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PR #19096: Add F4E2M1FN and F8E8M0FNU types
Imported from GitHub PR #19096 This PR adds F4E2M1FN primitive type (4-bit float with 2 bits exponent and 1 bit mantissa), F8E8M0FNU primitive type (8-bit float with 8 bits exponent, no mantissa and no sign) and enables loads/stores in the same way S4/U4 type is implemented. This will enable using microscaling (MX) formats ([RFC](#18085)), such as MXFP4. ```c F4E2M1FN - Exponent bias: 1 - Maximum stored exponent value: 3 (binary 11) - Maximum unbiased exponent value: 3 - 1 = 2 - Minimum stored exponent value: 1 (binary 01) - Minimum unbiased exponent value: 1 − 1 = 0 - Has Positive and Negative zero - Doesn't have infinity - Doesn't have NaNs Additional details: - Zeros (+/-): S.00.0 - Max normal number: S.11.1 = ±2^(2) x (1 + 0.5) = ±6.0 - Min normal number: S.01.0 = ±2^(0) = ±1.0 - Min subnormal number: S.00.1 = ±2^(0) x 0.5 = ±0.5 F8E8M0FNU - Exponent bias: 127 - Maximum stored exponent value: 254 (binary 1111'1110) - Maximum unbiased exponent value: 254 - 127 = 127 - Minimum stored exponent value: 0 (binary 0000'0000) - Minimum unbiased exponent value: 0 − 127 = -127 - Doesn't have zero - Doesn't have infinity - NaN is encoded as binary 1111'1111 Additional details: - Zeros cannot be represented - Negative values cannot be represented - Mantissa is always 1 ``` Related PRs: - openxla/stablehlo#2582 - jax-ml/ml_dtypes#181 - llvm/llvm-project#95392 - llvm/llvm-project#108877 - jax-ml/ml_dtypes#166 - llvm/llvm-project#107127 - llvm/llvm-project#111028 The PR is split into multiple commits just to make the review easier, it is possible that some tests could fail if only some (i.e. not all) of these commits are applied. Copybara import of the project: -- fa539fb by Sergey Kozub <[email protected]>: Add F4E2M1FN type: import mxfloat.h -- 2c01403 by Sergey Kozub <[email protected]>: Add F4E2M1FN type: primitive type -- e919ed5 by Sergey Kozub <[email protected]>: Add F4E2M1FN type: literal support -- ca16839 by Sergey Kozub <[email protected]>: Add F4E2M1FN type: conversion codegen -- eedc079 by Sergey Kozub <[email protected]>: Add F4E2M1FN type: python interface -- 8e0305c by Sergey Kozub <[email protected]>: Add F4E2M1FN type: FFI -- aabe9c6 by Sergey Kozub <[email protected]>: Add F4E2M1FN type: HLO evaluator -- 87da2eb by Sergey Kozub <[email protected]>: Add F4E2M1FN type: add tests -- e0ee48c by Sergey Kozub <[email protected]>: Add F8E8M0FNU type -- be2e457 by Sergey Kozub <[email protected]>: Addressing PR#19096 review comments Merging this change closes #19096 FUTURE_COPYBARA_INTEGRATE_REVIEW=#19096 from openxla:skozub/e2m1 be2e457 PiperOrigin-RevId: 702273510
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@@ -1066,6 +1066,7 @@ cc_library( | |
deps = [ | ||
"@ml_dtypes//:float8", | ||
"@ml_dtypes//:intn", | ||
"@ml_dtypes//:mxfloat", | ||
], | ||
) | ||
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