modifying frames api
This commit is contained in:
parent
d84ad9e163
commit
1f83f96267
1
Makefile
1
Makefile
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@ -48,6 +48,7 @@ python-env:
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# inside the container, install our packages
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python-env-install:
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pip3 install -e src/pkg/cjvt-corpusparser/.
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pip3 install -e src/pkg/valency/.
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# from inside python-env container:
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data/samples:
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@ -44,7 +44,9 @@ If all goes well, we should be able to inspect the database, filled with corpora
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### Flask backend (1 container)
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Relies heavily on the database. Set that up first.
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```bash
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# $ make backend=dev # development
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$ make python-env
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# $ make backend-dev # development
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$ make backend-prod
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```
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@ -73,7 +73,7 @@ class Slot():
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# It consists of different tokens.
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def __init__(self, functor, tids=None, count=None):
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self.functor = functor
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self.tids = tids or []
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self.tids = tids or [] # combining multiple sentences vertically
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self.count = count or 1
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def to_string(self):
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@ -10,6 +10,9 @@ log = logging.getLogger(__name__)
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SENSE_UNDEFINED = "nedefinirano"
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## TIDI: use frame.py
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## TODO: build a list of [Frame] with lists of [Slot]
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def sorted_by_len_tids(frames):
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return sorted(
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@ -1,6 +1,8 @@
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# -*- coding: utf-8 -*-
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from flask import Flask, render_template, request, url_for, redirect
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from valency import Frame, Slot
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from valency.reduce_functions import reduce_functions
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"""
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from valency import k_utils
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@ -26,12 +28,19 @@ from pathlib import Path
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from pymongo import MongoClient
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import argparse
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# some db collections
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USERS_COLL = "users"
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TOKENS_COLL = "usertokens"
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SENSES_COLL = "senses"
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SENSEMAP_COLL = "sensemap"
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# pre-generated data (gui leftside word index)
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CORPORA = ["ssj", "kres"]
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app_index = {c: {} for c in CORPORA}
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log = logging.getLogger(__name__)
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app = Flask(__name__)
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app_index = {c: {} for c in CORPORA}
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# when running vuejs via webpack
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# CORS(app)
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@ -41,23 +50,7 @@ app_index = {c: {} for c in CORPORA}
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CORS(app)
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# for testing functions
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@app.route("/test_dev")
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def test_dev():
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ret = vallex.test_dev()
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return(str(ret) or "edit val_struct.py: test_dev()")
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@app.route("/")
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def index():
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return(render_template("index.html"))
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@app.route("/home", defaults={"pathname": ""})
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@app.route("/home/<path:pathname>")
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def home(pathname):
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return redirect(url_for("index"), code=302)
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# INDEX SELECTION -------------------.
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@app.route("/api/words/<corpus>")
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def api_words(corpus):
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@ -69,10 +62,13 @@ def api_words(corpus):
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def api_functors(corpus):
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return json.dumps(app_index[corpus]["functors"])
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# INDEX SELECTION -------------------^
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# AUTH ------------------------------.
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@app.route("/api/register", methods=["POST"])
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def api_register():
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USERS_COLL = "v2_users"
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b = request.get_data()
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data = json.loads(b.decode())
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username = data["username"]
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@ -84,7 +80,7 @@ def api_register():
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email == ""
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):
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return "ERR"
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existing = list(vallex.db[USERS_COLL].find({
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existing = list(valdb[USERS_COLL].find({
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"$or": [{"username": username}, {"email": email}]
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}))
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if len(existing) > 0:
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@ -96,21 +92,19 @@ def api_register():
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"email": hashlib.sha256(
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email.encode("utf-8")).hexdigest()
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}
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vallex.db[USERS_COLL].insert(entry)
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valdb[USERS_COLL].insert(entry)
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return "OK"
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@app.route("/api/login", methods=["POST"])
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def api_login():
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USERS_COLL = "v2_users"
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TOKENS_COLL = "v2_user_tokens"
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b = request.get_data()
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data = json.loads(b.decode())
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username = data["username"]
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password = data["password"]
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hpass = hashlib.sha256(password.encode("utf-8")).hexdigest()
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db_user = list(vallex.db[USERS_COLL].find({
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db_user = list(valdb[USERS_COLL].find({
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"username": username,
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"hpass": hpass
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}))
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@ -124,7 +118,7 @@ def api_login():
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"date": datetime.datetime.utcnow(),
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"token": token
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}
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vallex.db[TOKENS_COLL].update(
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valdb[TOKENS_COLL].update(
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{"username": token_entry["username"]},
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token_entry,
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upsert=True
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@ -167,7 +161,7 @@ def api_new_pass():
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username = data["username"]
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email = data["email"]
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hemail = hashlib.sha256(email.encode("utf-8")).hexdigest()
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db_res = list(vallex.db.v2_users.find({
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db_res = list(valdb[USERS_COLL].find({
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"username": username,
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"email": hemail
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}))
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@ -179,7 +173,7 @@ def api_new_pass():
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string.ascii_letters + string.digits) for i in range(10)])
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# update locally
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hpass = hashlib.sha256(new_pass.encode("utf-8")).hexdigest()
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vallex.db.v2_users.update(
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valdb[USERS_COLL].update(
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{
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"username": username,
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"email": hemail
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@ -193,6 +187,39 @@ def api_new_pass():
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return json.dumps({"confirmation": True})
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def token_to_username(token):
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key = {
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"token": token
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}
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res = list(valdb[TOKENS_COLL].find(key))
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if len(res) != 1:
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return None
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username = res[0]["username"]
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# update deletion interval
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valdb[TOKENS_COLL].update(
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key, {"$set": {"date": datetime.datetime.utcnow()}})
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return username
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@app.route("/api/token", methods=["POST"])
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def api_token():
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# check if token is valid
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b = request.get_data()
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data = json.loads(b.decode())
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token = data.get("token")
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# user = data.get("user")
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user = token_to_username(token)
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confirm = (user is not None)
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return json.dumps({
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"confirmation": confirm,
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"username": user
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})
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# AUTH ------------------------------^
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# FRAMES ----------------------------.
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def prepare_frames(ret_frames):
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# append sentences
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for frame in ret_frames:
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@ -218,19 +245,21 @@ def prepare_frames(ret_frames):
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return json.dumps(json_ret)
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@app.route("/api/frames")
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# input: hw, reduct_function
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@app.route("/api/hw-frames")
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def api_get_frames():
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hw = request.args.get("hw")
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if hw is None:
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return json.dumps({"error": "Headword not found."})
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return json.dumps({"error": "Required argument: hw (headword)."})
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rf_name = request.args.get("rf", "reduce_0") # 2nd is default
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RF = reduce_functions[rf_name]["f"]
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entry = vallex.entries[hw]
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entry = vallex.entries[hw] # TODO hw -> [Frame,]
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ret_frames = RF(entry.raw_frames, vallex)
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return prepare_frames(ret_frames)
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# input: functor, reduce_function
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@app.route("/api/functor-frames")
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def api_get_functor_frames():
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functor = request.args.get("functor")
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@ -238,49 +267,23 @@ def api_get_functor_frames():
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return json.dumps({"error": "Missing argument: functor."})
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rf_name = request.args.get("rf", "reduce_0") # 2nd is default
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RF = reduce_functions[rf_name]["f"]
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raw_frames = vallex.functors_index[functor]
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raw_frames = vallex.functors_index[functor] # TODO
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ret_frames = RF(raw_frames, vallex)
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return prepare_frames(ret_frames)
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def token_to_username(token):
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COLLNAME = "v2_user_tokens"
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key = {
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"token": token
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}
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res = list(vallex.db[COLLNAME].find(key))
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if len(res) != 1:
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return None
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username = res[0]["username"]
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# update deletion interval
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vallex.db[COLLNAME].update(
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key, {"$set": {"date": datetime.datetime.utcnow()}})
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return username
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# FRAMES ----------------------------^
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@app.route("/api/token", methods=["POST"])
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def api_token():
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# check if token is valid
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b = request.get_data()
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data = json.loads(b.decode())
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token = data.get("token")
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# user = data.get("user")
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user = token_to_username(token)
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confirm = (user is not None)
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return json.dumps({
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"confirmation": confirm,
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"username": user
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})
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# SENSES ----------------------------.
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@app.route("/api/senses/get")
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def api_senses_get():
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# returns senses and mapping for hw
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hw = request.args.get("hw")
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senses = list(vallex.db["v2_senses"].find({
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senses = list(valdb[SENSES_COLL].find({
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"hw": hw
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}))
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sense_map_query = list(vallex.db["v2_sense_map"].find({
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sense_map_query = list(valdb[SENSEMAP_COLL].find({
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"hw": hw
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}))
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# aggregation by max date possible on DB side
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@ -358,7 +361,7 @@ def api_senses_update():
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id_map[frontend_sense_id] = new_sense_id
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# insert into db
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vallex.db["v2_senses"].insert(ns)
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valdb[SENSES_COLL].insert(ns)
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# replace tmp_id with mongo's _id
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for ssj_id, el in sense_map.items():
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@ -373,9 +376,14 @@ def api_senses_update():
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"date": datetime.datetime.utcnow()
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}
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# vallex.db["v2_sense_map"].update(key, data, upsert=True)
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vallex.db["v2_sense_map"].insert(data)
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valdb[SENSEMAP_COLL].insert(data)
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return "OK"
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# SENSES ----------------------------^
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# APP PREFLIGHT ---------------------.
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def prepare_db():
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def helper_tid_to_token(tid, tokens):
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for t in tokens:
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@ -384,7 +392,7 @@ def prepare_db():
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return None
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# update entries (add headwords and fuctors for indexing)
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for corpus in ["ssj", "kres"]:
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for corpus in CORPORA:
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for e in valdb[corpus].find({}):
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if e["srl_links"] is None:
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continue
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@ -435,6 +443,8 @@ def prepare_db():
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functors = sorted(functors, key=lambda x: x[0])
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app_index[corpus]["functors"] = functors
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# APP PREFLIGHT ---------------------^
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if __name__ == "__main__":
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print("Starting app.py main()")
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12
src/pkg/valency/setup.py
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12
src/pkg/valency/setup.py
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from setuptools import setup
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setup(
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name='valency',
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version='0.1.1',
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description='Objects and functions for handling valency frames.',
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author='Kristjan Voje',
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author_email='kristjan.voje@gmail.com',
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license='MIT',
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packages=['valency'],
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install_requires=[],
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)
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96
src/pkg/valency/valency/Frame.py
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96
src/pkg/valency/valency/Frame.py
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import logging
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log = logging.getLogger(__name__)
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class Frame():
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def __init__(self, tids, deep_links=None, slots=None, hw=None):
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self.hw = hw
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self.tids = tids # list of tokens with the same hw_lemma
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# Each tid = "S123.t123";
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# you can get sentence with vallex.get_sentence(S123)
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self.slots = []
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if slots is None:
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self.slots = self.init_slots(deep_links)
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else:
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self.slots = slots
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self.sense_info = {}
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self.sentences = None # Used for passing to view in app.py, get_frames
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self.aggr_sent = None # Dictionary { hw: self.sentences idx }
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def to_json(self):
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ret = {
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"hw": self.hw,
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"tids": self.tids,
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"slots": [slot.to_json() for slot in self.slots],
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"sentences": self.sentences,
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"aggr_sent": self.aggr_sent,
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"sense_info": self.sense_info
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}
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return ret
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def init_slots(self, deep):
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slots = []
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for link in deep:
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slots.append(Slot(
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functor=link["functor"],
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tids=[link["to"]]
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))
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return slots
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def sort_slots(self):
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# ACT, PAT, alphabetically
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srt1 = [
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x for x in self.slots
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if (x.functor == "ACT" or
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x.functor == "PAT")
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]
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srt1 = sorted(srt1, key=lambda x: x.functor)
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srt2 = [
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x for x in self.slots
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if (x.functor != "ACT" and
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x.functor != "PAT")
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]
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srt2 = sorted(srt2, key=lambda x: x.functor)
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self.slots = (srt1 + srt2)
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def to_string(self):
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ret = "Frame:\n"
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ret += "sense_info: {}\n".format(str(self.sense_info))
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ret += "tids: ["
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for t in self.tids:
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ret += (str(t) + ", ")
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ret += "]\n"
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if self.slots is not None:
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ret += "slots:\n"
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for sl in self.slots:
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ret += (sl.to_string() + "\n")
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return ret
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class Slot():
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# Each slot is identified by its functor (ACT, PAT, ...)
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# It consists of different tokens.
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def __init__(self, functor, tids=None, count=None):
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self.functor = functor
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self.tids = tids or [] # combining multiple sentences vertically
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self.count = count or 1
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def to_string(self):
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ret = "---- Slot:\n"
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ret += "functor: {}\n".format(self.functor)
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ret += "tids: ["
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for t in self.tids:
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ret += (str(t) + ", ")
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ret += "]\n"
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ret += "]\n"
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ret += "----\n"
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return ret
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def to_json(self):
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ret = {
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"functor": self.functor,
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"tids": self.tids,
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"count": self.count
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}
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return ret
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1
src/pkg/valency/valency/__init__.py
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1
src/pkg/valency/valency/__init__.py
Normal file
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from valency.Frame import Frame, Slot
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96
src/pkg/valency/valency/frame.py
Normal file
96
src/pkg/valency/valency/frame.py
Normal file
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@ -0,0 +1,96 @@
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import logging
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log = logging.getLogger(__name__)
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class Frame():
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def __init__(self, tids, deep_links=None, slots=None, hw=None):
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self.hw = hw
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self.tids = tids # list of tokens with the same hw_lemma
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# Each tid = "S123.t123";
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# you can get sentence with vallex.get_sentence(S123)
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self.slots = []
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if slots is None:
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self.slots = self.init_slots(deep_links)
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else:
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self.slots = slots
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self.sense_info = {}
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self.sentences = None # Used for passing to view in app.py, get_frames
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self.aggr_sent = None # Dictionary { hw: self.sentences idx }
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def to_json(self):
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ret = {
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"hw": self.hw,
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"tids": self.tids,
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"slots": [slot.to_json() for slot in self.slots],
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"sentences": self.sentences,
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"aggr_sent": self.aggr_sent,
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"sense_info": self.sense_info
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}
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return ret
|
||||
|
||||
def init_slots(self, deep):
|
||||
slots = []
|
||||
for link in deep:
|
||||
slots.append(Slot(
|
||||
functor=link["functor"],
|
||||
tids=[link["to"]]
|
||||
))
|
||||
return slots
|
||||
|
||||
def sort_slots(self):
|
||||
# ACT, PAT, alphabetically
|
||||
srt1 = [
|
||||
x for x in self.slots
|
||||
if (x.functor == "ACT" or
|
||||
x.functor == "PAT")
|
||||
]
|
||||
srt1 = sorted(srt1, key=lambda x: x.functor)
|
||||
srt2 = [
|
||||
x for x in self.slots
|
||||
if (x.functor != "ACT" and
|
||||
x.functor != "PAT")
|
||||
]
|
||||
srt2 = sorted(srt2, key=lambda x: x.functor)
|
||||
self.slots = (srt1 + srt2)
|
||||
|
||||
def to_string(self):
|
||||
ret = "Frame:\n"
|
||||
ret += "sense_info: {}\n".format(str(self.sense_info))
|
||||
ret += "tids: ["
|
||||
for t in self.tids:
|
||||
ret += (str(t) + ", ")
|
||||
ret += "]\n"
|
||||
if self.slots is not None:
|
||||
ret += "slots:\n"
|
||||
for sl in self.slots:
|
||||
ret += (sl.to_string() + "\n")
|
||||
return ret
|
||||
|
||||
|
||||
class Slot():
|
||||
# Each slot is identified by its functor (ACT, PAT, ...)
|
||||
# It consists of different tokens.
|
||||
def __init__(self, functor, tids=None, count=None):
|
||||
self.functor = functor
|
||||
self.tids = tids or [] # combining multiple sentences vertically
|
||||
self.count = count or 1
|
||||
|
||||
def to_string(self):
|
||||
ret = "---- Slot:\n"
|
||||
ret += "functor: {}\n".format(self.functor)
|
||||
ret += "tids: ["
|
||||
for t in self.tids:
|
||||
ret += (str(t) + ", ")
|
||||
ret += "]\n"
|
||||
ret += "]\n"
|
||||
ret += "----\n"
|
||||
return ret
|
||||
|
||||
def to_json(self):
|
||||
ret = {
|
||||
"functor": self.functor,
|
||||
"tids": self.tids,
|
||||
"count": self.count
|
||||
}
|
||||
return ret
|
242
src/pkg/valency/valency/reduce_functions.py
Normal file
242
src/pkg/valency/valency/reduce_functions.py
Normal file
|
@ -0,0 +1,242 @@
|
|||
# Reduction function for frames.
|
||||
# Input: list of Frame objects, output: list of Frame objects.
|
||||
# App uses reduce_0, 1 and 5
|
||||
|
||||
from valency import Frame, Slot
|
||||
from copy import deepcopy as DC
|
||||
import logging
|
||||
|
||||
log = logging.getLogger(__name__)
|
||||
|
||||
SENSE_UNDEFINED = "nedefinirano"
|
||||
|
||||
## TIDI: use frame.py
|
||||
## TODO: build a list of [Frame] with lists of [Slot]
|
||||
|
||||
|
||||
def sorted_by_len_tids(frames):
|
||||
return sorted(
|
||||
frames,
|
||||
key=lambda x: len(x.tids),
|
||||
reverse=True
|
||||
)
|
||||
|
||||
|
||||
def reduce_0(frames, vallex=None):
|
||||
# new request... frames should be sorded by
|
||||
# functors list (basically reduce_1, just each
|
||||
# sentence gets its own frame)
|
||||
r1_frames = reduce_1(frames)
|
||||
sorting_strings = []
|
||||
separated_frames = []
|
||||
for frame in r1_frames:
|
||||
for tid in frame.tids:
|
||||
tmp_frame = DC(frame)
|
||||
tmp_frame.tids = [tid]
|
||||
separated_frames.append(tmp_frame)
|
||||
sorting_strings.append("".join(
|
||||
[slot.functor for slot in tmp_frame.slots]
|
||||
))
|
||||
permutation = [x for _, x in sorted(
|
||||
zip(sorting_strings, range(len(sorting_strings))))]
|
||||
sorted_sep_frames = [separated_frames[i] for i in permutation]
|
||||
return sorted_sep_frames
|
||||
|
||||
|
||||
def reduce_1(frames, vallex=None):
|
||||
# Combine frames with the same set of functors.
|
||||
# The order of functors is not important.
|
||||
frame_sets = [] # [set of functors, list of frames]
|
||||
for frame in frames:
|
||||
functors = [slot.functor for slot in frame.slots]
|
||||
|
||||
for fs in frame_sets:
|
||||
if set(functors) == set(fs[0]):
|
||||
fs[1].append(frame)
|
||||
break
|
||||
else:
|
||||
# Python for else -> fires if loop has ended.
|
||||
frame_sets.append([functors, [frame]])
|
||||
|
||||
ret_frames = []
|
||||
for fs in frame_sets:
|
||||
tids = []
|
||||
slots = {}
|
||||
# All possible slots in this frame.
|
||||
for functor in fs[0]:
|
||||
slots[functor] = Slot(functor=functor)
|
||||
# Reduce slots from all frames. (Merge ACT from all frames, ...)
|
||||
for frame in fs[1]:
|
||||
tids += frame.tids
|
||||
for sl in frame.slots:
|
||||
slots[sl.functor].tids += sl.tids
|
||||
slots_list = []
|
||||
for k, e in slots.items():
|
||||
slots_list.append(e)
|
||||
rf = Frame(tids=tids, slots=slots_list)
|
||||
rf.sort_slots()
|
||||
ret_frames.append(rf)
|
||||
return sorted_by_len_tids(ret_frames)
|
||||
|
||||
|
||||
def reduce_3(raw_frames, vallex):
|
||||
# sskj simple lesk ids
|
||||
ssj_ids = [frame.tids[0] for frame in raw_frames]
|
||||
db_results = list(vallex.db.sskj_simple_lesk.find(
|
||||
{"ssj_id": {"$in": ssj_ids}}))
|
||||
id_map = {}
|
||||
for entry in db_results:
|
||||
id_map.update({entry["ssj_id"]: {
|
||||
"sense_id": entry.get("sense_id"),
|
||||
"sense_desc": entry.get("sense_desc")
|
||||
}})
|
||||
return frames_from_sense_ids(raw_frames, id_map)
|
||||
|
||||
|
||||
def reduce_4(raw_frames, vallex):
|
||||
# kmeans ids
|
||||
ssj_ids = [frame.tids[0] for frame in raw_frames]
|
||||
db_results = list(vallex.db.kmeans.find(
|
||||
{"ssj_id": {"$in": ssj_ids}}))
|
||||
id_map = {}
|
||||
for entry in db_results:
|
||||
id_map.update({entry["ssj_id"]: {
|
||||
"sense_id": entry["sense_id"]
|
||||
}})
|
||||
return frames_from_sense_ids(raw_frames, id_map)
|
||||
|
||||
|
||||
def reduce_5(raw_frames, vallex):
|
||||
USER_SENSE_COLL = "v2_sense_map"
|
||||
headword = raw_frames[0].hw
|
||||
ssj_ids_full = [frame.tids[0] for frame in raw_frames]
|
||||
# v2_sense_map stores only sentence half of ssj_id
|
||||
ssj_ids = [".".join(ssj_id.split(".")[:-1]) for ssj_id in ssj_ids_full]
|
||||
db_results = list(vallex.db[USER_SENSE_COLL].find({
|
||||
"ssj_id": {"$in": ssj_ids},
|
||||
"hw": headword,
|
||||
}))
|
||||
id_map = {}
|
||||
for entry in db_results:
|
||||
id_map[entry["ssj_id"]] = entry["sense_id"]
|
||||
|
||||
ret_frames = frames_from_sense_ids(raw_frames, id_map)
|
||||
|
||||
# sort: frames with senses to top
|
||||
senses_undefined = []
|
||||
senses_defined = []
|
||||
for frame in ret_frames:
|
||||
if frame.sense_info["sense_id"] == SENSE_UNDEFINED:
|
||||
senses_undefined.append(frame)
|
||||
else:
|
||||
senses_defined.append(frame)
|
||||
ret_frames = senses_defined + senses_undefined
|
||||
|
||||
return ret_frames
|
||||
|
||||
|
||||
def frames_from_sense_ids(raw_frames, id_map):
|
||||
# id map = dict {
|
||||
# ssj_id: sense_id
|
||||
# }
|
||||
# id_dict = dict {
|
||||
# sense_id: [frame, ...]
|
||||
# }
|
||||
id_dict = {}
|
||||
for frame in raw_frames:
|
||||
# long version ssj_id (S123.t12)
|
||||
frame_ssj_id = frame.tids[0]
|
||||
frame_sense_id = id_map.get(frame_ssj_id)
|
||||
if frame_sense_id is None:
|
||||
# try short version ssj_id (S123)
|
||||
frame_ssj_id = ".".join(frame_ssj_id.split(".")[:-1])
|
||||
frame_sense_id = id_map.get(frame_ssj_id)
|
||||
|
||||
# set default if sense_id not found
|
||||
if frame_sense_id is None:
|
||||
frame_sense_id = SENSE_UNDEFINED
|
||||
"""
|
||||
sense_id = id_map.get(frame.tids[0])
|
||||
if sense_id is not None:
|
||||
sense_id = sense_id.get("sense_id")
|
||||
else:
|
||||
sense_id = "nedefinirano"
|
||||
"""
|
||||
if frame_sense_id not in id_dict:
|
||||
id_dict[frame_sense_id] = []
|
||||
id_dict[frame_sense_id].append(DC(frame))
|
||||
|
||||
ret_frames = []
|
||||
for sense_id, frames in id_dict.items():
|
||||
tids = []
|
||||
reduced_slots = []
|
||||
for frame in frames:
|
||||
tids.extend(frame.tids)
|
||||
for slot in frame.slots:
|
||||
# if functor not in reduced slots,
|
||||
# add new slot; else increase count
|
||||
for rslot in reduced_slots:
|
||||
if slot.functor == rslot.functor:
|
||||
rslot.count += 1
|
||||
rslot.tids.extend(slot.tids)
|
||||
break
|
||||
else:
|
||||
# in case for loop didn't match a slot
|
||||
reduced_slots.append(Slot(
|
||||
functor=slot.functor,
|
||||
tids=slot.tids,
|
||||
count=1
|
||||
))
|
||||
reduced_frame = Frame(tids, slots=reduced_slots)
|
||||
id_map_entry = (
|
||||
id_map.get(tids[0]) or
|
||||
id_map.get(".".join(tids[0].split(".")[:-1]))
|
||||
)
|
||||
if id_map_entry is None:
|
||||
reduced_frame.sense_info = {
|
||||
"sense_id": SENSE_UNDEFINED,
|
||||
}
|
||||
else:
|
||||
reduced_frame.sense_info = {
|
||||
"sense_id": id_map_entry
|
||||
}
|
||||
reduced_frame.sort_slots()
|
||||
ret_frames.append(reduced_frame)
|
||||
return ret_frames
|
||||
|
||||
|
||||
reduce_functions = {
|
||||
"reduce_0": {
|
||||
"f": reduce_0,
|
||||
"desc":
|
||||
"Vsaka pojavitev glagola dobi svoj stavčni vzorec.",
|
||||
"simple_name": "posamezni stavki"
|
||||
},
|
||||
"reduce_1": {
|
||||
"f": reduce_1,
|
||||
"desc":
|
||||
"Združevanje stavčnih vzorcev z enako skupino udeleženskih vlog.",
|
||||
"simple_name": "združeni stavki"
|
||||
},
|
||||
"reduce_3": {
|
||||
"f": reduce_3,
|
||||
"desc":
|
||||
"Združevanje stavčnih vzorcev na osnovi pomenov povedi v SSKJ. "
|
||||
"Pomeni so dodeljeni s pomočjo algoritma Simple Lesk.",
|
||||
"simple_name": "SSKJ_pomeni"
|
||||
},
|
||||
"reduce_4": {
|
||||
"f": reduce_4,
|
||||
"desc":
|
||||
"Združevanje stavčnih vzorcev na osnovi pomenov povedi "
|
||||
"s pomočjo algoritma K-Means. Število predvidenih pomenov "
|
||||
"podano na osnovi SSKJ.",
|
||||
"simple_name": "KMeans_pomeni"
|
||||
},
|
||||
"reduce_5": {
|
||||
"f": reduce_5,
|
||||
"desc":
|
||||
"Uporabniško dodeljeni pomeni povedi.",
|
||||
"simple_name": "po meri"
|
||||
}
|
||||
}
|
Loading…
Reference in New Issue
Block a user