deprecated in favor of Int8DynamicActivationIntxWeightConfig. Remove the class definition, handler, and all references from imports, tests, QAT code, benchmarks, and documentation. Update QAT docs to reference Int4WeightOnlyConfig as the example base config. Co-authored-by: Cursor <cursoragent@cursor.com> [ghstack-poisoned]
This config was deprecated and scheduled for deletion. Remove the class definition, handler, and all references from imports, tests, benchmarks, and documentation. Co-authored-by: Cursor <cursoragent@cursor.com> [ghstack-poisoned]
Remove the config class, its supporting classes (Float8ObservedLinear, Float8ObservedSoftmax, Float8QuantizedSoftmax), the handler function, and all references from imports and tests. Co-authored-by: Cursor <cursoragent@cursor.com> [ghstack-poisoned]
This config was deprecated and scheduled for deletion. Remove the class definition, handler, and all references from imports, tests, benchmarks, and the autoround eval script. This also removes the entire BC import block from quant_api.py since all prototype configs have been removed. Co-authored-by: Cursor <cursoragent@cursor.com> [ghstack-poisoned]
This config was deprecated and scheduled for deletion. Remove the class definition, handler, and all references from imports, tests, benchmarks, and the autoround eval script. This also removes the entire BC import block from quant_api.py since all prototype configs have been removed. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
This config was deprecated and scheduled for deletion. Remove the class definition, handler, and all references from imports, tests, benchmarks, and the autoround eval script. This also removes the entire BC import block from quant_api.py since all prototype configs have been removed. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
Summary: This PR removes CUSTOM_PARAM_QUANTIZATION_SUPPORTED_CONFIGS, in favor of using `inspect.signature` to ensure that the given handler has a parameter_name kwarg we can use to pass in the param fqn. Test Plan: ``` pytest test/quantization/test_quant_api -k fqn ``` Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]
Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragent@cursor.com> [ghstack-poisoned]
🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/3901
Note: Links to docs will display an error until the docs builds have been completed. ❌ 2 New FailuresAs of commit 7657f08 with merge base d4c1ba3 ( NEW FAILURES - The following jobs have failed:
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This was referenced Feb 17, 2026
…_only_transform" Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
…_only_transform" Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
…_only_transform" Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
…_only_transform" Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
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any test for this change? |
…_only_transform" Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
Enable parameter-level quantization by accepting a parameter_name kwarg, using getattr/setattr instead of hard-coded module.weight, and switching to _module_extra_repr with partial for flexible repr. Co-authored-by: Cursor <cursoragentcursor.com> [ghstack-poisoned]
danielvegamyhre
approved these changes
Feb 24, 2026
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Stack from ghstack (oldest at bottom):
Enable parameter-level quantization by accepting a parameter_name kwarg,
using getattr/setattr instead of hard-coded module.weight, and switching
to _module_extra_repr with partial for flexible repr.
Co-authored-by: Cursor cursoragent@cursor.com