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  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
    diff --git a/autoapi/blackjax/smc/inner_kernel_tuning/index.html b/autoapi/blackjax/smc/inner_kernel_tuning/index.html index 861d558c1..65024d3d4 100644 --- a/autoapi/blackjax/smc/inner_kernel_tuning/index.html +++ b/autoapi/blackjax/smc/inner_kernel_tuning/index.html @@ -239,6 +239,7 @@
  • blackjax.smc.resampling
  • blackjax.smc.solver
  • blackjax.smc.tempered
    • +
  • blackjax.smc.waste_free
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
      diff --git a/autoapi/blackjax/smc/tempered/index.html b/autoapi/blackjax/smc/tempered/index.html index c2d27c49f..47673e585 100644 --- a/autoapi/blackjax/smc/tempered/index.html +++ b/autoapi/blackjax/smc/tempered/index.html @@ -49,7 +49,7 @@ - + @@ -240,6 +240,7 @@
    • blackjax.smc.resampling
    • blackjax.smc.solver
    • blackjax.smc.tempered
      • +
    • blackjax.smc.waste_free
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
  • blackjax.vi
    -
    Relative treatment effect for school 0: 0.89
-Relative treatment effect for school 1: -0.51
-Relative treatment effect for school 2: 0.61
-Relative treatment effect for school 3: -0.44
-Relative treatment effect for school 4: -0.45
-Relative treatment effect for school 5: -0.26
-Relative treatment effect for school 6: -0.23
-Relative treatment effect for school 7: -0.23
+
    Relative treatment effect for school 0: 0.04
+Relative treatment effect for school 1: 0.08
+Relative treatment effect for school 2: -0.00
+Relative treatment effect for school 3: 0.14
+Relative treatment effect for school 4: 0.17
+Relative treatment effect for school 5: 0.27
+Relative treatment effect for school 6: 0.30
+Relative treatment effect for school 7: -0.13
    diff --git a/examples/howto_use_oryx.html b/examples/howto_use_oryx.html index 33e06f055..ae4eb964c 100644 --- a/examples/howto_use_oryx.html +++ b/examples/howto_use_oryx.html @@ -239,6 +239,7 @@
  • blackjax.smc.resampling
  • blackjax.smc.solver
  • blackjax.smc.tempered
    • +
  • blackjax.smc.waste_free
  • blackjax.vi
    -
    Average sample accuracy: 0.9788667
+
    Average sample accuracy: 0.9794667
 BMA accuracy: 0.9866667
 
    
 
    
diff --git a/examples/howto_use_pymc.html b/examples/howto_use_pymc.html
index e431caf2f..619bd331a 100644
--- a/examples/howto_use_pymc.html
+++ b/examples/howto_use_pymc.html
@@ -239,6 +239,7 @@
 
  • blackjax.smc.resampling
    • 
 
  • blackjax.smc.solver
    • 
 
  • blackjax.smc.tempered
    • 
+
  • blackjax.smc.waste_free
    •
  • blackjax.vi
      @@ -514,7 +515,7 @@

      Use with PyMC models

    -../_images/36c1a84468f7cb2ace0e0d5f585e1f6001453b8a7624759c93ddd2d8cf325fe3.png +../_images/911808773f74e6884fe390168ca6f24768a827105f9381a22b0dbccfac6393a4.png
    diff --git a/examples/howto_use_tfp.html b/examples/howto_use_tfp.html index 9e9d5b7dd..297880a34 100644 --- a/examples/howto_use_tfp.html +++ b/examples/howto_use_tfp.html @@ -239,6 +239,7 @@
  • blackjax.smc.resampling
  • blackjax.smc.solver
  • blackjax.smc.tempered
    • +
  • blackjax.smc.waste_free
  • blackjax.vi
  • blackjax.vi
    -../_images/2b809ba70e6c17c09cfad46e7021476905422c23f7c2b78aa4fc300aa406c167.png +../_images/aeefe5c368177496574ae31cb9b0ccc3f3cc108f79a1de758c62a23817a0f0ab.png
    @@ -632,8 +633,8 @@

    Use Stan’s Window Adaptation -
    CPU times: user 1.36 s, sys: 59.9 ms, total: 1.42 s
-Wall time: 1.4 s
+
    CPU times: user 1.42 s, sys: 52.1 ms, total: 1.47 s
+Wall time: 1.46 s
    @@ -652,8 +653,8 @@

    Use Stan’s Window Adaptation -
    CPU times: user 1.01 s, sys: 52.8 ms, total: 1.06 s
-Wall time: 1.04 s
+
    CPU times: user 1.03 s, sys: 52.7 ms, total: 1.08 s
+Wall time: 1.06 s
    @@ -678,7 +679,7 @@

    Use Stan’s Window Adaptation -../_images/931d3ba713acac3be20a334d479d163c85a3ed6a04cd2d8bded05e53f3164f78.png +../_images/7b27949904021dc112048a2a144c26b8b146563bfb1481725829bc60ce1f952f.png

    diff --git a/genindex.html b/genindex.html index d65782217..e23b046f5 100644 --- a/genindex.html +++ b/genindex.html @@ -238,6 +238,7 @@
  • blackjax.smc.resampling
  • blackjax.smc.solver
  • blackjax.smc.tempered
    • +
  • blackjax.smc.waste_free
  • blackjax.vi
    @@ -1774,6 +1786,8 @@

    V

    W

    + + +
  • blackjax.vi
      diff --git a/objects.inv b/objects.inv index 9e5696c4fff3e3b61f2fc783300d40b58e5adff0..0f702dbe743c7e6f4d8ecaba3ea1bc75f51a13cb 100644 GIT binary patch delta 1441 zcmV;S1z!5BCE6vBMh9XrGGaC`VzEu{41Y(=uS7QK@-0)q@X*N?QnpUkLw!2uGCj*Y zn~vu6F%)^U5yuPDXUq#TWyT8&RMC-Pne^@exUn%3JGlS(|GpSU z*T|c?OcLc}3UDJQuB(UuIbja4|D!0KR4>Rq%NF z?&t0+kn=GJSiy`cehy{SET>nJ0Dl=G*oFyQbhqGwHNaS=mn1e<4`~Fc57NxWV@%;^ zaWSJxP)uk+fnf37eq(igcQdE4I+Hb}4QB!{X1xG^Vb`v_==PDG=2d;!MgL1&M*gQ6 zLS6VI_Y1NqEx3wdEZ zQQWT3?0#RMn(lZo)6MRYn14{7Y&_tt^8nu2i|VJuCnFDY>$90&b6d2pzmeKA-F0gw zPqYu6EI%!RLrbyD07PFx_J9|{K^W%lknjU#4?NR>+-9oD;obh_A%EZ==KNeUq2}CO zUw^i*2RR!OAmH*WNq_##N)LEemYH+@crAbN058vYmK1<9*Sfm)XAgKpkC|=$R3Crw z2q6!)4;w%{w{zQH+8^!#wx?=27k0Dyv-@K`=mty(r6C}>*b(Xhw--XV=XNCei+dkE z?Y?*j-!h8_*u)265PyrY#&{Q@XWq>QBhwcaZCM#@B!Y3B?>q8mcQSdHy)1fK!yXu4 zzsJTitdlo#FAn4ki}OAGf^s9l`OT2*RP zF}n=aUs&Sm85f5d`7TzH`ZJ4DJ;2gCBa^Yz>kGSffts1zxPQFOhpe^puxQc~O6Uw$($;8JU>%lTE&1O3TyFT^PyFXF2@o1d6v~yD^6Rw=?{a?J`!%c&kbe z9(`-)@Wc;k`F~oMVbq9P)}hnE9U}mPX$Sthpnms@e~RcPDOLYd_K`9s!dF(OtOygf z+v&I#QgoERl&^kW`t1yvPyG9%?Wgap?WfNjdberlf2L~6I#usP?J;^S`Lj;O)b#Yo z#2+niI!;g3DXD!X{GzOVb)$ytyX-RRt4Hwv_vUZ^{(tAcgkN!%wdD;YPD z40lo*4zD+4IZ3ESq%K(}_*-wG)_zMHU%E}TeOAGC;N`ykULvWR27ZNtV%Us-Y1yB(llpM8kVBI=!ow=%!1Vmod%6 z9Q1G~t$!Z7x0-wRUwlok`n zr=K4#5dUac^ek%GIM2eJe(tbt{J*Mi{4eTcA6Ztr`c(Qq4wC{2ElzGSBRiTYyy4pp v~U3k-x#dn&?ib==FfAVtWs4t+a!>8egE(PsF z{m=jR#W>)k;Q)aLG~1a+Y}T-t+xFGykgL4clav*7ZP|J*p1OM}*mm8Pr{76S!_&9t zd-zJ3PglPSQBoQ#8q<3~_EoTq`~2PCUf0x7zynSXYW z3&pk|f_li+LpW7sHUm7pxdo$BGE!B%d{aw5AT=Kkk9U}84zS;XA&V&GWh_G@ z%ENt`WjVmb%%lPMnweC=iUt1oW|<7(Udlv3BYjd0{n$t zyQrYsB6*rJ^kwh!FL4?9pJtF}Q?v~JQT)lKowd}`Mk$s3-O(2)3G=C!hk}s>eNN}l6`q!i=m2VXQF&EYo?$Pg; zRA%@YNN;{W(T?!vp>fwjURX~Qw~G(E-xsK+i}}rTv&;V{lqVYxc%eFgclHi;fAMyA z4|AchnO<`dvai2v*)v_^YJVnAv=5yuKP`eoOR>xVL|;PofOnli80M}=^B3=3^GtUy znJFjtH2IfzK6y4*R6vN0S6uk8Yc)LMg#rLIliLUUnY#=;z}fi#ri-KY{n@kpJ=0m! zW~#}#)c)o9)*j|)STmvKNLgQhY^?`5_7EW8@|Z+_{y0Vtcnp-8bASHiD1Y&6D$jUK z5`Z(;y1Mpf4|w{FnQi{S8h`P091pg|7(hI?DcN7z`s@LAUTQfPHfs8_TR%PM-a-ha zAt1Tf?C1e^&Ox~6Hrx4&+xk51mTw5(GK&Y;p9WzNi?POdgPdpHs0Aa_7Zz<<8SRmQ zah-3e@n<*bc$jS(dVgBO_6}daeZ(^?0XK3l4&)5$&OQBFX(Pe;s%n3_K-*j1m1Klo zfc0=|PysZ$)vLZ~m8=I^FlkgVyTa06SiR{P*F75fE*44pGwUurz^XDMld;t63%hph zm6_bQa?6J-BlECJbWp2bps;kKEq|owD1Rwm{krtq*(#s-_ea}L-&@;HpF8w!Z_58n)s%Ir-ig}E@>=p| zos6mJ>5+*)T5NQjDymab`%L&nS^MhZ2HB6;Wz<)X;Q#N<-~Rp2e+j?hEN>6UzQ`s{ zWw$PFA{lz5G#p-U$a0cUjYwUxPVl$hLM<_tHokOWYJZoeg6+V|efzycQWM##6EflG z@^UySjH>%5S)t3h`2?Mu$8JWq&6UBx?-AAMErgRSquEqLBWOru^UH~b_hfW>S1r*^ zmohJ7nu$5+;p|gAc5gKS|FuuMj4t!^%>b=TCb++;RLh{%A&(58%47oiaJawKfY$rU zfGI5|kXBDWKU^UG(Xi-Q)Uu(Rg**M+VcqzDRp0nu)B!TGtakOO^nV-%=o4C;++;>} zG*fuPw;jkA_0hZVrX!2*G?NvRj*ZeleQ8d1QDY@gmbXl A+5i9m diff --git a/py-modindex.html b/py-modindex.html index 4c47481b0..7cb3d0523 100644 --- a/py-modindex.html +++ b/py-modindex.html @@ -241,6 +241,7 @@
    • blackjax.smc.resampling
    • blackjax.smc.solver
    • blackjax.smc.tempered
      • +
    • blackjax.smc.waste_free
  • blackjax.vi
      @@ -623,6 +624,11 @@

      Python Module Index

    		•     blackjax.smc.tuning.from_particles
        + blackjax.smc.waste_free +
        diff --git a/search.html b/search.html index ae106a255..61fcf3a78 100644 --- a/search.html +++ b/search.html @@ -240,6 +240,7 @@
  • blackjax.smc.resampling
  • blackjax.smc.solver
  • blackjax.smc.tempered
    • +
  • blackjax.smc.waste_free
  • blackjax.vi
      diff --git a/searchindex.js b/searchindex.js index b28593499..94ce39bf4 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"A Quick Introduction to Blackjax": [[64, null]], "A note on using jax.pmap on CPU": [[58, "a-note-on-using-jax-pmap-on-cpu"]], "Aesara model compiled to Numba": [[56, "aesara-model-compiled-to-numba"]], "Attributes": [[1, "attributes"], [18, "attributes"], [23, "attributes"], [25, "attributes"], [27, "attributes"], [37, "attributes"]], "Back to our example": [[58, "back-to-our-example"]], "Before you start": [[59, null], [60, null], [62, null], [63, null]], "Bibliography": [[53, null]], "Build the Kernel and Inference Loop": [[64, "build-the-kernel-and-inference-loop"]], "Build the Sampling Loop": [[55, "build-the-sampling-loop"], [55, "id1"]], "Check Result": [[55, "check-result"]], "Choosing the number of devices": [[58, "choosing-the-number-of-devices"]], "Classes": [[0, "classes"], [1, "classes"], [3, "classes"], [4, "classes"], [5, "classes"], [6, "classes"], [7, "classes"], [8, "classes"], [11, "classes"], [13, "classes"], [14, "classes"], [15, "classes"], [16, "classes"], [19, "classes"], [20, "classes"], [21, "classes"], [23, "classes"], [24, "classes"], [25, "classes"], [26, "classes"], [28, "classes"], [29, "classes"], [30, "classes"], [36, "classes"], [38, "classes"], [41, "classes"], [44, "classes"], [49, "classes"], [50, "classes"], [51, "classes"]], "Conclusions": [[58, "conclusions"]], "Construct the MWG Kernel": [[55, "construct-the-mwg-kernel"]], "Deriving the gradient mathematically": [[54, "deriving-the-gradient-mathematically"]], "Developer Notes": [[55, "developer-notes"]], "Functions": [[0, "functions"], [1, "functions"], [3, "functions"], [4, "functions"], [5, "functions"], [6, "functions"], [7, "functions"], [8, "functions"], [9, "functions"], [11, "functions"], [12, "functions"], [13, "functions"], [14, "functions"], [15, "functions"], [16, "functions"], [18, "functions"], [19, "functions"], [20, "functions"], [21, "functions"], [22, "functions"], [23, "functions"], [24, "functions"], [25, "functions"], [26, "functions"], [27, "functions"], [28, "functions"], [29, "functions"], [30, "functions"], [31, "functions"], [32, "functions"], [34, "functions"], [35, "functions"], [36, "functions"], [37, "functions"], [38, "functions"], [39, "functions"], [41, "functions"], [42, "functions"], [43, "functions"], [44, "functions"], [45, "functions"], [46, "functions"], [49, "functions"], [50, "functions"], [51, "functions"], [52, "functions"]], "Functions defined as the minimum of another function": [[54, "functions-defined-as-the-minimum-of-another-function"]], "GPU instructions": [[65, null]], "General MWG Kernel": [[55, "general-mwg-kernel"]], "HMC": [[64, "hmc"]], "Hello World": [[65, "hello-world"]], "How to build a Metropolis-Within-Gibbs sampler?": [[55, null]], "Inference": [[64, "inference"]], "Installation": [[65, "installation"]], "MWG Sampling in BlackJAX": [[55, "mwg-sampling-in-blackjax"]], "Make the image into a numpy array": [[57, "make-the-image-into-a-numpy-array"]], "Making sure the result is correct": [[54, "making-sure-the-result-is-correct"]], "Module Contents": [[0, "module-contents"], [1, "module-contents"], [3, "module-contents"], [4, "module-contents"], [5, "module-contents"], [6, "module-contents"], [7, "module-contents"], [8, "module-contents"], [9, "module-contents"], [11, "module-contents"], [12, "module-contents"], [13, "module-contents"], [14, "module-contents"], [15, "module-contents"], [16, "module-contents"], [18, "module-contents"], [19, "module-contents"], [20, "module-contents"], [21, "module-contents"], [22, "module-contents"], [23, "module-contents"], [24, "module-contents"], [25, "module-contents"], [26, "module-contents"], [27, "module-contents"], [28, "module-contents"], [29, "module-contents"], [30, "module-contents"], [31, "module-contents"], [32, "module-contents"], [34, "module-contents"], [35, "module-contents"], [36, "module-contents"], [37, "module-contents"], [38, "module-contents"], [39, "module-contents"], [41, "module-contents"], [42, "module-contents"], [43, "module-contents"], [44, "module-contents"], [45, "module-contents"], [46, "module-contents"], [49, "module-contents"], [50, "module-contents"], [51, "module-contents"], [52, "module-contents"]], "NUTS": [[64, "nuts"]], "NUTS in parallel": [[58, "nuts-in-parallel"]], "Parameter": [[26, "parameter"]], "Plot the samples": [[57, "plot-the-samples"]], "Reproducing the front page image of the repository": [[57, null]], "Run the SMC sampler": [[57, "run-the-smc-sampler"]], "Sample with multiple chains in parallel": [[58, null]], "Sampler Parameters": [[55, "sampler-parameters"], [64, "sampler-parameters"]], "Sampling": [[55, "sampling"], [55, "id2"]], "Set the Initial State": [[64, "set-the-initial-state"]], "Set the Initial State of Each Algorithm": [[55, "set-the-initial-state-of-each-algorithm"]], "Submodules": [[2, "submodules"], [10, "submodules"], [17, "submodules"], [33, "submodules"], [40, "submodules"], [47, "submodules"], [48, "submodules"]], "Subpackages": [[10, "subpackages"], [40, "subpackages"]], "Telling JAX to use a custom gradient": [[54, "telling-jax-to-use-a-custom-gradient"]], "The Model": [[55, "the-model"]], "The Problem": [[64, "the-problem"]], "The sampling procedure": [[57, "the-sampling-procedure"], [57, "id1"]], "Trying to differentate the function with jax.grad": [[54, "trying-to-differentate-the-function-with-jax-grad"]], "Use Stan\u2019s Window Adaptation": [[64, "use-stan-s-window-adaptation"]], "Use a logdensity function that is not compatible with JAX\u2019s primitives": [[56, null]], "Use custom XLA calls to call Numba functions faster": [[56, "use-custom-xla-calls-to-call-numba-functions-faster"]], "Use custom gradients": [[54, null]], "Use jax.experimental.host_callback to call Numba functions": [[56, "use-jax-experimental-host-callback-to-call-numba-functions"]], "Use with Aesara models": [[59, null]], "Use with Numpyro models": [[60, null]], "Use with Oryx models": [[61, null]], "Use with PyMC models": [[62, null]], "Use with TFP models": [[63, null]], "Using jax.pmap": [[58, "using-jax-pmap"]], "Using jax.vmap": [[58, "using-jax-vmap"]], "Using the function with Blackjax": [[54, "using-the-function-with-blackjax"]], "Vectorization vs parallelization": [[58, "vectorization-vs-parallelization"]], "Welcome to Blackjax!": [[65, null]], "blackjax": [[10, null]], "blackjax.adaptation": [[2, null]], "blackjax.adaptation.base": [[0, null]], "blackjax.adaptation.chees_adaptation": [[1, null]], "blackjax.adaptation.mass_matrix": [[3, null]], "blackjax.adaptation.mclmc_adaptation": [[4, null]], "blackjax.adaptation.meads_adaptation": [[5, null]], "blackjax.adaptation.pathfinder_adaptation": [[6, null]], "blackjax.adaptation.step_size": [[7, null]], "blackjax.adaptation.window_adaptation": [[8, null]], "blackjax.diagnostics": [[9, null]], "blackjax.mcmc": [[17, null]], "blackjax.mcmc.barker": [[11, null]], "blackjax.mcmc.diffusions": [[12, null]], "blackjax.mcmc.dynamic_hmc": [[13, null]], "blackjax.mcmc.elliptical_slice": [[14, null]], "blackjax.mcmc.ghmc": [[15, null]], "blackjax.mcmc.hmc": [[16, null]], "blackjax.mcmc.integrators": [[18, null]], "blackjax.mcmc.mala": [[19, null]], "blackjax.mcmc.marginal_latent_gaussian": [[20, null]], "blackjax.mcmc.mclmc": [[21, null]], "blackjax.mcmc.metrics": [[22, null]], "blackjax.mcmc.nuts": [[23, null]], "blackjax.mcmc.periodic_orbital": [[24, null]], "blackjax.mcmc.proposal": [[25, null]], "blackjax.mcmc.random_walk": [[26, null]], "blackjax.mcmc.rmhmc": [[27, null]], "blackjax.mcmc.termination": [[28, null]], "blackjax.mcmc.trajectory": [[29, null]], "blackjax.sgmcmc": [[33, null]], "blackjax.sgmcmc.csgld": [[30, null]], "blackjax.sgmcmc.diffusions": [[31, null]], "blackjax.sgmcmc.gradients": [[32, null]], "blackjax.sgmcmc.sghmc": [[34, null]], "blackjax.sgmcmc.sgld": [[35, null]], "blackjax.sgmcmc.sgnht": [[36, null]], "blackjax.smc": [[40, null]], "blackjax.smc.adaptive_tempered": [[37, null]], "blackjax.smc.base": [[38, null]], "blackjax.smc.ess": [[39, null]], "blackjax.smc.inner_kernel_tuning": [[41, null]], "blackjax.smc.resampling": [[42, null]], "blackjax.smc.solver": [[43, null]], "blackjax.smc.tempered": [[44, null]], "blackjax.smc.tuning": [[47, null]], "blackjax.smc.tuning.from_kernel_info": [[45, null]], "blackjax.smc.tuning.from_particles": [[46, null]], "blackjax.vi": [[48, null]], "blackjax.vi.meanfield_vi": [[49, null]], "blackjax.vi.pathfinder": [[50, null]], "blackjax.vi.schrodinger_follmer": [[51, null]], "blackjax.vi.svgd": [[52, null]]}, "docnames": ["autoapi/blackjax/adaptation/base/index", "autoapi/blackjax/adaptation/chees_adaptation/index", "autoapi/blackjax/adaptation/index", "autoapi/blackjax/adaptation/mass_matrix/index", 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