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rlouf
/
mcx
Express & compile probabilistic programs for performant inference on CPU & GPU. Powered by JAX.
https://rlouf.github.io/mcx
Apache License 2.0
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Add multivariate normal distribution
#51
rlouf
closed
3 years ago
0
Neural network layers
#50
rlouf
closed
3 years ago
2
Hidden Markov Models
#49
rlouf
closed
3 years ago
7
Bijectors
#48
rlouf
closed
3 years ago
1
Replaced all format calls with f-strings
#47
lmmx
closed
3 years ago
1
Prior and posterior predictive samplers + debugging tools
#46
rlouf
closed
3 years ago
1
Focus on the window adaptation
#45
rlouf
closed
3 years ago
0
Use f-strings and lint with black
#44
lmmx
closed
3 years ago
3
Fix minor bugs in mcx.core.graphs and some typos/variable names in docs
#43
lmmx
closed
3 years ago
0
Fix performance issue when sampling with `for loop` (#41)
#42
rlouf
closed
3 years ago
1
Performance issue when sampling without acceleration
#41
rlouf
closed
3 years ago
1
Step size update in dual averaging is wrong
#40
rlouf
closed
3 years ago
1
Discrete variables
#39
rlouf
closed
3 years ago
1
Merge batch and iterative samplers
#38
rlouf
closed
3 years ago
0
Programs with stochastic support
#37
rlouf
closed
3 years ago
1
Sampling breaks on JAX 0.2.0
#36
rlouf
closed
3 years ago
4
Integration with ArviZ
#35
rlouf
closed
3 years ago
11
Log metrics for tensorboard
#34
rlouf
opened
3 years ago
2
Change assignment operator from @ to <~
#33
rlouf
closed
3 years ago
1
ArviZ InferenceData transformer
#32
ahartikainen
closed
3 years ago
3
Condition model using .condition() method
#31
rlouf
closed
3 years ago
1
2020/05/27
#30
rlouf
closed
3 years ago
5
HMC warmup
#29
rlouf
closed
3 years ago
2
Improve tests
#28
rlouf
opened
4 years ago
0
simplify the initialization of the HMC algorithm
#27
rlouf
closed
4 years ago
0
Diagnostics with many chains
#26
rlouf
closed
3 years ago
3
Make the tests run in parallel
#25
rlouf
closed
4 years ago
0
Move tests of Bernoulli distribution to pytest
#24
rlouf
closed
4 years ago
0
Programs should probably be objects
#23
rlouf
closed
3 years ago
2
add linear_regression test for HMC
#22
rlouf
closed
4 years ago
1
Run warmup for each chain
#21
rlouf
closed
3 years ago
1
Routine maintenance
#20
ericmjl
closed
4 years ago
7
Problem running main example
#19
ericmjl
closed
4 years ago
10
Simplify `HMC` program definition
#18
rlouf
closed
4 years ago
1
Nonparametrics
#17
rlouf
closed
3 years ago
1
Neural network layers
#16
rlouf
closed
3 years ago
8
Add Adam and RMSProp optimizers
#15
rlouf
closed
4 years ago
1
Graph UX
#14
rlouf
opened
4 years ago
0
Find the right boundary between runtimes and programs
#13
rlouf
closed
4 years ago
1
Improve separation of concerns between executors and algorithms
#12
rlouf
closed
4 years ago
1
Sampling UX
#11
rlouf
opened
4 years ago
2
Write integration in terms of number of steps rather than length
#10
rlouf
closed
4 years ago
1
Nice to have
#9
rlouf
closed
3 years ago
2
Online computation of diagnostics
#8
rlouf
closed
3 years ago
0
reshape momentum inside the integrator?
#7
rlouf
closed
4 years ago
1
Port distribution tests to pytest
#6
rlouf
closed
4 years ago
2
Separate error messages from code in core
#5
rlouf
closed
3 years ago
1
Simplify the access to the graph's nodes
#4
rlouf
opened
4 years ago
0
Call for use cases and examples
#3
rlouf
opened
4 years ago
7
Create an `Array1D` type for position, momentum, etc in sampling
#2
rlouf
closed
4 years ago
1
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