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[feature] add client demo for sending request to easyrec processor (#363
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,38 @@ | ||
| # EasyRecProcessor Client | ||
|
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| Demo | ||
|
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| ```bash | ||
| python -m easy_rec.python.client.client_demo \ | ||
| --endpoint 1301055xxxxxxxxx.cn-hangzhou.pai-eas.aliyuncs.com \ | ||
| --service_name ali_rec_rnk_sample_rt_v3 \ | ||
| --token MmQ3Yxxxxxxxxxxx \ | ||
| --table_schema data/test/client/user_table_schema \ | ||
| --table_data data/test/client/user_table_data \ | ||
| --item_lst data/test/client/item_lst | ||
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| # output: | ||
| # results { | ||
| # key: "item_0" | ||
| # value { | ||
| # scores: 0.0 | ||
| # scores: 0.0 | ||
| # } | ||
| # } | ||
| # results { | ||
| # key: "item_1" | ||
| # value { | ||
| # scores: 0.0 | ||
| # scores: 0.0 | ||
| # } | ||
| # } | ||
| # results { | ||
| # key: "item_2" | ||
| # value { | ||
| # scores: 0.0 | ||
| # scores: 0.0 | ||
| # } | ||
| # } | ||
| # outputs: "probs_is_click" | ||
| # outputs: "probs_is_go" | ||
| ``` |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,135 @@ | ||
| # -*- encoding:utf-8 -*- | ||
| # Copyright (c) Alibaba, Inc. and its affiliates. | ||
| import argparse | ||
| import logging | ||
| import sys | ||
| import traceback | ||
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| from easyrec_request import EasyrecRequest | ||
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| from easy_rec.python.protos.predict_pb2 import PBFeature | ||
| from easy_rec.python.protos.predict_pb2 import PBRequest | ||
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| logging.basicConfig( | ||
| level=logging.INFO, format='[%(asctime)s][%(levelname)s] %(message)s') | ||
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| try: | ||
| from eas_prediction import PredictClient # TFRequest | ||
| except Exception: | ||
| logging.error('eas_prediction is not installed: pip install eas-prediction') | ||
| sys.exit(1) | ||
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| def build_request(table_cols, table_data, item_ids=None): | ||
| request_pb = PBRequest() | ||
| assert isinstance(table_data, list) | ||
| try: | ||
| for col_id in range(len(table_cols)): | ||
| cname, dtype = table_cols[col_id] | ||
| value = table_data[col_id] | ||
| feat = PBFeature() | ||
| if value is None: | ||
| continue | ||
| if dtype == 'STRING': | ||
| feat.string_feature = value | ||
| elif dtype in ('FLOAT', 'DOUBLE'): | ||
| feat.float_feature = value | ||
| elif dtype == 'BIGINT': | ||
| feat.long_feature = value | ||
| elif dtype == 'INT': | ||
| feat.int_feature = value | ||
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| request_pb.user_features[cname].CopyFrom(feat) | ||
| except Exception: | ||
| traceback.print_exc() | ||
| sys.exit() | ||
| request_pb.item_ids.extend(item_ids) | ||
| return request_pb | ||
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| def parse_table_schema(create_table_sql): | ||
| create_table_sql = create_table_sql.lower() | ||
| spos = create_table_sql.index('(') | ||
| epos = create_table_sql[spos + 1:].index(')') | ||
| cols = create_table_sql[(spos + 1):epos] | ||
| cols = [x.strip().lower() for x in cols.split(',')] | ||
| col_info_arr = [] | ||
| for col in cols: | ||
| col = [k for k in col.split() if k != ''] | ||
| assert len(col) == 2 | ||
| col[1] = col[1].upper() | ||
| col_info_arr.append(col) | ||
| return col_info_arr | ||
|
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| def send_request(req_pb, client, debug_level=0): | ||
| req = EasyrecRequest() | ||
| req.add_feed(req_pb, debug_level) | ||
| tmp = client.predict(req) | ||
| return tmp | ||
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| if __name__ == '__main__': | ||
| parser = argparse.ArgumentParser() | ||
| parser.add_argument( | ||
| '--endpoint', | ||
| type=str, | ||
| default=None, | ||
| help='eas endpoint, such as 12345.cn-beijing.pai-eas.aliyuncs.com') | ||
| parser.add_argument( | ||
| '--service_name', type=str, default=None, help='eas service name') | ||
| parser.add_argument( | ||
| '--token', type=str, default=None, help='eas service token') | ||
| parser.add_argument( | ||
| '--table_schema', | ||
| type=str, | ||
| default=None, | ||
| help='user feature table schema path') | ||
| parser.add_argument( | ||
| '--table_data', | ||
| type=str, | ||
| default=None, | ||
| help='user feature table data path') | ||
| parser.add_argument('--item_lst', type=str, default=None, help='item list') | ||
|
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| args, _ = parser.parse_known_args() | ||
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| if args.endpoint is None: | ||
| logging.error('--endpoint is not set') | ||
| sys.exit(1) | ||
| if args.service_name is None: | ||
| logging.error('--service_name is not set') | ||
| sys.exit(1) | ||
| if args.token is None: | ||
| logging.error('--token is not set') | ||
| sys.exit(1) | ||
| if args.table_schema is None: | ||
| logging.error('--table_schema is not set') | ||
| sys.exit(1) | ||
| if args.table_data is None: | ||
| logging.error('--table_data is not set') | ||
| sys.exit(1) | ||
| if args.item_lst is None: | ||
| logging.error('--item_lst is not set') | ||
| sys.exit(1) | ||
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| client = PredictClient(args.endpoint, args.service_name) | ||
| client.set_token(args.token) | ||
| client.init() | ||
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| with open(args.table_schema, 'r') as fin: | ||
| create_table_sql = fin.read().strip() | ||
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| with open(args.table_data, 'r') as fin: | ||
| table_data = fin.read().strip() | ||
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| table_cols = parse_table_schema(create_table_sql) | ||
| table_data = table_data.split(';') | ||
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| with open(args.item_lst, 'r') as fin: | ||
| items = fin.read().strip() | ||
| items = items.split(',') | ||
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| req = build_request(table_cols, table_data, item_ids=items) | ||
| resp = send_request(req, client) | ||
| logging.info(resp) |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,72 @@ | ||
| # -*- coding: utf-8 -*- | ||
| # Copyright (c) Alibaba, Inc. and its affiliates. | ||
| from eas_prediction.request import Request | ||
|
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| from easy_rec.python.protos.predict_pb2 import PBRequest | ||
| from easy_rec.python.protos.predict_pb2 import PBResponse | ||
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| # from eas_prediction.request import Response | ||
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| class EasyrecRequest(Request): | ||
| """Request for tensorflow services whose input data is in format of protobuf. | ||
| This class privide methods to fill generate PBRequest and parse PBResponse. | ||
| """ | ||
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| def __init__(self, signature_name=None): | ||
| self.request_data = PBRequest() | ||
| self.signature_name = signature_name | ||
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| def __str__(self): | ||
| return self.request_data | ||
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| def set_signature_name(self, singature_name): | ||
| """Set the signature name of the model. | ||
| Args: | ||
| singature_name: signature name of the model | ||
| """ | ||
| self.signature_name = singature_name | ||
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| def add_feed(self, data, dbg_lvl=0): | ||
| if not isinstance(data, PBRequest): | ||
| self.request_data.ParseFromString(data) | ||
| else: | ||
| self.request_data = data | ||
| self.request_data.debug_level = dbg_lvl | ||
|
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| def add_user_fea_flt(self, k, v): | ||
| self.request_data.user_features[k].float_feature = float(v) | ||
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| def add_user_fea_s(self, k, v): | ||
| self.request_data.user_features[k].string_feature = str(v) | ||
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| def set_faiss_neigh_num(self, neigh_num): | ||
| self.request_data.faiss_neigh_num = neigh_num | ||
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| def keep_one_item_ids(self): | ||
| item_id = self.request_data.item_ids[0] | ||
| self.request_data.ClearField('item_ids') | ||
| self.request_data.item_ids.extend([item_id]) | ||
|
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| def to_string(self): | ||
| """Serialize the request to string for transmission. | ||
| Returns: | ||
| the request data in format of string | ||
| """ | ||
| return self.request_data.SerializeToString() | ||
|
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| def parse_response(self, response_data): | ||
| """Parse the given response data in string format to the related TFResponse object. | ||
| Args: | ||
| response_data: the service response data in string format | ||
| Returns: | ||
| the TFResponse object related the request | ||
| """ | ||
| self.response = PBResponse() | ||
| self.response.ParseFromString(response_data) | ||
| return self.response |
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