from __future__ import unicode_literals

import cytoolz

from ...gold import iob_to_biluo


def iob2json(input_data, n_sents=10, *args, **kwargs):
    """
    Convert IOB files into JSON format for use with train cli.
    """
    docs = []
    for group in cytoolz.partition_all(n_sents, docs):
        group = list(group)
        first = group.pop(0)
        to_extend = first["paragraphs"][0]["sentences"]
        for sent in group[1:]:
            to_extend.extend(sent["paragraphs"][0]["sentences"])
        docs.append(first)
    return docs


def read_iob(raw_sents):
    sentences = []
    for line in raw_sents:
        if not line.strip():
            continue
        tokens = [t.split("|") for t in line.split()]
        if len(tokens[0]) == 3:
            words, pos, iob = zip(*tokens)
        else:
            words, iob = zip(*tokens)
            pos = ["-"] * len(words)
        biluo = iob_to_biluo(iob)
        sentences.append(
            [
                {"orth": w, "tag": p, "ner": ent}
                for (w, p, ent) in zip(words, pos, biluo)
            ]
        )
    sentences = [{"tokens": sent} for sent in sentences]
    paragraphs = [{"sentences": [sent]} for sent in sentences]
    docs = [{"id": 0, "paragraphs": [para]} for para in paragraphs]
    return docs

from __future__ import unicode_literals

from ...gold import iob_to_biluo
from ...util import minibatch


def iob2json(input_data, n_sents=10, *args, **kwargs):
    """
    Convert IOB files into JSON format for use with train cli.
    """
    docs = []
    for group in minibatch(docs, n_sents):
        group = list(group)
        first = group.pop(0)
        to_extend = first["paragraphs"][0]["sentences"]
        for sent in group[1:]:
            to_extend.extend(sent["paragraphs"][0]["sentences"])
        docs.append(first)
    return docs


def read_iob(raw_sents):
    sentences = []
    for line in raw_sents:
        if not line.strip():
            continue
        tokens = [t.split("|") for t in line.split()]
        if len(tokens[0]) == 3:
            words, pos, iob = zip(*tokens)
        else:
            words, iob = zip(*tokens)
            pos = ["-"] * len(words)
        biluo = iob_to_biluo(iob)
        sentences.append(
            [
                {"orth": w, "tag": p, "ner": ent}
                for (w, p, ent) in zip(words, pos, biluo)
            ]
        )
    sentences = [{"tokens": sent} for sent in sentences]
    paragraphs = [{"sentences": [sent]} for sent in sentences]
    docs = [{"id": 0, "paragraphs": [para]} for para in paragraphs]
    return docs

Remove cytoolz usage in CLI
Remove cytoolz usage in CLI

  from __future__ import unicode_literals
  
- import cytoolz
- 
  from ...gold import iob_to_biluo
+ from ...util import minibatch
  
  
  def iob2json(input_data, n_sents=10, *args, **kwargs):
      """
      Convert IOB files into JSON format for use with train cli.
      """
      docs = []
-     for group in cytoolz.partition_all(n_sents, docs):
+     for group in minibatch(docs, n_sents):
          group = list(group)
          first = group.pop(0)
          to_extend = first["paragraphs"][0]["sentences"]
          for sent in group[1:]:
              to_extend.extend(sent["paragraphs"][0]["sentences"])
          docs.append(first)
      return docs
  
  
  def read_iob(raw_sents):
      sentences = []
      for line in raw_sents:
          if not line.strip():
              continue
          tokens = [t.split("|") for t in line.split()]
          if len(tokens[0]) == 3:
              words, pos, iob = zip(*tokens)
          else:
              words, iob = zip(*tokens)
              pos = ["-"] * len(words)
          biluo = iob_to_biluo(iob)
          sentences.append(
              [
                  {"orth": w, "tag": p, "ner": ent}
                  for (w, p, ent) in zip(words, pos, biluo)
              ]
          )
      sentences = [{"tokens": sent} for sent in sentences]
      paragraphs = [{"sentences": [sent]} for sent in sentences]
      docs = [{"id": 0, "paragraphs": [para]} for para in paragraphs]
      return docs
  
Remove cytoolz usage in CLI
## Code Before:
from __future__ import unicode_literals

import cytoolz

from ...gold import iob_to_biluo


def iob2json(input_data, n_sents=10, *args, **kwargs):
    """
    Convert IOB files into JSON format for use with train cli.
    """
    docs = []
    for group in cytoolz.partition_all(n_sents, docs):
        group = list(group)
        first = group.pop(0)
        to_extend = first["paragraphs"][0]["sentences"]
        for sent in group[1:]:
            to_extend.extend(sent["paragraphs"][0]["sentences"])
        docs.append(first)
    return docs


def read_iob(raw_sents):
    sentences = []
    for line in raw_sents:
        if not line.strip():
            continue
        tokens = [t.split("|") for t in line.split()]
        if len(tokens[0]) == 3:
            words, pos, iob = zip(*tokens)
        else:
            words, iob = zip(*tokens)
            pos = ["-"] * len(words)
        biluo = iob_to_biluo(iob)
        sentences.append(
            [
                {"orth": w, "tag": p, "ner": ent}
                for (w, p, ent) in zip(words, pos, biluo)
            ]
        )
    sentences = [{"tokens": sent} for sent in sentences]
    paragraphs = [{"sentences": [sent]} for sent in sentences]
    docs = [{"id": 0, "paragraphs": [para]} for para in paragraphs]
    return docs

## Instruction:
Remove cytoolz usage in CLI
## Code After:
from __future__ import unicode_literals

from ...gold import iob_to_biluo
from ...util import minibatch


def iob2json(input_data, n_sents=10, *args, **kwargs):
    """
    Convert IOB files into JSON format for use with train cli.
    """
    docs = []
    for group in minibatch(docs, n_sents):
        group = list(group)
        first = group.pop(0)
        to_extend = first["paragraphs"][0]["sentences"]
        for sent in group[1:]:
            to_extend.extend(sent["paragraphs"][0]["sentences"])
        docs.append(first)
    return docs


def read_iob(raw_sents):
    sentences = []
    for line in raw_sents:
        if not line.strip():
            continue
        tokens = [t.split("|") for t in line.split()]
        if len(tokens[0]) == 3:
            words, pos, iob = zip(*tokens)
        else:
            words, iob = zip(*tokens)
            pos = ["-"] * len(words)
        biluo = iob_to_biluo(iob)
        sentences.append(
            [
                {"orth": w, "tag": p, "ner": ent}
                for (w, p, ent) in zip(words, pos, biluo)
            ]
        )
    sentences = [{"tokens": sent} for sent in sentences]
    paragraphs = [{"sentences": [sent]} for sent in sentences]
    docs = [{"id": 0, "paragraphs": [para]} for para in paragraphs]
    return docs
