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test
NextflowGenerator._add_dependency
Automatically Adds a dependency of a process. This method adds a template to the process list attribute as a dependency. It will adapt the input lane, output lane and process id of the process that depends on it. Parameters ---------- p : Process Process cla...
flowcraft/generator/engine.py
def _add_dependency(self, p, template, inlane, outlane, pid): """Automatically Adds a dependency of a process. This method adds a template to the process list attribute as a dependency. It will adapt the input lane, output lane and process id of the process that depends on it. ...
def _add_dependency(self, p, template, inlane, outlane, pid): """Automatically Adds a dependency of a process. This method adds a template to the process list attribute as a dependency. It will adapt the input lane, output lane and process id of the process that depends on it. ...
[ "Automatically", "Adds", "a", "dependency", "of", "a", "process", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L408-L457
[ "def", "_add_dependency", "(", "self", ",", "p", ",", "template", ",", "inlane", ",", "outlane", ",", "pid", ")", ":", "dependency_proc", "=", "self", ".", "process_map", "[", "template", "]", "(", "template", "=", "template", ")", "if", "dependency_proc",...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._search_tree_backwards
Searches the process tree backwards in search of a provided process The search takes into consideration the provided parent lanes and searches only those Parameters ---------- template : str Name of the process template attribute being searched parent_lanes ...
flowcraft/generator/engine.py
def _search_tree_backwards(self, template, parent_lanes): """Searches the process tree backwards in search of a provided process The search takes into consideration the provided parent lanes and searches only those Parameters ---------- template : str Name o...
def _search_tree_backwards(self, template, parent_lanes): """Searches the process tree backwards in search of a provided process The search takes into consideration the provided parent lanes and searches only those Parameters ---------- template : str Name o...
[ "Searches", "the", "process", "tree", "backwards", "in", "search", "of", "a", "provided", "process" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L459-L488
[ "def", "_search_tree_backwards", "(", "self", ",", "template", ",", "parent_lanes", ")", ":", "for", "p", "in", "self", ".", "processes", "[", ":", ":", "-", "1", "]", ":", "# Ignore process in different lanes", "if", "p", ".", "lane", "not", "in", "parent...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._build_header
Adds the header template to the master template string
flowcraft/generator/engine.py
def _build_header(self): """Adds the header template to the master template string """ logger.debug("===============") logger.debug("Building header") logger.debug("===============") self.template += hs.header
def _build_header(self): """Adds the header template to the master template string """ logger.debug("===============") logger.debug("Building header") logger.debug("===============") self.template += hs.header
[ "Adds", "the", "header", "template", "to", "the", "master", "template", "string" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L518-L525
[ "def", "_build_header", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"===============\"", ")", "logger", ".", "debug", "(", "\"Building header\"", ")", "logger", ".", "debug", "(", "\"===============\"", ")", "self", ".", "template", "+=", "hs", "."...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._build_footer
Adds the footer template to the master template string
flowcraft/generator/engine.py
def _build_footer(self): """Adds the footer template to the master template string""" logger.debug("===============") logger.debug("Building header") logger.debug("===============") self.template += fs.footer
def _build_footer(self): """Adds the footer template to the master template string""" logger.debug("===============") logger.debug("Building header") logger.debug("===============") self.template += fs.footer
[ "Adds", "the", "footer", "template", "to", "the", "master", "template", "string" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L527-L533
[ "def", "_build_footer", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"===============\"", ")", "logger", ".", "debug", "(", "\"Building header\"", ")", "logger", ".", "debug", "(", "\"===============\"", ")", "self", ".", "template", "+=", "fs", "."...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._update_raw_input
Given a process, this method updates the :attr:`~Process.main_raw_inputs` attribute with the corresponding raw input channel of that process. The input channel and input type can be overridden if the `input_channel` and `input_type` arguments are provided. Parameters ---...
flowcraft/generator/engine.py
def _update_raw_input(self, p, sink_channel=None, input_type=None): """Given a process, this method updates the :attr:`~Process.main_raw_inputs` attribute with the corresponding raw input channel of that process. The input channel and input type can be overridden if the `input_channel` a...
def _update_raw_input(self, p, sink_channel=None, input_type=None): """Given a process, this method updates the :attr:`~Process.main_raw_inputs` attribute with the corresponding raw input channel of that process. The input channel and input type can be overridden if the `input_channel` a...
[ "Given", "a", "process", "this", "method", "updates", "the", ":", "attr", ":", "~Process", ".", "main_raw_inputs", "attribute", "with", "the", "corresponding", "raw", "input", "channel", "of", "that", "process", ".", "The", "input", "channel", "and", "input", ...
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L535-L578
[ "def", "_update_raw_input", "(", "self", ",", "p", ",", "sink_channel", "=", "None", ",", "input_type", "=", "None", ")", ":", "process_input", "=", "input_type", "if", "input_type", "else", "p", ".", "input_type", "process_channel", "=", "sink_channel", "if",...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._update_extra_inputs
Given a process, this method updates the :attr:`~Process.extra_inputs` attribute with the corresponding extra inputs of that process Parameters ---------- p : flowcraft.Process.Process
flowcraft/generator/engine.py
def _update_extra_inputs(self, p): """Given a process, this method updates the :attr:`~Process.extra_inputs` attribute with the corresponding extra inputs of that process Parameters ---------- p : flowcraft.Process.Process """ if p.extra_input: ...
def _update_extra_inputs(self, p): """Given a process, this method updates the :attr:`~Process.extra_inputs` attribute with the corresponding extra inputs of that process Parameters ---------- p : flowcraft.Process.Process """ if p.extra_input: ...
[ "Given", "a", "process", "this", "method", "updates", "the", ":", "attr", ":", "~Process", ".", "extra_inputs", "attribute", "with", "the", "corresponding", "extra", "inputs", "of", "that", "process" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L580-L634
[ "def", "_update_extra_inputs", "(", "self", ",", "p", ")", ":", "if", "p", ".", "extra_input", ":", "logger", ".", "debug", "(", "\"[{}] Found extra input: {}\"", ".", "format", "(", "p", ".", "template", ",", "p", ".", "extra_input", ")", ")", "if", "p"...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._update_secondary_channels
Given a process, this method updates the :attr:`~Process.secondary_channels` attribute with the corresponding secondary inputs of that channel. The rationale of the secondary channels is the following: - Start storing any secondary emitting channels, by checking the `...
flowcraft/generator/engine.py
def _update_secondary_channels(self, p): """Given a process, this method updates the :attr:`~Process.secondary_channels` attribute with the corresponding secondary inputs of that channel. The rationale of the secondary channels is the following: - Start storing any secondar...
def _update_secondary_channels(self, p): """Given a process, this method updates the :attr:`~Process.secondary_channels` attribute with the corresponding secondary inputs of that channel. The rationale of the secondary channels is the following: - Start storing any secondar...
[ "Given", "a", "process", "this", "method", "updates", "the", ":", "attr", ":", "~Process", ".", "secondary_channels", "attribute", "with", "the", "corresponding", "secondary", "inputs", "of", "that", "channel", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L691-L757
[ "def", "_update_secondary_channels", "(", "self", ",", "p", ")", ":", "# Check if the current process has a start of a secondary", "# side channel", "if", "p", ".", "link_start", ":", "logger", ".", "debug", "(", "\"[{}] Found secondary link start: {}\"", ".", "format", "...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._set_channels
Sets the main channels for the pipeline This method will parse de the :attr:`~Process.processes` attribute and perform the following tasks for each process: - Sets the input/output channels and main input forks and adds them to the process's :attr:`flowcraft.pro...
flowcraft/generator/engine.py
def _set_channels(self): """Sets the main channels for the pipeline This method will parse de the :attr:`~Process.processes` attribute and perform the following tasks for each process: - Sets the input/output channels and main input forks and adds them to the process'...
def _set_channels(self): """Sets the main channels for the pipeline This method will parse de the :attr:`~Process.processes` attribute and perform the following tasks for each process: - Sets the input/output channels and main input forks and adds them to the process'...
[ "Sets", "the", "main", "channels", "for", "the", "pipeline" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L759-L809
[ "def", "_set_channels", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"=====================\"", ")", "logger", ".", "debug", "(", "\"Setting main channels\"", ")", "logger", ".", "debug", "(", "\"=====================\"", ")", "for", "i", ",", "p", "i...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._set_init_process
Sets the main raw inputs and secondary inputs on the init process This method will fetch the :class:`flowcraft.process.Init` process instance and sets the raw input ( :func:`flowcraft.process.Init.set_raw_inputs`) for that process. This will handle the connection of the user parameters ...
flowcraft/generator/engine.py
def _set_init_process(self): """Sets the main raw inputs and secondary inputs on the init process This method will fetch the :class:`flowcraft.process.Init` process instance and sets the raw input ( :func:`flowcraft.process.Init.set_raw_inputs`) for that process. This will handl...
def _set_init_process(self): """Sets the main raw inputs and secondary inputs on the init process This method will fetch the :class:`flowcraft.process.Init` process instance and sets the raw input ( :func:`flowcraft.process.Init.set_raw_inputs`) for that process. This will handl...
[ "Sets", "the", "main", "raw", "inputs", "and", "secondary", "inputs", "on", "the", "init", "process" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L811-L831
[ "def", "_set_init_process", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"========================\"", ")", "logger", ".", "debug", "(", "\"Setting secondary inputs\"", ")", "logger", ".", "debug", "(", "\"========================\"", ")", "# Get init process...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._set_secondary_channels
Sets the secondary channels for the pipeline This will iterate over the :py:attr:`NextflowGenerator.secondary_channels` dictionary that is populated when executing :func:`~NextflowGenerator._update_secondary_channels` method.
flowcraft/generator/engine.py
def _set_secondary_channels(self): """Sets the secondary channels for the pipeline This will iterate over the :py:attr:`NextflowGenerator.secondary_channels` dictionary that is populated when executing :func:`~NextflowGenerator._update_secondary_channels` method. """ ...
def _set_secondary_channels(self): """Sets the secondary channels for the pipeline This will iterate over the :py:attr:`NextflowGenerator.secondary_channels` dictionary that is populated when executing :func:`~NextflowGenerator._update_secondary_channels` method. """ ...
[ "Sets", "the", "secondary", "channels", "for", "the", "pipeline" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L833-L863
[ "def", "_set_secondary_channels", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"==========================\"", ")", "logger", ".", "debug", "(", "\"Setting secondary channels\"", ")", "logger", ".", "debug", "(", "\"==========================\"", ")", "logger...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._set_general_compilers
Adds compiler channels to the :attr:`processes` attribute. This method will iterate over the pipeline's processes and check if any process is feeding channels to a compiler process. If so, that compiler process is added to the pipeline and those channels are linked to the compiler via s...
flowcraft/generator/engine.py
def _set_general_compilers(self): """Adds compiler channels to the :attr:`processes` attribute. This method will iterate over the pipeline's processes and check if any process is feeding channels to a compiler process. If so, that compiler process is added to the pipeline and those chan...
def _set_general_compilers(self): """Adds compiler channels to the :attr:`processes` attribute. This method will iterate over the pipeline's processes and check if any process is feeding channels to a compiler process. If so, that compiler process is added to the pipeline and those chan...
[ "Adds", "compiler", "channels", "to", "the", ":", "attr", ":", "processes", "attribute", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L872-L902
[ "def", "_set_general_compilers", "(", "self", ")", ":", "for", "c", ",", "c_info", "in", "self", ".", "compilers", ".", "items", "(", ")", ":", "# Instantiate compiler class object and set empty channel list", "compiler_cls", "=", "c_info", "[", "\"cls\"", "]", "(...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._set_status_channels
Compiles all status channels for the status compiler process
flowcraft/generator/engine.py
def _set_status_channels(self): """Compiles all status channels for the status compiler process """ status_inst = pc.StatusCompiler(template="status_compiler") report_inst = pc.ReportCompiler(template="report_compiler") # Compile status channels from pipeline process st...
def _set_status_channels(self): """Compiles all status channels for the status compiler process """ status_inst = pc.StatusCompiler(template="status_compiler") report_inst = pc.ReportCompiler(template="report_compiler") # Compile status channels from pipeline process st...
[ "Compiles", "all", "status", "channels", "for", "the", "status", "compiler", "process" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L904-L941
[ "def", "_set_status_channels", "(", "self", ")", ":", "status_inst", "=", "pc", ".", "StatusCompiler", "(", "template", "=", "\"status_compiler\"", ")", "report_inst", "=", "pc", ".", "ReportCompiler", "(", "template", "=", "\"report_compiler\"", ")", "# Compile s...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._get_resources_string
Returns the nextflow resources string from a dictionary object If the dictionary has at least on of the resource directives, these will be compiled for each process in the dictionary and returned as a string read for injection in the nextflow config file template. This dictionary shoul...
flowcraft/generator/engine.py
def _get_resources_string(res_dict, pid): """ Returns the nextflow resources string from a dictionary object If the dictionary has at least on of the resource directives, these will be compiled for each process in the dictionary and returned as a string read for injection in the nextflo...
def _get_resources_string(res_dict, pid): """ Returns the nextflow resources string from a dictionary object If the dictionary has at least on of the resource directives, these will be compiled for each process in the dictionary and returned as a string read for injection in the nextflo...
[ "Returns", "the", "nextflow", "resources", "string", "from", "a", "dictionary", "object" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L944-L981
[ "def", "_get_resources_string", "(", "res_dict", ",", "pid", ")", ":", "config_str", "=", "\"\"", "ignore_directives", "=", "[", "\"container\"", ",", "\"version\"", "]", "for", "p", ",", "directives", "in", "res_dict", ".", "items", "(", ")", ":", "for", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._get_container_string
Returns the nextflow containers string from a dictionary object If the dictionary has at least on of the container directives, these will be compiled for each process in the dictionary and returned as a string read for injection in the nextflow config file template. This dictionary sho...
flowcraft/generator/engine.py
def _get_container_string(cont_dict, pid): """ Returns the nextflow containers string from a dictionary object If the dictionary has at least on of the container directives, these will be compiled for each process in the dictionary and returned as a string read for injection in the next...
def _get_container_string(cont_dict, pid): """ Returns the nextflow containers string from a dictionary object If the dictionary has at least on of the container directives, these will be compiled for each process in the dictionary and returned as a string read for injection in the next...
[ "Returns", "the", "nextflow", "containers", "string", "from", "a", "dictionary", "object" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L984-L1026
[ "def", "_get_container_string", "(", "cont_dict", ",", "pid", ")", ":", "config_str", "=", "\"\"", "for", "p", ",", "directives", "in", "cont_dict", ".", "items", "(", ")", ":", "container", "=", "\"\"", "if", "\"container\"", "in", "directives", ":", "con...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._get_params_string
Returns the nextflow params string from a dictionary object. The params dict should be a set of key:value pairs with the parameter name, and the default parameter value:: self.params = { "genomeSize": 2.1, "minCoverage": 15 } The values ...
flowcraft/generator/engine.py
def _get_params_string(self): """Returns the nextflow params string from a dictionary object. The params dict should be a set of key:value pairs with the parameter name, and the default parameter value:: self.params = { "genomeSize": 2.1, "minCoverag...
def _get_params_string(self): """Returns the nextflow params string from a dictionary object. The params dict should be a set of key:value pairs with the parameter name, and the default parameter value:: self.params = { "genomeSize": 2.1, "minCoverag...
[ "Returns", "the", "nextflow", "params", "string", "from", "a", "dictionary", "object", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1028-L1078
[ "def", "_get_params_string", "(", "self", ")", ":", "params_str", "=", "\"\"", "for", "p", "in", "self", ".", "processes", ":", "logger", ".", "debug", "(", "\"[{}] Adding parameters: {}\\n\"", ".", "format", "(", "p", ".", "template", ",", "p", ".", "para...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._get_merged_params_string
Returns the merged nextflow params string from a dictionary object. The params dict should be a set of key:value pairs with the parameter name, and the default parameter value:: self.params = { "genomeSize": 2.1, "minCoverage": 15 } The ...
flowcraft/generator/engine.py
def _get_merged_params_string(self): """Returns the merged nextflow params string from a dictionary object. The params dict should be a set of key:value pairs with the parameter name, and the default parameter value:: self.params = { "genomeSize": 2.1, ...
def _get_merged_params_string(self): """Returns the merged nextflow params string from a dictionary object. The params dict should be a set of key:value pairs with the parameter name, and the default parameter value:: self.params = { "genomeSize": 2.1, ...
[ "Returns", "the", "merged", "nextflow", "params", "string", "from", "a", "dictionary", "object", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1135-L1174
[ "def", "_get_merged_params_string", "(", "self", ")", ":", "params_temp", "=", "{", "}", "for", "p", "in", "self", ".", "processes", ":", "logger", ".", "debug", "(", "\"[{}] Adding parameters: {}\"", ".", "format", "(", "p", ".", "template", ",", "p", "."...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._get_manifest_string
Returns the nextflow manifest config string to include in the config file from the information on the pipeline. Returns ------- str Nextflow manifest configuration string
flowcraft/generator/engine.py
def _get_manifest_string(self): """Returns the nextflow manifest config string to include in the config file from the information on the pipeline. Returns ------- str Nextflow manifest configuration string """ config_str = "" config_str += '...
def _get_manifest_string(self): """Returns the nextflow manifest config string to include in the config file from the information on the pipeline. Returns ------- str Nextflow manifest configuration string """ config_str = "" config_str += '...
[ "Returns", "the", "nextflow", "manifest", "config", "string", "to", "include", "in", "the", "config", "file", "from", "the", "information", "on", "the", "pipeline", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1237-L1252
[ "def", "_get_manifest_string", "(", "self", ")", ":", "config_str", "=", "\"\"", "config_str", "+=", "'\\n\\tname = \"{}\"'", ".", "format", "(", "self", ".", "pipeline_name", ")", "config_str", "+=", "'\\n\\tmainScript = \"{}\"'", ".", "format", "(", "self", ".",...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator._set_configurations
This method will iterate over all process in the pipeline and populate the nextflow configuration files with the directives of each process in the pipeline.
flowcraft/generator/engine.py
def _set_configurations(self): """This method will iterate over all process in the pipeline and populate the nextflow configuration files with the directives of each process in the pipeline. """ logger.debug("======================") logger.debug("Setting configurations"...
def _set_configurations(self): """This method will iterate over all process in the pipeline and populate the nextflow configuration files with the directives of each process in the pipeline. """ logger.debug("======================") logger.debug("Setting configurations"...
[ "This", "method", "will", "iterate", "over", "all", "process", "in", "the", "pipeline", "and", "populate", "the", "nextflow", "configuration", "files", "with", "the", "directives", "of", "each", "process", "in", "the", "pipeline", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1267-L1320
[ "def", "_set_configurations", "(", "self", ")", ":", "logger", ".", "debug", "(", "\"======================\"", ")", "logger", ".", "debug", "(", "\"Setting configurations\"", ")", "logger", ".", "debug", "(", "\"======================\"", ")", "resources", "=", "...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.dag_to_file
Writes dag to output file Parameters ---------- dict_viz: dict Tree like dictionary that is used to export tree data of processes to html file and here for the dotfile .treeDag.json
flowcraft/generator/engine.py
def dag_to_file(self, dict_viz, output_file=".treeDag.json"): """Writes dag to output file Parameters ---------- dict_viz: dict Tree like dictionary that is used to export tree data of processes to html file and here for the dotfile .treeDag.json """ ...
def dag_to_file(self, dict_viz, output_file=".treeDag.json"): """Writes dag to output file Parameters ---------- dict_viz: dict Tree like dictionary that is used to export tree data of processes to html file and here for the dotfile .treeDag.json """ ...
[ "Writes", "dag", "to", "output", "file" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1322-L1336
[ "def", "dag_to_file", "(", "self", ",", "dict_viz", ",", "output_file", "=", "\".treeDag.json\"", ")", ":", "outfile_dag", "=", "open", "(", "os", ".", "path", ".", "join", "(", "dirname", "(", "self", ".", "nf_file", ")", ",", "output_file", ")", ",", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.render_pipeline
Write pipeline attributes to json This function writes the pipeline and their attributes to a json file, that is intended to be read by resources/pipeline_graph.html to render a graphical output showing the DAG.
flowcraft/generator/engine.py
def render_pipeline(self): """Write pipeline attributes to json This function writes the pipeline and their attributes to a json file, that is intended to be read by resources/pipeline_graph.html to render a graphical output showing the DAG. """ dict_viz = { ...
def render_pipeline(self): """Write pipeline attributes to json This function writes the pipeline and their attributes to a json file, that is intended to be read by resources/pipeline_graph.html to render a graphical output showing the DAG. """ dict_viz = { ...
[ "Write", "pipeline", "attributes", "to", "json" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1338-L1410
[ "def", "render_pipeline", "(", "self", ")", ":", "dict_viz", "=", "{", "\"name\"", ":", "\"root\"", ",", "\"children\"", ":", "[", "]", "}", "last_of_us", "=", "{", "}", "f_tree", "=", "self", ".", "_fork_tree", "if", "self", ".", "_fork_tree", "else", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.write_configs
Wrapper method that writes all configuration files to the pipeline directory
flowcraft/generator/engine.py
def write_configs(self, project_root): """Wrapper method that writes all configuration files to the pipeline directory """ # Write resources config with open(join(project_root, "resources.config"), "w") as fh: fh.write(self.resources) # Write containers conf...
def write_configs(self, project_root): """Wrapper method that writes all configuration files to the pipeline directory """ # Write resources config with open(join(project_root, "resources.config"), "w") as fh: fh.write(self.resources) # Write containers conf...
[ "Wrapper", "method", "that", "writes", "all", "configuration", "files", "to", "the", "pipeline", "directory" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1412-L1447
[ "def", "write_configs", "(", "self", ",", "project_root", ")", ":", "# Write resources config", "with", "open", "(", "join", "(", "project_root", ",", "\"resources.config\"", ")", ",", "\"w\"", ")", "as", "fh", ":", "fh", ".", "write", "(", "self", ".", "r...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.export_params
Export pipeline params as a JSON to stdout This run mode iterates over the pipeline processes and exports the params dictionary of each component as a JSON to stdout.
flowcraft/generator/engine.py
def export_params(self): """Export pipeline params as a JSON to stdout This run mode iterates over the pipeline processes and exports the params dictionary of each component as a JSON to stdout. """ params_json = {} # Skip first init process for p in self.proce...
def export_params(self): """Export pipeline params as a JSON to stdout This run mode iterates over the pipeline processes and exports the params dictionary of each component as a JSON to stdout. """ params_json = {} # Skip first init process for p in self.proce...
[ "Export", "pipeline", "params", "as", "a", "JSON", "to", "stdout" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1449-L1463
[ "def", "export_params", "(", "self", ")", ":", "params_json", "=", "{", "}", "# Skip first init process", "for", "p", "in", "self", ".", "processes", "[", "1", ":", "]", ":", "params_json", "[", "p", ".", "template", "]", "=", "p", ".", "params", "# Fl...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.export_directives
Export pipeline directives as a JSON to stdout
flowcraft/generator/engine.py
def export_directives(self): """Export pipeline directives as a JSON to stdout """ directives_json = {} # Skip first init process for p in self.processes[1:]: directives_json[p.template] = p.directives # Flush params json to stdout sys.stdout.write(...
def export_directives(self): """Export pipeline directives as a JSON to stdout """ directives_json = {} # Skip first init process for p in self.processes[1:]: directives_json[p.template] = p.directives # Flush params json to stdout sys.stdout.write(...
[ "Export", "pipeline", "directives", "as", "a", "JSON", "to", "stdout" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1465-L1476
[ "def", "export_directives", "(", "self", ")", ":", "directives_json", "=", "{", "}", "# Skip first init process", "for", "p", "in", "self", ".", "processes", "[", "1", ":", "]", ":", "directives_json", "[", "p", ".", "template", "]", "=", "p", ".", "dire...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.fetch_docker_tags
Export all dockerhub tags associated with each component given by the -t flag.
flowcraft/generator/engine.py
def fetch_docker_tags(self): """ Export all dockerhub tags associated with each component given by the -t flag. """ # dict to store the already parsed components (useful when forks are # given to the pipeline string via -t flag dict_of_parsed = {} # fetc...
def fetch_docker_tags(self): """ Export all dockerhub tags associated with each component given by the -t flag. """ # dict to store the already parsed components (useful when forks are # given to the pipeline string via -t flag dict_of_parsed = {} # fetc...
[ "Export", "all", "dockerhub", "tags", "associated", "with", "each", "component", "given", "by", "the", "-", "t", "flag", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1478-L1587
[ "def", "fetch_docker_tags", "(", "self", ")", ":", "# dict to store the already parsed components (useful when forks are", "# given to the pipeline string via -t flag", "dict_of_parsed", "=", "{", "}", "# fetches terminal width and subtracts 3 because we always add a", "# new line characte...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
NextflowGenerator.build
Main pipeline builder This method is responsible for building the :py:attr:`NextflowGenerator.template` attribute that will contain the nextflow code of the pipeline. First it builds the header, then sets the main channels, the secondary inputs, secondary channels and finally t...
flowcraft/generator/engine.py
def build(self): """Main pipeline builder This method is responsible for building the :py:attr:`NextflowGenerator.template` attribute that will contain the nextflow code of the pipeline. First it builds the header, then sets the main channels, the secondary inputs, seco...
def build(self): """Main pipeline builder This method is responsible for building the :py:attr:`NextflowGenerator.template` attribute that will contain the nextflow code of the pipeline. First it builds the header, then sets the main channels, the secondary inputs, seco...
[ "Main", "pipeline", "builder" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/engine.py#L1589-L1643
[ "def", "build", "(", "self", ")", ":", "logger", ".", "info", "(", "colored_print", "(", "\"\\tSuccessfully connected {} process(es) with {} \"", "\"fork(s) across {} lane(s) \\u2713\"", ".", "format", "(", "len", "(", "self", ".", "processes", "[", "1", ":", "]", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
set_kmers
Returns a kmer list based on the provided kmer option and max read len. Parameters ---------- kmer_opt : str The k-mer option. Can be either ``'auto'``, ``'default'`` or a sequence of space separated integers, ``'23, 45, 67'``. max_read_len : int The maximum read length of the c...
flowcraft/templates/metaspades.py
def set_kmers(kmer_opt, max_read_len): """Returns a kmer list based on the provided kmer option and max read len. Parameters ---------- kmer_opt : str The k-mer option. Can be either ``'auto'``, ``'default'`` or a sequence of space separated integers, ``'23, 45, 67'``. max_read_len ...
def set_kmers(kmer_opt, max_read_len): """Returns a kmer list based on the provided kmer option and max read len. Parameters ---------- kmer_opt : str The k-mer option. Can be either ``'auto'``, ``'default'`` or a sequence of space separated integers, ``'23, 45, 67'``. max_read_len ...
[ "Returns", "a", "kmer", "list", "based", "on", "the", "provided", "kmer", "option", "and", "max", "read", "len", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/metaspades.py#L107-L150
[ "def", "set_kmers", "(", "kmer_opt", ",", "max_read_len", ")", ":", "logger", ".", "debug", "(", "\"Kmer option set to: {}\"", ".", "format", "(", "kmer_opt", ")", ")", "# Check if kmer option is set to auto", "if", "kmer_opt", "==", "\"auto\"", ":", "if", "max_re...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main executor of the spades template. Parameters ---------- sample_id : str Sample Identification string. fastq_pair : list Two element list containing the paired FastQ files. max_len : int Maximum read length. This value is determined in :py:class:`templates.integri...
flowcraft/templates/metaspades.py
def main(sample_id, fastq_pair, max_len, kmer, clear): """Main executor of the spades template. Parameters ---------- sample_id : str Sample Identification string. fastq_pair : list Two element list containing the paired FastQ files. max_len : int Maximum read length. Th...
def main(sample_id, fastq_pair, max_len, kmer, clear): """Main executor of the spades template. Parameters ---------- sample_id : str Sample Identification string. fastq_pair : list Two element list containing the paired FastQ files. max_len : int Maximum read length. Th...
[ "Main", "executor", "of", "the", "spades", "template", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/metaspades.py#L154-L239
[ "def", "main", "(", "sample_id", ",", "fastq_pair", ",", "max_len", ",", "kmer", ",", "clear", ")", ":", "logger", ".", "info", "(", "\"Starting spades\"", ")", "logger", ".", "info", "(", "\"Setting SPAdes kmers\"", ")", "kmers", "=", "set_kmers", "(", "k...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport._get_report_id
Returns a hash of the reports JSON file
flowcraft/generator/report.py
def _get_report_id(self): """Returns a hash of the reports JSON file """ if self.watch: # Searches for the first occurence of the nextflow pipeline # file name in the .nextflow.log file pipeline_path = get_nextflow_filepath(self.log_file) # Get ...
def _get_report_id(self): """Returns a hash of the reports JSON file """ if self.watch: # Searches for the first occurence of the nextflow pipeline # file name in the .nextflow.log file pipeline_path = get_nextflow_filepath(self.log_file) # Get ...
[ "Returns", "a", "hash", "of", "the", "reports", "JSON", "file" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L181-L217
[ "def", "_get_report_id", "(", "self", ")", ":", "if", "self", ".", "watch", ":", "# Searches for the first occurence of the nextflow pipeline", "# file name in the .nextflow.log file", "pipeline_path", "=", "get_nextflow_filepath", "(", "self", ".", "log_file", ")", "# Get ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport._update_pipeline_status
Parses the .nextflow.log file for signatures of pipeline status and sets the :attr:`status_info` attribute.
flowcraft/generator/report.py
def _update_pipeline_status(self): """ Parses the .nextflow.log file for signatures of pipeline status and sets the :attr:`status_info` attribute. """ prev_status = self.status_info with open(self.log_file) as fh: for line in fh: if "Sessio...
def _update_pipeline_status(self): """ Parses the .nextflow.log file for signatures of pipeline status and sets the :attr:`status_info` attribute. """ prev_status = self.status_info with open(self.log_file) as fh: for line in fh: if "Sessio...
[ "Parses", "the", ".", "nextflow", ".", "log", "file", "for", "signatures", "of", "pipeline", "status", "and", "sets", "the", ":", "attr", ":", "status_info", "attribute", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L219-L245
[ "def", "_update_pipeline_status", "(", "self", ")", ":", "prev_status", "=", "self", ".", "status_info", "with", "open", "(", "self", ".", "log_file", ")", "as", "fh", ":", "for", "line", "in", "fh", ":", "if", "\"Session aborted\"", "in", "line", ":", "...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport.update_trace_watch
Parses the nextflow trace file and retrieves the path of report JSON files that have not been sent to the service yet.
flowcraft/generator/report.py
def update_trace_watch(self): """Parses the nextflow trace file and retrieves the path of report JSON files that have not been sent to the service yet. """ # Check the size stamp of the tracefile. Only proceed with the parsing # if it changed from the previous size. size...
def update_trace_watch(self): """Parses the nextflow trace file and retrieves the path of report JSON files that have not been sent to the service yet. """ # Check the size stamp of the tracefile. Only proceed with the parsing # if it changed from the previous size. size...
[ "Parses", "the", "nextflow", "trace", "file", "and", "retrieves", "the", "path", "of", "report", "JSON", "files", "that", "have", "not", "been", "sent", "to", "the", "service", "yet", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L247-L291
[ "def", "update_trace_watch", "(", "self", ")", ":", "# Check the size stamp of the tracefile. Only proceed with the parsing", "# if it changed from the previous size.", "size_stamp", "=", "os", ".", "path", ".", "getsize", "(", "self", ".", "trace_file", ")", "self", ".", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport.update_log_watch
Parses nextflow log file and updates the run status
flowcraft/generator/report.py
def update_log_watch(self): """Parses nextflow log file and updates the run status """ # Check the size stamp of the tracefile. Only proceed with the parsing # if it changed from the previous size. size_stamp = os.path.getsize(self.log_file) self.trace_retry = 0 ...
def update_log_watch(self): """Parses nextflow log file and updates the run status """ # Check the size stamp of the tracefile. Only proceed with the parsing # if it changed from the previous size. size_stamp = os.path.getsize(self.log_file) self.trace_retry = 0 ...
[ "Parses", "nextflow", "log", "file", "and", "updates", "the", "run", "status" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L293-L307
[ "def", "update_log_watch", "(", "self", ")", ":", "# Check the size stamp of the tracefile. Only proceed with the parsing", "# if it changed from the previous size.", "size_stamp", "=", "os", ".", "path", ".", "getsize", "(", "self", ".", "log_file", ")", "self", ".", "tr...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport._send_live_report
Sends a PUT request with the report JSON files currently in the report_queue attribute. Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash`
flowcraft/generator/report.py
def _send_live_report(self, report_id): """Sends a PUT request with the report JSON files currently in the report_queue attribute. Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash` """ # Determi...
def _send_live_report(self, report_id): """Sends a PUT request with the report JSON files currently in the report_queue attribute. Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash` """ # Determi...
[ "Sends", "a", "PUT", "request", "with", "the", "report", "JSON", "files", "currently", "in", "the", "report_queue", "attribute", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L309-L379
[ "def", "_send_live_report", "(", "self", ",", "report_id", ")", ":", "# Determines the maximum number of reports sent at the same time in", "# the same payload", "buffer_size", "=", "100", "logger", ".", "debug", "(", "\"Report buffer size set to: {}\"", ".", "format", "(", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport._init_live_reports
Sends a POST request to initialize the live reports Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash`
flowcraft/generator/report.py
def _init_live_reports(self, report_id): """Sends a POST request to initialize the live reports Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash` """ logger.debug("Sending initial POST request to {} to ...
def _init_live_reports(self, report_id): """Sends a POST request to initialize the live reports Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash` """ logger.debug("Sending initial POST request to {} to ...
[ "Sends", "a", "POST", "request", "to", "initialize", "the", "live", "reports" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L381-L414
[ "def", "_init_live_reports", "(", "self", ",", "report_id", ")", ":", "logger", ".", "debug", "(", "\"Sending initial POST request to {} to start report live\"", "\" update\"", ".", "format", "(", "self", ".", "broadcast_address", ")", ")", "try", ":", "with", "open...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
FlowcraftReport._close_connection
Sends a delete request for the report JSON hash Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash`
flowcraft/generator/report.py
def _close_connection(self, report_id): """Sends a delete request for the report JSON hash Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash` """ logger.debug( "Closing connection and sending...
def _close_connection(self, report_id): """Sends a delete request for the report JSON hash Parameters ---------- report_id : str Hash of the report JSON as retrieved from :func:`~_get_report_hash` """ logger.debug( "Closing connection and sending...
[ "Sends", "a", "delete", "request", "for", "the", "report", "JSON", "hash" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/report.py#L416-L441
[ "def", "_close_connection", "(", "self", ",", "report_id", ")", ":", "logger", ".", "debug", "(", "\"Closing connection and sending DELETE request to {}\"", ".", "format", "(", "self", ".", "broadcast_address", ")", ")", "try", ":", "r", "=", "requests", ".", "d...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
convert_adatpers
Generates an adapter file for FastQC from a fasta file. The provided adapters file is assumed to be a simple fasta file with the adapter's name as header and the corresponding sequence:: >TruSeq_Universal_Adapter AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCT >TruSeq_Adapte...
flowcraft/templates/fastqc.py
def convert_adatpers(adapter_fasta): """Generates an adapter file for FastQC from a fasta file. The provided adapters file is assumed to be a simple fasta file with the adapter's name as header and the corresponding sequence:: >TruSeq_Universal_Adapter AATGATACGGCGACCACCGAGATCTACACTCTTTCCC...
def convert_adatpers(adapter_fasta): """Generates an adapter file for FastQC from a fasta file. The provided adapters file is assumed to be a simple fasta file with the adapter's name as header and the corresponding sequence:: >TruSeq_Universal_Adapter AATGATACGGCGACCACCGAGATCTACACTCTTTCCC...
[ "Generates", "an", "adapter", "file", "for", "FastQC", "from", "a", "fasta", "file", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/fastqc.py#L81-L129
[ "def", "convert_adatpers", "(", "adapter_fasta", ")", ":", "adapter_out", "=", "\"fastqc_adapters.tab\"", "logger", ".", "debug", "(", "\"Setting output adapters file to: {}\"", ".", "format", "(", "adapter_out", ")", ")", "try", ":", "with", "open", "(", "adapter_f...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main executor of the fastq template. Parameters ---------- fastq_pair : list Two element list containing the paired FastQ files. adapter_file : str Path to adapters file. cpus : int or str Number of cpu's that will be by FastQC.
flowcraft/templates/fastqc.py
def main(fastq_pair, adapter_file, cpus): """ Main executor of the fastq template. Parameters ---------- fastq_pair : list Two element list containing the paired FastQ files. adapter_file : str Path to adapters file. cpus : int or str Number of cpu's that will be by Fast...
def main(fastq_pair, adapter_file, cpus): """ Main executor of the fastq template. Parameters ---------- fastq_pair : list Two element list containing the paired FastQ files. adapter_file : str Path to adapters file. cpus : int or str Number of cpu's that will be by Fast...
[ "Main", "executor", "of", "the", "fastq", "template", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/fastqc.py#L133-L231
[ "def", "main", "(", "fastq_pair", ",", "adapter_file", ",", "cpus", ")", ":", "logger", ".", "info", "(", "\"Starting fastqc\"", ")", "# If an adapter file was provided, convert it to FastQC format", "if", "os", ".", "path", ".", "exists", "(", "adapter_file", ")", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
send_to_output
Send dictionary to output json file This function sends master_dict dictionary to a json file if master_dict is populated with entries, otherwise it won't create the file Parameters ---------- master_dict: dict dictionary that stores all entries for a specific query sequence in mult...
flowcraft/templates/mashdist2json.py
def send_to_output(master_dict, mash_output, sample_id, assembly_file): """Send dictionary to output json file This function sends master_dict dictionary to a json file if master_dict is populated with entries, otherwise it won't create the file Parameters ---------- master_dict: dict d...
def send_to_output(master_dict, mash_output, sample_id, assembly_file): """Send dictionary to output json file This function sends master_dict dictionary to a json file if master_dict is populated with entries, otherwise it won't create the file Parameters ---------- master_dict: dict d...
[ "Send", "dictionary", "to", "output", "json", "file", "This", "function", "sends", "master_dict", "dictionary", "to", "a", "json", "file", "if", "master_dict", "is", "populated", "with", "entries", "otherwise", "it", "won", "t", "create", "the", "file" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/mashdist2json.py#L49-L114
[ "def", "send_to_output", "(", "master_dict", ",", "mash_output", ",", "sample_id", ",", "assembly_file", ")", ":", "plot_dict", "=", "{", "}", "# create a new file only if master_dict is populated", "if", "master_dict", ":", "out_file", "=", "open", "(", "\"{}.json\""...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main function that allows to dump a mash dist txt file to a json file Parameters ---------- mash_output: str A string with the input file. hash_cutoff: str the percentage cutoff for the percentage of shared hashes between query and plasmid in database that is allowed for the pla...
flowcraft/templates/mashdist2json.py
def main(mash_output, hash_cutoff, sample_id, assembly_file): """ Main function that allows to dump a mash dist txt file to a json file Parameters ---------- mash_output: str A string with the input file. hash_cutoff: str the percentage cutoff for the percentage of shared hashes...
def main(mash_output, hash_cutoff, sample_id, assembly_file): """ Main function that allows to dump a mash dist txt file to a json file Parameters ---------- mash_output: str A string with the input file. hash_cutoff: str the percentage cutoff for the percentage of shared hashes...
[ "Main", "function", "that", "allows", "to", "dump", "a", "mash", "dist", "txt", "file", "to", "a", "json", "file" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/mashdist2json.py#L118-L166
[ "def", "main", "(", "mash_output", ",", "hash_cutoff", ",", "sample_id", ",", "assembly_file", ")", ":", "input_f", "=", "open", "(", "mash_output", ",", "\"r\"", ")", "master_dict", "=", "{", "}", "for", "line", "in", "input_f", ":", "tab_split", "=", "...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
MainWrapper.build_versions
Writes versions JSON for a template file This method creates the JSON file ``.versions`` based on the metadata and specific functions that are present in a given template script. It starts by fetching the template metadata, which can be specified via the ``__version__``, ``__template__...
flowcraft/templates/flowcraft_utils/flowcraft_base.py
def build_versions(self): """Writes versions JSON for a template file This method creates the JSON file ``.versions`` based on the metadata and specific functions that are present in a given template script. It starts by fetching the template metadata, which can be specified vi...
def build_versions(self): """Writes versions JSON for a template file This method creates the JSON file ``.versions`` based on the metadata and specific functions that are present in a given template script. It starts by fetching the template metadata, which can be specified vi...
[ "Writes", "versions", "JSON", "for", "a", "template", "file" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/flowcraft_utils/flowcraft_base.py#L67-L122
[ "def", "build_versions", "(", "self", ")", ":", "version_storage", "=", "[", "]", "template_version", "=", "self", ".", "context", ".", "get", "(", "\"__version__\"", ",", "None", ")", "template_program", "=", "self", ".", "context", ".", "get", "(", "\"__...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
converts top results from mash screen txt output to json format Parameters ---------- mash_output: str this is a string that stores the path to this file, i.e, the name of the file sample_id: str sample name
flowcraft/templates/mashscreen2json.py
def main(mash_output, sample_id): ''' converts top results from mash screen txt output to json format Parameters ---------- mash_output: str this is a string that stores the path to this file, i.e, the name of the file sample_id: str sample name ''' logger.info(...
def main(mash_output, sample_id): ''' converts top results from mash screen txt output to json format Parameters ---------- mash_output: str this is a string that stores the path to this file, i.e, the name of the file sample_id: str sample name ''' logger.info(...
[ "converts", "top", "results", "from", "mash", "screen", "txt", "output", "to", "json", "format" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/mashscreen2json.py#L46-L124
[ "def", "main", "(", "mash_output", ",", "sample_id", ")", ":", "logger", ".", "info", "(", "\"Reading file : {}\"", ".", "format", "(", "mash_output", ")", ")", "read_mash_output", "=", "open", "(", "mash_output", ")", "dic", "=", "{", "}", "median_list", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
colored_print
This function enables users to add a color to the print. It also enables to pass end_char to print allowing to print several strings in the same line in different prints. Parameters ---------- color_string: str The color code to pass to the function, which enables color change as we...
flowcraft/generator/process_details.py
def colored_print(msg, color_label="white_bold"): """ This function enables users to add a color to the print. It also enables to pass end_char to print allowing to print several strings in the same line in different prints. Parameters ---------- color_string: str The color code to ...
def colored_print(msg, color_label="white_bold"): """ This function enables users to add a color to the print. It also enables to pass end_char to print allowing to print several strings in the same line in different prints. Parameters ---------- color_string: str The color code to ...
[ "This", "function", "enables", "users", "to", "add", "a", "color", "to", "the", "print", ".", "It", "also", "enables", "to", "pass", "end_char", "to", "print", "allowing", "to", "print", "several", "strings", "in", "the", "same", "line", "in", "different",...
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/process_details.py#L18-L47
[ "def", "colored_print", "(", "msg", ",", "color_label", "=", "\"white_bold\"", ")", ":", "if", "sys", ".", "stdout", ".", "encoding", "!=", "\"UTF-8\"", ":", "msg", "=", "\"\"", ".", "join", "(", "[", "i", "if", "ord", "(", "i", ")", "<", "128", "e...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
procs_dict_parser
This function handles the dictionary of attributes of each Process class to print to stdout lists of all the components or the components which the user specifies in the -t flag. Parameters ---------- procs_dict: dict A dictionary with the class attributes for all the components (or ...
flowcraft/generator/process_details.py
def procs_dict_parser(procs_dict): """ This function handles the dictionary of attributes of each Process class to print to stdout lists of all the components or the components which the user specifies in the -t flag. Parameters ---------- procs_dict: dict A dictionary with the clas...
def procs_dict_parser(procs_dict): """ This function handles the dictionary of attributes of each Process class to print to stdout lists of all the components or the components which the user specifies in the -t flag. Parameters ---------- procs_dict: dict A dictionary with the clas...
[ "This", "function", "handles", "the", "dictionary", "of", "attributes", "of", "each", "Process", "class", "to", "print", "to", "stdout", "lists", "of", "all", "the", "components", "or", "the", "components", "which", "the", "user", "specifies", "in", "the", "...
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/process_details.py#L50-L107
[ "def", "procs_dict_parser", "(", "procs_dict", ")", ":", "logger", ".", "info", "(", "colored_print", "(", "\"\\n===== L I S T O F P R O C E S S E S =====\\n\"", ",", "\"green_bold\"", ")", ")", "#Sort to print alphabetically ordered list of processes to ease reading", "procs...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
proc_collector
Function that collects all processes available and stores a dictionary of the required arguments of each process class to be passed to procs_dict_parser Parameters ---------- process_map: dict The dictionary with the Processes currently available in flowcraft and their corresponding...
flowcraft/generator/process_details.py
def proc_collector(process_map, args, pipeline_string): """ Function that collects all processes available and stores a dictionary of the required arguments of each process class to be passed to procs_dict_parser Parameters ---------- process_map: dict The dictionary with the Proces...
def proc_collector(process_map, args, pipeline_string): """ Function that collects all processes available and stores a dictionary of the required arguments of each process class to be passed to procs_dict_parser Parameters ---------- process_map: dict The dictionary with the Proces...
[ "Function", "that", "collects", "all", "processes", "available", "and", "stores", "a", "dictionary", "of", "the", "required", "arguments", "of", "each", "process", "class", "to", "be", "passed", "to", "procs_dict_parser" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/process_details.py#L110-L169
[ "def", "proc_collector", "(", "process_map", ",", "args", ",", "pipeline_string", ")", ":", "arguments_list", "=", "[", "]", "# prints a detailed list of the process class arguments", "if", "args", ".", "detailed_list", ":", "# list of attributes to be passed to proc_collecto...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
guess_file_compression
Guesses the compression of an input file. This function guesses the compression of a given file by checking for a binary signature at the beginning of the file. These signatures are stored in the :py:data:`MAGIC_DICT` dictionary. The supported compression formats are gzip, bzip2 and zip. If none of the...
flowcraft/templates/integrity_coverage.py
def guess_file_compression(file_path, magic_dict=None): """Guesses the compression of an input file. This function guesses the compression of a given file by checking for a binary signature at the beginning of the file. These signatures are stored in the :py:data:`MAGIC_DICT` dictionary. The supported ...
def guess_file_compression(file_path, magic_dict=None): """Guesses the compression of an input file. This function guesses the compression of a given file by checking for a binary signature at the beginning of the file. These signatures are stored in the :py:data:`MAGIC_DICT` dictionary. The supported ...
[ "Guesses", "the", "compression", "of", "an", "input", "file", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/integrity_coverage.py#L140-L180
[ "def", "guess_file_compression", "(", "file_path", ",", "magic_dict", "=", "None", ")", ":", "if", "not", "magic_dict", ":", "magic_dict", "=", "MAGIC_DICT", "max_len", "=", "max", "(", "len", "(", "x", ")", "for", "x", "in", "magic_dict", ")", "with", "...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
get_qual_range
Get range of the Unicode encode range for a given string of characters. The encoding is determined from the result of the :py:func:`ord` built-in. Parameters ---------- qual_str : str Arbitrary string. Returns ------- x : tuple (Minimum Unicode code, Maximum Unicode code).
flowcraft/templates/integrity_coverage.py
def get_qual_range(qual_str): """ Get range of the Unicode encode range for a given string of characters. The encoding is determined from the result of the :py:func:`ord` built-in. Parameters ---------- qual_str : str Arbitrary string. Returns ------- x : tuple (Minimu...
def get_qual_range(qual_str): """ Get range of the Unicode encode range for a given string of characters. The encoding is determined from the result of the :py:func:`ord` built-in. Parameters ---------- qual_str : str Arbitrary string. Returns ------- x : tuple (Minimu...
[ "Get", "range", "of", "the", "Unicode", "encode", "range", "for", "a", "given", "string", "of", "characters", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/integrity_coverage.py#L183-L201
[ "def", "get_qual_range", "(", "qual_str", ")", ":", "vals", "=", "[", "ord", "(", "c", ")", "for", "c", "in", "qual_str", "]", "return", "min", "(", "vals", ")", ",", "max", "(", "vals", ")" ]
fc3f4bddded1efc76006600016dc71a06dd908c0
test
get_encodings_in_range
Returns the valid encodings for a given encoding range. The encoding ranges are stored in the :py:data:`RANGES` dictionary, with the encoding name as a string and a list as a value containing the phred score and a tuple with the encoding range. For a given encoding range provided via the two first argu...
flowcraft/templates/integrity_coverage.py
def get_encodings_in_range(rmin, rmax): """ Returns the valid encodings for a given encoding range. The encoding ranges are stored in the :py:data:`RANGES` dictionary, with the encoding name as a string and a list as a value containing the phred score and a tuple with the encoding range. For a given en...
def get_encodings_in_range(rmin, rmax): """ Returns the valid encodings for a given encoding range. The encoding ranges are stored in the :py:data:`RANGES` dictionary, with the encoding name as a string and a list as a value containing the phred score and a tuple with the encoding range. For a given en...
[ "Returns", "the", "valid", "encodings", "for", "a", "given", "encoding", "range", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/integrity_coverage.py#L204-L237
[ "def", "get_encodings_in_range", "(", "rmin", ",", "rmax", ")", ":", "valid_encodings", "=", "[", "]", "valid_phred", "=", "[", "]", "for", "encoding", ",", "(", "phred", ",", "(", "emin", ",", "emax", ")", ")", "in", "RANGES", ".", "items", "(", ")"...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main executor of the integrity_coverage template. Parameters ---------- sample_id : str Sample Identification string. fastq_pair : list Two element list containing the paired FastQ files. gsize : float or int Estimate of genome size in Mb. minimum_coverage : float or int...
flowcraft/templates/integrity_coverage.py
def main(sample_id, fastq_pair, gsize, minimum_coverage, opts): """ Main executor of the integrity_coverage template. Parameters ---------- sample_id : str Sample Identification string. fastq_pair : list Two element list containing the paired FastQ files. gsize : float or int ...
def main(sample_id, fastq_pair, gsize, minimum_coverage, opts): """ Main executor of the integrity_coverage template. Parameters ---------- sample_id : str Sample Identification string. fastq_pair : list Two element list containing the paired FastQ files. gsize : float or int ...
[ "Main", "executor", "of", "the", "integrity_coverage", "template", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/integrity_coverage.py#L241-L469
[ "def", "main", "(", "sample_id", ",", "fastq_pair", ",", "gsize", ",", "minimum_coverage", ",", "opts", ")", ":", "logger", ".", "info", "(", "\"Starting integrity coverage main\"", ")", "# Check for runtime options", "if", "\"-e\"", "in", "opts", ":", "skip_encod...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
parse_coverage_table
Parses a file with coverage information into objects. This function parses a TSV file containing coverage results for all contigs in a given assembly and will build an ``OrderedDict`` with the information about their coverage and length. The length information is actually gathered from the contig head...
flowcraft/templates/process_assembly_mapping.py
def parse_coverage_table(coverage_file): """Parses a file with coverage information into objects. This function parses a TSV file containing coverage results for all contigs in a given assembly and will build an ``OrderedDict`` with the information about their coverage and length. The length infor...
def parse_coverage_table(coverage_file): """Parses a file with coverage information into objects. This function parses a TSV file containing coverage results for all contigs in a given assembly and will build an ``OrderedDict`` with the information about their coverage and length. The length infor...
[ "Parses", "a", "file", "with", "coverage", "information", "into", "objects", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L122-L164
[ "def", "parse_coverage_table", "(", "coverage_file", ")", ":", "# Stores the correspondence between a contig and the corresponding coverage", "# e.g.: {\"contig_1\": {\"cov\": 424} }", "coverage_dict", "=", "OrderedDict", "(", ")", "# Stores the total coverage", "total_cov", "=", "0"...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
filter_assembly
Generates a filtered assembly file. This function generates a filtered assembly file based on an original assembly and a minimum coverage threshold. Parameters ---------- assembly_file : str Path to original assembly file. minimum_coverage : int or float Minimum coverage requir...
flowcraft/templates/process_assembly_mapping.py
def filter_assembly(assembly_file, minimum_coverage, coverage_info, output_file): """Generates a filtered assembly file. This function generates a filtered assembly file based on an original assembly and a minimum coverage threshold. Parameters ---------- assembly_file : st...
def filter_assembly(assembly_file, minimum_coverage, coverage_info, output_file): """Generates a filtered assembly file. This function generates a filtered assembly file based on an original assembly and a minimum coverage threshold. Parameters ---------- assembly_file : st...
[ "Generates", "a", "filtered", "assembly", "file", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L167-L209
[ "def", "filter_assembly", "(", "assembly_file", ",", "minimum_coverage", ",", "coverage_info", ",", "output_file", ")", ":", "# This flag will determine whether sequence data should be written or", "# ignored because the current contig did not pass the minimum", "# coverage threshold", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
filter_bam
Uses Samtools to filter a BAM file according to minimum coverage Provided with a minimum coverage value, this function will use Samtools to filter a BAM file. This is performed to apply the same filter to the BAM file as the one applied to the assembly file in :py:func:`filter_assembly`. Parameter...
flowcraft/templates/process_assembly_mapping.py
def filter_bam(coverage_info, bam_file, min_coverage, output_bam): """Uses Samtools to filter a BAM file according to minimum coverage Provided with a minimum coverage value, this function will use Samtools to filter a BAM file. This is performed to apply the same filter to the BAM file as the one appl...
def filter_bam(coverage_info, bam_file, min_coverage, output_bam): """Uses Samtools to filter a BAM file according to minimum coverage Provided with a minimum coverage value, this function will use Samtools to filter a BAM file. This is performed to apply the same filter to the BAM file as the one appl...
[ "Uses", "Samtools", "to", "filter", "a", "BAM", "file", "according", "to", "minimum", "coverage" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L212-L301
[ "def", "filter_bam", "(", "coverage_info", ",", "bam_file", ",", "min_coverage", ",", "output_bam", ")", ":", "# Get list of contigs that will be kept", "contig_list", "=", "[", "x", "for", "x", ",", "vals", "in", "coverage_info", ".", "items", "(", ")", "if", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
check_filtered_assembly
Checks whether a filtered assembly passes a size threshold Given a minimum coverage threshold, this function evaluates whether an assembly will pass the minimum threshold of ``genome_size * 1e6 * 0.8``, which means 80% of the expected genome size or the maximum threshold of ``genome_size * 1e6 * 1.5``,...
flowcraft/templates/process_assembly_mapping.py
def check_filtered_assembly(coverage_info, coverage_bp, minimum_coverage, genome_size, contig_size, max_contigs, sample_id): """Checks whether a filtered assembly passes a size threshold Given a minimum coverage threshold, this function evaluates whether ...
def check_filtered_assembly(coverage_info, coverage_bp, minimum_coverage, genome_size, contig_size, max_contigs, sample_id): """Checks whether a filtered assembly passes a size threshold Given a minimum coverage threshold, this function evaluates whether ...
[ "Checks", "whether", "a", "filtered", "assembly", "passes", "a", "size", "threshold" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L304-L441
[ "def", "check_filtered_assembly", "(", "coverage_info", ",", "coverage_bp", ",", "minimum_coverage", ",", "genome_size", ",", "contig_size", ",", "max_contigs", ",", "sample_id", ")", ":", "# Get size of assembly after filtering contigs below minimum_coverage", "assembly_len", ...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
evaluate_min_coverage
Evaluates the minimum coverage threshold from the value provided in the coverage_opt. Parameters ---------- coverage_opt : str or int or float If set to "auto" it will try to automatically determine the coverage to 1/3 of the assembly size, to a minimum value of 10. If it set to...
flowcraft/templates/process_assembly_mapping.py
def evaluate_min_coverage(coverage_opt, assembly_coverage, assembly_size): """ Evaluates the minimum coverage threshold from the value provided in the coverage_opt. Parameters ---------- coverage_opt : str or int or float If set to "auto" it will try to automatically determine the coverage ...
def evaluate_min_coverage(coverage_opt, assembly_coverage, assembly_size): """ Evaluates the minimum coverage threshold from the value provided in the coverage_opt. Parameters ---------- coverage_opt : str or int or float If set to "auto" it will try to automatically determine the coverage ...
[ "Evaluates", "the", "minimum", "coverage", "threshold", "from", "the", "value", "provided", "in", "the", "coverage_opt", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L475-L515
[ "def", "evaluate_min_coverage", "(", "coverage_opt", ",", "assembly_coverage", ",", "assembly_size", ")", ":", "if", "coverage_opt", "==", "\"auto\"", ":", "# Get the 1/3 value of the current assembly coverage", "min_coverage", "=", "(", "assembly_coverage", "/", "assembly_...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
get_assembly_size
Returns the number of nucleotides and the size per contig for the provided assembly file path Parameters ---------- assembly_file : str Path to assembly file. Returns ------- assembly_size : int Size of the assembly in nucleotides contig_size : dict Length of ea...
flowcraft/templates/process_assembly_mapping.py
def get_assembly_size(assembly_file): """Returns the number of nucleotides and the size per contig for the provided assembly file path Parameters ---------- assembly_file : str Path to assembly file. Returns ------- assembly_size : int Size of the assembly in nucleotide...
def get_assembly_size(assembly_file): """Returns the number of nucleotides and the size per contig for the provided assembly file path Parameters ---------- assembly_file : str Path to assembly file. Returns ------- assembly_size : int Size of the assembly in nucleotide...
[ "Returns", "the", "number", "of", "nucleotides", "and", "the", "size", "per", "contig", "for", "the", "provided", "assembly", "file", "path" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L518-L556
[ "def", "get_assembly_size", "(", "assembly_file", ")", ":", "assembly_size", "=", "0", "contig_size", "=", "{", "}", "header", "=", "\"\"", "with", "open", "(", "assembly_file", ")", "as", "fh", ":", "for", "line", "in", "fh", ":", "# Skip empty lines", "i...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main executor of the process_assembly_mapping template. Parameters ---------- sample_id : str Sample Identification string. assembly_file : str Path to assembly file in Fasta format. coverage_file : str Path to TSV file with coverage information for each contig. coverage...
flowcraft/templates/process_assembly_mapping.py
def main(sample_id, assembly_file, coverage_file, coverage_bp_file, bam_file, opts, gsize): """Main executor of the process_assembly_mapping template. Parameters ---------- sample_id : str Sample Identification string. assembly_file : str Path to assembly file in Fasta form...
def main(sample_id, assembly_file, coverage_file, coverage_bp_file, bam_file, opts, gsize): """Main executor of the process_assembly_mapping template. Parameters ---------- sample_id : str Sample Identification string. assembly_file : str Path to assembly file in Fasta form...
[ "Main", "executor", "of", "the", "process_assembly_mapping", "template", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly_mapping.py#L560-L628
[ "def", "main", "(", "sample_id", ",", "assembly_file", ",", "coverage_file", ",", "coverage_bp_file", ",", "bam_file", ",", "opts", ",", "gsize", ")", ":", "min_assembly_coverage", ",", "max_contigs", "=", "opts", "logger", ".", "info", "(", "\"Starting assembly...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main executor of the process_spades template. Parameters ---------- sample_id : str Sample Identification string. assembly_file : str Path to the assembly file generated by Spades. gsize : int Estimate of genome size. opts : list List of options for processing sp...
flowcraft/templates/process_assembly.py
def main(sample_id, assembly_file, gsize, opts, assembler): """Main executor of the process_spades template. Parameters ---------- sample_id : str Sample Identification string. assembly_file : str Path to the assembly file generated by Spades. gsize : int Estimate of gen...
def main(sample_id, assembly_file, gsize, opts, assembler): """Main executor of the process_spades template. Parameters ---------- sample_id : str Sample Identification string. assembly_file : str Path to the assembly file generated by Spades. gsize : int Estimate of gen...
[ "Main", "executor", "of", "the", "process_spades", "template", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_assembly.py#L447-L577
[ "def", "main", "(", "sample_id", ",", "assembly_file", ",", "gsize", ",", "opts", ",", "assembler", ")", ":", "logger", ".", "info", "(", "\"Starting assembly file processing\"", ")", "warnings", "=", "[", "]", "fails", "=", "\"\"", "min_contig_len", ",", "m...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
convert_camel_case
Convers a CamelCase string into a snake_case one Parameters ---------- name : str An arbitrary string that may be CamelCase Returns ------- str The input string converted into snake_case
flowcraft/generator/process_collector.py
def convert_camel_case(name): """Convers a CamelCase string into a snake_case one Parameters ---------- name : str An arbitrary string that may be CamelCase Returns ------- str The input string converted into snake_case """ s1 = re.sub('(.)([A-Z][a-z]+)', r'\1_\2',...
def convert_camel_case(name): """Convers a CamelCase string into a snake_case one Parameters ---------- name : str An arbitrary string that may be CamelCase Returns ------- str The input string converted into snake_case """ s1 = re.sub('(.)([A-Z][a-z]+)', r'\1_\2',...
[ "Convers", "a", "CamelCase", "string", "into", "a", "snake_case", "one" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/process_collector.py#L10-L25
[ "def", "convert_camel_case", "(", "name", ")", ":", "s1", "=", "re", ".", "sub", "(", "'(.)([A-Z][a-z]+)'", ",", "r'\\1_\\2'", ",", "name", ")", "return", "re", ".", "sub", "(", "'([a-z0-9])([A-Z])'", ",", "r'\\1_\\2'", ",", "s1", ")", ".", "lower", "(",...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
collect_process_map
Collects Process classes and return dict mapping templates to classes This function crawls through the components module and retrieves all classes that inherit from the Process class. Then, it converts the name of the classes (which should be CamelCase) to snake_case, which is used as the template name...
flowcraft/generator/process_collector.py
def collect_process_map(): """Collects Process classes and return dict mapping templates to classes This function crawls through the components module and retrieves all classes that inherit from the Process class. Then, it converts the name of the classes (which should be CamelCase) to snake_case, whic...
def collect_process_map(): """Collects Process classes and return dict mapping templates to classes This function crawls through the components module and retrieves all classes that inherit from the Process class. Then, it converts the name of the classes (which should be CamelCase) to snake_case, whic...
[ "Collects", "Process", "classes", "and", "return", "dict", "mapping", "templates", "to", "classes" ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/generator/process_collector.py#L28-L59
[ "def", "collect_process_map", "(", ")", ":", "process_map", "=", "{", "}", "prefix", "=", "\"{}.\"", ".", "format", "(", "components", ".", "__name__", ")", "for", "importer", ",", "modname", ",", "_", "in", "pkgutil", ".", "iter_modules", "(", "components...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
main
Main executor of the process_newick template. Parameters ---------- newick : str path to the newick file.
flowcraft/templates/process_newick.py
def main(newick): """Main executor of the process_newick template. Parameters ---------- newick : str path to the newick file. """ logger.info("Starting newick file processing") print(newick) tree = dendropy.Tree.get(file=open(newick, 'r'), schema="newick") tree.reroot_...
def main(newick): """Main executor of the process_newick template. Parameters ---------- newick : str path to the newick file. """ logger.info("Starting newick file processing") print(newick) tree = dendropy.Tree.get(file=open(newick, 'r'), schema="newick") tree.reroot_...
[ "Main", "executor", "of", "the", "process_newick", "template", "." ]
assemblerflow/flowcraft
python
https://github.com/assemblerflow/flowcraft/blob/fc3f4bddded1efc76006600016dc71a06dd908c0/flowcraft/templates/process_newick.py#L53-L85
[ "def", "main", "(", "newick", ")", ":", "logger", ".", "info", "(", "\"Starting newick file processing\"", ")", "print", "(", "newick", ")", "tree", "=", "dendropy", ".", "Tree", ".", "get", "(", "file", "=", "open", "(", "newick", ",", "'r'", ")", ","...
fc3f4bddded1efc76006600016dc71a06dd908c0
test
CMD.factorize
Factorize s.t. CUR = data Updated Values -------------- .C : updated values for C. .U : updated values for U. .R : updated values for R.
msaf/pymf/cmd.py
def factorize(self): """ Factorize s.t. CUR = data Updated Values -------------- .C : updated values for C. .U : updated values for U. .R : updated values for R. """ [prow, pcol] = self.sample_probability() self._rid = self.s...
def factorize(self): """ Factorize s.t. CUR = data Updated Values -------------- .C : updated values for C. .U : updated values for U. .R : updated values for R. """ [prow, pcol] = self.sample_probability() self._rid = self.s...
[ "Factorize", "s", ".", "t", ".", "CUR", "=", "data" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/cmd.py#L72-L89
[ "def", "factorize", "(", "self", ")", ":", "[", "prow", ",", "pcol", "]", "=", "self", ".", "sample_probability", "(", ")", "self", ".", "_rid", "=", "self", ".", "sample", "(", "self", ".", "_rrank", ",", "prow", ")", "self", ".", "_cid", "=", "...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
CUR.factorize
Factorize s.t. CUR = data Updated Values -------------- .C : updated values for C. .U : updated values for U. .R : updated values for R.
msaf/pymf/cur.py
def factorize(self): """ Factorize s.t. CUR = data Updated Values -------------- .C : updated values for C. .U : updated values for U. .R : updated values for R. """ [prow, pcol] = self.sample_probability() self._rid = self.sam...
def factorize(self): """ Factorize s.t. CUR = data Updated Values -------------- .C : updated values for C. .U : updated values for U. .R : updated values for R. """ [prow, pcol] = self.sample_probability() self._rid = self.sam...
[ "Factorize", "s", ".", "t", ".", "CUR", "=", "data" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/cur.py#L122-L138
[ "def", "factorize", "(", "self", ")", ":", "[", "prow", ",", "pcol", "]", "=", "self", ".", "sample_probability", "(", ")", "self", ".", "_rid", "=", "self", ".", "sample", "(", "self", ".", "_rrank", ",", "prow", ")", "self", ".", "_cid", "=", "...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
quickhull
Find data points on the convex hull of a supplied data set Args: sample: data points as column vectors n x d n - number samples d - data dimension (should be two) Returns: a k x d matrix containint the convex hull data points
msaf/pymf/chnmf.py
def quickhull(sample): """ Find data points on the convex hull of a supplied data set Args: sample: data points as column vectors n x d n - number samples d - data dimension (should be two) Returns: a k x d matrix containint the convex hull data poin...
def quickhull(sample): """ Find data points on the convex hull of a supplied data set Args: sample: data points as column vectors n x d n - number samples d - data dimension (should be two) Returns: a k x d matrix containint the convex hull data poin...
[ "Find", "data", "points", "on", "the", "convex", "hull", "of", "a", "supplied", "data", "set" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/chnmf.py#L27-L60
[ "def", "quickhull", "(", "sample", ")", ":", "link", "=", "lambda", "a", ",", "b", ":", "np", ".", "concatenate", "(", "(", "a", ",", "b", "[", "1", ":", "]", ")", ")", "edge", "=", "lambda", "a", ",", "b", ":", "np", ".", "concatenate", "(",...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
CHNMF._map_w_to_data
Return data points that are most similar to basis vectors W
msaf/pymf/chnmf.py
def _map_w_to_data(self): """ Return data points that are most similar to basis vectors W """ # assign W to the next best data sample self._Wmapped_index = vq(self.data, self.W) self.Wmapped = np.zeros(self.W.shape) # do not directly assign, i.e. Wdist = self.data[:,sel...
def _map_w_to_data(self): """ Return data points that are most similar to basis vectors W """ # assign W to the next best data sample self._Wmapped_index = vq(self.data, self.W) self.Wmapped = np.zeros(self.W.shape) # do not directly assign, i.e. Wdist = self.data[:,sel...
[ "Return", "data", "points", "that", "are", "most", "similar", "to", "basis", "vectors", "W" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/chnmf.py#L137-L150
[ "def", "_map_w_to_data", "(", "self", ")", ":", "# assign W to the next best data sample", "self", ".", "_Wmapped_index", "=", "vq", "(", "self", ".", "data", ",", "self", ".", "W", ")", "self", ".", "Wmapped", "=", "np", ".", "zeros", "(", "self", ".", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
CHNMF.update_w
compute new W
msaf/pymf/chnmf.py
def update_w(self): """ compute new W """ def select_hull_points(data, n=3): """ select data points for pairwise projections of the first n dimensions """ # iterate over all projections and select data points idx = np.array([]) # iterate over...
def update_w(self): """ compute new W """ def select_hull_points(data, n=3): """ select data points for pairwise projections of the first n dimensions """ # iterate over all projections and select data points idx = np.array([]) # iterate over...
[ "compute", "new", "W" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/chnmf.py#L152-L191
[ "def", "update_w", "(", "self", ")", ":", "def", "select_hull_points", "(", "data", ",", "n", "=", "3", ")", ":", "\"\"\" select data points for pairwise projections of the first n\n dimensions \"\"\"", "# iterate over all projections and select data points", "idx", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
CHNMF.factorize
Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. compute_h : bool iteratively update values for H. compute_w : bool iteratively update value...
msaf/pymf/chnmf.py
def factorize(self, show_progress=False, compute_w=True, compute_h=True, compute_err=True, niter=1): """ Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. compute_h : ...
def factorize(self, show_progress=False, compute_w=True, compute_h=True, compute_err=True, niter=1): """ Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. compute_h : ...
[ "Factorize", "s", ".", "t", ".", "WH", "=", "data" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/chnmf.py#L193-L218
[ "def", "factorize", "(", "self", ",", "show_progress", "=", "False", ",", "compute_w", "=", "True", ",", "compute_h", "=", "True", ",", "compute_err", "=", "True", ",", "niter", "=", "1", ")", ":", "AA", ".", "factorize", "(", "self", ",", "niter", "...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
GMAP.update_w
compute new W
msaf/pymf/gmap.py
def update_w(self): """ compute new W """ def select_next(iterval): """ select the next best data sample using robust map or simply the max iterval ... """ if self._robust_map: k = np.argsort(iterval)[::-1] d_sub = self.data[:,k[:self...
def update_w(self): """ compute new W """ def select_next(iterval): """ select the next best data sample using robust map or simply the max iterval ... """ if self._robust_map: k = np.argsort(iterval)[::-1] d_sub = self.data[:,k[:self...
[ "compute", "new", "W" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/gmap.py#L93-L173
[ "def", "update_w", "(", "self", ")", ":", "def", "select_next", "(", "iterval", ")", ":", "\"\"\" select the next best data sample using robust map\n or simply the max iterval ... \"\"\"", "if", "self", ".", "_robust_map", ":", "k", "=", "np", ".", "argsort", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
GMAP.factorize
Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. False, default compute_h : bool iteratively update values for H. True, default ...
msaf/pymf/gmap.py
def factorize(self, show_progress=False, compute_w=True, compute_h=True, compute_err=True, robust_cluster=3, niter=1, robust_nselect=-1): """ Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra informatio...
def factorize(self, show_progress=False, compute_w=True, compute_h=True, compute_err=True, robust_cluster=3, niter=1, robust_nselect=-1): """ Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra informatio...
[ "Factorize", "s", ".", "t", ".", "WH", "=", "data" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/gmap.py#L175-L215
[ "def", "factorize", "(", "self", ",", "show_progress", "=", "False", ",", "compute_w", "=", "True", ",", "compute_h", "=", "True", ",", "compute_err", "=", "True", ",", "robust_cluster", "=", "3", ",", "niter", "=", "1", ",", "robust_nselect", "=", "-", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Segmenter.process
Main process. Returns ------- est_idxs : np.array(N) or list Estimated times for the segment boundaries in frame indeces. List if hierarchical segmentation. est_labels : np.array(N-1) or list Estimated labels for the segments. List if hiera...
msaf/algorithms/scluster/segmenter.py
def process(self): """Main process. Returns ------- est_idxs : np.array(N) or list Estimated times for the segment boundaries in frame indeces. List if hierarchical segmentation. est_labels : np.array(N-1) or list Estimated labels for the segme...
def process(self): """Main process. Returns ------- est_idxs : np.array(N) or list Estimated times for the segment boundaries in frame indeces. List if hierarchical segmentation. est_labels : np.array(N-1) or list Estimated labels for the segme...
[ "Main", "process", ".", "Returns", "-------", "est_idxs", ":", "np", ".", "array", "(", "N", ")", "or", "list", "Estimated", "times", "for", "the", "segment", "boundaries", "in", "frame", "indeces", ".", "List", "if", "hierarchical", "segmentation", ".", "...
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/scluster/segmenter.py#L22-L51
[ "def", "process", "(", "self", ")", ":", "# This algorithm only accepts one specific kind of features:", "# Combination of PCP + MFCC. Let's get them:", "pcp_obj", "=", "Features", ".", "select_features", "(", "\"pcp\"", ",", "self", ".", "file_struct", ",", "self", ".", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Segmenter.processFlat
Main process.for flat segmentation. Returns ------- est_idxs : np.array(N) Estimated times for the segment boundaries in frame indeces. est_labels : np.array(N-1) Estimated labels for the segments.
msaf/algorithms/scluster/segmenter.py
def processFlat(self): """Main process.for flat segmentation. Returns ------- est_idxs : np.array(N) Estimated times for the segment boundaries in frame indeces. est_labels : np.array(N-1) Estimated labels for the segments. """ self.config[...
def processFlat(self): """Main process.for flat segmentation. Returns ------- est_idxs : np.array(N) Estimated times for the segment boundaries in frame indeces. est_labels : np.array(N-1) Estimated labels for the segments. """ self.config[...
[ "Main", "process", ".", "for", "flat", "segmentation", ".", "Returns", "-------", "est_idxs", ":", "np", ".", "array", "(", "N", ")", "Estimated", "times", "for", "the", "segment", "boundaries", "in", "frame", "indeces", ".", "est_labels", ":", "np", ".", ...
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/scluster/segmenter.py#L53-L65
[ "def", "processFlat", "(", "self", ")", ":", "self", ".", "config", "[", "\"hier\"", "]", "=", "False", "est_idxs", ",", "est_labels", ",", "F", "=", "self", ".", "process", "(", ")", "assert", "est_idxs", "[", "0", "]", "==", "0", "and", "est_idxs",...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Segmenter.processHierarchical
Main process.for hierarchial segmentation. Returns ------- est_idxs : list List with np.arrays for each layer of segmentation containing the estimated indeces for the segment boundaries. est_labels : list List with np.arrays containing the labels for e...
msaf/algorithms/scluster/segmenter.py
def processHierarchical(self): """Main process.for hierarchial segmentation. Returns ------- est_idxs : list List with np.arrays for each layer of segmentation containing the estimated indeces for the segment boundaries. est_labels : list List ...
def processHierarchical(self): """Main process.for hierarchial segmentation. Returns ------- est_idxs : list List with np.arrays for each layer of segmentation containing the estimated indeces for the segment boundaries. est_labels : list List ...
[ "Main", "process", ".", "for", "hierarchial", "segmentation", ".", "Returns", "-------", "est_idxs", ":", "list", "List", "with", "np", ".", "arrays", "for", "each", "layer", "of", "segmentation", "containing", "the", "estimated", "indeces", "for", "the", "seg...
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/scluster/segmenter.py#L67-L85
[ "def", "processHierarchical", "(", "self", ")", ":", "self", ".", "config", "[", "\"hier\"", "]", "=", "True", "est_idxs", ",", "est_labels", ",", "F", "=", "self", ".", "process", "(", ")", "for", "layer", "in", "range", "(", "len", "(", "est_idxs", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
median_filter
Median filter along the first axis of the feature matrix X.
msaf/algorithms/foote/segmenter.py
def median_filter(X, M=8): """Median filter along the first axis of the feature matrix X.""" for i in range(X.shape[1]): X[:, i] = filters.median_filter(X[:, i], size=M) return X
def median_filter(X, M=8): """Median filter along the first axis of the feature matrix X.""" for i in range(X.shape[1]): X[:, i] = filters.median_filter(X[:, i], size=M) return X
[ "Median", "filter", "along", "the", "first", "axis", "of", "the", "feature", "matrix", "X", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/foote/segmenter.py#L15-L19
[ "def", "median_filter", "(", "X", ",", "M", "=", "8", ")", ":", "for", "i", "in", "range", "(", "X", ".", "shape", "[", "1", "]", ")", ":", "X", "[", ":", ",", "i", "]", "=", "filters", ".", "median_filter", "(", "X", "[", ":", ",", "i", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
compute_gaussian_krnl
Creates a gaussian kernel following Foote's paper.
msaf/algorithms/foote/segmenter.py
def compute_gaussian_krnl(M): """Creates a gaussian kernel following Foote's paper.""" g = signal.gaussian(M, M // 3., sym=True) G = np.dot(g.reshape(-1, 1), g.reshape(1, -1)) G[M // 2:, :M // 2] = -G[M // 2:, :M // 2] G[:M // 2, M // 2:] = -G[:M // 2, M // 2:] return G
def compute_gaussian_krnl(M): """Creates a gaussian kernel following Foote's paper.""" g = signal.gaussian(M, M // 3., sym=True) G = np.dot(g.reshape(-1, 1), g.reshape(1, -1)) G[M // 2:, :M // 2] = -G[M // 2:, :M // 2] G[:M // 2, M // 2:] = -G[:M // 2, M // 2:] return G
[ "Creates", "a", "gaussian", "kernel", "following", "Foote", "s", "paper", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/foote/segmenter.py#L22-L28
[ "def", "compute_gaussian_krnl", "(", "M", ")", ":", "g", "=", "signal", ".", "gaussian", "(", "M", ",", "M", "//", "3.", ",", "sym", "=", "True", ")", "G", "=", "np", ".", "dot", "(", "g", ".", "reshape", "(", "-", "1", ",", "1", ")", ",", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
compute_ssm
Computes the self-similarity matrix of X.
msaf/algorithms/foote/segmenter.py
def compute_ssm(X, metric="seuclidean"): """Computes the self-similarity matrix of X.""" D = distance.pdist(X, metric=metric) D = distance.squareform(D) D /= D.max() return 1 - D
def compute_ssm(X, metric="seuclidean"): """Computes the self-similarity matrix of X.""" D = distance.pdist(X, metric=metric) D = distance.squareform(D) D /= D.max() return 1 - D
[ "Computes", "the", "self", "-", "similarity", "matrix", "of", "X", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/foote/segmenter.py#L31-L36
[ "def", "compute_ssm", "(", "X", ",", "metric", "=", "\"seuclidean\"", ")", ":", "D", "=", "distance", ".", "pdist", "(", "X", ",", "metric", "=", "metric", ")", "D", "=", "distance", ".", "squareform", "(", "D", ")", "D", "/=", "D", ".", "max", "...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
compute_nc
Computes the novelty curve from the self-similarity matrix X and the gaussian kernel G.
msaf/algorithms/foote/segmenter.py
def compute_nc(X, G): """Computes the novelty curve from the self-similarity matrix X and the gaussian kernel G.""" N = X.shape[0] M = G.shape[0] nc = np.zeros(N) for i in range(M // 2, N - M // 2 + 1): nc[i] = np.sum(X[i - M // 2:i + M // 2, i - M // 2:i + M // 2] * G) # Norma...
def compute_nc(X, G): """Computes the novelty curve from the self-similarity matrix X and the gaussian kernel G.""" N = X.shape[0] M = G.shape[0] nc = np.zeros(N) for i in range(M // 2, N - M // 2 + 1): nc[i] = np.sum(X[i - M // 2:i + M // 2, i - M // 2:i + M // 2] * G) # Norma...
[ "Computes", "the", "novelty", "curve", "from", "the", "self", "-", "similarity", "matrix", "X", "and", "the", "gaussian", "kernel", "G", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/foote/segmenter.py#L39-L52
[ "def", "compute_nc", "(", "X", ",", "G", ")", ":", "N", "=", "X", ".", "shape", "[", "0", "]", "M", "=", "G", ".", "shape", "[", "0", "]", "nc", "=", "np", ".", "zeros", "(", "N", ")", "for", "i", "in", "range", "(", "M", "//", "2", ","...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
pick_peaks
Obtain peaks from a novelty curve using an adaptive threshold.
msaf/algorithms/foote/segmenter.py
def pick_peaks(nc, L=16): """Obtain peaks from a novelty curve using an adaptive threshold.""" offset = nc.mean() / 20. nc = filters.gaussian_filter1d(nc, sigma=4) # Smooth out nc th = filters.median_filter(nc, size=L) + offset #th = filters.gaussian_filter(nc, sigma=L/2., mode="nearest") + offse...
def pick_peaks(nc, L=16): """Obtain peaks from a novelty curve using an adaptive threshold.""" offset = nc.mean() / 20. nc = filters.gaussian_filter1d(nc, sigma=4) # Smooth out nc th = filters.median_filter(nc, size=L) + offset #th = filters.gaussian_filter(nc, sigma=L/2., mode="nearest") + offse...
[ "Obtain", "peaks", "from", "a", "novelty", "curve", "using", "an", "adaptive", "threshold", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/foote/segmenter.py#L55-L77
[ "def", "pick_peaks", "(", "nc", ",", "L", "=", "16", ")", ":", "offset", "=", "nc", ".", "mean", "(", ")", "/", "20.", "nc", "=", "filters", ".", "gaussian_filter1d", "(", "nc", ",", "sigma", "=", "4", ")", "# Smooth out nc", "th", "=", "filters", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Segmenter.processFlat
Main process. Returns ------- est_idxs : np.array(N) Estimated indeces the segment boundaries in frames. est_labels : np.array(N-1) Estimated labels for the segments.
msaf/algorithms/foote/segmenter.py
def processFlat(self): """Main process. Returns ------- est_idxs : np.array(N) Estimated indeces the segment boundaries in frames. est_labels : np.array(N-1) Estimated labels for the segments. """ # Preprocess to obtain features F =...
def processFlat(self): """Main process. Returns ------- est_idxs : np.array(N) Estimated indeces the segment boundaries in frames. est_labels : np.array(N-1) Estimated labels for the segments. """ # Preprocess to obtain features F =...
[ "Main", "process", ".", "Returns", "-------", "est_idxs", ":", "np", ".", "array", "(", "N", ")", "Estimated", "indeces", "the", "segment", "boundaries", "in", "frames", ".", "est_labels", ":", "np", ".", "array", "(", "N", "-", "1", ")", "Estimated", ...
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/foote/segmenter.py#L89-L134
[ "def", "processFlat", "(", "self", ")", ":", "# Preprocess to obtain features", "F", "=", "self", ".", "_preprocess", "(", ")", "# Normalize", "F", "=", "msaf", ".", "utils", ".", "normalize", "(", "F", ",", "norm_type", "=", "self", ".", "config", "[", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
SIVM_GSAT.factorize
Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. niter : int number of iterations. compute_h : bool iteratively update values for H. ...
msaf/pymf/sivm_gsat.py
def factorize(self, show_progress=False, compute_w=True, compute_h=True, compute_err=True, niter=1): """ Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. niter : int ...
def factorize(self, show_progress=False, compute_w=True, compute_h=True, compute_err=True, niter=1): """ Factorize s.t. WH = data Parameters ---------- show_progress : bool print some extra information to stdout. niter : int ...
[ "Factorize", "s", ".", "t", ".", "WH", "=", "data" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/pymf/sivm_gsat.py#L128-L180
[ "def", "factorize", "(", "self", ",", "show_progress", "=", "False", ",", "compute_w", "=", "True", ",", "compute_h", "=", "True", ",", "compute_err", "=", "True", ",", "niter", "=", "1", ")", ":", "if", "show_progress", ":", "self", ".", "_logger", "....
9dbb57d77a1310465a65cc40f1641d083ca74385
test
gaussian_filter
Gaussian filter along the first axis of the feature matrix X.
msaf/algorithms/sf/segmenter.py
def gaussian_filter(X, M=8, axis=0): """Gaussian filter along the first axis of the feature matrix X.""" for i in range(X.shape[axis]): if axis == 1: X[:, i] = filters.gaussian_filter(X[:, i], sigma=M / 2.) elif axis == 0: X[i, :] = filters.gaussian_filter(X[i, :], sigma=...
def gaussian_filter(X, M=8, axis=0): """Gaussian filter along the first axis of the feature matrix X.""" for i in range(X.shape[axis]): if axis == 1: X[:, i] = filters.gaussian_filter(X[:, i], sigma=M / 2.) elif axis == 0: X[i, :] = filters.gaussian_filter(X[i, :], sigma=...
[ "Gaussian", "filter", "along", "the", "first", "axis", "of", "the", "feature", "matrix", "X", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/sf/segmenter.py#L21-L28
[ "def", "gaussian_filter", "(", "X", ",", "M", "=", "8", ",", "axis", "=", "0", ")", ":", "for", "i", "in", "range", "(", "X", ".", "shape", "[", "axis", "]", ")", ":", "if", "axis", "==", "1", ":", "X", "[", ":", ",", "i", "]", "=", "filt...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
compute_nc
Computes the novelty curve from the structural features.
msaf/algorithms/sf/segmenter.py
def compute_nc(X): """Computes the novelty curve from the structural features.""" N = X.shape[0] # nc = np.sum(np.diff(X, axis=0), axis=1) # Difference between SF's nc = np.zeros(N) for i in range(N - 1): nc[i] = distance.euclidean(X[i, :], X[i + 1, :]) # Normalize nc += np.abs(nc....
def compute_nc(X): """Computes the novelty curve from the structural features.""" N = X.shape[0] # nc = np.sum(np.diff(X, axis=0), axis=1) # Difference between SF's nc = np.zeros(N) for i in range(N - 1): nc[i] = distance.euclidean(X[i, :], X[i + 1, :]) # Normalize nc += np.abs(nc....
[ "Computes", "the", "novelty", "curve", "from", "the", "structural", "features", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/sf/segmenter.py#L48-L60
[ "def", "compute_nc", "(", "X", ")", ":", "N", "=", "X", ".", "shape", "[", "0", "]", "# nc = np.sum(np.diff(X, axis=0), axis=1) # Difference between SF's", "nc", "=", "np", ".", "zeros", "(", "N", ")", "for", "i", "in", "range", "(", "N", "-", "1", ")", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
pick_peaks
Obtain peaks from a novelty curve using an adaptive threshold.
msaf/algorithms/sf/segmenter.py
def pick_peaks(nc, L=16, offset_denom=0.1): """Obtain peaks from a novelty curve using an adaptive threshold.""" offset = nc.mean() * float(offset_denom) th = filters.median_filter(nc, size=L) + offset #th = filters.gaussian_filter(nc, sigma=L/2., mode="nearest") + offset #import pylab as plt #p...
def pick_peaks(nc, L=16, offset_denom=0.1): """Obtain peaks from a novelty curve using an adaptive threshold.""" offset = nc.mean() * float(offset_denom) th = filters.median_filter(nc, size=L) + offset #th = filters.gaussian_filter(nc, sigma=L/2., mode="nearest") + offset #import pylab as plt #p...
[ "Obtain", "peaks", "from", "a", "novelty", "curve", "using", "an", "adaptive", "threshold", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/sf/segmenter.py#L63-L80
[ "def", "pick_peaks", "(", "nc", ",", "L", "=", "16", ",", "offset_denom", "=", "0.1", ")", ":", "offset", "=", "nc", ".", "mean", "(", ")", "*", "float", "(", "offset_denom", ")", "th", "=", "filters", ".", "median_filter", "(", "nc", ",", "size", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
circular_shift
Shifts circularly the X squre matrix in order to get a time-lag matrix.
msaf/algorithms/sf/segmenter.py
def circular_shift(X): """Shifts circularly the X squre matrix in order to get a time-lag matrix.""" N = X.shape[0] L = np.zeros(X.shape) for i in range(N): L[i, :] = np.asarray([X[(i + j) % N, j] for j in range(N)]) return L
def circular_shift(X): """Shifts circularly the X squre matrix in order to get a time-lag matrix.""" N = X.shape[0] L = np.zeros(X.shape) for i in range(N): L[i, :] = np.asarray([X[(i + j) % N, j] for j in range(N)]) return L
[ "Shifts", "circularly", "the", "X", "squre", "matrix", "in", "order", "to", "get", "a", "time", "-", "lag", "matrix", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/sf/segmenter.py#L83-L90
[ "def", "circular_shift", "(", "X", ")", ":", "N", "=", "X", ".", "shape", "[", "0", "]", "L", "=", "np", ".", "zeros", "(", "X", ".", "shape", ")", "for", "i", "in", "range", "(", "N", ")", ":", "L", "[", "i", ",", ":", "]", "=", "np", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
embedded_space
Time-delay embedding with m dimensions and tau delays.
msaf/algorithms/sf/segmenter.py
def embedded_space(X, m, tau=1): """Time-delay embedding with m dimensions and tau delays.""" N = X.shape[0] - int(np.ceil(m)) Y = np.zeros((N, int(np.ceil(X.shape[1] * m)))) for i in range(N): # print X[i:i+m,:].flatten().shape, w, X.shape # print Y[i,:].shape rem = int((m % 1) ...
def embedded_space(X, m, tau=1): """Time-delay embedding with m dimensions and tau delays.""" N = X.shape[0] - int(np.ceil(m)) Y = np.zeros((N, int(np.ceil(X.shape[1] * m)))) for i in range(N): # print X[i:i+m,:].flatten().shape, w, X.shape # print Y[i,:].shape rem = int((m % 1) ...
[ "Time", "-", "delay", "embedding", "with", "m", "dimensions", "and", "tau", "delays", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/sf/segmenter.py#L93-L103
[ "def", "embedded_space", "(", "X", ",", "m", ",", "tau", "=", "1", ")", ":", "N", "=", "X", ".", "shape", "[", "0", "]", "-", "int", "(", "np", ".", "ceil", "(", "m", ")", ")", "Y", "=", "np", ".", "zeros", "(", "(", "N", ",", "int", "(...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Segmenter.processFlat
Main process. Returns ------- est_idxs : np.array(N) Estimated times for the segment boundaries in frame indeces. est_labels : np.array(N-1) Estimated labels for the segments.
msaf/algorithms/sf/segmenter.py
def processFlat(self): """Main process. Returns ------- est_idxs : np.array(N) Estimated times for the segment boundaries in frame indeces. est_labels : np.array(N-1) Estimated labels for the segments. """ # Structural Features params ...
def processFlat(self): """Main process. Returns ------- est_idxs : np.array(N) Estimated times for the segment boundaries in frame indeces. est_labels : np.array(N-1) Estimated labels for the segments. """ # Structural Features params ...
[ "Main", "process", ".", "Returns", "-------", "est_idxs", ":", "np", ".", "array", "(", "N", ")", "Estimated", "times", "for", "the", "segment", "boundaries", "in", "frame", "indeces", ".", "est_labels", ":", "np", ".", "array", "(", "N", "-", "1", ")"...
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/sf/segmenter.py#L116-L209
[ "def", "processFlat", "(", "self", ")", ":", "# Structural Features params", "Mp", "=", "self", ".", "config", "[", "\"Mp_adaptive\"", "]", "# Size of the adaptive threshold for", "# peak picking", "od", "=", "self", ".", "config", "[", "\"offset_thres\"", "]", "# O...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
_plot_formatting
Formats the plot with the correct axis labels, title, ticks, and so on.
msaf/plotting.py
def _plot_formatting(title, est_file, algo_ids, last_bound, N, output_file): """Formats the plot with the correct axis labels, title, ticks, and so on.""" import matplotlib.pyplot as plt if title is None: title = os.path.basename(est_file).split(".")[0] plt.title(title) plt.yticks(np.ara...
def _plot_formatting(title, est_file, algo_ids, last_bound, N, output_file): """Formats the plot with the correct axis labels, title, ticks, and so on.""" import matplotlib.pyplot as plt if title is None: title = os.path.basename(est_file).split(".")[0] plt.title(title) plt.yticks(np.ara...
[ "Formats", "the", "plot", "with", "the", "correct", "axis", "labels", "title", "ticks", "and", "so", "on", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/plotting.py#L28-L43
[ "def", "_plot_formatting", "(", "title", ",", "est_file", ",", "algo_ids", ",", "last_bound", ",", "N", ",", "output_file", ")", ":", "import", "matplotlib", ".", "pyplot", "as", "plt", "if", "title", "is", "None", ":", "title", "=", "os", ".", "path", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
plot_boundaries
Plots all the boundaries. Parameters ---------- all_boundaries: list A list of np.arrays containing the times of the boundaries, one array for each algorithm. est_file: str Path to the estimated file (JSON file) algo_ids : list List of algorithm ids to to read bounda...
msaf/plotting.py
def plot_boundaries(all_boundaries, est_file, algo_ids=None, title=None, output_file=None): """Plots all the boundaries. Parameters ---------- all_boundaries: list A list of np.arrays containing the times of the boundaries, one array for each algorithm. est_file:...
def plot_boundaries(all_boundaries, est_file, algo_ids=None, title=None, output_file=None): """Plots all the boundaries. Parameters ---------- all_boundaries: list A list of np.arrays containing the times of the boundaries, one array for each algorithm. est_file:...
[ "Plots", "all", "the", "boundaries", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/plotting.py#L46-L85
[ "def", "plot_boundaries", "(", "all_boundaries", ",", "est_file", ",", "algo_ids", "=", "None", ",", "title", "=", "None", ",", "output_file", "=", "None", ")", ":", "import", "matplotlib", ".", "pyplot", "as", "plt", "N", "=", "len", "(", "all_boundaries"...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
plot_labels
Plots all the labels. Parameters ---------- all_labels: list A list of np.arrays containing the labels of the boundaries, one array for each algorithm. gt_times: np.array Array with the ground truth boundaries. est_file: str Path to the estimated file (JSON file) ...
msaf/plotting.py
def plot_labels(all_labels, gt_times, est_file, algo_ids=None, title=None, output_file=None): """Plots all the labels. Parameters ---------- all_labels: list A list of np.arrays containing the labels of the boundaries, one array for each algorithm. gt_times: np.array...
def plot_labels(all_labels, gt_times, est_file, algo_ids=None, title=None, output_file=None): """Plots all the labels. Parameters ---------- all_labels: list A list of np.arrays containing the labels of the boundaries, one array for each algorithm. gt_times: np.array...
[ "Plots", "all", "the", "labels", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/plotting.py#L88-L144
[ "def", "plot_labels", "(", "all_labels", ",", "gt_times", ",", "est_file", ",", "algo_ids", "=", "None", ",", "title", "=", "None", ",", "output_file", "=", "None", ")", ":", "import", "matplotlib", ".", "pyplot", "as", "plt", "N", "=", "len", "(", "al...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
plot_one_track
Plots the results of one track, with ground truth if it exists.
msaf/plotting.py
def plot_one_track(file_struct, est_times, est_labels, boundaries_id, labels_id, title=None): """Plots the results of one track, with ground truth if it exists.""" import matplotlib.pyplot as plt # Set up the boundaries id bid_lid = boundaries_id if labels_id is not None: ...
def plot_one_track(file_struct, est_times, est_labels, boundaries_id, labels_id, title=None): """Plots the results of one track, with ground truth if it exists.""" import matplotlib.pyplot as plt # Set up the boundaries id bid_lid = boundaries_id if labels_id is not None: ...
[ "Plots", "the", "results", "of", "one", "track", "with", "ground", "truth", "if", "it", "exists", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/plotting.py#L147-L202
[ "def", "plot_one_track", "(", "file_struct", ",", "est_times", ",", "est_labels", ",", "boundaries_id", ",", "labels_id", ",", "title", "=", "None", ")", ":", "import", "matplotlib", ".", "pyplot", "as", "plt", "# Set up the boundaries id", "bid_lid", "=", "boun...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
plot_tree
Plots a given tree, containing hierarchical segmentation. Parameters ---------- T: mir_eval.segment.tree A tree object containing the hierarchical segmentation. res: float Frame-rate resolution of the tree (None to use seconds). title: str Title for the plot. `None` for no t...
msaf/plotting.py
def plot_tree(T, res=None, title=None, cmap_id="Pastel2"): """Plots a given tree, containing hierarchical segmentation. Parameters ---------- T: mir_eval.segment.tree A tree object containing the hierarchical segmentation. res: float Frame-rate resolution of the tree (None to use se...
def plot_tree(T, res=None, title=None, cmap_id="Pastel2"): """Plots a given tree, containing hierarchical segmentation. Parameters ---------- T: mir_eval.segment.tree A tree object containing the hierarchical segmentation. res: float Frame-rate resolution of the tree (None to use se...
[ "Plots", "a", "given", "tree", "containing", "hierarchical", "segmentation", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/plotting.py#L205-L262
[ "def", "plot_tree", "(", "T", ",", "res", "=", "None", ",", "title", "=", "None", ",", "cmap_id", "=", "\"Pastel2\"", ")", ":", "import", "matplotlib", ".", "pyplot", "as", "plt", "def", "round_time", "(", "t", ",", "res", "=", "0.1", ")", ":", "v"...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
get_feat_segments
Returns a set of segments defined by the bound_idxs. Parameters ---------- F: np.ndarray Matrix containing the features, one feature vector per row. bound_idxs: np.ndarray Array with boundary indeces. Returns ------- feat_segments: list List of segments, one for eac...
msaf/algorithms/fmc2d/segmenter.py
def get_feat_segments(F, bound_idxs): """Returns a set of segments defined by the bound_idxs. Parameters ---------- F: np.ndarray Matrix containing the features, one feature vector per row. bound_idxs: np.ndarray Array with boundary indeces. Returns ------- feat_segment...
def get_feat_segments(F, bound_idxs): """Returns a set of segments defined by the bound_idxs. Parameters ---------- F: np.ndarray Matrix containing the features, one feature vector per row. bound_idxs: np.ndarray Array with boundary indeces. Returns ------- feat_segment...
[ "Returns", "a", "set", "of", "segments", "defined", "by", "the", "bound_idxs", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/fmc2d/segmenter.py#L17-L46
[ "def", "get_feat_segments", "(", "F", ",", "bound_idxs", ")", ":", "# Make sure bound_idxs are not empty", "assert", "len", "(", "bound_idxs", ")", ">", "0", ",", "\"Boundaries can't be empty\"", "# Make sure that boundaries are sorted", "bound_idxs", "=", "np", ".", "s...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
feat_segments_to_2dfmc_max
From a list of feature segments, return a list of 2D-Fourier Magnitude Coefs using the maximum segment size as main size and zero pad the rest. Parameters ---------- feat_segments: list List of segments, one for each boundary interval. offset: int >= 0 Number of frames to ignore fro...
msaf/algorithms/fmc2d/segmenter.py
def feat_segments_to_2dfmc_max(feat_segments, offset=4): """From a list of feature segments, return a list of 2D-Fourier Magnitude Coefs using the maximum segment size as main size and zero pad the rest. Parameters ---------- feat_segments: list List of segments, one for each boundary inter...
def feat_segments_to_2dfmc_max(feat_segments, offset=4): """From a list of feature segments, return a list of 2D-Fourier Magnitude Coefs using the maximum segment size as main size and zero pad the rest. Parameters ---------- feat_segments: list List of segments, one for each boundary inter...
[ "From", "a", "list", "of", "feature", "segments", "return", "a", "list", "of", "2D", "-", "Fourier", "Magnitude", "Coefs", "using", "the", "maximum", "segment", "size", "as", "main", "size", "and", "zero", "pad", "the", "rest", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/fmc2d/segmenter.py#L49-L93
[ "def", "feat_segments_to_2dfmc_max", "(", "feat_segments", ",", "offset", "=", "4", ")", ":", "if", "len", "(", "feat_segments", ")", "==", "0", ":", "return", "[", "]", "# Get maximum segment size", "max_len", "=", "max", "(", "[", "feat_segment", ".", "sha...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
compute_similarity
Main function to compute the segment similarity of file file_struct. Parameters ---------- F: np.ndarray Matrix containing one feature vector per row. bound_idxs: np.ndarray Array with the indeces of the segment boundaries. dirichlet: boolean Whether to use the dirichlet est...
msaf/algorithms/fmc2d/segmenter.py
def compute_similarity(F, bound_idxs, dirichlet=False, xmeans=False, k=5, offset=4): """Main function to compute the segment similarity of file file_struct. Parameters ---------- F: np.ndarray Matrix containing one feature vector per row. bound_idxs: np.ndarray ...
def compute_similarity(F, bound_idxs, dirichlet=False, xmeans=False, k=5, offset=4): """Main function to compute the segment similarity of file file_struct. Parameters ---------- F: np.ndarray Matrix containing one feature vector per row. bound_idxs: np.ndarray ...
[ "Main", "function", "to", "compute", "the", "segment", "similarity", "of", "file", "file_struct", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/fmc2d/segmenter.py#L115-L168
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
Segmenter.processFlat
Main process. Returns ------- est_idx : np.array(N) Estimated indeces for the segment boundaries in frames. est_labels : np.array(N-1) Estimated labels for the segments.
msaf/algorithms/fmc2d/segmenter.py
def processFlat(self): """Main process. Returns ------- est_idx : np.array(N) Estimated indeces for the segment boundaries in frames. est_labels : np.array(N-1) Estimated labels for the segments. """ # Preprocess to obtain features, times, ...
def processFlat(self): """Main process. Returns ------- est_idx : np.array(N) Estimated indeces for the segment boundaries in frames. est_labels : np.array(N-1) Estimated labels for the segments. """ # Preprocess to obtain features, times, ...
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urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/fmc2d/segmenter.py#L181-L209
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
OLDA.fit
Fit the OLDA model Parameters ---------- X : array-like, shape [n_samples] Training data: each example is an n_features-by-* data array Y : array-like, shape [n_samples] Training labels: each label is an array of change-points (eg, a...
msaf/algorithms/olda/OLDA.py
def fit(self, X, Y): '''Fit the OLDA model Parameters ---------- X : array-like, shape [n_samples] Training data: each example is an n_features-by-* data array Y : array-like, shape [n_samples] Training labels: each label is an array of change-points ...
def fit(self, X, Y): '''Fit the OLDA model Parameters ---------- X : array-like, shape [n_samples] Training data: each example is an n_features-by-* data array Y : array-like, shape [n_samples] Training labels: each label is an array of change-points ...
[ "Fit", "the", "OLDA", "model" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/olda/OLDA.py#L26-L50
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
OLDA.partial_fit
Partial-fit the OLDA model Parameters ---------- X : array-like, shape [n_samples] Training data: each example is an n_features-by-* data array Y : array-like, shape [n_samples] Training labels: each label is an array of change-points ...
msaf/algorithms/olda/OLDA.py
def partial_fit(self, X, Y): '''Partial-fit the OLDA model Parameters ---------- X : array-like, shape [n_samples] Training data: each example is an n_features-by-* data array Y : array-like, shape [n_samples] Training labels: each label is an array of c...
def partial_fit(self, X, Y): '''Partial-fit the OLDA model Parameters ---------- X : array-like, shape [n_samples] Training data: each example is an n_features-by-* data array Y : array-like, shape [n_samples] Training labels: each label is an array of c...
[ "Partial", "-", "fit", "the", "OLDA", "model" ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/algorithms/olda/OLDA.py#L52-L114
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
CQT.compute_features
Actual implementation of the features. Returns ------- cqt: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat.
msaf/features.py
def compute_features(self): """Actual implementation of the features. Returns ------- cqt: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ linear_cqt = np.abs(librosa.cqt( self._audio...
def compute_features(self): """Actual implementation of the features. Returns ------- cqt: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ linear_cqt = np.abs(librosa.cqt( self._audio...
[ "Actual", "implementation", "of", "the", "features", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/features.py#L82-L96
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
MFCC.compute_features
Actual implementation of the features. Returns ------- mfcc: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat.
msaf/features.py
def compute_features(self): """Actual implementation of the features. Returns ------- mfcc: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ S = librosa.feature.melspectrogram(self._audio, ...
def compute_features(self): """Actual implementation of the features. Returns ------- mfcc: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ S = librosa.feature.melspectrogram(self._audio, ...
[ "Actual", "implementation", "of", "the", "features", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/features.py#L152-L168
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
PCP.compute_features
Actual implementation of the features. Returns ------- pcp: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat.
msaf/features.py
def compute_features(self): """Actual implementation of the features. Returns ------- pcp: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ audio_harmonic, _ = self.compute_HPSS() pcp_cqt ...
def compute_features(self): """Actual implementation of the features. Returns ------- pcp: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ audio_harmonic, _ = self.compute_HPSS() pcp_cqt ...
[ "Actual", "implementation", "of", "the", "features", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/features.py#L216-L237
[ "def", "compute_features", "(", "self", ")", ":", "audio_harmonic", ",", "_", "=", "self", ".", "compute_HPSS", "(", ")", "pcp_cqt", "=", "np", ".", "abs", "(", "librosa", ".", "hybrid_cqt", "(", "audio_harmonic", ",", "sr", "=", "self", ".", "sr", ","...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Tonnetz.compute_features
Actual implementation of the features. Returns ------- tonnetz: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat.
msaf/features.py
def compute_features(self): """Actual implementation of the features. Returns ------- tonnetz: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ pcp = PCP(self.file_struct, self.feat_type, self.sr,...
def compute_features(self): """Actual implementation of the features. Returns ------- tonnetz: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ pcp = PCP(self.file_struct, self.feat_type, self.sr,...
[ "Actual", "implementation", "of", "the", "features", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/features.py#L286-L298
[ "def", "compute_features", "(", "self", ")", ":", "pcp", "=", "PCP", "(", "self", ".", "file_struct", ",", "self", ".", "feat_type", ",", "self", ".", "sr", ",", "self", ".", "hop_length", ",", "self", ".", "n_bins", ",", "self", ".", "norm", ",", ...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
Tempogram.compute_features
Actual implementation of the features. Returns ------- tempogram: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat.
msaf/features.py
def compute_features(self): """Actual implementation of the features. Returns ------- tempogram: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ return librosa.feature.tempogram(self._audio, sr=s...
def compute_features(self): """Actual implementation of the features. Returns ------- tempogram: np.array(N, F) The features, each row representing a feature vector for a give time frame/beat. """ return librosa.feature.tempogram(self._audio, sr=s...
[ "Actual", "implementation", "of", "the", "features", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/features.py#L336-L347
[ "def", "compute_features", "(", "self", ")", ":", "return", "librosa", ".", "feature", ".", "tempogram", "(", "self", ".", "_audio", ",", "sr", "=", "self", ".", "sr", ",", "hop_length", "=", "self", ".", "hop_length", ",", "win_length", "=", "self", "...
9dbb57d77a1310465a65cc40f1641d083ca74385
test
read_estimations
Reads the estimations (boundaries and/or labels) from a jams file containing the estimations of an algorithm. Parameters ---------- est_file : str Path to the estimated file (JAMS file). boundaries_id : str Identifier of the algorithm used to compute the boundaries. labels_id : ...
msaf/input_output.py
def read_estimations(est_file, boundaries_id, labels_id=None, **params): """Reads the estimations (boundaries and/or labels) from a jams file containing the estimations of an algorithm. Parameters ---------- est_file : str Path to the estimated file (JAMS file). boundaries_id : str ...
def read_estimations(est_file, boundaries_id, labels_id=None, **params): """Reads the estimations (boundaries and/or labels) from a jams file containing the estimations of an algorithm. Parameters ---------- est_file : str Path to the estimated file (JAMS file). boundaries_id : str ...
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urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/input_output.py#L53-L101
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9dbb57d77a1310465a65cc40f1641d083ca74385
test
read_references
Reads the boundary times and the labels. Parameters ---------- audio_path : str Path to the audio file Returns ------- ref_times : list List of boundary times ref_labels : list List of labels Raises ------ IOError: if `audio_path` doesn't exist.
msaf/input_output.py
def read_references(audio_path, annotator_id=0): """Reads the boundary times and the labels. Parameters ---------- audio_path : str Path to the audio file Returns ------- ref_times : list List of boundary times ref_labels : list List of labels Raises --...
def read_references(audio_path, annotator_id=0): """Reads the boundary times and the labels. Parameters ---------- audio_path : str Path to the audio file Returns ------- ref_times : list List of boundary times ref_labels : list List of labels Raises --...
[ "Reads", "the", "boundary", "times", "and", "the", "labels", "." ]
urinieto/msaf
python
https://github.com/urinieto/msaf/blob/9dbb57d77a1310465a65cc40f1641d083ca74385/msaf/input_output.py#L104-L138
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9dbb57d77a1310465a65cc40f1641d083ca74385