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### What problem does this PR solve? #1514 ### Type of change - [x] New Feature (non-breaking change which adds functionality)
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# | ||
# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. | ||
# | ||
# Licensed 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. | ||
# | ||
from openai.lib.azure import AzureOpenAI | ||
from zhipuai import ZhipuAI | ||
import io | ||
from abc import ABC | ||
from ollama import Client | ||
from openai import OpenAI | ||
import os | ||
import json | ||
from rag.utils import num_tokens_from_string | ||
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class Base(ABC): | ||
def __init__(self, key, model_name): | ||
pass | ||
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def transcription(self, audio, **kwargs): | ||
transcription = self.client.audio.transcriptions.create( | ||
model=self.model_name, | ||
file=audio, | ||
response_format="text" | ||
) | ||
return transcription.text.strip(), num_tokens_from_string(transcription.text.strip()) | ||
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class GPTSeq2txt(Base): | ||
def __init__(self, key, model_name="whisper-1", base_url="https://api.openai.com/v1"): | ||
if not base_url: base_url = "https://api.openai.com/v1" | ||
self.client = OpenAI(api_key=key, base_url=base_url) | ||
self.model_name = model_name | ||
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class QWenSeq2txt(Base): | ||
def __init__(self, key, model_name="paraformer-realtime-8k-v1", **kwargs): | ||
import dashscope | ||
dashscope.api_key = key | ||
self.model_name = model_name | ||
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def transcription(self, audio, format): | ||
from http import HTTPStatus | ||
from dashscope.audio.asr import Recognition | ||
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recognition = Recognition(model=self.model_name, | ||
format=format, | ||
sample_rate=16000, | ||
callback=None) | ||
result = recognition.call(audio) | ||
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ans = "" | ||
if result.status_code == HTTPStatus.OK: | ||
for sentence in result.get_sentence(): | ||
ans += str(sentence + '\n') | ||
return ans, num_tokens_from_string(ans) | ||
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return "**ERROR**: " + result.message, 0 | ||
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class OllamaSeq2txt(Base): | ||
def __init__(self, key, model_name, lang="Chinese", **kwargs): | ||
self.client = Client(host=kwargs["base_url"]) | ||
self.model_name = model_name | ||
self.lang = lang | ||
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class AzureSeq2txt(Base): | ||
def __init__(self, key, model_name, lang="Chinese", **kwargs): | ||
self.client = AzureOpenAI(api_key=key, azure_endpoint=kwargs["base_url"], api_version="2024-02-01") | ||
self.model_name = model_name | ||
self.lang = lang | ||
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class XinferenceSeq2txt(Base): | ||
def __init__(self, key, model_name="", base_url=""): | ||
self.client = OpenAI(api_key="xxx", base_url=base_url) | ||
self.model_name = model_name |