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# How is this different from the previous stan-playground? | ||
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The [previous version of stan-playground](https://discourse.mc-stan.org/t/old-introducing-stan-playground-a-web-based-platform-for-stan-programming-and-collaboration/31653) also provided a mechanism for running Stan models through the browser. However, that project relied on server-side processing for sampling. In contrast, this iteration of stan-playground (despite sharing the same name) performs all sampling directly within the browser, enhancing user control and privacy. | ||
The [previous version of stan-playground](https://discourse.mc-stan.org/t/old-introducing-stan-playground-a-web-based-platform-for-stan-programming-and-collaboration/31653) also provided a mechanism for running Stan models through the browser. However, that project relied on server-side processing for sampling. In contrast, this iteration of stan-playground (despite sharing the same name) performs all sampling directly within the browser, enhancing user control and privacy. | ||
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Note that while sampling and data remain local to the user's machine, the Stan code must be sent to the compilation server for compilation. The operators of the compilation server have limited access to submitted code, but users developing proprietary models should consider [running a local compilation server](./compilation_server_setup.md) or not using this tool. |
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# URL Parameters | ||
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In addition to the built-in sharing feature which integrates with [Github Gists](https://docs.github.com/en/get-started/writing-on-github/editing-and-sharing-content-with-gists), you can also manually prepare links which will pre-populate each portion of Stan Playground when clicked by using [URL Parameters](https://developer.mozilla.org/en-US/docs/Learn/Common_questions/Web_mechanics/What_is_a_URL#parameters). | ||
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| Parameter | Use | Example | Notes | | ||
|-----------|-----|:-------:|------:| | ||
| `project`| Link to a github gist containing any subset of the project files |`https://gist.github.com/WardBrian/e47253bf29282d0eabf13616265d393e` | Cannot be combined with other url parameters | | ||
| `stan` | Link to a Stan model | `https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.stan` | | | ||
| `data` | Link to a data.json file | `https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.data.json` | | | ||
| `title` | Text to use for the project Title | `Hello%20World` | | | ||
| `data_py` | Link to a Python file for data preparation | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/DataGeneration/data_template.py` | | | ||
| `data_r` | Link to an R file for data preparation | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/DataGeneration/data_template.R` | | | ||
| `analysis_py` | Link to a Python file for downstream analysis | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/Analysis/analysis_template.py` | | | ||
| `analysis_r` | Link to an R file for downstream analysis | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/Analysis/analysis_template.R` | | | ||
| `sampling_opts` | Link to a JSON file containing settings for the sampler | `https://gist.githubusercontent.com/WardBrian/e47253bf29282d0eabf13616265d393e/raw/059f3fc6a5cb671f2821f567cfc1efb04475220c/sampling_opts.json` | Cannot be combined with the individual sampling parameters in the following rows | | ||
| `num_chains` | Number of chains to pre-select in the sampling options | `6` | Cannot be combined with `sampling_opts` | | ||
| `num_warmup` | Number of warmup iterations to pre-select in the sampling options | `250` | Cannot be combined with `sampling_opts` | | ||
| `num_samples` | Number of sampling iterations to pre-select in the sampling options | `2000` | Cannot be combined with `sampling_opts` | | ||
| `init_radius` | Radius to randomly initialize parameters around 0 to pre-select in the sampling options| `1.5` | Cannot be combined with `sampling_opts` | | ||
| `seed` | Random seed to pre-select in the sampling options | `12345` | Cannot be combined with `sampling_opts` | | ||
Stan Playground supports the following [URL Parameters](https://developer.mozilla.org/en-US/docs/Learn/Common_questions/Web_mechanics/What_is_a_URL#parameters): | ||
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| Parameter | Use | Example | Notes | | ||
| --------------- | --------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------: | -------------------------------------------------------------------------------: | | ||
| `project` | Link to a github gist containing any subset of the project files | `https://gist.github.com/WardBrian/e47253bf29282d0eabf13616265d393e` | Cannot be combined with other url parameters | | ||
| `stan` | Link to a Stan model | `https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.stan` | | | ||
| `data` | Link to a data.json file | `https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.data.json` | | | ||
| `title` | Text to use for the project Title | `Hello%20World` | | | ||
| `data_py` | Link to a Python file for data preparation | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/DataGeneration/data_template.py` | | | ||
| `data_r` | Link to an R file for data preparation | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/DataGeneration/data_template.R` | | | ||
| `analysis_py` | Link to a Python file for downstream analysis | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/Analysis/analysis_template.py` | | | ||
| `analysis_r` | Link to an R file for downstream analysis | `https://raw.githubusercontent.com/flatironinstitute/stan-playground/main/gui/src/app/Scripting/Analysis/analysis_template.R` | | | ||
| `sampling_opts` | Link to a JSON file containing settings for the sampler | `https://gist.githubusercontent.com/WardBrian/e47253bf29282d0eabf13616265d393e/raw/059f3fc6a5cb671f2821f567cfc1efb04475220c/sampling_opts.json` | Cannot be combined with the individual sampling parameters in the following rows | | ||
| `num_chains` | Number of chains to pre-select in the sampling options | `6` | Cannot be combined with `sampling_opts` | | ||
| `num_warmup` | Number of warmup iterations to pre-select in the sampling options | `250` | Cannot be combined with `sampling_opts` | | ||
| `num_samples` | Number of sampling iterations to pre-select in the sampling options | `2000` | Cannot be combined with `sampling_opts` | | ||
| `init_radius` | Radius to randomly initialize parameters around 0 to pre-select in the sampling options | `1.5` | Cannot be combined with `sampling_opts` | | ||
| `seed` | Random seed to pre-select in the sampling options | `12345` | Cannot be combined with `sampling_opts` | | ||
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Except where noted, these can also be combined. Here is a link that provides a Stan model, data.json file, and sets the title and the number of warmup draws: | ||
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https://stan-playground.flatironinstitute.org/?stan=https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.stan&data=https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.data.json&num_warmup=1234&title=Bernoulli%20Example | ||
https://stan-playground.flatironinstitute.org/?stan=https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.stan&data=https://raw.githubusercontent.com/stan-dev/cmdstan/develop/examples/bernoulli/bernoulli.data.json&num_warmup=1234&title=Bernoulli%20Example |