Exemplo n.º 1
0
def create_image():
    image = AdImage(parent_id=test_config.account_id)
    image[AdImage.Field.filename] = test_config.image_path
    image.remote_create()

    # FIXLATER: properly delete images with dependencies

    return image
 def upload_ad_image(self, account_id, image_path):
     """
     upload an ad image
     """
     image = AdImage(parent_id=account_id)
     image[AdImage.Field.filename] = image_path
     image.remote_create()
     return image[AdImage.Field.hash]
Exemplo n.º 3
0
def create_image():
    image = AdImage(parent_id=test_config.account_id)
    image[AdImage.Field.filename] = test_config.image_path
    image.remote_create()

    # FIXLATER: properly delete images with dependencies

    return image
 def upload_ad_image(self, account_id, image_path):
     """
     Step 1: upload an ad image. See
     [Ad Image](https://developers.facebook.com/docs/marketing-api/adimage)
     for further details on the API used here.
     """
     image = AdImage(parent_id=account_id)
     image[AdImage.Field.filename] = image_path
     image.remote_create()
     return image[AdImage.Field.hash]
Exemplo n.º 5
0
 def s1_upload_ad_images(self, accountid, imagefilepaths):
     """
     Step 1: upload an images for the carousel. See
     [Ad Image](https://developers.facebook.com/docs/marketing-api/adimage)
     for further details on the API used here.
     """
     result = []
     for imagefilepath in imagefilepaths:
         image = AdImage(parent_id=accountid)
         image[AdImage.Field.filename] = imagefilepath
         image.remote_create()
         result.append(image[AdImage.Field.hash])
     return result
Exemplo n.º 6
0
    def create_lead_ad(
        self,
        account_id,
        name,
        page_id,
        form_id,
        optimization_goal,
        billing_event,
        bid_amount,
        daily_budget,
        targeting,
        image_path,
        message,
        link,
        caption,
        description,
        cta_type='SIGN_UP',
    ):
        """
        Create Campaign
        """
        campaign = Campaign(parent_id=account_id)
        campaign[Campaign.Field.name] = name + ' Campaign'
        campaign[Campaign.Field.objective] = \
            Campaign.Objective.lead_generation
        campaign[Campaign.Field.buying_type] = \
            Campaign.BuyingType.auction

        campaign.remote_create(params={'status': Campaign.Status.paused})
        """
        Create AdSet
        """
        adset = AdSet(parent_id=account_id)
        adset[AdSet.Field.campaign_id] = campaign.get_id_assured()
        adset[AdSet.Field.name] = name + ' AdSet'
        adset[AdSet.Field.promoted_object] = {
            'page_id': page_id,
        }
        adset[AdSet.Field.optimization_goal] = optimization_goal
        adset[AdSet.Field.billing_event] = billing_event
        adset[AdSet.Field.bid_amount] = bid_amount
        adset[AdSet.Field.daily_budget] = daily_budget
        adset[AdSet.Field.targeting] = targeting
        adset.remote_create()
        """
        Image
        """
        image = AdImage(parent_id=account_id)
        image[AdImage.Field.filename] = image_path
        image.remote_create()
        image_hash = image[AdImage.Field.hash]
        """
        Create Creative
        """
        link_data = LinkData()
        link_data[LinkData.Field.message] = message
        link_data[LinkData.Field.link] = link
        link_data[LinkData.Field.image_hash] = image_hash
        link_data[LinkData.Field.caption] = caption
        link_data[LinkData.Field.description] = description
        link_data[LinkData.Field.call_to_action] = {
            'type': cta_type,
            'value': {
                'lead_gen_form_id': form_id,
            },
        }

        object_story_spec = ObjectStorySpec()
        object_story_spec[ObjectStorySpec.Field.page_id] = page_id
        object_story_spec[ObjectStorySpec.Field.link_data] = link_data

        creative = AdCreative(parent_id=account_id)
        creative[AdCreative.Field.name] = name + ' Creative'
        creative[AdCreative.Field.object_story_spec] = object_story_spec
        creative.remote_create()
        """
        Create Ad
        """
        ad = Ad(parent_id=account_id)
        ad[Ad.Field.name] = name
        ad[Ad.Field.adset_id] = adset.get_id_assured()
        ad[Ad.Field.creative] = {'creative_id': str(creative.get_id_assured())}
        ad.remote_create()

        return {
            'image_hash': image_hash,
            'campaign_id': campaign['id'],
            'adset_id': adset['id'],
            'creative_id': creative['id'],
            'ad_id': ad['id'],
        }
Exemplo n.º 7
0
        AdSet.Field.targeting: {
            TargetingSpecsField.geo_locations: {
                'countries': [
                    'US',
                ],
            },
        },
    })
    ad_set.remote_create()
    print("**** DONE: Ad Set created:")
    pp.pprint(ad_set)

    ### Upload an image to an account.
    img = AdImage(parent_id=my_account.get_id_assured())
    img[AdImage.Field.filename] = os.path.join(this_dir, 'test.png')
    img.remote_create()
    print("**** DONE: Image uploaded:")
    pp.pprint(img)  # The image hash can be found using img[AdImage.Field.hash]

    ### Create a creative.
    creative = AdCreative(parent_id=my_account.get_id_assured())
    creative.update({
        AdCreative.Field.title: 'Visit Seattle',
        AdCreative.Field.body: 'Beautiful Puget Sound!',
        AdCreative.Field.object_url: 'http://www.seattle.gov/visiting/',
        AdCreative.Field.image_hash: img.get_hash(),
    })
    creative.remote_create()
    print("**** DONE: Creative created:")
    pp.pprint(creative)
Exemplo n.º 8
0
ad_account_id = test_config.account_id
image_path = test_config.image_path
image_zip_path = test_config.images_zip_path

image = fixtures.create_image()
image_id = image[AdImage.Field.id]
image_hash = image[AdImage.Field.hash]

# _DOC open [ADIMAGE_CREATE]
# _DOC vars [ad_account_id:s, image_path:s]
from facebookads.objects import AdImage

image = AdImage(parent_id=ad_account_id)
image[AdImage.Field.filename] = image_path
image.remote_create()

# Output image Hash
print(image[AdImage.Field.hash])
# _DOC close [ADIMAGE_CREATE]

# _DOC open [ADIMAGE_CREATE_ZIP]
# _DOC vars [image_zip_path:s, ad_account_id:s]
from facebookads.objects import AdImage

images = AdImage.remote_create_from_zip(filename=image_zip_path,
                                        parent_id=ad_account_id)

# Output image hashes.
for image in images:
    print(image[AdImage.Field.hash])
def create_multiple_website_clicks_ads(
    account,
    name,
    country,
    titles,
    bodies,
    urls,
    image_paths,
    bid_type,
    bid_info,
    daily_budget=None,
    lifetime_budget=None,
    start_time=None,
    end_time=None,
    age_min=None,
    age_max=None,
    genders=None,
    campaign=None,
    paused=False,
):
    # Check for bad specs
    if daily_budget is None:
        if lifetime_budget is None:
            raise TypeError(
                'One of daily_budget or lifetime_budget must be defined.')
        elif end_time is None:
            raise TypeError(
                'If lifetime_budget is defined, end_time must be defined.')

    # Create campaign
    if not campaign:
        campaign = AdCampaign(parent_id=account.get_id_assured())
        campaign[AdCampaign.Field.name] = name + ' Campaign'
        campaign[AdCampaign.Field.objective] = \
            AdCampaign.Objective.website_clicks
        campaign[AdCampaign.Field.status] = \
            AdCampaign.Status.active if not paused \
            else AdCampaign.Status.paused
        campaign.remote_create()

    # Create ad set
    ad_set = AdSet(parent_id=account.get_id_assured())
    ad_set[AdSet.Field.campaign_group_id] = campaign.get_id_assured()
    ad_set[AdSet.Field.name] = name + ' AdSet'
    ad_set[AdSet.Field.bid_type] = bid_type
    ad_set[AdSet.Field.bid_info] = bid_info
    if daily_budget:
        ad_set[AdSet.Field.daily_budget] = daily_budget
    else:
        ad_set[AdSet.Field.lifetime_budget] = lifetime_budget
    if end_time:
        ad_set[AdSet.Field.end_time] = end_time
    if start_time:
        ad_set[AdSet.Field.start_time] = start_time
    targeting = {}
    targeting[TargetingSpecsField.geo_locations] = {'countries': [country]}
    if age_max:
        targeting[TargetingSpecsField.age_max] = age_max
    if age_min:
        targeting[TargetingSpecsField.age_min] = age_min
    if genders:
        targeting[TargetingSpecsField.genders] = genders
    ad_set[AdSet.Field.targeting] = targeting
    ad_set.remote_create()

    # Upload the images first one by one
    image_hashes = []
    for image_path in image_paths:
        img = AdImage(parent_id=account.get_id_assured())
        img[AdImage.Field.filename] = image_path
        img.remote_create()
        image_hashes.append(img.get_hash())

    ADGROUP_BATCH_CREATE_LIMIT = 10
    ad_groups_created = []

    def callback_failure(response):
        raise response.error()

    # For each creative permutation
    for creative_info_batch in generate_batches(
            itertools.product(titles, bodies, urls, image_hashes),
            ADGROUP_BATCH_CREATE_LIMIT):
        api_batch = account.get_api_assured().new_batch()

        for title, body, url, image_hash in creative_info_batch:
            # Create the ad
            ad = AdGroup(parent_id=account.get_id_assured())
            ad[AdGroup.Field.name] = name + ' Ad'
            ad[AdGroup.Field.campaign_id] = ad_set.get_id_assured()
            ad[AdGroup.Field.creative] = {
                AdCreative.Field.title: title,
                AdCreative.Field.body: body,
                AdCreative.Field.object_url: url,
                AdCreative.Field.image_hash: image_hash,
            }

            ad.remote_create(batch=api_batch, failure=callback_failure)
            ad_groups_created.append(ad)

        api_batch.execute()

    return ad_groups_created
Exemplo n.º 10
0
# As with any software that integrates with the Facebook platform, your use
# of this software is subject to the Facebook Developer Principles and
# Policies [http://developers.facebook.com/policy/]. This copyright notice
# shall be included in all copies or substantial portions of the software.

# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
# DEALINGS IN THE SOFTWARE.

from facebookads import test_config

ad_account_id = test_config.account_id
image_path = test_config.image_path

# _DOC open [ADIMAGE_CREATE]
# _DOC vars [ad_account_id:s, image_path:s]
from facebookads.objects import AdImage

image = AdImage(parent_id=ad_account_id)
image[AdImage.Field.filename] = image_path
image.remote_create()

# Output image Hash
print(image[AdImage.Field.hash])
# _DOC close [ADIMAGE_CREATE]
Exemplo n.º 11
0
    def create_ad_creative(self):
        parent_id = config['act_id'][self.param['account']]
        page_id = config['page_id'][self.param['account']]
        link_url = config['link_url'][self.param['account']][self.param['os']]

        # Upload an image to an account.
        img = AdImage(parent_id=parent_id)
        img[AdImage.Field.filename] = os.path.join(
            this_dir,
            '../../../upload/' + self.filename
        )
        img.remote_create()
        print("**** DONE: Image uploaded:")
        pp.pprint(img)
        # The image hash can be found using img[AdImage.Field.hash]

        # Create link data
        link_data = LinkData()
        link_data[LinkData.Field.link] = link_url
        link_data[LinkData.Field.message] = self.param['message']
        link_data[LinkData.Field.image_hash] = img.get_hash()
        call_to_action = {'type': self.param['call_to_action']}
        call_to_action['value'] = {
            'link': link_url,
            'link_title': self.param['title'],
            'application': config['app_id'][self.param['account']],
        }
        if self.param['deeplink_text']:
            call_to_action['value']['app_link'] = self.param['deeplink_text']
        link_data[LinkData.Field.call_to_action] = call_to_action

        # Create object story spec
        object_story_spec = ObjectStorySpec()
        object_story_spec[ObjectStorySpec.Field.page_id] = page_id
        object_story_spec[ObjectStorySpec.Field.link_data] = link_data

        # Create a creative
        creative = AdCreative(parent_id=parent_id)
        creative[AdCreative.Field.name] = self.param['creative_name']
        creative[AdCreative.Field.object_story_spec] = object_story_spec
        creative.remote_create()

        print("**** DONE: Creative created:")
        pp.pprint(creative)

        # Get excited, we are finally creating an ad!!!
        adset_ids = self.param.getlist('adset_ids')
        ads = []
        for adset_id in adset_ids:
            ad = AdGroup(parent_id=parent_id)
            ad.update({
                AdGroup.Field.name: self.param['creative_name'],
                AdGroup.Field.campaign_id: adset_id,
                AdGroup.Field.status: self.param['status'],
                AdGroup.Field.creative: {
                    AdGroup.Field.Creative.creative_id: creative['id'],
                },
                AdGroup.Field.tracking_specs: [
                    {
                        'action.type': ['mobile_app_install'],
                        'application': config['app_id'][self.param['account']],
                    },
                ],
            })
            ad.remote_create()
            ads.append(ad)
        print("**** DONE: Ad created:")
        pp.pprint(ads)
        return ads
Exemplo n.º 12
0
    def create_carousel_ad(
        self,
        accountid,
        page_id,
        site_link,
        caption,
        message,
        optimization_goal,
        billing_event,
        bid_amount,
        name,
        targeting,
        products,
        call_to_action_type=None,
    ):
        """
        There are 5 steps in this sample:

        1. Create a campaign
        2. Create an ad set
        3. For each product:
          a. Upload the product's image and get an image hash
          b. Create a story attachment using the product's creative elements
        4. Prepare the ad creative
        5. Create the ad using the ad creative
        """

        daily_budget = 10000
        """
        Step 1: Create new campaign with WEBSITE_CLICKS objective
        See
        [Campaign Group](https://developers.facebook.com/docs/marketing-api/reference/ad-campaign-group)
        for further details on the API used here.
        """
        campaign = Campaign(parent_id=accountid)
        campaign[Campaign.Field.name] = name + ' Campaign'
        campaign[Campaign.Field.objective] = \
            Campaign.Objective.link_clicks

        campaign.remote_create(params={'status': Campaign.Status.paused})
        """
        Step 2: Create AdSet using specified optimization goal, billing event
        and bid.
        See
        [AdSet](https://developers.facebook.com/docs/marketing-api/reference/ad-campaign)
        for further details on the API used here.
        """
        ad_set = AdSet(parent_id=accountid)
        ad_set[AdSet.Field.campaign_id] = campaign.get_id_assured()
        ad_set[AdSet.Field.name] = name + ' AdSet'
        ad_set[AdSet.Field.optimization_goal] = optimization_goal
        ad_set[AdSet.Field.billing_event] = billing_event
        ad_set[AdSet.Field.bid_amount] = bid_amount
        ad_set[AdSet.Field.daily_budget] = daily_budget
        ad_set[AdSet.Field.targeting] = targeting
        ad_set.remote_create()

        story_attachments = []
        """
        Step 3: Upload images and get image hashes for use in ad creative.
        See
        [Ad Image](https://developers.facebook.com/docs/marketing-api/reference/ad-image#Creating)
        for further details on the API used here.
        Then create a new attachment with the product's creative
        """
        call_to_action = {
            'type': call_to_action_type,
            'value': {
                'link': site_link,
                'link_caption': call_to_action_type,
            }
        } if call_to_action_type else None

        for product in products:
            img = AdImage(parent_id=accountid)
            img[AdImage.Field.filename] = product['image_path']
            img.remote_create()
            image_hash = img.get_hash()
            attachment = AttachmentData()
            attachment[AttachmentData.Field.link] = product['link']
            attachment[AttachmentData.Field.name] = product['name']
            attachment[
                AttachmentData.Field.description] = product['description']
            attachment[AttachmentData.Field.image_hash] = image_hash
            if call_to_action:
                attachment[
                    AttachmentData.Field.call_to_action] = call_to_action
            story_attachments.append(attachment)
        """
        Step 4: Prepare the ad creative including link information
        Note that here we specify multi_share_optimized = True
        this means you can add up to 10 products and Facebook will
        automatically select the best performing 5 to show in the ad. Facebook
        will also select the best ordering of those products.
        """
        link = LinkData()
        link[link.Field.link] = site_link
        link[link.Field.caption] = caption
        link[link.Field.child_attachments] = story_attachments
        link[link.Field.multi_share_optimized] = True
        link[link.Field.call_to_action] = call_to_action

        story = ObjectStorySpec()
        story[story.Field.page_id] = page_id
        story[story.Field.link_data] = link

        creative = AdCreative()
        creative[AdCreative.Field.name] = name + ' Creative'
        creative[AdCreative.Field.object_story_spec] = story
        """
        Step 5: Create the ad using the above creative
        """
        ad = Ad(parent_id=accountid)
        ad[Ad.Field.name] = name + ' Ad'
        ad[Ad.Field.adset_id] = ad_set.get_id_assured()
        ad[Ad.Field.creative] = creative

        ad.remote_create(params={'status': Ad.Status.paused})
        return (campaign, ad_set, ad)
Exemplo n.º 13
0
                ],
            },
        },
    })
    ad_set.remote_create()
    print("**** DONE: Ad Set created:")
    pp.pprint(ad_set)

    ### Upload an image to an account.
    img = AdImage(parent_id=my_account.get_id_assured())
    img[AdImage.Field.filename] = os.path.join(
        os.path.dirname(__file__),
        os.pardir,
        'facebookads/test/misc/image.png'
    )
    img.remote_create()
    print("**** DONE: Image uploaded:")
    pp.pprint(img)  # The image hash can be found using img[AdImage.Field.hash]

    ### Create a creative.
    creative = AdCreative(parent_id=my_account.get_id_assured())
    creative.update({
        AdCreative.Field.title: 'Visit Seattle',
        AdCreative.Field.body: 'Beautiful Puget Sound!',
        AdCreative.Field.object_url: 'http://www.seattle.gov/visiting/',
        AdCreative.Field.image_hash: img.get_hash(),
    })
    creative.remote_create()
    print("**** DONE: Creative created:")
    pp.pprint(creative)
def create_multiple_website_clicks_ads(
    account,

    name,
    country,

    titles,
    bodies,
    urls,
    image_paths,

    bid_type,
    bid_info,
    daily_budget=None,
    lifetime_budget=None,
    start_time=None,
    end_time=None,

    age_min=None,
    age_max=None,
    genders=None,

    campaign=None,
    paused=False,
):
    # Check for bad specs
    if daily_budget is None:
        if lifetime_budget is None:
            raise TypeError(
                'One of daily_budget or lifetime_budget must be defined.'
            )
        elif end_time is None:
            raise TypeError(
                'If lifetime_budget is defined, end_time must be defined.'
            )

    # Create campaign
    if not campaign:
        campaign = AdCampaign(parent_id=account.get_id_assured())
        campaign[AdCampaign.Field.name] = name + ' Campaign'
        campaign[AdCampaign.Field.objective] = \
            AdCampaign.Objective.website_clicks
        campaign[AdCampaign.Field.status] = \
            AdCampaign.Status.active if not paused \
            else AdCampaign.Status.paused
        campaign.remote_create()

    # Create ad set
    ad_set = AdSet(parent_id=account.get_id_assured())
    ad_set[AdSet.Field.campaign_group_id] = campaign.get_id_assured()
    ad_set[AdSet.Field.name] = name + ' AdSet'
    ad_set[AdSet.Field.bid_type] = bid_type
    ad_set[AdSet.Field.bid_info] = bid_info
    if daily_budget:
        ad_set[AdSet.Field.daily_budget] = daily_budget
    else:
        ad_set[AdSet.Field.lifetime_budget] = lifetime_budget
    if end_time:
        ad_set[AdSet.Field.end_time] = end_time
    if start_time:
        ad_set[AdSet.Field.start_time] = start_time
    targeting = {}
    targeting[TargetingSpecsField.geo_locations] = {
        'countries': [country]
    }
    if age_max:
        targeting[TargetingSpecsField.age_max] = age_max
    if age_min:
        targeting[TargetingSpecsField.age_min] = age_min
    if genders:
        targeting[TargetingSpecsField.genders] = genders
    ad_set[AdSet.Field.targeting] = targeting
    ad_set.remote_create()

    # Upload the images first one by one
    image_hashes = []
    for image_path in image_paths:
        img = AdImage(parent_id=account.get_id_assured())
        img[AdImage.Field.filename] = image_path
        img.remote_create()
        image_hashes.append(img.get_hash())

    ADGROUP_BATCH_CREATE_LIMIT = 10
    ad_groups_created = []

    def callback_failure(response):
        raise response.error()

    # For each creative permutation
    for creative_info_batch in generate_batches(
        itertools.product(titles, bodies, urls, image_hashes),
        ADGROUP_BATCH_CREATE_LIMIT
    ):
        api_batch = account.get_api_assured().new_batch()

        for title, body, url, image_hash in creative_info_batch:
            # Create the ad
            ad = AdGroup(parent_id=account.get_id_assured())
            ad[AdGroup.Field.name] = name + ' Ad'
            ad[AdGroup.Field.campaign_id] = ad_set.get_id_assured()
            ad[AdGroup.Field.creative] = {
                AdCreative.Field.title: title,
                AdCreative.Field.body: body,
                AdCreative.Field.object_url: url,
                AdCreative.Field.image_hash: image_hash,
            }

            ad.remote_create(batch=api_batch, failure=callback_failure)
            ad_groups_created.append(ad)

        api_batch.execute()

    return ad_groups_created
Exemplo n.º 15
0
    def create_multiple_link_clicks_ads(
        self,
        accountid,
        pageid,
        name,
        titles,
        bodies,
        urls,
        image_paths,
        targeting,
        optimization_goal,
        billing_event,
        bid_amount,
        daily_budget=None,
        lifetime_budget=None,
        start_time=None,
        end_time=None,
    ):
        """
        There are 7 steps in this sample:

        1. Create a campaign
        2. Create an ad set
        3. Upload images
        4. Make combinations of specified creative elements
        5. Prepare an API batch
        6. For each creative combination, add a call to the batch to create a
        new ad
        7. Execute API batch

        Params:

        * `accountid` is your Facebook AdAccount id
        * `name` is a string of basename of your ads.
        * `page` is the Facebook page used to publish the ads
        * `titles` array of strings of what user will see as ad title
        * `bodies` array of strings of what user will see as ad body
        * `image_paths` array of image file paths
        * `targeting` is a JSON string specifying targeting info of your ad
          See [Targeting Specs](https://developers.facebook.com/docs/marketing-api/targeting-specs)
          for details.
        * `optimization_goal` the optimization goal for the adsets
        * `billing_event` what you want to pay for
        * `bid_amount` how much you want to pay per billing event
        * `daily_budget` is integer number in your currency. E.g., if your
           currency is USD, dailybudget=1000 says your budget is 1000 USD
        * `lifetime_budget` lifetime budget for created ads
        * `start_time` when the campaign should start
        * `end_time` when the campaign should end


        """
        my_account = AdAccount(fbid=accountid)
        """
          Take different title body url and image paths, create a batch of
          ads based on the permutation of these elements
        """
        # Check for bad specs
        if daily_budget is None:
            if lifetime_budget is None:
                raise TypeError(
                    'One of daily_budget or lifetime_budget must be defined.')
            elif end_time is None:
                raise TypeError(
                    'If lifetime_budget is defined, end_time must be defined.')
        """
        Step 1: Create new campaign with WEBSITE_CLICKS objective
        See
        [Campaign Group](https://developers.facebook.com/docs/marketing-api/reference/ad-campaign-group)
        for further details on the API used here.
        """
        campaign = Campaign(parent_id=accountid)
        campaign[Campaign.Field.name] = name + ' Campaign'
        campaign[Campaign.Field.objective] = \
            Campaign.Objective.link_clicks

        campaign.remote_create(params={
            'status': Campaign.Status.paused,
        })
        """
        Step 2: Create AdSet using specified optimization goal, billing event
        and bid.
        See
        [AdSet](https://developers.facebook.com/docs/marketing-api/reference/ad-campaign)
        for further details on the API used here.
        """
        # Create ad set
        ad_set = AdSet(parent_id=accountid)
        ad_set[AdSet.Field.campaign_id] = campaign.get_id_assured()
        ad_set[AdSet.Field.name] = name + ' AdSet'
        ad_set[AdSet.Field.optimization_goal] = optimization_goal
        ad_set[AdSet.Field.billing_event] = billing_event
        ad_set[AdSet.Field.bid_amount] = bid_amount
        if daily_budget:
            ad_set[AdSet.Field.daily_budget] = daily_budget
        else:
            ad_set[AdSet.Field.lifetime_budget] = lifetime_budget
        if end_time:
            ad_set[AdSet.Field.end_time] = end_time
        if start_time:
            ad_set[AdSet.Field.start_time] = start_time

        ad_set[AdSet.Field.targeting] = targeting
        ad_set.remote_create()
        """
        Step 3: Upload images and get image hashes for use in ad creative.
        See
        [Ad Image](https://developers.facebook.com/docs/marketing-api/reference/ad-image#Creating)
        for further details on the API used here.
        """
        # Upload the images first one by one
        image_hashes = []
        for image_path in image_paths:
            img = AdImage(parent_id=accountid)
            img[AdImage.Field.filename] = image_path
            img.remote_create()
            image_hashes.append(img.get_hash())

        ADGROUP_BATCH_CREATE_LIMIT = 10
        ads_created = []

        def callback_failure(response):
            raise response.error()

        """
        Step 4: Using itertools.product get combinations of creative
        elements.
        """
        for creative_info_batch in generate_batches(
                itertools.product(titles, bodies, urls, image_hashes),
                ADGROUP_BATCH_CREATE_LIMIT):
            """
            Step 5: Create an API batch so we can create all
            ad creatives with one HTTP request.
            See
            [Batch Requests](https://developers.facebook.com/docs/graph-api/making-multiple-requests#simple)
            for further details on batching API calls.
            """
            api_batch = my_account.get_api_assured().new_batch()

            for title, body, url, image_hash in creative_info_batch:
                # Create the ad
                """
                Step 6: For each combination of creative elements,
                add to the batch an API call to create a new Ad
                and specify the creative inline.
                See
                [AdGroup](https://developers.facebook.com/docs/marketing-api/adgroup/)
                for further details on creating Ads.
                """
                ad = Ad(parent_id=accountid)
                ad[Ad.Field.name] = name + ' Ad'
                ad[Ad.Field.adset_id] = ad_set.get_id_assured()
                ad[Ad.Field.creative] = {
                    AdCreative.Field.object_story_spec: {
                        "page_id": pageid,
                        "link_data": {
                            "message": body,
                            "link": url,
                            "caption": title,
                            "image_hash": image_hash
                        }
                    },
                }

                ad.remote_create(batch=api_batch, failure=callback_failure)
                ads_created.append(ad)
            """
            Step 7: Execute the batched API calls
            See
            [Batch Requests](https://developers.facebook.com/docs/graph-api/making-multiple-requests#simple)
            for further details on batching API calls.
            """
            api_batch.execute()

        return [campaign, ad_set, ads_created]
    def create_lookalike_ads(
        self,
        account_id,
        name,

        tiered_lookalikes,
        optimization_goal,
        billing_event,
        tiered_bid_amounts,

        title,
        body,
        url,
        image_path,

        daily_budget=None,
        lifetime_budget=None,
        start_time=None,
        end_time=None,

        campaign=None,
    ):
        """
        Take the tiered lookalike audiences and create the ads
        """
        results = {
            'adsets': [],
            'ads': [],
        }

        tiers = len(tiered_lookalikes)
        if tiers != len(tiered_bid_amounts):
            raise TypeError('Audience and bid amount number mismatch.')

        # Create campaign
        if not campaign:
            campaign = Campaign(parent_id=account_id)
            campaign[Campaign.Field.name] = '{} Campaign'.format(name)
            campaign[Campaign.Field.objective] = \
                Campaign.Objective.link_clicks

            campaign.remote_create(params={
                'status': Campaign.Status.paused,
            })

        # Upload image
        img = AdImage(parent_id=account_id)
        img[AdImage.Field.filename] = image_path
        img.remote_create()
        image_hash = img.get_hash()

        # Inline creative for ads
        inline_creative = {
            AdCreative.Field.title: title,
            AdCreative.Field.body: body,
            AdCreative.Field.object_url: url,
            AdCreative.Field.image_hash: image_hash,
        }

        for tier in range(1, tiers + 1):
            # Create ad set
            ad_set = AdSet(parent_id=account_id)
            ad_set[AdSet.Field.campaign_id] = campaign.get_id_assured()
            ad_set[AdSet.Field.name] = '{0} AdSet tier {1}'.format(name, tier)
            ad_set[AdSet.Field.optimization_goal] = optimization_goal
            ad_set[AdSet.Field.billing_event] = billing_event
            ad_set[AdSet.Field.bid_amount] = tiered_bid_amounts[tier - 1]
            if daily_budget:
                ad_set[AdSet.Field.daily_budget] = daily_budget
            else:
                ad_set[AdSet.Field.lifetime_budget] = lifetime_budget
            if end_time:
                ad_set[AdSet.Field.end_time] = end_time
            if start_time:
                ad_set[AdSet.Field.start_time] = start_time

            audience = tiered_lookalikes[tier - 1]

            targeting = {
                TargetingSpecsField.custom_audiences: [{
                    'id': audience[CustomAudience.Field.id],
                    'name': audience[CustomAudience.Field.name],
                }]
            }

            ad_set[AdSet.Field.targeting] = targeting

            ad_set.remote_create(params={
                'status': AdSet.Status.paused,
            })

            # Create ad
            ad = Ad(parent_id=account_id)
            ad[Ad.Field.name] = '{0} Ad tier {1}'.format(name, tier)
            ad[Ad.Field.adset_id] = ad_set['id']
            ad[Ad.Field.creative] = inline_creative

            ad.remote_create(params={
                'status': Ad.Status.paused,
            })

            results['adsets'].append(ad_set)
            results['ads'].append(ad)

        return results