anishshiva7 commented on code in PR #5574: URL: https://github.com/apache/texera/pull/5574#discussion_r3411196421
########## common/workflow-operator/src/main/scala/org/apache/texera/amber/operator/huggingFace/codegen/QaRankingCodegen.scala: ########## @@ -0,0 +1,74 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ + +package org.apache.texera.amber.operator.huggingFace.codegen + +/** + * Codegen for question-answering, zero-shot, similarity, and ranking tasks. + * + * These tasks are prompt-driven but need extra per-row or per-operator + * inputs: context text, candidate labels, table contents, or a list of + * comparison sentences/documents. + */ +object QaRankingCodegen extends TaskCodegen { + + override val task: String = "question-answering" + + override val tasks: Set[String] = Set( + "question-answering", + "table-question-answering", + "zero-shot-classification", + "sentence-similarity", + "text-ranking" + ) + + override def payloadPython(ctx: CodegenContext): String = + """ if task == "question-answering": + | ctx_val = row[self.CONTEXT_COLUMN] + | ctx_val = "" if pd.isna(ctx_val) else str(ctx_val) + | payload = {"inputs": {"question": prompt_value, "context": ctx_val}} + | elif task == "table-question-answering": + | payload = {"inputs": {"query": prompt_value, "table": table_dict}} + | elif task == "zero-shot-classification": + | labels = [l.strip() for l in self.CANDIDATE_LABELS.split(",") if l.strip()] + | payload = { + | "inputs": prompt_value, + | "parameters": {"candidate_labels": labels}, + | } + | elif task in ("sentence-similarity", "text-ranking"): + | sent_val = row[self.SENTENCES_COLUMN] + | sent_val = "" if pd.isna(sent_val) else str(sent_val) + | sentences_list = [s.strip() for s in sent_val.split(",") if s.strip()] + | payload = { + | "inputs": { + | "source_sentence": prompt_value, + | "sentences": sentences_list, + | } + | } + | else: + | payload = {"inputs": prompt_value}""".stripMargin + + override def parsePython(ctx: CodegenContext): String = + """ if task == "question-answering": + | return body.get("answer", json.dumps(body)) + | elif task == "table-question-answering": + | return body.get("answer", json.dumps(body)) Review Comment: fixed in dc8dbb267 by guarding QA response parsing with isinstance(body, dict) before calling .get -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
