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dev/CONTRIBUTING.html

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dev/articles/cmdstanr-internals.md

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Original file line numberDiff line numberDiff line change
@@ -164,7 +164,7 @@ compilation approach described above).
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``` r
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mod_pedantic <- cmdstan_model(stan_file_pedantic, pedantic = TRUE)
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Warning in '/tmp/RtmpZElM6b/model-37a665cbe249.stan', line 11, column 14: A
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Warning in '/tmp/RtmpmXj7SZ/model-37a7e9ee9b8.stan', line 11, column 14: A
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poisson distribution is given parameter lambda as a rate parameter
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(argument 1), but lambda was not constrained to be strictly positive.
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Warning: The parameter lambda has no priors. This means either no prior is
@@ -177,7 +177,7 @@ argument to the `$check_syntax()` method.
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``` r
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mod_pedantic$check_syntax(pedantic = TRUE)
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Warning in '/tmp/RtmpZElM6b/model_febb1e69c7387a0e64cf13583e078104.stan', line 11, column 14: A
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Warning in '/tmp/RtmpmXj7SZ/model_febb1e69c7387a0e64cf13583e078104.stan', line 11, column 14: A
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poisson distribution is given parameter lambda as a rate parameter
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(argument 1), but lambda was not constrained to be strictly positive.
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Warning: The parameter lambda has no priors. This means either no prior is
@@ -198,7 +198,7 @@ rm(mod_pedantic)
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mod_pedantic <- cmdstan_model(stan_file_pedantic, compile = FALSE)
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mod_pedantic$check_syntax(pedantic = TRUE)
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Warning in '/tmp/RtmpZElM6b/model_febb1e69c7387a0e64cf13583e078104.stan', line 11, column 14: A
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Warning in '/tmp/RtmpmXj7SZ/model_febb1e69c7387a0e64cf13583e078104.stan', line 11, column 14: A
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poisson distribution is given parameter lambda as a rate parameter
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(argument 1), but lambda was not constrained to be strictly positive.
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Warning: The parameter lambda has no priors. This means either no prior is
@@ -427,10 +427,10 @@ CmdStan to CSV files in a temporary directory.
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fit$output_files()
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```
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[1] "/tmp/RtmpZElM6b/bernoulli-202512012341-1-5be2de.csv"
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[2] "/tmp/RtmpZElM6b/bernoulli-202512012341-2-5be2de.csv"
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[3] "/tmp/RtmpZElM6b/bernoulli-202512012341-3-5be2de.csv"
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[4] "/tmp/RtmpZElM6b/bernoulli-202512012341-4-5be2de.csv"
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[1] "/tmp/RtmpmXj7SZ/bernoulli-202512031825-1-5be2df.csv"
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[2] "/tmp/RtmpmXj7SZ/bernoulli-202512031825-2-5be2df.csv"
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[3] "/tmp/RtmpmXj7SZ/bernoulli-202512031825-3-5be2df.csv"
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[4] "/tmp/RtmpmXj7SZ/bernoulli-202512031825-4-5be2df.csv"
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These files will be lost if you end your R session or if you remove the
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`fit` object and force (or wait for) garbage collection.
@@ -448,8 +448,8 @@ gc()
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```
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used (Mb) gc trigger (Mb) max used (Mb)
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Ncells 1217991 65.1 2504497 133.8 1589948 85.0
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Vcells 2123443 16.3 8388608 64.0 4907298 37.5
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Ncells 1217980 65.1 2504465 133.8 1589948 85.0
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Vcells 2123431 16.3 8388608 64.0 4907311 37.5
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``` r
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file.exists(files)
@@ -645,7 +645,7 @@ str(csv_contents)
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..$ stan_version_major : num 2
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..$ stan_version_minor : num 37
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..$ stan_version_patch : num 0
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..$ start_datetime : chr "2025-12-01 23:41:13 UTC"
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..$ start_datetime : chr "2025-12-03 18:25:23 UTC"
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..$ method : chr "sample"
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..$ save_warmup : int 0
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..$ thin : num 1
@@ -666,7 +666,7 @@ str(csv_contents)
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..$ seed : num 31749990
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..$ refresh : num 100
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..$ sig_figs : num 8
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..$ profile_file : chr "/tmp/RtmpZElM6b/bernoulli-profile-202512012341-1-2c6eae.csv"
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..$ profile_file : chr "/tmp/RtmpmXj7SZ/bernoulli-profile-202512031825-1-2c6eaf.csv"
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..$ save_cmdstan_config : int 0
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..$ stanc_version : chr "stanc3 v2.37.0"
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..$ sampler_diagnostics : chr [1:6] "accept_stat__" "stepsize__" "treedepth__" "n_leapfrog__" ...
@@ -682,9 +682,9 @@ str(csv_contents)
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..$ threads_per_chain : num 1
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..$ time :'data.frame': 4 obs. of 4 variables:
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.. ..$ chain_id: num [1:4] 1 2 3 4
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.. ..$ warmup : num [1:4] 0.002 0.003 0.002 0.002
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.. ..$ warmup : num [1:4] 0.002 0.002 0.002 0.002
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.. ..$ sampling: num [1:4] 0.005 0.005 0.005 0.005
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.. ..$ total : num [1:4] 0.007 0.008 0.007 0.007
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.. ..$ total : num [1:4] 0.007 0.007 0.007 0.007
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..$ stan_variable_sizes :List of 2
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.. ..$ lp__ : num 1
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.. ..$ theta: num 1
@@ -694,9 +694,9 @@ str(csv_contents)
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..$ total : int NA
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..$ chains:'data.frame': 4 obs. of 4 variables:
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.. ..$ chain_id: num [1:4] 1 2 3 4
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.. ..$ warmup : num [1:4] 0.002 0.003 0.002 0.002
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.. ..$ warmup : num [1:4] 0.002 0.002 0.002 0.002
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.. ..$ sampling: num [1:4] 0.005 0.005 0.005 0.005
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.. ..$ total : num [1:4] 0.007 0.008 0.007 0.007
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.. ..$ total : num [1:4] 0.007 0.007 0.007 0.007
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$ inv_metric :List of 4
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..$ 1: num 0.588
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..$ 2: num 0.545
@@ -753,10 +753,10 @@ fit <- mod$sample(data = data_list, save_latent_dynamics = TRUE)
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fit$latent_dynamics_files()
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```
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[1] "/tmp/RtmpZElM6b/bernoulli-diagnostic-202512012341-1-057133.csv"
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[2] "/tmp/RtmpZElM6b/bernoulli-diagnostic-202512012341-2-057133.csv"
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[3] "/tmp/RtmpZElM6b/bernoulli-diagnostic-202512012341-3-057133.csv"
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[4] "/tmp/RtmpZElM6b/bernoulli-diagnostic-202512012341-4-057133.csv"
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[1] "/tmp/RtmpmXj7SZ/bernoulli-diagnostic-202512031825-1-057134.csv"
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[2] "/tmp/RtmpmXj7SZ/bernoulli-diagnostic-202512031825-2-057134.csv"
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[3] "/tmp/RtmpmXj7SZ/bernoulli-diagnostic-202512031825-3-057134.csv"
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[4] "/tmp/RtmpmXj7SZ/bernoulli-diagnostic-202512031825-4-057134.csv"
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``` r
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# read one of the files in
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mod <- cmdstan_model(stan_file, force_recompile = TRUE)
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```
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Running make /tmp/RtmpZElM6b/model-37a6f69b8f4 \
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Running make /tmp/RtmpmXj7SZ/model-37a71ff8c581 \
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"STANCFLAGS += --name='bernoulli_model'"
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--- Translating Stan model to C++ code ---
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bin/stanc --name='bernoulli_model' --o=/tmp/RtmpZElM6b/model-37a6f69b8f4.hpp /tmp/RtmpZElM6b/model-37a6f69b8f4.stan
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bin/stanc --name='bernoulli_model' --o=/tmp/RtmpmXj7SZ/model-37a71ff8c581.hpp /tmp/RtmpmXj7SZ/model-37a71ff8c581.stan
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--- Compiling C++ code ---
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g++ -Wno-deprecated-declarations -std=c++17 -pthread -D_REENTRANT -Wno-sign-compare -Wno-ignored-attributes -Wno-class-memaccess -I stan/lib/stan_math/lib/tbb_2020.3/include -O3 -I src -I stan/src -I stan/lib/rapidjson_1.1.0/ -I lib/CLI11-1.9.1/ -I stan/lib/stan_math/ -I stan/lib/stan_math/lib/eigen_3.4.0 -I stan/lib/stan_math/lib/boost_1.87.0 -I stan/lib/stan_math/lib/sundials_6.1.1/include -I stan/lib/stan_math/lib/sundials_6.1.1/src/sundials -DBOOST_DISABLE_ASSERTS -c -Wno-ignored-attributes -x c++ -o /tmp/RtmpZElM6b/model-37a6f69b8f4.o /tmp/RtmpZElM6b/model-37a6f69b8f4.hpp
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g++ -Wno-deprecated-declarations -std=c++17 -pthread -D_REENTRANT -Wno-sign-compare -Wno-ignored-attributes -Wno-class-memaccess -I stan/lib/stan_math/lib/tbb_2020.3/include -O3 -I src -I stan/src -I stan/lib/rapidjson_1.1.0/ -I lib/CLI11-1.9.1/ -I stan/lib/stan_math/ -I stan/lib/stan_math/lib/eigen_3.4.0 -I stan/lib/stan_math/lib/boost_1.87.0 -I stan/lib/stan_math/lib/sundials_6.1.1/include -I stan/lib/stan_math/lib/sundials_6.1.1/src/sundials -DBOOST_DISABLE_ASSERTS -c -Wno-ignored-attributes -x c++ -o /tmp/RtmpmXj7SZ/model-37a71ff8c581.o /tmp/RtmpmXj7SZ/model-37a71ff8c581.hpp
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--- Linking model ---
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g++ -Wno-deprecated-declarations -std=c++17 -pthread -D_REENTRANT -Wno-sign-compare -Wno-ignored-attributes -Wno-class-memaccess -I stan/lib/stan_math/lib/tbb_2020.3/include -O3 -I src -I stan/src -I stan/lib/rapidjson_1.1.0/ -I lib/CLI11-1.9.1/ -I stan/lib/stan_math/ -I stan/lib/stan_math/lib/eigen_3.4.0 -I stan/lib/stan_math/lib/boost_1.87.0 -I stan/lib/stan_math/lib/sundials_6.1.1/include -I stan/lib/stan_math/lib/sundials_6.1.1/src/sundials -DBOOST_DISABLE_ASSERTS -Wl,-L,"/home/runner/.cmdstan/cmdstan-2.37.0/stan/lib/stan_math/lib/tbb" -Wl,-rpath,"/home/runner/.cmdstan/cmdstan-2.37.0/stan/lib/stan_math/lib/tbb" /tmp/RtmpZElM6b/model-37a6f69b8f4.o src/cmdstan/main.o -ltbb stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_nvecserial.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_cvodes.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_idas.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_kinsol.a stan/lib/stan_math/lib/tbb/libtbb.so.2 -o /tmp/RtmpZElM6b/model-37a6f69b8f4
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rm /tmp/RtmpZElM6b/model-37a6f69b8f4.hpp /tmp/RtmpZElM6b/model-37a6f69b8f4.o
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g++ -Wno-deprecated-declarations -std=c++17 -pthread -D_REENTRANT -Wno-sign-compare -Wno-ignored-attributes -Wno-class-memaccess -I stan/lib/stan_math/lib/tbb_2020.3/include -O3 -I src -I stan/src -I stan/lib/rapidjson_1.1.0/ -I lib/CLI11-1.9.1/ -I stan/lib/stan_math/ -I stan/lib/stan_math/lib/eigen_3.4.0 -I stan/lib/stan_math/lib/boost_1.87.0 -I stan/lib/stan_math/lib/sundials_6.1.1/include -I stan/lib/stan_math/lib/sundials_6.1.1/src/sundials -DBOOST_DISABLE_ASSERTS -Wl,-L,"/home/runner/.cmdstan/cmdstan-2.37.0/stan/lib/stan_math/lib/tbb" -Wl,-rpath,"/home/runner/.cmdstan/cmdstan-2.37.0/stan/lib/stan_math/lib/tbb" /tmp/RtmpmXj7SZ/model-37a71ff8c581.o src/cmdstan/main.o -ltbb stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_nvecserial.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_cvodes.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_idas.a stan/lib/stan_math/lib/sundials_6.1.1/lib/libsundials_kinsol.a stan/lib/stan_math/lib/tbb/libtbb.so.2 -o /tmp/RtmpmXj7SZ/model-37a71ff8c581
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rm /tmp/RtmpmXj7SZ/model-37a71ff8c581.hpp /tmp/RtmpmXj7SZ/model-37a71ff8c581.o
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stan_version_major = 2
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stan_version_minor = 37
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stan_version_patch = 0
@@ -875,9 +875,9 @@ fit <- mod$sample(
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Running MCMC with 1 chain...
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Running ./bernoulli 'id=1' random 'seed=1376020223' data \
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'file=/tmp/RtmpZElM6b/standata-37a617cc10ed.json' output \
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'file=/tmp/RtmpZElM6b/bernoulli-202512012341-1-1e1300.csv' \
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'profile_file=/tmp/RtmpZElM6b/bernoulli-profile-202512012341-1-3dcadb.csv' \
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'file=/tmp/RtmpmXj7SZ/standata-37a7324592f9.json' output \
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'file=/tmp/RtmpmXj7SZ/bernoulli-202512031825-1-1e1301.csv' \
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'profile_file=/tmp/RtmpmXj7SZ/bernoulli-profile-202512031825-1-3dcadc.csv' \
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'method=sample' 'num_samples=100' 'num_warmup=100' 'save_warmup=0' \
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'algorithm=hmc' 'engine=nuts' adapt 'engaged=1'
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Chain 1 method = sample (Default)
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Chain 1 num_chains = 1 (Default)
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Chain 1 id = 1 (Default)
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Chain 1 data
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Chain 1 file = /tmp/RtmpZElM6b/standata-37a617cc10ed.json
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Chain 1 file = /tmp/RtmpmXj7SZ/standata-37a7324592f9.json
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Chain 1 init = 2 (Default)
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Chain 1 random
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Chain 1 seed = 1376020223
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Chain 1 output
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Chain 1 file = /tmp/RtmpZElM6b/bernoulli-202512012341-1-1e1300.csv
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Chain 1 file = /tmp/RtmpmXj7SZ/bernoulli-202512031825-1-1e1301.csv
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Chain 1 diagnostic_file = (Default)
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Chain 1 refresh = 100 (Default)
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Chain 1 sig_figs = 8 (Default)
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Chain 1 profile_file = /tmp/RtmpZElM6b/bernoulli-profile-202512012341-1-3dcadb.csv
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Chain 1 profile_file = /tmp/RtmpmXj7SZ/bernoulli-profile-202512031825-1-3dcadc.csv
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Chain 1 save_cmdstan_config = false (Default)
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Chain 1 num_threads = 1 (Default)
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Chain 1 Gradient evaluation took 2e-06 seconds

dev/articles/cmdstanr.html

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dev/articles/posterior.html

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