import os
from unittest.mock import MagicMock, patch

import pytest

from haystack.preview.dataclasses import Document
from haystack.preview.components.audio.whisper_remote import RemoteWhisperTranscriber, OPENAI_TIMEOUT


class TestRemoteWhisperTranscriber:
    @pytest.mark.unit
    def test_init_unknown_model(self):
        with pytest.raises(ValueError, match="not recognized"):
            RemoteWhisperTranscriber(model_name="anything", api_key="something")

    @pytest.mark.unit
    def test_init_default(self):
        transcriber = RemoteWhisperTranscriber(api_key="just a test")
        assert transcriber.model_name == "whisper-1"
        assert transcriber.api_key == "just a test"
        assert transcriber.api_base == "https://api.openai.com/v1"

    @pytest.mark.unit
    def test_init_no_key(self):
        with pytest.raises(ValueError, match="API key is None"):
            RemoteWhisperTranscriber(api_key=None)

    @pytest.mark.unit
    def test_to_dict(self):
        transcriber = RemoteWhisperTranscriber(api_key="test")
        data = transcriber.to_dict()
        assert data == {
            "type": "RemoteWhisperTranscriber",
            "init_parameters": {
                "model_name": "whisper-1",
                "api_key": "test",
                "api_base": "https://api.openai.com/v1",
                "whisper_params": {},
            },
        }

    @pytest.mark.unit
    def test_to_dict_with_custom_init_parameters(self):
        transcriber = RemoteWhisperTranscriber(
            api_key="test",
            model_name="whisper-1",
            api_base="https://my.api.base/something_else/v3",
            whisper_params={"return_segments": True, "temperature": [0.1, 0.6, 0.8]},
        )
        data = transcriber.to_dict()
        assert data == {
            "type": "RemoteWhisperTranscriber",
            "init_parameters": {
                "model_name": "whisper-1",
                "api_key": "test",
                "api_base": "https://my.api.base/something_else/v3",
                "whisper_params": {"return_segments": True, "temperature": [0.1, 0.6, 0.8]},
            },
        }

    @pytest.mark.unit
    def test_from_dict(self):
        data = {
            "type": "RemoteWhisperTranscriber",
            "init_parameters": {
                "model_name": "whisper-1",
                "api_key": "test",
                "api_base": "https://my.api.base/something_else/v3",
                "whisper_params": {"return_segments": True, "temperature": [0.1, 0.6, 0.8]},
            },
        }
        transcriber = RemoteWhisperTranscriber.from_dict(data)
        assert transcriber.model_name == "whisper-1"
        assert transcriber.api_key == "test"
        assert transcriber.api_base == "https://my.api.base/something_else/v3"
        assert transcriber.whisper_params == {"return_segments": True, "temperature": [0.1, 0.6, 0.8]}

    @pytest.mark.unit
    def test_run_with_path(self, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        comp = RemoteWhisperTranscriber(api_key="whatever")

        with patch("haystack.preview.utils.requests_utils.requests") as mocked_requests:
            mocked_requests.request.return_value = mock_response

            result = comp.run(audio_files=[preview_samples_path / "audio" / "this is the content of the document.wav"])
            expected = Document(
                text="test transcription",
                metadata={
                    "audio_file": preview_samples_path / "audio" / "this is the content of the document.wav",
                    "other_metadata": ["other", "meta", "data"],
                },
            )
            assert result["documents"] == [expected]

    @pytest.mark.unit
    def test_run_with_str(self, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        comp = RemoteWhisperTranscriber(api_key="whatever")

        with patch("haystack.preview.utils.requests_utils.requests") as mocked_requests:
            mocked_requests.request.return_value = mock_response

            result = comp.run(
                audio_files=[
                    str((preview_samples_path / "audio" / "this is the content of the document.wav").absolute())
                ]
            )
            expected = Document(
                text="test transcription",
                metadata={
                    "audio_file": str(
                        (preview_samples_path / "audio" / "this is the content of the document.wav").absolute()
                    ),
                    "other_metadata": ["other", "meta", "data"],
                },
            )
            assert result["documents"] == [expected]

    @pytest.mark.unit
    def test_transcribe_with_stream(self, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        comp = RemoteWhisperTranscriber(api_key="whatever")

        with patch("haystack.preview.utils.requests_utils.requests") as mocked_requests:
            mocked_requests.request.return_value = mock_response

            with open(preview_samples_path / "audio" / "this is the content of the document.wav", "rb") as audio_stream:
                result = comp.transcribe(audio_files=[audio_stream])
                expected = Document(
                    text="test transcription",
                    metadata={"audio_file": "<<binary stream>>", "other_metadata": ["other", "meta", "data"]},
                )
                assert result == [expected]

    @pytest.mark.unit
    def test_api_transcription(self, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        comp = RemoteWhisperTranscriber(api_key="whatever")

        with patch("haystack.preview.utils.requests_utils.requests") as mocked_requests:
            mocked_requests.request.return_value = mock_response

            comp.run(audio_files=[preview_samples_path / "audio" / "this is the content of the document.wav"])
            requests_params = mocked_requests.request.call_args.kwargs
            requests_params.pop("files")
            assert requests_params == {
                "method": "post",
                "url": "https://api.openai.com/v1/audio/transcriptions",
                "data": {"model": "whisper-1"},
                "headers": {"Authorization": "Bearer whatever"},
                "timeout": OPENAI_TIMEOUT,
            }

    @pytest.mark.unit
    def test_api_translation(self, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        comp = RemoteWhisperTranscriber(api_key="whatever")

        with patch("haystack.preview.utils.requests_utils.requests") as mocked_requests:
            mocked_requests.request.return_value = mock_response

            comp.run(
                audio_files=[preview_samples_path / "audio" / "this is the content of the document.wav"],
                whisper_params={"translate": True},
            )
            requests_params = mocked_requests.request.call_args.kwargs
            requests_params.pop("files")
            assert requests_params == {
                "method": "post",
                "url": "https://api.openai.com/v1/audio/translations",
                "data": {"model": "whisper-1"},
                "headers": {"Authorization": "Bearer whatever"},
                "timeout": OPENAI_TIMEOUT,
            }

    @pytest.mark.unit
    @patch("haystack.preview.components.audio.whisper_remote.request_with_retry")
    def test_default_api_base(self, mock_request, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        mock_request.return_value = mock_response

        transcriber = RemoteWhisperTranscriber(api_key="just a test")
        assert transcriber.api_base == "https://api.openai.com/v1"

        transcriber.transcribe(audio_files=[preview_samples_path / "audio" / "this is the content of the document.wav"])
        assert mock_request.call_args.kwargs["url"] == "https://api.openai.com/v1/audio/transcriptions"

    @pytest.mark.unit
    @patch("haystack.preview.components.audio.whisper_remote.request_with_retry")
    def test_custom_api_base(self, mock_request, preview_samples_path):
        mock_response = MagicMock()
        mock_response.status_code = 200
        mock_response.content = '{"text": "test transcription", "other_metadata": ["other", "meta", "data"]}'
        mock_request.return_value = mock_response

        transcriber = RemoteWhisperTranscriber(api_key="just a test", api_base="https://fake_api_base.com")
        assert transcriber.api_base == "https://fake_api_base.com"

        transcriber.transcribe(audio_files=[preview_samples_path / "audio" / "this is the content of the document.wav"])
        assert mock_request.call_args.kwargs["url"] == "https://fake_api_base.com/audio/transcriptions"

    @pytest.mark.skipif(
        not os.environ.get("OPENAI_API_KEY", None),
        reason="Export an env var called OPENAI_API_KEY containing the OpenAI API key to run this test.",
    )
    @pytest.mark.integration
    def test_whisper_remote_transcriber(self, preview_samples_path):
        comp = RemoteWhisperTranscriber(api_key=os.environ.get("OPENAI_API_KEY"))

        output = comp.run(
            audio_files=[
                preview_samples_path / "audio" / "this is the content of the document.wav",
                str((preview_samples_path / "audio" / "the context for this answer is here.wav").absolute()),
                open(preview_samples_path / "audio" / "answer.wav", "rb"),
            ]
        )
        docs = output["documents"]
        assert len(docs) == 3

        assert docs[0].text.strip().lower() == "this is the content of the document."
        assert (
            preview_samples_path / "audio" / "this is the content of the document.wav" == docs[0].metadata["audio_file"]
        )

        assert docs[1].text.strip().lower() == "the context for this answer is here."
        assert (
            str((preview_samples_path / "audio" / "the context for this answer is here.wav").absolute())
            == docs[1].metadata["audio_file"]
        )

        assert docs[2].text.strip().lower() == "answer."
        assert docs[2].metadata["audio_file"] == "<<binary stream>>"