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"dagster-cloud" + "dagster-cloud", + "pandas", + "dagster-pipes", + "dagster-docker", ], extras_require={"dev": ["dagit", "pytest"]}, ) From 23fa125b821794522b99f44316a1c1ac0a790528 Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Wed, 11 Dec 2024 16:34:28 -0500 Subject: [PATCH 2/9] move to defintiions file --- dagster_and_r/R/iris.R | 1 + dagster_and_r/__init__.py | 30 ------------------------------ dagster_and_r/definitions.py | 30 ++++++++++++++++++++++++++++++ 3 files changed, 31 insertions(+), 30 deletions(-) create mode 100644 dagster_and_r/definitions.py diff --git a/dagster_and_r/R/iris.R b/dagster_and_r/R/iris.R index 71937a5..cf01848 100644 --- a/dagster_and_r/R/iris.R +++ b/dagster_and_r/R/iris.R @@ -1,3 +1,4 @@ +# make sure these packages are installed library(reticulate) library(readr) library(glue) diff --git a/dagster_and_r/__init__.py b/dagster_and_r/__init__.py index e2b00b9..e69de29 100644 --- a/dagster_and_r/__init__.py +++ b/dagster_and_r/__init__.py @@ -1,30 +0,0 @@ -from dagster import ( - Definitions, - PipesSubprocessClient, - ) -from . jobs import docker_container_op_r -from . asset_checks import ( - # no_missing_sepal_length_check_r, - no_missing_sepal_length_check_py, - ) - -# python_assets = load_assets_from_modules([assets]) -from . assets import ( - hello_world_r, - iris_r, - iris_py, - ) - -defs = Definitions( - assets=[ - hello_world_r, - iris_r, - iris_py, - ], - asset_checks=[ - # no_missing_sepal_length_check_r, - no_missing_sepal_length_check_py, - ], - jobs=[docker_container_op_r], - resources={"pipes_subprocess_client": PipesSubprocessClient()}, -) diff --git a/dagster_and_r/definitions.py b/dagster_and_r/definitions.py new file mode 100644 index 0000000..e2b00b9 --- /dev/null +++ b/dagster_and_r/definitions.py @@ -0,0 +1,30 @@ +from dagster import ( + Definitions, + PipesSubprocessClient, + ) +from . jobs import docker_container_op_r +from . asset_checks import ( + # no_missing_sepal_length_check_r, + no_missing_sepal_length_check_py, + ) + +# python_assets = load_assets_from_modules([assets]) +from . assets import ( + hello_world_r, + iris_r, + iris_py, + ) + +defs = Definitions( + assets=[ + hello_world_r, + iris_r, + iris_py, + ], + asset_checks=[ + # no_missing_sepal_length_check_r, + no_missing_sepal_length_check_py, + ], + jobs=[docker_container_op_r], + resources={"pipes_subprocess_client": PipesSubprocessClient()}, +) From 4cf059eeb72e02c3e8b2bb5df2be7e3d9af22d2b Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Wed, 11 Dec 2024 16:34:36 -0500 Subject: [PATCH 3/9] use dagster as dg --- dagster_and_r/assets.py | 49 ++++++++++++++++++----------------------- 1 file changed, 21 insertions(+), 28 deletions(-) diff --git a/dagster_and_r/assets.py b/dagster_and_r/assets.py index a625903..6756077 100644 --- a/dagster_and_r/assets.py +++ b/dagster_and_r/assets.py @@ -1,45 +1,38 @@ import shutil import pandas as pd +import dagster as dg -from dagster import ( - AssetExecutionContext, - asset, - AssetCheckSpec, - MaterializeResult, - PipesSubprocessClient, - file_relative_path, - Field, - String, - ) - -@asset +# example that runs an R script without modification. R script runs but does not report anything in Dagster other than succes. +@dg.asset def hello_world_r( - context: AssetExecutionContext, - pipes_subprocess_client: PipesSubprocessClient, -) -> MaterializeResult: - cmd = [shutil.which("Rscript"), file_relative_path(__file__, "./R/hello_world.R")] + context: dg.AssetExecutionContext, + pipes_subprocess_client: dg.PipesSubprocessClient, +) -> dg.MaterializeResult: + cmd = [shutil.which("Rscript"), dg.file_relative_path(__file__, "./R/hello_world.R")] return pipes_subprocess_client.run( command=cmd, context=context, ).get_materialize_result() -@asset( - config_schema={"output_dir": Field(String, default_value="./data")}, + +# +@dg.asset( + config_schema={"output_dir": dg.Field(dg.String, default_value="./data")}, check_specs=[ - AssetCheckSpec(name="no_missing_sepal_length_check_r", asset="iris_r"), - AssetCheckSpec(name="no_missing_sepal_width_check_r", asset="iris_r"), - AssetCheckSpec(name="no_missing_petal_length_check_r", asset="iris_r"), - AssetCheckSpec(name="no_missing_petal_width_check_r", asset="iris_r"), - AssetCheckSpec(name="species_name_check_r", asset="iris_r"), + dg.AssetCheckSpec(name="no_missing_sepal_length_check_r", asset="iris_r"), + dg.AssetCheckSpec(name="no_missing_sepal_width_check_r", asset="iris_r"), + dg.AssetCheckSpec(name="no_missing_petal_length_check_r", asset="iris_r"), + dg.AssetCheckSpec(name="no_missing_petal_width_check_r", asset="iris_r"), + dg.AssetCheckSpec(name="species_name_check_r", asset="iris_r"), ], ) def iris_r( - context: AssetExecutionContext, - pipes_subprocess_client: PipesSubprocessClient, -) -> MaterializeResult: + context: dg.AssetExecutionContext, + pipes_subprocess_client: dg.PipesSubprocessClient, +) -> dg.MaterializeResult: output_dir = context.op_config["output_dir"] - cmd = [shutil.which("Rscript"), file_relative_path(__file__, "./R/iris.R")] + cmd = [shutil.which("Rscript"), dg.file_relative_path(__file__, "./R/iris.R")] return pipes_subprocess_client.run( command=cmd, context=context, @@ -50,7 +43,7 @@ def iris_r( ).get_materialize_result() -@asset(deps=[iris_r]) +@dg.asset(deps=[iris_r]) def iris_py(context): # TODO replace hardcoded output_dir with resource key iris = pd.read_csv(f"data/iris.csv") From 5d00f572e80d958f09b56561279bd92f397ab289 Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Fri, 13 Dec 2024 14:22:00 -0500 Subject: [PATCH 4/9] add renv --- .Rprofile | 1 + renv.lock | 536 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 537 insertions(+) create mode 100644 .Rprofile create mode 100644 renv.lock diff --git a/.Rprofile b/.Rprofile new file mode 100644 index 0000000..81b960f --- /dev/null +++ b/.Rprofile @@ -0,0 +1 @@ +source("renv/activate.R") diff --git a/renv.lock b/renv.lock new file mode 100644 index 0000000..fdf80f8 --- /dev/null +++ b/renv.lock @@ -0,0 +1,536 @@ +{ + "R": { + "Version": "4.4.2", + "Repositories": [ + { + "Name": "CRAN", + "URL": 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"grDevices", + "stats", + "tools" + ], + "Hash": "8687398773806cfff9401a2feca96298" + }, + "yaml": { + "Package": "yaml", + "Version": "2.3.10", + "Source": "Repository", + "Repository": "CRAN", + "Hash": "51dab85c6c98e50a18d7551e9d49f76c" + } + } +} From d0e81928719304faffecc7634a360c86bf7f201a Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Fri, 13 Dec 2024 14:22:40 -0500 Subject: [PATCH 5/9] use uv --- README.md | 31 +- pyproject.toml | 41 +- renv/.gitignore | 7 + renv/activate.R | 1305 ++++++++++++++++++++++++++++++++++++++++++ renv/settings.json | 19 + setup.cfg | 2 - setup.py | 14 - uv.lock | 1361 ++++++++++++++++++++++++++++++++++++++++++++ workspace.yaml | 3 + 9 files changed, 2724 insertions(+), 59 deletions(-) create mode 100644 renv/.gitignore create mode 100644 renv/activate.R create mode 100644 renv/settings.json delete mode 100644 setup.cfg delete mode 100644 setup.py create mode 100644 uv.lock create mode 100644 workspace.yaml diff --git a/README.md b/README.md index 9e2c412..6200c30 100644 --- a/README.md +++ b/README.md @@ -20,16 +20,27 @@ To begin exploring the integration of Dagster and R: ```bash cd dagster-and-r ``` -3. **Install Dependencies** - Using [poetry](https://python-poetry.org/), install the package and its dependencies: - ```bash - poetry install +3. **Install Python Dependencies** + # you'll need a version of python installed + Using uv + # install uv + # curl -LsSf https://astral.sh/uv/install.sh | sh + uv venv + source .venv/bin/activate + uv sync ``` +4. ** Install R dependencies** +``` + # from R + # if you haven't installed renv before + # install.packages("renv") + # renv::restore() +``` 4. **Set RETICULATE_PYTHON environment variable** Determine the path to the python binary associated with this project's poetry environment. ```bash - poetry run + # from your viritual environment which python # /home/user/.cache/pypoetry/virtualenvs/dagster-and-r-kS5e8P_l-py3.10/bin/python ``` @@ -38,7 +49,7 @@ Create a new `.Renviron` file at the root of the project and set the `RETICULATE 5. **Launch the Dagster UI** Start the Dagster web server: ```bash - poetry run dagster dev + dagster dev ``` Access the UI at http://localhost:3000 in your browser. @@ -61,7 +72,7 @@ Create a new `.Renviron` file at the root of the project and set the `RETICULATE Then, start the Dagster UI web server: ```bash -poetry run dagster dev -m dagster_and_r +dagster dev -m dagster_and_r ``` Open http://localhost:3000 with your browser to see the project. @@ -85,13 +96,13 @@ Open http://localhost:3000 with your browser to see the project. ### Adding Python Dependencies To add new Python packages to the project: ```bash -poetry add +uv add ``` ### Unit Testing Unit tests are essential for ensuring code reliability and are currently being developed. Run existing tests using `pytest`: ```bash -poetry run pytest dagster_and_r_tests +pytest dagster_and_r_tests ``` > [!NOTE] > Unit tests are a work in progress. @@ -99,7 +110,7 @@ poetry run pytest dagster_and_r_tests ### Schedules and Sensors To enable [Schedules](https://docs.dagster.io/concepts/partitions-schedules-sensors/schedules) and [Sensors](https://docs.dagster.io/concepts/partitions-schedules-sensors/sensors), ensure the [Dagster Daemon](https://docs.dagster.io/deployment/dagster-daemon) is active: ```bash -poetry run dagster dev +dagster dev ``` With the Daemon running, you can start using schedules and sensors for your jobs. diff --git a/pyproject.toml b/pyproject.toml index 50a6ff0..2d58568 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,39 +1,14 @@ [project] -name = "dagster_and_r" +name = "dagster-and-r" version = "0.1.0" description = "Add your description here" readme = "README.md" -requires-python = ">=3.9,<3.13" +requires-python = ">=3.12" dependencies = [ - "dagster", - "pandas", - "numpy", - "dagster-duckdb", - "dagster-aws", - "dagster-duckdb-pandas", - "dagster-snowflake", - "dagster-snowflake-pandas", - "dagster-cloud[insights]", - "gql", - "requests", - "requests-toolbelt", - "dagster-pipes", - "dagster-docker", + "dagster-pandas>=0.25.4", + "dagster>=1.9.4", + "dagster-docker>=0.25.4", + "dagster-pipes>=1.9.4", + "dagster-webserver>=1.9.4", + "pandas>=2.2.3", ] - -[project.optional-dependencies] -dev = [ - "dagster-webserver", - "pytest", -] - -[build-system] -requires = ["setuptools"] -build-backend = "setuptools.build_meta" - -[tool.dagster] -module_name = "dagster_and_r.definitions" -code_location_name = "dagster_and_r" - -[tool.setuptools] -packages = { find = { exclude = ["dagster_and_r_tests"] } } diff --git a/renv/.gitignore b/renv/.gitignore new file mode 100644 index 0000000..0ec0cbb --- /dev/null +++ b/renv/.gitignore @@ -0,0 +1,7 @@ +library/ +local/ +cellar/ +lock/ +python/ +sandbox/ +staging/ diff --git a/renv/activate.R b/renv/activate.R new file mode 100644 index 0000000..0eb5108 --- /dev/null +++ b/renv/activate.R @@ -0,0 +1,1305 @@ + +local({ + + # the requested version of renv + version <- "1.0.11" + attr(version, "sha") <- NULL + + # the project directory + project <- Sys.getenv("RENV_PROJECT") + if (!nzchar(project)) + project <- getwd() + + # use start-up diagnostics if enabled + diagnostics <- Sys.getenv("RENV_STARTUP_DIAGNOSTICS", unset = "FALSE") + if (diagnostics) { + start <- Sys.time() + profile <- tempfile("renv-startup-", fileext = ".Rprof") + utils::Rprof(profile) + on.exit({ + utils::Rprof(NULL) + elapsed <- signif(difftime(Sys.time(), start, units = "auto"), digits = 2L) + writeLines(sprintf("- renv took %s to run the autoloader.", format(elapsed))) + writeLines(sprintf("- Profile: %s", profile)) + print(utils::summaryRprof(profile)) + }, add = TRUE) + } + + # figure out whether the autoloader is enabled + enabled <- local({ + + # first, check config option + override <- getOption("renv.config.autoloader.enabled") + if (!is.null(override)) + return(override) + + # if we're being run in a context where R_LIBS is already set, + # don't load -- presumably we're being run as a sub-process and + # the parent process has already set up library paths for us + rcmd <- Sys.getenv("R_CMD", unset = NA) + rlibs <- Sys.getenv("R_LIBS", unset = NA) + if (!is.na(rlibs) && !is.na(rcmd)) + return(FALSE) + + # next, check environment variables + # TODO: prefer using the configuration one in the future + envvars <- c( + "RENV_CONFIG_AUTOLOADER_ENABLED", + "RENV_AUTOLOADER_ENABLED", + "RENV_ACTIVATE_PROJECT" + ) + + for (envvar in envvars) { + envval <- Sys.getenv(envvar, unset = NA) + if (!is.na(envval)) + return(tolower(envval) %in% c("true", "t", "1")) + } + + # enable by default + TRUE + + }) + + # bail if we're not enabled + if (!enabled) { + + # if we're not enabled, we might still need to manually load + # the user profile here + profile <- Sys.getenv("R_PROFILE_USER", unset = "~/.Rprofile") + if (file.exists(profile)) { + cfg <- Sys.getenv("RENV_CONFIG_USER_PROFILE", unset = "TRUE") + if (tolower(cfg) %in% c("true", "t", "1")) + sys.source(profile, envir = globalenv()) + } + + return(FALSE) + + } + + # avoid recursion + if (identical(getOption("renv.autoloader.running"), TRUE)) { + warning("ignoring recursive attempt to run renv autoloader") + return(invisible(TRUE)) + } + + # signal that we're loading renv during R startup + options(renv.autoloader.running = TRUE) + on.exit(options(renv.autoloader.running = NULL), add = TRUE) + + # signal that we've consented to use renv + options(renv.consent = TRUE) + + # load the 'utils' package eagerly -- this ensures that renv shims, which + # mask 'utils' packages, will come first on the search path + library(utils, lib.loc = .Library) + + # unload renv if it's already been loaded + if ("renv" %in% loadedNamespaces()) + unloadNamespace("renv") + + # load bootstrap tools + ansify <- function(text) { + if (renv_ansify_enabled()) + renv_ansify_enhanced(text) + else + renv_ansify_default(text) + } + + renv_ansify_enabled <- function() { + + override <- Sys.getenv("RENV_ANSIFY_ENABLED", unset = NA) + if (!is.na(override)) + return(as.logical(override)) + + pane <- Sys.getenv("RSTUDIO_CHILD_PROCESS_PANE", unset = NA) + if (identical(pane, "build")) + return(FALSE) + + testthat <- Sys.getenv("TESTTHAT", unset = "false") + if (tolower(testthat) %in% "true") + return(FALSE) + + iderun <- Sys.getenv("R_CLI_HAS_HYPERLINK_IDE_RUN", unset = "false") + if (tolower(iderun) %in% "false") + return(FALSE) + + TRUE + + } + + renv_ansify_default <- function(text) { + text + } + + renv_ansify_enhanced <- function(text) { + + # R help links + pattern <- "`\\?(renv::(?:[^`])+)`" + replacement <- "`\033]8;;ide:help:\\1\a?\\1\033]8;;\a`" + text <- gsub(pattern, replacement, text, perl = TRUE) + + # runnable code + pattern <- "`(renv::(?:[^`])+)`" + replacement <- "`\033]8;;ide:run:\\1\a\\1\033]8;;\a`" + text <- gsub(pattern, replacement, text, perl = TRUE) + + # return ansified text + text + + } + + renv_ansify_init <- function() { + + envir <- renv_envir_self() + if (renv_ansify_enabled()) + assign("ansify", renv_ansify_enhanced, envir = envir) + else + assign("ansify", renv_ansify_default, envir = envir) + + } + + `%||%` <- function(x, y) { + if (is.null(x)) y else x + } + + catf <- function(fmt, ..., appendLF = TRUE) { + + quiet <- getOption("renv.bootstrap.quiet", default = FALSE) + if (quiet) + return(invisible()) + + msg <- sprintf(fmt, ...) + cat(msg, file = stdout(), sep = if (appendLF) "\n" else "") + + invisible(msg) + + } + + header <- function(label, + ..., + prefix = "#", + suffix = "-", + n = min(getOption("width"), 78)) + { + label <- sprintf(label, ...) + n <- max(n - nchar(label) - nchar(prefix) - 2L, 8L) + if (n <= 0) + return(paste(prefix, label)) + + tail <- paste(rep.int(suffix, n), collapse = "") + paste0(prefix, " ", label, " ", tail) + + } + + heredoc <- function(text, leave = 0) { + + # remove leading, trailing whitespace + trimmed <- gsub("^\\s*\\n|\\n\\s*$", "", text) + + # split into lines + lines <- strsplit(trimmed, "\n", fixed = TRUE)[[1L]] + + # compute common indent + indent <- regexpr("[^[:space:]]", lines) + common <- min(setdiff(indent, -1L)) - leave + text <- paste(substring(lines, common), collapse = "\n") + + # substitute in ANSI links for executable renv code + ansify(text) + + } + + startswith <- function(string, prefix) { + substring(string, 1, nchar(prefix)) == prefix + } + + bootstrap <- function(version, library) { + + friendly <- renv_bootstrap_version_friendly(version) + section <- header(sprintf("Bootstrapping renv %s", friendly)) + catf(section) + + # attempt to download renv + catf("- Downloading renv ... ", appendLF = FALSE) + withCallingHandlers( + tarball <- renv_bootstrap_download(version), + error = function(err) { + catf("FAILED") + stop("failed to download:\n", conditionMessage(err)) + } + ) + catf("OK") + on.exit(unlink(tarball), add = TRUE) + + # now attempt to install + catf("- Installing renv ... ", appendLF = FALSE) + withCallingHandlers( + status <- renv_bootstrap_install(version, tarball, library), + error = function(err) { + catf("FAILED") + stop("failed to install:\n", conditionMessage(err)) + } + ) + catf("OK") + + # add empty line to break up bootstrapping from normal output + catf("") + + return(invisible()) + } + + renv_bootstrap_tests_running <- function() { + getOption("renv.tests.running", default = FALSE) + } + + renv_bootstrap_repos <- function() { + + # get CRAN repository + cran <- getOption("renv.repos.cran", "https://cloud.r-project.org") + + # check for repos override + repos <- Sys.getenv("RENV_CONFIG_REPOS_OVERRIDE", unset = NA) + if (!is.na(repos)) { + + # check for RSPM; if set, use a fallback repository for renv + rspm <- Sys.getenv("RSPM", unset = NA) + if (identical(rspm, repos)) + repos <- c(RSPM = rspm, CRAN = cran) + + return(repos) + + } + + # check for lockfile repositories + repos <- tryCatch(renv_bootstrap_repos_lockfile(), error = identity) + if (!inherits(repos, "error") && length(repos)) + return(repos) + + # retrieve current repos + repos <- getOption("repos") + + # ensure @CRAN@ entries are resolved + repos[repos == "@CRAN@"] <- cran + + # add in renv.bootstrap.repos if set + default <- c(FALLBACK = "https://cloud.r-project.org") + extra <- getOption("renv.bootstrap.repos", default = default) + repos <- c(repos, extra) + + # remove duplicates that might've snuck in + dupes <- duplicated(repos) | duplicated(names(repos)) + repos[!dupes] + + } + + renv_bootstrap_repos_lockfile <- function() { + + lockpath <- Sys.getenv("RENV_PATHS_LOCKFILE", unset = "renv.lock") + if (!file.exists(lockpath)) + return(NULL) + + lockfile <- tryCatch(renv_json_read(lockpath), error = identity) + if (inherits(lockfile, "error")) { + warning(lockfile) + return(NULL) + } + + repos <- lockfile$R$Repositories + if (length(repos) == 0) + return(NULL) + + keys <- vapply(repos, `[[`, "Name", FUN.VALUE = character(1)) + vals <- vapply(repos, `[[`, "URL", FUN.VALUE = character(1)) + names(vals) <- keys + + return(vals) + + } + + renv_bootstrap_download <- function(version) { + + sha <- attr(version, "sha", exact = TRUE) + + methods <- if (!is.null(sha)) { + + # attempting to bootstrap a development version of renv + c( + function() renv_bootstrap_download_tarball(sha), + function() renv_bootstrap_download_github(sha) + ) + + } else { + + # attempting to bootstrap a release version of renv + c( + function() renv_bootstrap_download_tarball(version), + function() renv_bootstrap_download_cran_latest(version), + function() renv_bootstrap_download_cran_archive(version) + ) + + } + + for (method in methods) { + path <- tryCatch(method(), error = identity) + if (is.character(path) && file.exists(path)) + return(path) + } + + stop("All download methods failed") + + } + + renv_bootstrap_download_impl <- function(url, destfile) { + + mode <- "wb" + + # https://bugs.r-project.org/bugzilla/show_bug.cgi?id=17715 + fixup <- + Sys.info()[["sysname"]] == "Windows" && + substring(url, 1L, 5L) == "file:" + + if (fixup) + mode <- "w+b" + + args <- list( + url = url, + destfile = destfile, + mode = mode, + quiet = TRUE + ) + + if ("headers" %in% names(formals(utils::download.file))) { + headers <- renv_bootstrap_download_custom_headers(url) + if (length(headers) && is.character(headers)) + args$headers <- headers + } + + do.call(utils::download.file, args) + + } + + renv_bootstrap_download_custom_headers <- function(url) { + + headers <- getOption("renv.download.headers") + if (is.null(headers)) + return(character()) + + if (!is.function(headers)) + stopf("'renv.download.headers' is not a function") + + headers <- headers(url) + if (length(headers) == 0L) + return(character()) + + if (is.list(headers)) + headers <- unlist(headers, recursive = FALSE, use.names = TRUE) + + ok <- + is.character(headers) && + is.character(names(headers)) && + all(nzchar(names(headers))) + + if (!ok) + stop("invocation of 'renv.download.headers' did not return a named character vector") + + headers + + } + + renv_bootstrap_download_cran_latest <- function(version) { + + spec <- renv_bootstrap_download_cran_latest_find(version) + type <- spec$type + repos <- spec$repos + + baseurl <- utils::contrib.url(repos = repos, type = type) + ext <- if (identical(type, "source")) + ".tar.gz" + else if (Sys.info()[["sysname"]] == "Windows") + ".zip" + else + ".tgz" + name <- sprintf("renv_%s%s", version, ext) + url <- paste(baseurl, name, sep = "/") + + destfile <- file.path(tempdir(), name) + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), + condition = identity + ) + + if (inherits(status, "condition")) + return(FALSE) + + # report success and return + destfile + + } + + renv_bootstrap_download_cran_latest_find <- function(version) { + + # check whether binaries are supported on this system + binary <- + getOption("renv.bootstrap.binary", default = TRUE) && + !identical(.Platform$pkgType, "source") && + !identical(getOption("pkgType"), "source") && + Sys.info()[["sysname"]] %in% c("Darwin", "Windows") + + types <- c(if (binary) "binary", "source") + + # iterate over types + repositories + for (type in types) { + for (repos in renv_bootstrap_repos()) { + + # build arguments for utils::available.packages() call + args <- list(type = type, repos = repos) + + # add custom headers if available -- note that + # utils::available.packages() will pass this to download.file() + if ("headers" %in% names(formals(utils::download.file))) { + headers <- renv_bootstrap_download_custom_headers(repos) + if (length(headers) && is.character(headers)) + args$headers <- headers + } + + # retrieve package database + db <- tryCatch( + as.data.frame( + do.call(utils::available.packages, args), + stringsAsFactors = FALSE + ), + error = identity + ) + + if (inherits(db, "error")) + next + + # check for compatible entry + entry <- db[db$Package %in% "renv" & db$Version %in% version, ] + if (nrow(entry) == 0) + next + + # found it; return spec to caller + spec <- list(entry = entry, type = type, repos = repos) + return(spec) + + } + } + + # if we got here, we failed to find renv + fmt <- "renv %s is not available from your declared package repositories" + stop(sprintf(fmt, version)) + + } + + renv_bootstrap_download_cran_archive <- function(version) { + + name <- sprintf("renv_%s.tar.gz", version) + repos <- renv_bootstrap_repos() + urls <- file.path(repos, "src/contrib/Archive/renv", name) + destfile <- file.path(tempdir(), name) + + for (url in urls) { + + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), + condition = identity + ) + + if (identical(status, 0L)) + return(destfile) + + } + + return(FALSE) + + } + + renv_bootstrap_download_tarball <- function(version) { + + # if the user has provided the path to a tarball via + # an environment variable, then use it + tarball <- Sys.getenv("RENV_BOOTSTRAP_TARBALL", unset = NA) + if (is.na(tarball)) + return() + + # allow directories + if (dir.exists(tarball)) { + name <- sprintf("renv_%s.tar.gz", version) + tarball <- file.path(tarball, name) + } + + # bail if it doesn't exist + if (!file.exists(tarball)) { + + # let the user know we weren't able to honour their request + fmt <- "- RENV_BOOTSTRAP_TARBALL is set (%s) but does not exist." + msg <- sprintf(fmt, tarball) + warning(msg) + + # bail + return() + + } + + catf("- Using local tarball '%s'.", tarball) + tarball + + } + + renv_bootstrap_github_token <- function() { + for (envvar in c("GITHUB_TOKEN", "GITHUB_PAT", "GH_TOKEN")) { + envval <- Sys.getenv(envvar, unset = NA) + if (!is.na(envval)) + return(envval) + } + } + + renv_bootstrap_download_github <- function(version) { + + enabled <- Sys.getenv("RENV_BOOTSTRAP_FROM_GITHUB", unset = "TRUE") + if (!identical(enabled, "TRUE")) + return(FALSE) + + # prepare download options + token <- renv_bootstrap_github_token() + if (nzchar(Sys.which("curl")) && nzchar(token)) { + fmt <- "--location --fail --header \"Authorization: token %s\"" + extra <- sprintf(fmt, token) + saved <- options("download.file.method", "download.file.extra") + options(download.file.method = "curl", download.file.extra = extra) + on.exit(do.call(base::options, saved), add = TRUE) + } else if (nzchar(Sys.which("wget")) && nzchar(token)) { + fmt <- "--header=\"Authorization: token %s\"" + extra <- sprintf(fmt, token) + saved <- options("download.file.method", "download.file.extra") + options(download.file.method = "wget", download.file.extra = extra) + on.exit(do.call(base::options, saved), add = TRUE) + } + + url <- file.path("https://api.github.com/repos/rstudio/renv/tarball", version) + name <- sprintf("renv_%s.tar.gz", version) + destfile <- file.path(tempdir(), name) + + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), + condition = identity + ) + + if (!identical(status, 0L)) + return(FALSE) + + renv_bootstrap_download_augment(destfile) + + return(destfile) + + } + + # Add Sha to DESCRIPTION. This is stop gap until #890, after which we + # can use renv::install() to fully capture metadata. + renv_bootstrap_download_augment <- function(destfile) { + sha <- renv_bootstrap_git_extract_sha1_tar(destfile) + if (is.null(sha)) { + return() + } + + # Untar + tempdir <- tempfile("renv-github-") + on.exit(unlink(tempdir, recursive = TRUE), add = TRUE) + untar(destfile, exdir = tempdir) + pkgdir <- dir(tempdir, full.names = TRUE)[[1]] + + # Modify description + desc_path <- file.path(pkgdir, "DESCRIPTION") + desc_lines <- readLines(desc_path) + remotes_fields <- c( + "RemoteType: github", + "RemoteHost: api.github.com", + "RemoteRepo: renv", + "RemoteUsername: rstudio", + "RemotePkgRef: rstudio/renv", + paste("RemoteRef: ", sha), + paste("RemoteSha: ", sha) + ) + writeLines(c(desc_lines[desc_lines != ""], remotes_fields), con = desc_path) + + # Re-tar + local({ + old <- setwd(tempdir) + on.exit(setwd(old), add = TRUE) + + tar(destfile, compression = "gzip") + }) + invisible() + } + + # Extract the commit hash from a git archive. Git archives include the SHA1 + # hash as the comment field of the tarball pax extended header + # (see https://www.kernel.org/pub/software/scm/git/docs/git-archive.html) + # For GitHub archives this should be the first header after the default one + # (512 byte) header. + renv_bootstrap_git_extract_sha1_tar <- function(bundle) { + + # open the bundle for reading + # We use gzcon for everything because (from ?gzcon) + # > Reading from a connection which does not supply a 'gzip' magic + # > header is equivalent to reading from the original connection + conn <- gzcon(file(bundle, open = "rb", raw = TRUE)) + on.exit(close(conn)) + + # The default pax header is 512 bytes long and the first pax extended header + # with the comment should be 51 bytes long + # `52 comment=` (11 chars) + 40 byte SHA1 hash + len <- 0x200 + 0x33 + res <- rawToChar(readBin(conn, "raw", n = len)[0x201:len]) + + if (grepl("^52 comment=", res)) { + sub("52 comment=", "", res) + } else { + NULL + } + } + + renv_bootstrap_install <- function(version, tarball, library) { + + # attempt to install it into project library + dir.create(library, showWarnings = FALSE, recursive = TRUE) + output <- renv_bootstrap_install_impl(library, tarball) + + # check for successful install + status <- attr(output, "status") + if (is.null(status) || identical(status, 0L)) + return(status) + + # an error occurred; report it + header <- "installation of renv failed" + lines <- paste(rep.int("=", nchar(header)), collapse = "") + text <- paste(c(header, lines, output), collapse = "\n") + stop(text) + + } + + renv_bootstrap_install_impl <- function(library, tarball) { + + # invoke using system2 so we can capture and report output + bin <- R.home("bin") + exe <- if (Sys.info()[["sysname"]] == "Windows") "R.exe" else "R" + R <- file.path(bin, exe) + + args <- c( + "--vanilla", "CMD", "INSTALL", "--no-multiarch", + "-l", shQuote(path.expand(library)), + shQuote(path.expand(tarball)) + ) + + system2(R, args, stdout = TRUE, stderr = TRUE) + + } + + renv_bootstrap_platform_prefix <- function() { + + # construct version prefix + version <- paste(R.version$major, R.version$minor, sep = ".") + prefix <- paste("R", numeric_version(version)[1, 1:2], sep = "-") + + # include SVN revision for development versions of R + # (to avoid sharing platform-specific artefacts with released versions of R) + devel <- + identical(R.version[["status"]], "Under development (unstable)") || + identical(R.version[["nickname"]], "Unsuffered Consequences") + + if (devel) + prefix <- paste(prefix, R.version[["svn rev"]], sep = "-r") + + # build list of path components + components <- c(prefix, R.version$platform) + + # include prefix if provided by user + prefix <- renv_bootstrap_platform_prefix_impl() + if (!is.na(prefix) && nzchar(prefix)) + components <- c(prefix, components) + + # build prefix + paste(components, collapse = "/") + + } + + renv_bootstrap_platform_prefix_impl <- function() { + + # if an explicit prefix has been supplied, use it + prefix <- Sys.getenv("RENV_PATHS_PREFIX", unset = NA) + if (!is.na(prefix)) + return(prefix) + + # if the user has requested an automatic prefix, generate it + auto <- Sys.getenv("RENV_PATHS_PREFIX_AUTO", unset = NA) + if (is.na(auto) && getRversion() >= "4.4.0") + auto <- "TRUE" + + if (auto %in% c("TRUE", "True", "true", "1")) + return(renv_bootstrap_platform_prefix_auto()) + + # empty string on failure + "" + + } + + renv_bootstrap_platform_prefix_auto <- function() { + + prefix <- tryCatch(renv_bootstrap_platform_os(), error = identity) + if (inherits(prefix, "error") || prefix %in% "unknown") { + + msg <- paste( + "failed to infer current operating system", + "please file a bug report at https://github.com/rstudio/renv/issues", + sep = "; " + ) + + warning(msg) + + } + + prefix + + } + + renv_bootstrap_platform_os <- function() { + + sysinfo <- Sys.info() + sysname <- sysinfo[["sysname"]] + + # handle Windows + macOS up front + if (sysname == "Windows") + return("windows") + else if (sysname == "Darwin") + return("macos") + + # check for os-release files + for (file in c("/etc/os-release", "/usr/lib/os-release")) + if (file.exists(file)) + return(renv_bootstrap_platform_os_via_os_release(file, sysinfo)) + + # check for redhat-release files + if (file.exists("/etc/redhat-release")) + return(renv_bootstrap_platform_os_via_redhat_release()) + + "unknown" + + } + + renv_bootstrap_platform_os_via_os_release <- function(file, sysinfo) { + + # read /etc/os-release + release <- utils::read.table( + file = file, + sep = "=", + quote = c("\"", "'"), + col.names = c("Key", "Value"), + comment.char = "#", + stringsAsFactors = FALSE + ) + + vars <- as.list(release$Value) + names(vars) <- release$Key + + # get os name + os <- tolower(sysinfo[["sysname"]]) + + # read id + id <- "unknown" + for (field in c("ID", "ID_LIKE")) { + if (field %in% names(vars) && nzchar(vars[[field]])) { + id <- vars[[field]] + break + } + } + + # read version + version <- "unknown" + for (field in c("UBUNTU_CODENAME", "VERSION_CODENAME", "VERSION_ID", "BUILD_ID")) { + if (field %in% names(vars) && nzchar(vars[[field]])) { + version <- vars[[field]] + break + } + } + + # join together + paste(c(os, id, version), collapse = "-") + + } + + renv_bootstrap_platform_os_via_redhat_release <- function() { + + # read /etc/redhat-release + contents <- readLines("/etc/redhat-release", warn = FALSE) + + # infer id + id <- if (grepl("centos", contents, ignore.case = TRUE)) + "centos" + else if (grepl("redhat", contents, ignore.case = TRUE)) + "redhat" + else + "unknown" + + # try to find a version component (very hacky) + version <- "unknown" + + parts <- strsplit(contents, "[[:space:]]")[[1L]] + for (part in parts) { + + nv <- tryCatch(numeric_version(part), error = identity) + if (inherits(nv, "error")) + next + + version <- nv[1, 1] + break + + } + + paste(c("linux", id, version), collapse = "-") + + } + + renv_bootstrap_library_root_name <- function(project) { + + # use project name as-is if requested + asis <- Sys.getenv("RENV_PATHS_LIBRARY_ROOT_ASIS", unset = "FALSE") + if (asis) + return(basename(project)) + + # otherwise, disambiguate based on project's path + id <- substring(renv_bootstrap_hash_text(project), 1L, 8L) + paste(basename(project), id, sep = "-") + + } + + renv_bootstrap_library_root <- function(project) { + + prefix <- renv_bootstrap_profile_prefix() + + path <- Sys.getenv("RENV_PATHS_LIBRARY", unset = NA) + if (!is.na(path)) + return(paste(c(path, prefix), collapse = "/")) + + path <- renv_bootstrap_library_root_impl(project) + if (!is.null(path)) { + name <- renv_bootstrap_library_root_name(project) + return(paste(c(path, prefix, name), collapse = "/")) + } + + renv_bootstrap_paths_renv("library", project = project) + + } + + renv_bootstrap_library_root_impl <- function(project) { + + root <- Sys.getenv("RENV_PATHS_LIBRARY_ROOT", unset = NA) + if (!is.na(root)) + return(root) + + type <- renv_bootstrap_project_type(project) + if (identical(type, "package")) { + userdir <- renv_bootstrap_user_dir() + return(file.path(userdir, "library")) + } + + } + + renv_bootstrap_validate_version <- function(version, description = NULL) { + + # resolve description file + # + # avoid passing lib.loc to `packageDescription()` below, since R will + # use the loaded version of the package by default anyhow. note that + # this function should only be called after 'renv' is loaded + # https://github.com/rstudio/renv/issues/1625 + description <- description %||% packageDescription("renv") + + # check whether requested version 'version' matches loaded version of renv + sha <- attr(version, "sha", exact = TRUE) + valid <- if (!is.null(sha)) + renv_bootstrap_validate_version_dev(sha, description) + else + renv_bootstrap_validate_version_release(version, description) + + if (valid) + return(TRUE) + + # the loaded version of renv doesn't match the requested version; + # give the user instructions on how to proceed + dev <- identical(description[["RemoteType"]], "github") + remote <- if (dev) + paste("rstudio/renv", description[["RemoteSha"]], sep = "@") + else + paste("renv", description[["Version"]], sep = "@") + + # display both loaded version + sha if available + friendly <- renv_bootstrap_version_friendly( + version = description[["Version"]], + sha = if (dev) description[["RemoteSha"]] + ) + + fmt <- heredoc(" + renv %1$s was loaded from project library, but this project is configured to use renv %2$s. + - Use `renv::record(\"%3$s\")` to record renv %1$s in the lockfile. + - Use `renv::restore(packages = \"renv\")` to install renv %2$s into the project library. + ") + catf(fmt, friendly, renv_bootstrap_version_friendly(version), remote) + + FALSE + + } + + renv_bootstrap_validate_version_dev <- function(version, description) { + expected <- description[["RemoteSha"]] + is.character(expected) && startswith(expected, version) + } + + renv_bootstrap_validate_version_release <- function(version, description) { + expected <- description[["Version"]] + is.character(expected) && identical(expected, version) + } + + renv_bootstrap_hash_text <- function(text) { + + hashfile <- tempfile("renv-hash-") + on.exit(unlink(hashfile), add = TRUE) + + writeLines(text, con = hashfile) + tools::md5sum(hashfile) + + } + + renv_bootstrap_load <- function(project, libpath, version) { + + # try to load renv from the project library + if (!requireNamespace("renv", lib.loc = libpath, quietly = TRUE)) + return(FALSE) + + # warn if the version of renv loaded does not match + renv_bootstrap_validate_version(version) + + # execute renv load hooks, if any + hooks <- getHook("renv::autoload") + for (hook in hooks) + if (is.function(hook)) + tryCatch(hook(), error = warnify) + + # load the project + renv::load(project) + + TRUE + + } + + renv_bootstrap_profile_load <- function(project) { + + # if RENV_PROFILE is already set, just use that + profile <- Sys.getenv("RENV_PROFILE", unset = NA) + if (!is.na(profile) && nzchar(profile)) + return(profile) + + # check for a profile file (nothing to do if it doesn't exist) + path <- renv_bootstrap_paths_renv("profile", profile = FALSE, project = project) + if (!file.exists(path)) + return(NULL) + + # read the profile, and set it if it exists + contents <- readLines(path, warn = FALSE) + if (length(contents) == 0L) + return(NULL) + + # set RENV_PROFILE + profile <- contents[[1L]] + if (!profile %in% c("", "default")) + Sys.setenv(RENV_PROFILE = profile) + + profile + + } + + renv_bootstrap_profile_prefix <- function() { + profile <- renv_bootstrap_profile_get() + if (!is.null(profile)) + return(file.path("profiles", profile, "renv")) + } + + renv_bootstrap_profile_get <- function() { + profile <- Sys.getenv("RENV_PROFILE", unset = "") + renv_bootstrap_profile_normalize(profile) + } + + renv_bootstrap_profile_set <- function(profile) { + profile <- renv_bootstrap_profile_normalize(profile) + if (is.null(profile)) + Sys.unsetenv("RENV_PROFILE") + else + Sys.setenv(RENV_PROFILE = profile) + } + + renv_bootstrap_profile_normalize <- function(profile) { + + if (is.null(profile) || profile %in% c("", "default")) + return(NULL) + + profile + + } + + renv_bootstrap_path_absolute <- function(path) { + + substr(path, 1L, 1L) %in% c("~", "/", "\\") || ( + substr(path, 1L, 1L) %in% c(letters, LETTERS) && + substr(path, 2L, 3L) %in% c(":/", ":\\") + ) + + } + + renv_bootstrap_paths_renv <- function(..., profile = TRUE, project = NULL) { + renv <- Sys.getenv("RENV_PATHS_RENV", unset = "renv") + root <- if (renv_bootstrap_path_absolute(renv)) NULL else project + prefix <- if (profile) renv_bootstrap_profile_prefix() + components <- c(root, renv, prefix, ...) + paste(components, collapse = "/") + } + + renv_bootstrap_project_type <- function(path) { + + descpath <- file.path(path, "DESCRIPTION") + if (!file.exists(descpath)) + return("unknown") + + desc <- tryCatch( + read.dcf(descpath, all = TRUE), + error = identity + ) + + if (inherits(desc, "error")) + return("unknown") + + type <- desc$Type + if (!is.null(type)) + return(tolower(type)) + + package <- desc$Package + if (!is.null(package)) + return("package") + + "unknown" + + } + + renv_bootstrap_user_dir <- function() { + dir <- renv_bootstrap_user_dir_impl() + path.expand(chartr("\\", "/", dir)) + } + + renv_bootstrap_user_dir_impl <- function() { + + # use local override if set + override <- getOption("renv.userdir.override") + if (!is.null(override)) + return(override) + + # use R_user_dir if available + tools <- asNamespace("tools") + if (is.function(tools$R_user_dir)) + return(tools$R_user_dir("renv", "cache")) + + # try using our own backfill for older versions of R + envvars <- c("R_USER_CACHE_DIR", "XDG_CACHE_HOME") + for (envvar in envvars) { + root <- Sys.getenv(envvar, unset = NA) + if (!is.na(root)) + return(file.path(root, "R/renv")) + } + + # use platform-specific default fallbacks + if (Sys.info()[["sysname"]] == "Windows") + file.path(Sys.getenv("LOCALAPPDATA"), "R/cache/R/renv") + else if (Sys.info()[["sysname"]] == "Darwin") + "~/Library/Caches/org.R-project.R/R/renv" + else + "~/.cache/R/renv" + + } + + renv_bootstrap_version_friendly <- function(version, shafmt = NULL, sha = NULL) { + sha <- sha %||% attr(version, "sha", exact = TRUE) + parts <- c(version, sprintf(shafmt %||% " [sha: %s]", substring(sha, 1L, 7L))) + paste(parts, collapse = "") + } + + renv_bootstrap_exec <- function(project, libpath, version) { + if (!renv_bootstrap_load(project, libpath, version)) + renv_bootstrap_run(version, libpath) + } + + renv_bootstrap_run <- function(version, libpath) { + + # perform bootstrap + bootstrap(version, libpath) + + # exit early if we're just testing bootstrap + if (!is.na(Sys.getenv("RENV_BOOTSTRAP_INSTALL_ONLY", unset = NA))) + return(TRUE) + + # try again to load + if (requireNamespace("renv", lib.loc = libpath, quietly = TRUE)) { + return(renv::load(project = getwd())) + } + + # failed to download or load renv; warn the user + msg <- c( + "Failed to find an renv installation: the project will not be loaded.", + "Use `renv::activate()` to re-initialize the project." + ) + + warning(paste(msg, collapse = "\n"), call. = FALSE) + + } + + renv_json_read <- function(file = NULL, text = NULL) { + + jlerr <- NULL + + # if jsonlite is loaded, use that instead + if ("jsonlite" %in% loadedNamespaces()) { + + json <- tryCatch(renv_json_read_jsonlite(file, text), error = identity) + if (!inherits(json, "error")) + return(json) + + jlerr <- json + + } + + # otherwise, fall back to the default JSON reader + json <- tryCatch(renv_json_read_default(file, text), error = identity) + if (!inherits(json, "error")) + return(json) + + # report an error + if (!is.null(jlerr)) + stop(jlerr) + else + stop(json) + + } + + renv_json_read_jsonlite <- function(file = NULL, text = NULL) { + text <- paste(text %||% readLines(file, warn = FALSE), collapse = "\n") + jsonlite::fromJSON(txt = text, simplifyVector = FALSE) + } + + renv_json_read_default <- function(file = NULL, text = NULL) { + + # find strings in the JSON + text <- paste(text %||% readLines(file, warn = FALSE), collapse = "\n") + pattern <- '["](?:(?:\\\\.)|(?:[^"\\\\]))*?["]' + locs <- gregexpr(pattern, text, perl = TRUE)[[1]] + + # if any are found, replace them with placeholders + replaced <- text + strings <- character() + replacements <- character() + + if (!identical(c(locs), -1L)) { + + # get the string values + starts <- locs + ends <- locs + attr(locs, "match.length") - 1L + strings <- substring(text, starts, ends) + + # only keep those requiring escaping + strings <- grep("[[\\]{}:]", strings, perl = TRUE, value = TRUE) + + # compute replacements + replacements <- sprintf('"\032%i\032"', seq_along(strings)) + + # replace the strings + mapply(function(string, replacement) { + replaced <<- sub(string, replacement, replaced, fixed = TRUE) + }, strings, replacements) + + } + + # transform the JSON into something the R parser understands + transformed <- replaced + transformed <- gsub("{}", "`names<-`(list(), character())", transformed, fixed = TRUE) + transformed <- gsub("[[{]", "list(", transformed, perl = TRUE) + transformed <- gsub("[]}]", ")", transformed, perl = TRUE) + transformed <- gsub(":", "=", transformed, fixed = TRUE) + text <- paste(transformed, collapse = "\n") + + # parse it + json <- parse(text = text, keep.source = FALSE, srcfile = NULL)[[1L]] + + # construct map between source strings, replaced strings + map <- as.character(parse(text = strings)) + names(map) <- as.character(parse(text = replacements)) + + # convert to list + map <- as.list(map) + + # remap strings in object + remapped <- renv_json_read_remap(json, map) + + # evaluate + eval(remapped, envir = baseenv()) + + } + + renv_json_read_remap <- function(json, map) { + + # fix names + if (!is.null(names(json))) { + lhs <- match(names(json), names(map), nomatch = 0L) + rhs <- match(names(map), names(json), nomatch = 0L) + names(json)[rhs] <- map[lhs] + } + + # fix values + if (is.character(json)) + return(map[[json]] %||% json) + + # handle true, false, null + if (is.name(json)) { + text <- as.character(json) + if (text == "true") + return(TRUE) + else if (text == "false") + return(FALSE) + else if (text == "null") + return(NULL) + } + + # recurse + if (is.recursive(json)) { + for (i in seq_along(json)) { + json[i] <- list(renv_json_read_remap(json[[i]], map)) + } + } + + json + + } + + # load the renv profile, if any + renv_bootstrap_profile_load(project) + + # construct path to library root + root <- renv_bootstrap_library_root(project) + + # construct library prefix for platform + prefix <- renv_bootstrap_platform_prefix() + + # construct full libpath + libpath <- file.path(root, prefix) + + # run bootstrap code + renv_bootstrap_exec(project, libpath, version) + + invisible() + +}) diff --git a/renv/settings.json b/renv/settings.json new file mode 100644 index 0000000..ffdbb32 --- /dev/null +++ b/renv/settings.json @@ -0,0 +1,19 @@ +{ + "bioconductor.version": null, + "external.libraries": [], + "ignored.packages": [], + "package.dependency.fields": [ + "Imports", + "Depends", + "LinkingTo" + ], + "ppm.enabled": null, + "ppm.ignored.urls": [], + "r.version": null, + "snapshot.type": "implicit", + "use.cache": true, + "vcs.ignore.cellar": true, + "vcs.ignore.library": true, + "vcs.ignore.local": true, + "vcs.manage.ignores": true +} diff --git a/setup.cfg b/setup.cfg deleted file mode 100644 index 06e0be0..0000000 --- a/setup.cfg +++ /dev/null @@ -1,2 +0,0 @@ -[metadata] -name = dagster_and_r diff --git a/setup.py b/setup.py deleted file mode 100644 index 7389c04..0000000 --- a/setup.py +++ /dev/null @@ -1,14 +0,0 @@ -from setuptools import find_packages, setup - -setup( - name="dagster_and_r", - packages=find_packages(exclude=["dagster_and_r_tests"]), - install_requires=[ - "dagster", - "dagster-cloud", - "pandas", - "dagster-pipes", - 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+load_from: + - python_module: + module_name: dagster_and_r.definitions \ No newline at end of file From 2da2b2b78afd7fe59019d7a435bd81c750c9d94c Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Fri, 13 Dec 2024 14:23:10 -0500 Subject: [PATCH 6/9] add markdown, dataframe, row_count metadata --- dagster_and_r/R/iris.R | 45 +++++++++++++++++++++++++++++++++++++-- dagster_and_r/README.md | 0 dagster_and_r/assets.py | 47 ++++++++++++++++++++++++++++++++++++++--- dagster_and_r/hello.py | 6 ++++++ hello.py | 6 ++++++ 5 files changed, 99 insertions(+), 5 deletions(-) create mode 100644 dagster_and_r/README.md create mode 100644 dagster_and_r/hello.py create mode 100644 hello.py diff --git a/dagster_and_r/R/iris.R b/dagster_and_r/R/iris.R index cf01848..2e47687 100644 --- a/dagster_and_r/R/iris.R +++ b/dagster_and_r/R/iris.R @@ -8,6 +8,36 @@ library(magrittr) reticulate::py_config() stopifnot(reticulate::py_module_available("dagster_pipes")) +# Function to convert R types to Python types +convert_r_to_python_types <- function(df) { + # Get R types + r_types <- sapply(df, class) + + # Define type mapping + type_mapping <- list( + "numeric" = "float", + "integer" = "int", + "character" = "str", + "factor" = "str", + "logical" = "bool", + "Date" = "datetime.date", + "POSIXct" = "datetime.datetime", + "POSIXlt" = "datetime.datetime" + ) + + # Convert types + python_types <- sapply(r_types, function(x) { + if (x %in% names(type_mapping)) { + type_mapping[[x]] + } else { + "object" # default type + } + }) + + return(reticulate::r_to_py(as.list(python_types))) +} + + # Import Python modules # R doesn't support selective imports like Python, so you have to do this # to avoid typing the full namespace path repeatedly... @@ -24,9 +54,20 @@ with(open_dagster_pipes() %as% pipes, { context$log$info(head(iris)) context$log$info(os$environ["MY_ENV_VAR_IN_SUBPROCESS"]) output_dir <- Sys.getenv("OUTPUT_DIR") + iris_head <- head(iris) context$log$info(glue::glue("output_dir: {output_dir}")) - context$report_asset_materialization() - + #python function to report back the materialization and metadata + context$report_custom_message( + payload = reticulate::r_to_py(list( + "dagster/row_count" = nrow(iris), + # if using report_asset_materialization + #list( type = "md", "raw_value" = paste(knitr::kable(iris_head, format = "pipe"), collapse = "\n") ), + "preview" = paste(knitr::kable(iris_head, format = "pipe"), collapse = "\n"), + "iris_head_df" = reticulate::r_to_py(jsonlite::toJSON(x = iris_head, dataframe = "columns")), + "column_types" = convert_r_to_python_types(iris_head) + )) + ) + context$log$info(glue::glue("got here!")) # Ensure that Sepal.Length field does not contain any NAs context$report_asset_check( asset_key="iris_r", diff --git a/dagster_and_r/README.md b/dagster_and_r/README.md new file mode 100644 index 0000000..e69de29 diff --git a/dagster_and_r/assets.py b/dagster_and_r/assets.py index 6756077..feb9fe9 100644 --- a/dagster_and_r/assets.py +++ b/dagster_and_r/assets.py @@ -1,6 +1,35 @@ +import json import shutil import pandas as pd import dagster as dg +from dagster_pandas.data_frame import create_table_schema_metadata_from_dataframe + +def create_table_schema_from_dict(type_dict): + # Map Python types to SQL types + type_mapping = { + 'float': 'FLOAT', + 'int': 'INTEGER', + 'numeric': 'numeric', + 'str': 'VARCHAR', + 'bool': 'BOOLEAN', + 'datetime.date': 'DATE', + 'datetime.datetime': 'TIMESTAMP' + } + + columns = [] + for col_name, col_type in type_dict.items(): + columns.append( + dg.TableColumn( + name=col_name, + type=type_mapping.get(col_type, 'VARCHAR'), + description=f"Column {col_name} of type {col_type}", + ) + ) + + return dg.TableSchema( + columns=columns, + ) + # example that runs an R script without modification. R script runs but does not report anything in Dagster other than succes. @dg.asset @@ -16,7 +45,7 @@ def hello_world_r( -# + @dg.asset( config_schema={"output_dir": dg.Field(dg.String, default_value="./data")}, check_specs=[ @@ -33,14 +62,26 @@ def iris_r( ) -> dg.MaterializeResult: output_dir = context.op_config["output_dir"] cmd = [shutil.which("Rscript"), dg.file_relative_path(__file__, "./R/iris.R")] - return pipes_subprocess_client.run( + result = pipes_subprocess_client.run( command=cmd, context=context, env={ "MY_ENV_VAR_IN_SUBPROCESS": "This is an environment variable passed from Dagster to R!", "OUTPUT_DIR": output_dir, }, - ).get_materialize_result() + ) + + result_message = result.get_custom_messages()[0] + schema = create_table_schema_from_dict(result_message.get("column_types")) + + context.add_output_metadata(output_name = "result", metadata={ + "dagster/row_count": dg.MetadataValue.int(result_message.get("dagster/row_count")), + "preview": dg.MetadataValue.md(result_message.get("preview")), + "dagster/column_schema": schema, + }) + + return result.get_results() + @dg.asset(deps=[iris_r]) diff --git a/dagster_and_r/hello.py b/dagster_and_r/hello.py new file mode 100644 index 0000000..db989b0 --- /dev/null +++ b/dagster_and_r/hello.py @@ -0,0 +1,6 @@ +def main(): + print("Hello from dagster-and-r!") + + +if __name__ == "__main__": + main() diff --git a/hello.py b/hello.py new file mode 100644 index 0000000..db989b0 --- /dev/null +++ b/hello.py @@ -0,0 +1,6 @@ +def main(): + print("Hello from dagster-and-r!") + + +if __name__ == "__main__": + main() From 3a5f74d3398b233b30f601a4f7e01873a0644964 Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Fri, 20 Dec 2024 14:17:35 -0500 Subject: [PATCH 7/9] Update .gitignore --- .gitignore | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index ab946bf..9bbee84 100644 --- a/.gitignore +++ b/.gitignore @@ -152,4 +152,5 @@ dmypy.json # Pyre type checker .pyre/ -!.gitkeep \ No newline at end of file +!.gitkeep +.DS_Store From 223731720f5308e89f12038305f2e2ae243c61b1 Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Fri, 20 Dec 2024 15:23:33 -0500 Subject: [PATCH 8/9] update readme to use uv --- README.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 6200c30..f07e583 100644 --- a/README.md +++ b/README.md @@ -38,13 +38,13 @@ To begin exploring the integration of Dagster and R: ``` 4. **Set RETICULATE_PYTHON environment variable** -Determine the path to the python binary associated with this project's poetry environment. - ```bash - # from your viritual environment - which python - # /home/user/.cache/pypoetry/virtualenvs/dagster-and-r-kS5e8P_l-py3.10/bin/python - ``` -Create a new `.Renviron` file at the root of the project and set the `RETICULATE_PYTHON` variable to this path. + +Create a new `.Renviron` file at the root of the project and set the `RETICULATE_PYTHON` variable to `.venv/bin/python`, like so: + +```bash + #.Renviron + RETICULATE_PYTHON=.venv/bin/python +``` 5. **Launch the Dagster UI** Start the Dagster web server: From f26c0a594cc385aee96e63d536094173d64942d7 Mon Sep 17 00:00:00 2001 From: Christian Minich Date: Fri, 20 Dec 2024 15:25:26 -0500 Subject: [PATCH 9/9] as import dagster as dg consistently --- dagster_and_r/asset_checks.py | 25 +++++++++---------------- dagster_and_r/definitions.py | 9 +++------ dagster_and_r/jobs.py | 4 ++-- 3 files changed, 14 insertions(+), 24 deletions(-) diff --git a/dagster_and_r/asset_checks.py b/dagster_and_r/asset_checks.py index 66594b2..4f753e3 100644 --- a/dagster_and_r/asset_checks.py +++ b/dagster_and_r/asset_checks.py @@ -1,32 +1,25 @@ import shutil import pandas as pd - -from dagster import ( - asset_check, - AssetCheckResult, - AssetExecutionContext, - PipesSubprocessClient, - file_relative_path, -) +import dagster as dg # TODO figure out how to use this syntax with pipes subprocesses (instead of CheckSpecs)? -@asset_check(asset="iris_r") +@dg.asset_check(asset="iris_r") def no_missing_sepal_length_check_r( - context: AssetExecutionContext, - pipes_subprocess_client: PipesSubprocessClient, -) -> AssetCheckResult: - cmd = [shutil.which("Rscript"), file_relative_path(__file__, "./R/iris.R")] + context: dg.AssetExecutionContext, + pipes_subprocess_client: dg.PipesSubprocessClient, +) -> dg.AssetCheckResult: + cmd = [shutil.which("Rscript"), dg.file_relative_path(__file__, "./R/iris.R")] return pipes_subprocess_client.run( command=cmd, context=context, ).get_asset_check_result() -@asset_check(asset="iris_py") -def no_missing_sepal_length_check_py() -> AssetCheckResult: +@dg.asset_check(asset="iris_py") +def no_missing_sepal_length_check_py() -> dg.AssetCheckResult: iris = pd.read_csv(f"data/iris.csv") num_missing_sepal_length = iris["Sepal.Length"].isna().sum() - return AssetCheckResult( + return dg.AssetCheckResult( passed=bool(num_missing_sepal_length == 0), metadata={ "num_missing_sepal_length": int(num_missing_sepal_length), diff --git a/dagster_and_r/definitions.py b/dagster_and_r/definitions.py index e2b00b9..9375f29 100644 --- a/dagster_and_r/definitions.py +++ b/dagster_and_r/definitions.py @@ -1,7 +1,4 @@ -from dagster import ( - Definitions, - PipesSubprocessClient, - ) +import dagster as dg from . jobs import docker_container_op_r from . asset_checks import ( # no_missing_sepal_length_check_r, @@ -15,7 +12,7 @@ iris_py, ) -defs = Definitions( +defs = dg.Definitions( assets=[ hello_world_r, iris_r, @@ -26,5 +23,5 @@ no_missing_sepal_length_check_py, ], jobs=[docker_container_op_r], - resources={"pipes_subprocess_client": PipesSubprocessClient()}, + resources={"pipes_subprocess_client": dg.PipesSubprocessClient()}, ) diff --git a/dagster_and_r/jobs.py b/dagster_and_r/jobs.py index 147d253..9afbd7b 100644 --- a/dagster_and_r/jobs.py +++ b/dagster_and_r/jobs.py @@ -1,7 +1,7 @@ -from dagster import job +import dagster as dg from . ops import first_op, second_op -@job +@dg.job def docker_container_op_r(): second_op(first_op()) \ No newline at end of file