annatto 0.50.1

Converts linguistic data formats based on the graphANNIS data model as intermediate representation and can apply consistency tests.
Documentation
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use std::{
    collections::BTreeSet,
    fs,
    path::{Path, PathBuf},
    sync::mpsc::Sender,
};

use anyhow::anyhow;
use graphannis::{
    AnnotationGraph,
    model::{AnnotationComponent, AnnotationComponentType},
    update::GraphUpdate,
};

use graphannis_core::graph::{ANNIS_NS, NODE_NAME_KEY};
use itertools::Itertools;
use regex::Regex;
use serde::Serialize;
use serde_derive::Deserialize;

use crate::{
    ExporterStep, ImporterStep, ManipulatorStep, StepID,
    error::{AnnattoError, Result},
    progress::ProgressReporter,
    util::update_graph,
};
use normpath::PathExt;
use rayon::prelude::*;

/// Status updates are send as single messages when the workflow is executed.
#[derive(Debug)]
pub enum StatusMessage {
    /// Sent at the beginning when the workflow is parsed and before the pipeline steps are executed.
    StepsCreated(Vec<StepID>),
    /// An informing message.
    Info(String),
    /// A warning message.
    Warning(String),
    /// Progress report for a single conversion step.
    Progress {
        /// Determines which step the progress is reported for.
        id: StepID,
        /// Estimated total needed steps to complete conversion
        total_work: Option<usize>,
        /// Number of steps finished. Should never be larger than `total_work`.
        finished_work: usize,
    },
    /// Indicates a step has finished.
    StepDone { id: StepID },
}

/// A workflow describes the steps in the conversion pipeline process. It can be represented as TOML file.
///
/// First , all importers are executed in parallel. Then their output are appended to create a single annotation graph.
/// The manipulators are executed in their defined sequence and can change the annotation graph.
/// Last, all exporters are called with the now read-only annotation graph in parallel.
#[derive(Deserialize, Serialize, Default)]
#[serde(deny_unknown_fields)]
pub struct Workflow {
    #[serde(default)]
    load: Option<LoadGraph>,
    #[serde(
        default,
        deserialize_with = "crate::estarde::importer_step::optional_sequence::deserialize"
    )]
    import: Option<Vec<ImporterStep>>,
    graph_op: Option<Vec<ManipulatorStep>>,
    export: Option<Vec<ExporterStep>>,
    save: Option<SaveGraph>,
    #[serde(default)]
    footer: Metadata,
}

/// This can be used to initialize the annotation graph non-empty.
#[derive(Debug, Deserialize, Serialize)]
pub struct LoadGraph {
    /// The path to the graphANNIS database.
    database: PathBuf,
    /// The corpus name.
    corpus: String,
    /// Optimize components for writing before moving on.
    #[serde(default)]
    optimize: Option<OptimizationTarget>,
}

#[derive(Deserialize, Debug, Serialize)]
#[serde(rename_all = "lowercase")]
pub enum OptimizationTarget {
    All,
    #[serde(untagged)]
    TypeList(Vec<AnnotationComponentType>),
}

impl OptimizationTarget {
    fn as_component_vec_from_graph(&self, graph: &AnnotationGraph) -> Vec<AnnotationComponent> {
        match self {
            OptimizationTarget::TypeList(ctypes) => ctypes
                .iter()
                .flat_map(|ct| graph.get_all_components(Some(ct.clone()), None))
                .collect_vec(),
            OptimizationTarget::All => graph.get_all_components(None, None),
        }
    }
}

#[derive(Debug, Deserialize, Serialize)]
pub struct SaveGraph {
    /// The graph will be saved at the given location
    /// at the end of the workflow run.
    #[serde(default)]
    target: PathBuf,
    /// If given, use this corpus name instead of getting it from the corpus graph.
    #[serde(default)]
    corpus_name: Option<String>,
    /// Optimize components for reading before saving.
    #[serde(default = "default_save_optimize")]
    optimize: Option<OptimizationTarget>,
}

fn default_save_optimize() -> Option<OptimizationTarget> {
    Some(OptimizationTarget::All)
}

impl LoadGraph {
    /// Create a new init step, that loads the corpus from a subdirectory (given
    /// by the corpus name) from the given parent database directory.
    pub fn new<P, S>(database: P, corpus: S, optimize: Option<OptimizationTarget>) -> Self
    where
        P: Into<PathBuf>,
        S: Into<String>,
    {
        Self {
            database: database.into(),
            corpus: corpus.into(),
            optimize,
        }
    }
}

impl SaveGraph {
    /// Create a new save step, that saves the corpus to a subdirectory
    pub fn new<P, S>(
        target: P,
        optimize: Option<OptimizationTarget>,
        corpus_name: Option<S>,
    ) -> Self
    where
        P: Into<PathBuf>,
        S: ToString,
    {
        Self {
            target: target.into(),
            corpus_name: corpus_name.map(|c| c.to_string()),
            optimize,
        }
    }
}

#[derive(Deserialize, Serialize)]
struct Metadata {
    #[serde(default = "metadata_default_version")]
    annatto_version: String,
    #[serde(default)]
    success: bool,
}

impl Default for Metadata {
    fn default() -> Self {
        Self {
            annatto_version: metadata_default_version(),
            success: Default::default(),
        }
    }
}

fn metadata_default_version() -> String {
    env!("CARGO_PKG_VERSION").to_string()
}

use std::convert::TryFrom;
use toml;

fn contained_variables(workflow: &'_ str) -> Result<Vec<(i32, &'_ str)>> {
    let pattern = Regex::new(r#"[$][A-Za-z_0-9]+"#)?;
    let mut variables = Vec::new();
    for m in pattern.find_iter(workflow) {
        variables.push((m.start() as i32, m.as_str()))
    }
    Ok(variables)
}

fn parse_variables(
    workflow: String,
    buf: &mut Vec<u8>,
    visited: &mut BTreeSet<String>,
) -> Result<()> {
    let vars = contained_variables(&workflow)?;
    let content = workflow.as_bytes();
    let mut p = 0;
    for (start_index, var) in vars {
        for ci in p..start_index {
            buf.push(content[ci as usize]);
        }
        p = start_index + var.len() as i32;
        let var_name = &var[1..];
        if visited.contains(var_name) {
            return Err(AnnattoError::Anyhow(anyhow!(
                "Workflow contains a cycle of variables, observed {var_name} for the second time."
            )));
        }
        visited.insert(var_name.to_string());
        if let Ok(value) = std::env::var(var_name) {
            // value might contain variables again, parse
            let mut value_buf = Vec::with_capacity(value.len());
            parse_variables(value, &mut value_buf, visited)?;
            visited.remove(var_name);
            for c in value_buf {
                buf.push(c);
            }
        } else {
            // variable value could not be resolved, do not step into, just copy
            for ci in start_index..start_index + var.len() as i32 {
                buf.push(content[ci as usize]);
            }
        }
    }
    for remain_i in p..workflow.len() as i32 {
        buf.push(content[remain_i as usize]);
    }
    Ok(())
}

fn read_workflow(path: PathBuf, read_env: bool) -> Result<String> {
    let toml_content = fs::read_to_string(path.as_path())?;
    if read_env {
        let cap = (1.1f64 * toml_content.len() as f64).ceil() as usize;
        let mut buf = Vec::with_capacity(cap);
        parse_variables(toml_content, &mut buf, &mut Default::default())?;
        Ok(str::from_utf8(&buf)
            .map_err(|e| anyhow!("Could not parse variables, invalid utf-8: {e}"))?
            .to_string())
    } else {
        Ok(toml_content)
    }
}

impl TryFrom<(PathBuf, bool)> for Workflow {
    type Error = AnnattoError;
    fn try_from(workflow_config: (PathBuf, bool)) -> Result<Workflow> {
        let (workflow_file, read_env) = workflow_config;
        let final_content = read_workflow(workflow_file, read_env)?;
        let workflow: Workflow = toml::from_str(final_content.as_str())?;
        Ok(workflow)
    }
}

/// Executes a workflow from a TOML file.
///
/// * `workflow_file` - The TOML workflow file.
/// * `read_env` - Set whether to resolve environment variables in the workflow file.
/// * `in_memory` - If true, use a main memory implementation to store the temporary graphs.
/// * `tx` - If supported by the caller, this is a sender object that allows to send [status updates](enum.StatusMessage.html) (like information messages, warnings and module progress) to the calling entity.
pub fn execute_from_file(
    workflow_file: &Path,
    read_env: bool,
    in_memory: bool,
    tx: Option<Sender<StatusMessage>>,
    save_workflow: Option<PathBuf>,
) -> Result<()> {
    let mut wf = Workflow::try_from((workflow_file.to_path_buf(), read_env))?;
    let parent_dir = if let Some(directory) = workflow_file.parent() {
        directory
    } else {
        Path::new("")
    };
    // End of workaround
    let result = wf.execute(tx, parent_dir, in_memory);
    if let Some(save_path) = save_workflow {
        wf.footer.success = result.is_ok();
        wf.save(save_path)?;
    }
    result
}

pub type StatusSender = Sender<StatusMessage>;

impl Workflow {
    pub fn with_load(mut self, load: LoadGraph) -> Self {
        self.load = Some(load);
        self
    }

    pub fn with_save(mut self, save: SaveGraph) -> Self {
        self.save = Some(save);
        self
    }

    pub fn with_importer_steps(mut self, steps: Vec<ImporterStep>) -> Self {
        self.import = Some(steps);
        self
    }

    pub fn with_exporter_steps(mut self, steps: Vec<ExporterStep>) -> Self {
        self.export = Some(steps);
        self
    }

    pub fn with_graph_ops(mut self, steps: Vec<ManipulatorStep>) -> Self {
        self.graph_op = Some(steps);
        self
    }

    pub fn execute(
        &self,
        tx: Option<StatusSender>,
        default_workflow_directory: &Path,
        in_memory: bool,
    ) -> Result<()> {
        if let Some(save_config) = &self.save {
            let save_path = if save_config.target.is_absolute() {
                save_config.target.to_path_buf()
            } else {
                default_workflow_directory.join(&save_config.target)
            };
            if save_path.join("db.lock").exists() {
                return Err(anyhow!("Target database for final saving is locked (see section [save] in your workflow), please stop the running graphANNIS instance or choose another save target.").into());
            }
        }
        // Create a vector of all conversion steps and report these as current status
        let apply_update_step_id = StepID {
            module_name: "create_annotation_graph".to_string(),
            path: None,
        };
        let load_graph_step_id = StepID {
            module_name: "load_graph".to_string(),
            path: self.load.as_ref().map(|l| l.database.to_path_buf()),
        };
        let save_graph_step_id = StepID {
            module_name: "save_graph".to_string(),
            path: self.save.as_ref().map(|s| s.target.to_path_buf()),
        };

        if let Some(tx) = &tx {
            let mut steps: Vec<StepID> = Vec::with_capacity(
                self.import.as_ref().map_or(0, |v| v.len())
                    + self.graph_op.as_ref().map_or(0, |v| v.len())
                    + self.export.as_ref().map_or(0, |v| v.len()),
            );
            if self.load.is_some() {
                steps.push(load_graph_step_id.clone());
            }
            if let Some(importers) = &self.import {
                steps.extend(importers.iter().map(StepID::from_importer_step));
                steps.push(apply_update_step_id.clone());
            }

            let mut graph_op_position = 1;
            if let Some(ref manipulators) = self.graph_op {
                for m in manipulators {
                    steps.push(StepID::from_graphop_step(m, graph_op_position));
                    graph_op_position += 1;
                }
            }
            if let Some(exporters) = &self.export {
                steps.extend(exporters.iter().map(StepID::from_exporter_step));
            }
            if self.save.is_some() {
                steps.push(save_graph_step_id.clone());
            }
            tx.send(StatusMessage::StepsCreated(steps))?;
        }

        // Execute all importers and store their graph updates in parallel
        let updates: Result<Vec<GraphUpdate>> = if let Some(importers) = &self.import {
            importers
                .par_iter()
                .map_with(tx.clone(), |tx, step| {
                    self.execute_single_importer(step, default_workflow_directory, tx.clone())
                })
                .collect()
        } else {
            Ok(vec![])
        };
        // Create a new empty annotation graph and apply updates
        let mut g = AnnotationGraph::with_default_graphstorages(!in_memory)
            .map_err(|e| AnnattoError::CreateGraph(e.to_string()))?;
        if let Some(init) = &self.load {
            if !in_memory {
                return Err(AnnattoError::Anyhow(anyhow!(
                    "You can only load GraphANNIS in-memory data and must run annatto in memory mode as well. Re-run annatto using `--in-memory`."
                )));
            }
            let mut external_path = init.database.join(&init.corpus);
            if external_path.is_relative() {
                external_path = default_workflow_directory.join(external_path);
            }
            if external_path
                .join("current")
                .join(graphannis_core::annostorage::ondisk::SUBFOLDER_NAME)
                .exists()
            {
                return Err(AnnattoError::Anyhow(anyhow!(
                    "Cannot load corpus from given database, as data is a disk-based graph. Currently only in-memory graphs are supported."
                )));
            }
            let opt_target_vec = match &init.optimize {
                Some(ot) => ot.as_component_vec_from_graph(&g),
                None => vec![],
            };
            let load_progress =
                ProgressReporter::new(tx.clone(), load_graph_step_id, opt_target_vec.len() + 1)?;
            g.import(&external_path)?;
            load_progress.worked(1)?;
            for c in opt_target_vec {
                g.get_or_create_writable(&c)?;
                load_progress.worked(1)?;
            }
        }

        if self.import.is_some() {
            let apply_update_reporter =
                ProgressReporter::new_unknown_total_work(tx.clone(), apply_update_step_id.clone())?;
            if in_memory {
                apply_update_reporter.info(
                "Creating in-memory annotation graph by applying the updates from the import steps",
            )?;
            } else {
                apply_update_reporter.info(
                "Creating on-disk annotation graph by applying the updates from the import steps",
            )?;
            }

            // collect all updates in a single update to only have a single atomic
            // call to `apply_update`
            let mut updates = updates?;
            let mut combined_updates = if updates.len() == 1 {
                updates.remove(0)
            } else {
                let mut super_update = GraphUpdate::new();
                for u in updates {
                    for uer in u.iter()? {
                        let ue = uer?;
                        let event = ue.1;
                        super_update.add_event(event)?;
                    }
                }
                super_update
            };

            // Apply super update
            update_graph(
                &mut g,
                &mut combined_updates,
                Some(apply_update_step_id),
                tx.clone(),
            )?;
        }
        // Execute all manipulators in sequence
        if let Some(ref manipulators) = self.graph_op {
            let mut graph_op_position = 1;
            for desc in manipulators.iter() {
                let step_id = StepID::from_graphop_step(desc, graph_op_position);
                let workflow_directory = &desc.workflow_directory;
                desc.execute(
                    &mut g,
                    workflow_directory
                        .as_ref()
                        .map_or(default_workflow_directory, PathBuf::as_path),
                    graph_op_position,
                    tx.clone(),
                )
                .map_err(|reason| AnnattoError::Manipulator {
                    reason: reason.to_string(),
                    manipulator: step_id.to_string(),
                })?;
                graph_op_position += 1;

                if let Some(ref tx) = tx {
                    tx.send(crate::workflow::StatusMessage::StepDone { id: step_id })?;
                }
            }
        }
        // Execute all exporters in parallel
        if let Some(ref exporters) = self.export {
            let export_result: Result<Vec<_>> = exporters
                .par_iter()
                .map_with(tx.clone(), |tx, step| {
                    self.execute_single_exporter(&g, step, default_workflow_directory, tx.clone())
                })
                .collect();
            // Check for errors during export
            export_result?;
        }
        if let Some(after) = &self.save {
            let save_path = &after.target;
            let save_progress = ProgressReporter::new(tx.clone(), save_graph_step_id, 3)?;
            if !in_memory {
                save_progress.warn("Graph cannot be saved when annatto is run in disk mode. Re-run with `--in-memory` for saving the graph.")?;
                save_progress.worked(3)?;
            } else {
                let save_path = if save_path.is_relative() {
                    default_workflow_directory.join(save_path)
                } else {
                    save_path.to_path_buf()
                };
                if g.global_statistics.is_none() {
                    // compute statistics to avoid doing it after loading
                    // theoretically this does not need to be done when full optimization
                    // is performed afterwards, but we better do not rely on that
                    g.calculate_all_statistics()?;
                }
                save_progress.worked(1)?;
                if let Some(opt_target) = &after.optimize {
                    if matches!(opt_target, OptimizationTarget::All) {
                        g.optimize_impl(false)?;
                    } else {
                        for c in opt_target.as_component_vec_from_graph(&g) {
                            g.optimize_gs_impl(&c)?;
                        }
                    }
                }
                save_progress.worked(1)?;
                let extended_save_path = if let Some(corpus_name) = &after.corpus_name {
                    save_path.join(corpus_name)
                } else {
                    let part_of_c = AnnotationComponent::new(
                        AnnotationComponentType::PartOf,
                        ANNIS_NS.into(),
                        "".into(),
                    );
                    if let Some(storage) = g.get_graphstorage(&part_of_c)
                        && let Some(Ok(random_start_node)) = storage.source_nodes().next()
                        && let Some(Ok(root_node)) = storage
                            .find_connected(random_start_node, 0, std::ops::Bound::Unbounded)
                            .last()
                        && let Some(root_name) = g
                            .get_node_annos()
                            .get_value_for_item(&root_node, &NODE_NAME_KEY)?
                    {
                        save_path.join(root_name.to_string())
                    } else {
                        save_path
                    }
                };
                if extended_save_path.join("current").exists() {
                    save_progress.warn("The save target exists. It's recommended to manually delete existing targets before running a workflow that saves. Overwrites usually succeed, but may yield incorrect data.")?;
                }
                g.save_to(&extended_save_path)?;
                save_progress.worked(1)?;
            }
        }
        Ok(())
    }

    pub fn import_steps(&self) -> Option<&Vec<ImporterStep>> {
        self.import.as_ref()
    }

    pub fn export_steps(&self) -> Option<&Vec<ExporterStep>> {
        self.export.as_ref()
    }

    pub fn graph_op_steps(&self) -> Option<&Vec<ManipulatorStep>> {
        self.graph_op.as_ref()
    }

    fn execute_single_importer(
        &self,
        step: &ImporterStep,
        default_workflow_directory: &Path,
        tx: Option<StatusSender>,
    ) -> Result<GraphUpdate> {
        let step_id = StepID::from_importer_step(step);
        // Do not use the import path directly, but resolve it against the
        // workflow directory if the path is relative.
        let import_path = if step.path.is_relative() {
            default_workflow_directory.join(&step.path)
        } else {
            step.path.clone()
        };
        let resolved_import_path: PathBuf = if import_path.exists() {
            import_path.normalize()?.into()
        } else {
            import_path
        };

        let updates = step
            .module
            .reader()
            .import_corpus(
                resolved_import_path.as_path(),
                step_id.clone(),
                step.generic_config
                    .clone()
                    .unwrap_or(step.module.reader().default_configuration()),
                tx.clone(),
            )
            .map_err(|reason| AnnattoError::Import {
                reason: reason.to_string(),
                importer: step_id.module_name.to_string(),
                path: step.path.to_path_buf(),
            })?;
        if let Some(ref tx) = tx {
            tx.send(crate::workflow::StatusMessage::StepDone { id: step_id })?;
        }
        Ok(updates)
    }

    fn execute_single_exporter(
        &self,
        g: &AnnotationGraph,
        step: &ExporterStep,
        default_workflow_directory: &Path,
        tx: Option<StatusSender>,
    ) -> Result<()> {
        let step_id = StepID::from_exporter_step(step);

        // Do not use the output path directly, but resolve it against the
        // workflow directory if the path is relative.
        let mut resolved_output_path = if step.path.is_relative() {
            default_workflow_directory.join(&step.path)
        } else {
            step.path.clone()
        };
        if resolved_output_path.exists() {
            resolved_output_path = resolved_output_path.normalize()?.into();
        }

        step.module
            .writer()
            .export_corpus(
                g,
                resolved_output_path.as_path(),
                step_id.clone(),
                tx.clone(),
            )
            .map_err(|reason| AnnattoError::Export {
                reason: reason.to_string(),
                exporter: step_id.module_name.to_string(),
                path: step.path.clone(),
            })?;
        if let Some(ref tx) = tx {
            tx.send(crate::workflow::StatusMessage::StepDone { id: step_id })?;
        }
        Ok(())
    }

    fn save(&self, path: PathBuf) -> Result<()> {
        let wf_string = toml::to_string(&self).map_err(|_| {
            AnnattoError::Anyhow(anyhow!(
                "Could not serialize workflow after run. The workflow run was {}successful",
                if self.footer.success { "NOT " } else { "" }
            ))
        })?;
        fs::write(path, wf_string).map_err(AnnattoError::IO)
    }
}

#[cfg(test)]
mod tests {

    use std::{env, sync::mpsc};

    use insta::{assert_snapshot, with_settings};
    use itertools::Itertools;
    use tempfile::tempdir;

    use super::*;

    #[test]
    fn no_export_step() {
        // This should not fail
        execute_from_file(
            Path::new("./tests/data/import/empty/empty.toml"),
            false,
            false,
            None,
            None,
        )
        .unwrap();
    }

    #[test]
    fn with_env() {
        let k1 = "TEST_VAR_FORMAT_NAME";
        let k2 = "TEST_VAR_GRAPH_OP_NAME";
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            std::env::set_var(k1, "none");
            std::env::set_var(k2, "check");
        }
        let read_result = read_workflow(
            Path::new("./tests/data/import/empty/empty_with_vars.toml").to_path_buf(),
            true,
        );
        assert!(
            read_result.is_ok(),
            "Failed to read variable workflow with error {:?}",
            read_result.err()
        );
        if let Ok(workflow_with_vars) = read_result {
            let workflow_no_vars = read_workflow(
                Path::new("./tests/data/import/empty/empty.toml").to_path_buf(),
                false,
            )
            .unwrap();
            assert_eq!(workflow_with_vars, workflow_no_vars);
        }
    }

    #[test]
    fn with_env_recursive() {
        let k1 = "TEST_VAR_FORMAT_NAME_REC";
        let k2 = "TEST_VAR_GRAPH_OP_NAME_REC";
        let k3 = "TEST_VAR_WAIT_FOR_IT_REC";
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            std::env::set_var(k1, "none");
            std::env::set_var(k2, "$TEST_VAR_WAIT_FOR_IT_REC");
            std::env::set_var(k3, "check");
        }
        let read_result = read_workflow(
            Path::new("./tests/data/import/empty/empty_with_vars_rec.toml").to_path_buf(),
            true,
        );
        assert!(
            read_result.is_ok(),
            "Failed to read variable workflow with error {:?}",
            read_result.err()
        );
        assert_snapshot!(read_result.unwrap());
    }

    #[test]
    fn with_env_repetition() {
        let k1 = "TEST_VAR_FORMAT_NAME_REP";
        let k2 = "TEST_VAR_GRAPH_OP_NAME_REP";
        let k3 = "TEST_VAR_WAIT_FOR_IT_REP";
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            std::env::set_var(k1, "none");
            std::env::set_var(k2, "$TEST_VAR_WAIT_FOR_IT_REP");
            std::env::set_var(k3, "check");
        }
        let read_result = read_workflow(
            Path::new("./tests/data/import/empty/empty_with_vars_rep.toml").to_path_buf(),
            true,
        );
        assert!(
            read_result.is_ok(),
            "Failed to read variable workflow with error {:?}",
            read_result.err()
        );
        assert_snapshot!(read_result.unwrap());
    }

    #[test]
    fn with_env_var_cycle() {
        let k1 = "TEST_VAR_FORMAT_NAME_CYC";
        let k2 = "TEST_VAR_GRAPH_OP_NAME_CYC";
        let k3 = "TEST_VAR_WAIT_FOR_IT_CYC";
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            std::env::set_var(k1, "$TEST_VAR_GRAPH_OP_NAME_CYC");
            std::env::set_var(k2, "$TEST_VAR_WAIT_FOR_IT_CYC");
            std::env::set_var(k3, "$TEST_VAR_FORMAT_NAME_CYC")
        }
        let read_result = read_workflow(
            Path::new("./tests/data/import/empty/empty_with_vars_cyc.toml").to_path_buf(),
            true,
        );
        assert!(read_result.is_err());
    }

    #[test]
    fn invalid_variable_name() {
        let k = "ß";
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            std::env::set_var(k, "any_value");
        }
        let r = contained_variables("this text contains an invalid variable with name $ß");
        assert!(r.is_ok());
        assert_eq!(0, r.unwrap().len());
    }

    #[test]
    fn multiple_importers() {
        // The workflow contains a check for the number of corpora
        execute_from_file(
            Path::new("./tests/workflows/multiple_importer.toml"),
            false,
            false,
            None,
            None,
        )
        .unwrap();
    }

    #[test]
    /// Test that exporting to an non-existing directory does not fail.
    fn nonexisting_export_dir() {
        let tmp_out = tempfile::tempdir().unwrap();
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            std::env::set_var("TEST_OUTPUT", tmp_out.path().to_string_lossy().as_ref());
        }
        execute_from_file(
            Path::new("./tests/workflows/nonexisting_dir.toml"),
            true,
            false,
            None,
            None,
        )
        .unwrap();
    }

    #[test]
    fn serialize_workflow() {
        let ts = fs::read_to_string("tests/data/workflow/complex.toml");
        assert!(ts.is_ok());
        // safety: This is the test module. There is no
        // environment modification at runtime.
        unsafe {
            env::set_var(
                "NOT_SO_RANDOM_VARIABLE",
                "export/to/this/path/if/you/can/if/not/no/worries",
            );
        }
        let mut clean_str = Vec::default();
        assert!(parse_variables(ts.unwrap(), &mut clean_str, &mut BTreeSet::default()).is_ok());
        let wf: std::result::Result<Workflow, _> =
            toml::from_str(&str::from_utf8(&clean_str).unwrap());
        assert!(wf.is_ok(), "Could not deserialize workflow: {:?}", wf.err());
        let workflow = wf.unwrap();
        let of = tempfile::NamedTempFile::new();
        assert!(of.is_ok());
        let outfile = of.unwrap();
        assert!(workflow.save(outfile.path().to_path_buf()).is_ok());
        let ww = fs::read_to_string(outfile);
        assert!(
            ww.is_ok(),
            "Could not read written workflow file: {:?}",
            ww.err()
        );
        let written_workflow = ww.unwrap();
        assert_snapshot!(
            Regex::new(r#"[0-9]+\.[0-9]+\.[0-9]+"#)
                .unwrap()
                .replace(&written_workflow, "<VERSION>")
        );
        let deserialize: std::result::Result<Workflow, _> = toml::from_str(&written_workflow);
        assert!(
            deserialize.is_ok(),
            "Could not deserialize workflow that was written by annatto: {:?}",
            deserialize.err()
        );
    }

    #[test]
    fn load_and_save() {
        let save_target = tempdir();
        assert!(save_target.is_ok());
        let save_target = save_target.unwrap();
        let export_target = tempdir();
        assert!(export_target.is_ok());
        let export_target = export_target.unwrap();
        // Safety: Test only.
        unsafe {
            env::set_var(
                "ANNATTO_TEST_WORKFLOW_LOAD_SAVE_SAVETARGET",
                save_target.path(),
            );
            env::set_var(
                "ANNATTO_TEST_WORKFLOW_LOAD_SAVE_EXPORTTARGET",
                export_target.path(),
            );
        }
        let (sender, receiver) = mpsc::channel();
        let run = execute_from_file(
            Path::new("./tests/data/init/workflow.toml"),
            true,
            true,
            Some(sender),
            None,
        );
        assert!(run.is_ok(), "Error executing workflow: {:?}", run.err());
        assert!(export_target.path().exists());
        let gml_path = export_target.path().join("root.graphml");
        assert!(gml_path.exists());
        let actual = fs::read_to_string(gml_path);
        assert!(actual.is_ok());
        assert_snapshot!(actual.unwrap());
        let saved_files =
            glob::glob(format!("{}/**/*", save_target.path().to_string_lossy()).as_str());
        assert!(saved_files.is_ok());
        let actual_files = saved_files
            .unwrap()
            .into_iter()
            .flatten()
            .map(|p| p.to_string_lossy().to_string())
            .sorted()
            .collect_vec()
            .join("\n");
        with_settings!({filters => vec![(save_target.path().to_string_lossy().to_string().as_str(), "[db_dir]")]},
            { assert_snapshot!("load_save_saved_files", actual_files) });
        assert!(save_target.path().exists());
        with_settings!({filters => vec![(&*save_target.path().to_string_lossy(), "[db_dir]"), (&*export_target.path().to_string_lossy(), "[export_path]")]},
            {assert_snapshot!(
            "save_and_load_progress",
            receiver
                .into_iter()
                .map(|m| match m {
                    StatusMessage::StepsCreated(step_ids) => step_ids
                        .iter()
                        .map(|id| id.module_name.to_string())
                        .join("\n"),
                    StatusMessage::Info(msg) => msg,
                    StatusMessage::Warning(wrn) => wrn,
                    StatusMessage::Progress {
                        id,
                        total_work,
                        finished_work,
                    } => format!(
                        "Step `{id}` did {finished_work}/{}",
                        total_work.unwrap_or_default()
                    ),
                    StatusMessage::StepDone { id } => id.module_name,
                })
                .join("\n")
        )});
    }

    #[test]
    fn load_fail_disk_mode() {
        let run = execute_from_file(
            Path::new("./tests/data/init/workflow.toml"),
            false,
            false,
            None,
            None,
        );
        assert!(run.is_err());
        assert_snapshot!(run.err().unwrap().to_string());
    }

    #[test]
    fn load_fail_disk_data() {
        let run = execute_from_file(
            Path::new("./tests/data/init/workflow-fail-load.toml"),
            false,
            true,
            None,
            None,
        );
        assert!(run.is_err());
        assert_snapshot!(run.err().unwrap().to_string());
    }

    #[test]
    fn save_into_locked_db() {
        let run = execute_from_file(
            Path::new("./tests/data/init/workflow-locked-db.toml"),
            false,
            true,
            None,
            None,
        );
        assert!(run.is_err());
        assert_snapshot!(run.err().unwrap().to_string());
    }

    #[test]
    fn warn_on_save_target_with_data() {
        let td = tempdir();
        assert!(td.is_ok());
        let tmpdir = td.unwrap();
        assert!(fs::create_dir(tmpdir.path().join("root")).is_ok());
        assert!(fs::create_dir(tmpdir.path().join("root").join("current")).is_ok());
        // SAFETY: this is a test
        unsafe {
            std::env::set_var(
                "TARGET_WITH_EXISTING_DATA",
                tmpdir.path().to_string_lossy().to_string(),
            );
        }
        let (sender, receiver) = mpsc::channel();
        let run = execute_from_file(
            Path::new("./tests/data/init/workflow-overwrite-existing-data.toml"),
            true,
            true,
            Some(sender),
            None,
        );
        assert!(run.is_ok());
        assert_snapshot!(
            receiver
                .into_iter()
                .filter_map(|m| match m {
                    StatusMessage::Warning(wrn) => Some(wrn),
                    _ => None,
                })
                .join("\n")
                .to_string()
        );
    }

    #[test]
    fn deser_optimization_target() {
        #[derive(Deserialize)]
        struct Container {
            value: OptimizationTarget,
        }

        let t: std::result::Result<Container, _> = toml::from_str("value = \"all\"");
        assert!(t.is_ok(), "Err: {:?}", t.err().unwrap());
        assert!(matches!(t.unwrap().value, OptimizationTarget::All));
        let t: std::result::Result<Container, _> = toml::from_str("value = [\"PartOf\"]");
        assert!(t.is_ok(), "Err: {:?}", t.err().unwrap());
        assert!(matches!(
            t.unwrap().value,
            OptimizationTarget::TypeList { .. }
        ));
    }

    #[test]
    fn env_var_with_non_ascii() {
        let var = "VARIABLE_WITH_NON_ASCII_CHARACTERS";
        // SAFETY: This is a test.
        let value = unsafe {
            std::env::set_var(var, "ßäöü€");
            std::env::var(var).unwrap()
        };
        assert_snapshot!(value);
    }

    #[test]
    fn customized_import() {
        let toml_str = r#"
        [[import]]
        format = "exmaralda"
        path = "path/to/data"
        extensions = ["xml"]
        as = "RUEG"

        [import.config]
        "#;
        let workflow: std::result::Result<Workflow, _> = toml::from_str(toml_str);
        assert!(
            workflow.is_ok(),
            "Error deserializing: {:?}",
            workflow.err().unwrap()
        );
        let mut workflow = workflow.unwrap();
        workflow.footer.annatto_version.clear();
        let toml_str = toml::to_string(&workflow);
        assert_snapshot!(toml_str.unwrap());
    }
}