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Title:
Outstanding Primitive Rules for Higher Order Automatic Differentiation (jet) · Issue #2431 · jax-ml/jax
Description:
zeros_like id add_any pjit device_put neg sign floor ceil round is_finite exp log expm1 log1p tanh sin cos atan2 regularized_incomplete_beta lgamma igamma igammac bessel_i0e bessel_i1e erf erfc erf_inv real imag complex conj abs sqrt rsq...
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Keywords {🔍}
jacobjinkelly, jet, rules, add, mentioned, sign, pull, commented, contributor, requests, issue, duvenaud, jessebett, rule, navigation, open, actions, security, outstanding, primitive, higher, order, automatic, differentiation, exp, log, expm, logp, tanh, lgamma, igamma, igammac, besselie, erf, erfc, erfinv, pow, mul, asinh, acosh, mattjj, digamma, terms, gamma, function, github, labels, type, projects, milestone,
Topics {✒️}
add erf mul expm1 pow exp igamma igammac lgamma add jet rules xor add trivial jet rules jax/experimental/jet sign great point jacob comment metadata assignees jacobjinkelly mentioned duvenaud/morejets asinh acosh terms rules adds lots include sinh impossible due slim possibility ode coefficients gamma function assigned labels labels type type projects projects milestone milestone relationships jet github skip jump arcsinh static_argnums= slogdet list ad jvp_primitives reflects coverage copied merging master activity follow contribute
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Questions {❓}
- Already have an account?
- I suppose there's the slim possibility that the ODE coefficients would be expressible in terms of the gamma function itself?
- If we want to be comprehensive should we also include sinh, cosh, asinh, acosh, digamma?
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DiscussionForumPosting:
context:https://schema.org
headline:Outstanding Primitive Rules for Higher Order Automatic Differentiation (jet)
articleBody:- [ ] zeros_like
- [ ] id
- [ ] add_any
- [ ] pjit
- [x] device_put
- [x] neg
- [x] sign
- [x] floor
- [x] ceil
- [x] round
- [ ] is_finite
- [x] exp
- [x] log
- [ ] expm1
- [ ] log1p
- [x] tanh
- [ ] sin
- [ ] cos
- [ ] atan2
- [ ] regularized_incomplete_beta
- [ ] lgamma
- [ ] igamma
- [ ] igammac
- [ ] bessel_i0e
- [ ] bessel_i1e
- [ ] erf
- [ ] erfc
- [ ] erf_inv
- [x] real
- [ ] imag
- [x] complex
- [ ] conj
- [x] abs
- [x] sqrt
- [x] rsqrt
- [ ] pow
- [x] and
- [x] or
- [x] xor
- [x] add
- [x] sub
- [x] mul
- [ ] safe_mul
- [x] div
- [ ] rem
- [x] max
- [x] min
- [ ] shift_left
- [ ] shift_right_arithmetic
- [ ] shift_right_logical
- [x] eq
- [x] ne
- [x] ge
- [x] gt
- [x] le
- [x] lt
- [x] convert_element_type
- [ ] bitcast_convert_type
- [x] conv_general_dilated
- [x] dot_general
- [x] broadcast
- [x] broadcast_in_dim
- [ ] clamp
- [x] concatenate
- [x] pad
- [x] reshape
- [x] rev
- [x] transpose
- [x] select
- [x] slice
- [x] dynamic_slice
- [ ] dynamic_update_slice
- [x] gather
- [ ] scatter-add
- [ ] scatter
- [x] reduce_sum
- [ ] reduce_prod
- [x] reduce_max
- [x] reduce_min
- [x] reduce_window_sum
- [ ] reduce_window_max
- [ ] reduce_window_min
- [ ] select_and_scatter_add
- [ ] select_and_gather_add
- [ ] sort
- [ ] sort_key_val
- [x] tie_in
- [x] stop_gradient
- [ ] while
- [ ] cond
- [ ] scan
- [ ] custom_linear_solve
- [x] fft
- [ ] psum
- [ ] ppermute
- [ ] jit(arcsinh,static_argnums=())
- [ ] cholesky
- [ ] eigh
- [ ] triangular_solve
- [ ] lu
- [ ] qr
- [ ] svd
- [ ] jit(slogdet, static_argnums=())
- [ ] logit
- [ ] expit
- [ ] log_ndtr
- [ ] random_gamma
- [x] asinh
- [x] acosh
- [x] atanh
@jacobjinkelly @duvenaud @mattjj
Here's the list of all the `ad.jvp_primitives` and probably reflects what we'd need for coverage by `jet`.
Copied from #2363 since that was more about merging into master!
author:
url:https://github.com/jessebett
type:Person
name:jessebett
datePublished:2020-03-16T17:11:23.000Z
interactionStatistic:
type:InteractionCounter
interactionType:https://schema.org/CommentAction
userInteractionCount:28
url:https://github.com/2431/jax/issues/2431
context:https://schema.org
headline:Outstanding Primitive Rules for Higher Order Automatic Differentiation (jet)
articleBody:- [ ] zeros_like
- [ ] id
- [ ] add_any
- [ ] pjit
- [x] device_put
- [x] neg
- [x] sign
- [x] floor
- [x] ceil
- [x] round
- [ ] is_finite
- [x] exp
- [x] log
- [ ] expm1
- [ ] log1p
- [x] tanh
- [ ] sin
- [ ] cos
- [ ] atan2
- [ ] regularized_incomplete_beta
- [ ] lgamma
- [ ] igamma
- [ ] igammac
- [ ] bessel_i0e
- [ ] bessel_i1e
- [ ] erf
- [ ] erfc
- [ ] erf_inv
- [x] real
- [ ] imag
- [x] complex
- [ ] conj
- [x] abs
- [x] sqrt
- [x] rsqrt
- [ ] pow
- [x] and
- [x] or
- [x] xor
- [x] add
- [x] sub
- [x] mul
- [ ] safe_mul
- [x] div
- [ ] rem
- [x] max
- [x] min
- [ ] shift_left
- [ ] shift_right_arithmetic
- [ ] shift_right_logical
- [x] eq
- [x] ne
- [x] ge
- [x] gt
- [x] le
- [x] lt
- [x] convert_element_type
- [ ] bitcast_convert_type
- [x] conv_general_dilated
- [x] dot_general
- [x] broadcast
- [x] broadcast_in_dim
- [ ] clamp
- [x] concatenate
- [x] pad
- [x] reshape
- [x] rev
- [x] transpose
- [x] select
- [x] slice
- [x] dynamic_slice
- [ ] dynamic_update_slice
- [x] gather
- [ ] scatter-add
- [ ] scatter
- [x] reduce_sum
- [ ] reduce_prod
- [x] reduce_max
- [x] reduce_min
- [x] reduce_window_sum
- [ ] reduce_window_max
- [ ] reduce_window_min
- [ ] select_and_scatter_add
- [ ] select_and_gather_add
- [ ] sort
- [ ] sort_key_val
- [x] tie_in
- [x] stop_gradient
- [ ] while
- [ ] cond
- [ ] scan
- [ ] custom_linear_solve
- [x] fft
- [ ] psum
- [ ] ppermute
- [ ] jit(arcsinh,static_argnums=())
- [ ] cholesky
- [ ] eigh
- [ ] triangular_solve
- [ ] lu
- [ ] qr
- [ ] svd
- [ ] jit(slogdet, static_argnums=())
- [ ] logit
- [ ] expit
- [ ] log_ndtr
- [ ] random_gamma
- [x] asinh
- [x] acosh
- [x] atanh
@jacobjinkelly @duvenaud @mattjj
Here's the list of all the `ad.jvp_primitives` and probably reflects what we'd need for coverage by `jet`.
Copied from #2363 since that was more about merging into master!
author:
url:https://github.com/jessebett
type:Person
name:jessebett
datePublished:2020-03-16T17:11:23.000Z
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url:https://github.com/2431/jax/issues/2431
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name:jessebett
url:https://github.com/jessebett
name:jessebett
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