<commit_before>"""
GBDX Template Image Interface.

Contact: <EMAIL>
"""
from gbdxtools.images.rda_image import RDAImage, GraphMeta
from gbdxtools.rda.graph import get_rda_graph_template, get_rda_template_metadata, VIRTUAL_RDA_URL, get_template_stats, \
    create_rda_template, materialize_status, materialize_template
from gbdxtools.auth import Auth
from gbdxtools.rda.util import deprecation
from gbdxtools.rda.fetch import load_url
from gbdxtools.rda.util import RDA_TO_DTYPE
from shapely.geometry import box

try:
    from urllib import urlencode
except ImportError:
    from urllib.parse import urlencode

try:
    xrange
except NameError:
    xrange = range


class TemplateMeta(GraphMeta):
    def __init__(self, name, node_id=None, **kwargs):
        self._template_name = name
        self._template_id = None
        self._rda_id = None
        self._params = kwargs
        self._node_id = node_id
        self._interface = Auth()
        self._rda_meta = None
        self._rda_stats = None
        self._graph = None
        self._nid = None

    @property
    def metadata(self):
        assert self.graph() is not None
        if self._rda_meta is not None:
            return self._rda_meta
        if self._interface is not None:
            self._rda_meta = get_rda_template_metadata(self._interface.gbdx_futures_session, self._template_id,
                                                       **self._params)
        return self._rda_meta

    @property
    def display_stats(self):
        deprecation(
            'The use of display_stats has been deprecated. For scaling imagery use histograms in the image metdata.')
        assert self.graph() is not None
        if self._rda_stats is None:
            self._rda_stats = get_template_stats(self._interface.gbdx_futures_session, self._template_id, **self._params)
        return self._rda_stats

    def graph(self):
        if self._graph is None:
            template = get_rda_graph_template(self._interface.gbdx_connection, self._template_name)
            self._graph = template
            self._template_id = template.get("id")
        return self._graph

    def _rda_tile(self, x, y, rda_id, **kwargs):
        qs = urlencode(kwargs)
        return "{}/template/{}/tile/{}/{}?{}".format(VIRTUAL_RDA_URL, rda_id, x, y, qs)

    def _collect_urls(self):
        img_md = self.metadata["image"]
        rda_id = self._template_id
        return {(y, x): self._rda_tile(x, y, rda_id, **self._params)
                for y in xrange(img_md['minTileY'], img_md["maxTileY"] + 1)
                for x in xrange(img_md['minTileX'], img_md["maxTileX"] + 1)}

    @property
    def dask(self):
        token = self._interface.gbdx_connection.access_token
        _chunks = self.chunks
        _name = self.name
        img_md = self.metadata["image"]
        return {(_name, 0, y - img_md['minTileY'], x - img_md['minTileX']): (load_url, url, token, _chunks)
                for (y, x), url in self._collect_urls().items()}

    @property
    def name(self):
        return "image-{}".format(self._id)

    @property
    def chunks(self):
        img_md = self.metadata["image"]
        return (img_md["numBands"], img_md["tileYSize"], img_md["tileXSize"])

    @property
    def dtype(self):
        try:
            data_type = self.metadata["image"]["dataType"]
            return RDA_TO_DTYPE[data_type]
        except KeyError:<commit_msg>fix chunks to work with Dask 2.0<commit_after>"""
GBDX Template Image Interface.

Contact: <EMAIL>
"""
from gbdxtools.images.rda_image import RDAImage, GraphMeta
from gbdxtools.rda.graph import get_rda_graph_template, get_rda_template_metadata, VIRTUAL_RDA_URL, get_template_stats, \
    create_rda_template, materialize_status, materialize_template
from gbdxtools.auth import Auth
from gbdxtools.rda.util import deprecation
from gbdxtools.rda.fetch import load_url
from gbdxtools.rda.util import RDA_TO_DTYPE
from shapely.geometry import box

try:
    from urllib import urlencode
except ImportError:
    from urllib.parse import urlencode

try:
    xrange
except NameError:
    xrange = range


class TemplateMeta(GraphMeta):
    def __init__(self, name, node_id=None, **kwargs):
        self._template_name = name
        self._template_id = None
        self._rda_id = None
        self._params = kwargs
        self._node_id = node_id
        self._interface = Auth()
        self._rda_meta = None
        self._rda_stats = None
        self._graph = None
        self._nid = None

    @property
    def metadata(self):
        assert self.graph() is not None
        if self._rda_meta is not None:
            return self._rda_meta
        if self._interface is not None:
            self._rda_meta = get_rda_template_metadata(self._interface.gbdx_futures_session, self._template_id,
                                                       **self._params)
        return self._rda_meta

    @property
    def display_stats(self):
        deprecation(
            'The use of display_stats has been deprecated. For scaling imagery use histograms in the image metdata.')
        assert self.graph() is not None
        if self._rda_stats is None:
            self._rda_stats = get_template_stats(self._interface.gbdx_futures_session, self._template_id, **self._params)
        return self._rda_stats

    def graph(self):
        if self._graph is None:
            template = get_rda_graph_template(self._interface.gbdx_connection, self._template_name)
            self._graph = template
            self._template_id = template.get("id")
        return self._graph

    def _rda_tile(self, x, y, rda_id, **kwargs):
        qs = urlencode(kwargs)
        return "{}/template/{}/tile/{}/{}?{}".format(VIRTUAL_RDA_URL, rda_id, x, y, qs)

    def _collect_urls(self):
        img_md = self.metadata["image"]
        rda_id = self._template_id
        return {(y, x): self._rda_tile(x, y, rda_id, **self._params)
                for y in xrange(img_md['minTileY'], img_md["maxTileY"] + 1)
                for x in xrange(img_md['minTileX'], img_md["maxTileX"] + 1)}

    @property
    def dask(self):
        token = self._interface.gbdx_connection.access_token
        _chunks = self.chunks
        _name = self.name
        img_md = self.metadata["image"]
        return {(_name, 0, y - img_md['minTileY'], x - img_md['minTileX']): (load_url, url, token, _chunks)
                for (y, x), url in self._collect_urls().items()}

    @property
    def name(self):
        return "image-{}".format(self._id)

    @property
    def chunks(self):
        ''' build the chunks
            chunks is tuple of tuples in each dimension
            where the elements are the chunk size '''

        img_md = self.metadata["image"]
        bands, y_size, x_size = self.shape

        y_full_chunks = y_size // img_md["tileYSize"]
        y_remainder = y_size % img_md["tileYSize"]

        y_chunks = (img_md["tileYSize"],) * y_full_chunks
        if y_remainder != 0:
            y_chunks = (*y_chunks, y_remainder)

        x_full_chunks = x_size // img_md["tileXSize"]
        x_remainder = x_size % img_md["tileXSize"]

        x_chunks = (img_md["tileXSize"],) * x_full_chunks
        if x_remainder != 0:
            x_chunks = (*x_chunks, x_remainder)

        return ((bands,), y_chunks, x_chunks)

    @property
    def dtype(self):
        try:
            data_type = self.metadata["image"]["dataType"]
            return RDA_TO_DTYPE[data_type]
        except KeyError:
{'fraction_non_alphanumeric': 0.09979986657771849, 'fraction_numerical': 0.00133422281521014, 'mean_word_length': 2.5391879131255903, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 5, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 4, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '5430492', 'n_tokens_mistral': 2432, 'n_tokens_neox': 2373, 'n_words': 563}