// Copyright (c) Microsoft Corporation.
// Licensed under the MIT License.

import fs from "node:fs";
import path from "node:path";
import chalk from "chalk";
import {
    loadAgentJsonTranslator,
    TranslatedAction,
} from "../../translation/agentTranslators.js";
import { ActionConfigProvider } from "../../translation/actionConfigProvider.js";
import {
    JSONAction,
    RequestAction,
    CorrectionRecord,
    ExplanationDataEntry,
    GenericExplanationResult,
    ExecutableAction,
    HistoryContext,
    ExplanationData,
    toJsonActions,
    createExecutableAction,
} from "agent-cache";
import { getElapsedString, createLimiter, Limiter } from "common-utils";
import { getCacheFactory } from "../cacheFactory.js";
import { Result } from "typechat";
import {
    isMultipleAction,
    isPendingRequest,
} from "../../translation/multipleActionSchema.js";
import { DispatcherName } from "../../context/dispatcher/dispatcherUtils.js";

const testDataJSONVersion = 2;
export type ExplanationTestDataEntry<T extends object = object> =
    ExplanationDataEntry<T> & {
        // Corrections for the explanation, or the error message if it failed.
        corrections?: CorrectionRecord<T>[] | undefined;

        // Test tags for filtering
        tags?: string[] | undefined;
    };

export type ExplanationTestData<T extends object = object> = {
    version: number;
    // TODO: Test data only support a single schema name for now.
    schemaName: string;
    sourceHash: string;
    explainerName: string;
    entries: ExplanationTestDataEntry<T>[];
    failed?: FailedExplanationTestDataEntry<T>[] | undefined;
};

export type FailedExplanationTestDataEntry<T extends object = object> = {
    message: string;
    request: string;
    action?: JSONAction | JSONAction[] | undefined;
    history?: HistoryContext | undefined;
    explanation?: undefined;
    corrections?: CorrectionRecord<T>[] | undefined;

    // Test tags for filtering
    tags?: string[] | undefined;
};

// Read a text file and split it into an array of lines.
export async function readLineData(file: fs.PathLike | fs.promises.FileHandle) {
    const data = (await fs.promises.readFile(file, "utf8"))
        .split("\n")
        .map((line) => line.trim())
        .filter((line) => line.length > 0);

    return Array.from(new Set(data).keys());
}

export function getEmptyExplanationTestData(
    schemaName: string,
    sourceHash: string,
    explainerName: string,
): ExplanationTestData {
    return {
        version: testDataJSONVersion,
        schemaName,
        sourceHash,
        explainerName,
        entries: [],
    };
}

export async function readExplanationTestData(
    file: fs.PathLike | fs.promises.FileHandle,
): Promise<ExplanationTestData> {
    const mayBeTestData = JSON.parse(await fs.promises.readFile(file, "utf8"));
    if (
        mayBeTestData.schemaName === undefined ||
        mayBeTestData.explainerName === undefined ||
        mayBeTestData.entries === undefined
    ) {
        throw new Error(`'${file}' is not a test data file.`);
    }
    if (mayBeTestData.version === undefined) {
        // Patch the unknown format to version 2.
        const schemaName = mayBeTestData.schemaName;
        const patchEntry = (entry: any) => {
            if (entry.action !== undefined) {
                entry.action.fullActionName = `${schemaName}.${entry.action.actionName}`;
                delete entry.action.actionName;
            }
        };
        mayBeTestData.version = testDataJSONVersion;
        mayBeTestData.entries.forEach(patchEntry);
        mayBeTestData.failed?.forEach(patchEntry);
        return mayBeTestData;
    }

    if (mayBeTestData.version !== testDataJSONVersion) {
        throw new Error(
            `Test data file '${file}' has unknown version ${mayBeTestData.version}.`,
        );
    }
    return mayBeTestData;
}

export type GenerateTestDataResult = {
    testData: ExplanationTestData;
    fileName: string | undefined;
    elapsedMs: number;
};

type Pending = {
    request: string;
    actions: ExecutableAction[] | undefined;
    history: HistoryContext | undefined;
    tags: string[] | undefined;
};

type InitialTestData = {
    testData: ExplanationTestData;
    pending: Map<string, Pending>;
    outputFile: string | undefined;
    prefix: string;
    add: number;
    duplicates: number;
    skip: number;
};

function getInitialTestData(
    inputs: (string | RequestAction)[],
    existingData: ExplanationTestData,
    overwrite: boolean,
    outputFile: string | undefined,
    prefix: string,
): InitialTestData {
    const tagsMap = new Map<string, string[]>();
    const entries = new Map<string, ExplanationTestDataEntry>();
    const failedEntries = new Map<string, FailedExplanationTestDataEntry>();

    const addTags = (request: string, tags: string[] | undefined) => {
        if (tags) {
            const existingTags = tagsMap.get(request);
            if (existingTags) {
                existingTags.push(...tags);
            } else {
                tagsMap.set(request, [...tags]);
            }
        }
    };

    let duplicates = 0;
    let skip = 0;
    let add = 0;
    existingData.entries.forEach((e) => {
        // Collect the tags for all of them
        addTags(e.request, e.tags);
        // Prefer the first one if there are duplicates.
        if (!entries.has(e.request)) {
            entries.set(e.request, e);
        } else {
            duplicates++;
        }
    });
    existingData.failed?.forEach((e) => {
        // Collect the tags for all of them.
        addTags(e.request, e.tags);
        // Prefer the successful or the first failed one if there are duplicates.
        if (!entries.has(e.request) && !failedEntries.has(e.request)) {
            failedEntries.set(e.request, e);
        } else {
            duplicates++;
        }
    });
    const pending = new Map<string, Pending>();
    for (const input of inputs) {
        const { request, actions, history } =
            typeof input === "string"
                ? { request: input, actions: undefined, history: undefined }
                : input;

        if (!overwrite) {
            if (entries.has(request) || failedEntries.has(request)) {
                // Skip if it already exists.
                skip++;
                continue;
            }
        }
        const exists = entries.delete(request);
        if (!failedEntries.delete(request) && !exists) {
            add++;
        }

        pending.set(request, {
            request,
            actions,
            history,
            tags: tagsMap.get(request),
        });
    }

    const testData = {
        version: testDataJSONVersion,
        schemaName: existingData.schemaName,
        sourceHash: existingData.sourceHash,
        explainerName: existingData.explainerName,
        entries: Array.from(entries.values()),
        failed: Array.from(failedEntries.values()),
    };

    return {
        testData,
        pending,
        outputFile,
        prefix,
        add,
        skip,
        duplicates,
    };
}

async function saveTestDataFile(
    file: string,
    testData: ExplanationTestData,
    pending: Map<string, Pending>,
) {
    const saveData = { ...testData };
    if (pending.size > 0) {
        saveData.failed = (saveData.failed ?? []).concat(
            Array.from(pending.values()).map((e) => {
                return {
                    request: e.request,
                    action: e.actions ? toJsonActions(e.actions) : undefined,
                    message: "Not processed",
                };
            }),
        );
    }
    // sort the data so that it can be diffed easily
    saveData.entries.sort((a, b) => a.request.localeCompare(b.request));
    if (saveData.failed) {
        if (saveData.failed.length > 0) {
            saveData.failed.sort((a, b) => a.request.localeCompare(b.request));
        } else {
            saveData.failed = undefined;
        }
    }
    await fs.promises.writeFile(file, JSON.stringify(saveData, undefined, 2));
}

function toExceptionMessage(e: any) {
    const suffix = e.cause
        ? typeof e.cause === "string"
            ? e.cause
            : typeof e.cause === "object"
              ? e.cause.message
              : undefined
        : undefined;
    return `Exception: ${e.message}${suffix ? `: ${suffix}` : ""}`;
}

function getSafeTranslateFn(
    schemaName: string,
    provider: ActionConfigProvider,
    model?: string,
) {
    const translator = loadAgentJsonTranslator<TranslatedAction>(
        [
            provider.getActionConfig(schemaName),
            provider.getActionConfig(DispatcherName), // make sure we have "unknown" action
        ],
        [],
        provider,
        false, // multiple
        true, // generated
        model,
    );
    return async (request: string): Promise<Result<TranslatedAction>> => {
        try {
            return await translator.translate(request);
        } catch (e: any) {
            return { success: false, message: toExceptionMessage(e) };
        }
    };
}

function getSafeExplainFn(
    schemaNames: string[],
    explainerName: string,
    model?: string,
) {
    const explainer = getCacheFactory().getExplainer(
        schemaNames,
        explainerName,
        model,
    );
    return async (
        requestAction: RequestAction,
    ): Promise<GenericExplanationResult> => {
        try {
            return await explainer.generate(requestAction);
        } catch (e: any) {
            return {
                success: false,
                message: toExceptionMessage(e),
            };
        }
    };
}

type AddResult =
    | {
          success: true;
          elapsedMs: number;
          entry: ExplanationTestDataEntry;
      }
    | {
          success: false;
          elapsedMs: number;
          entry: FailedExplanationTestDataEntry;
      };

function getGenerateTestDataFn(
    schemaName: string,
    provider: ActionConfigProvider,
    explainerName: string,
    model?: string,
) {
    const safeTranslate = getSafeTranslateFn(schemaName, provider, model);
    const safeExplain = getSafeExplainFn([schemaName], explainerName, model);
    return async (
        request: string,
        actions: ExecutableAction[] | undefined,
        history: HistoryContext | undefined,
        tags: string[] | undefined,
    ): Promise<AddResult> => {
        const startTime = performance.now();
        const toFailedResult = (
            entry: FailedExplanationTestDataEntry,
        ): AddResult => {
            return {
                success: false,
                elapsedMs: performance.now() - startTime,
                entry,
            };
        };
        if (actions === undefined) {
            const result = await safeTranslate(request);
            if (!result.success) {
                return toFailedResult({
                    request,
                    message: `Failed translation: ${result.message}`,
                    tags,
                });
            }
            const translatedAction = result.data as TranslatedAction;

            if (isMultipleAction(translatedAction)) {
                const newActions: ExecutableAction[] = [];
                for (const e of translatedAction.parameters.requests) {
                    if (isPendingRequest(e)) {
                        return toFailedResult({
                            request,
                            message: "Failed translation: Pending action",
                            tags,
                        });
                    }
                    newActions.push(
                        createExecutableAction(
                            schemaName,
                            e.action.actionName,
                            e.action.parameters,
                        ),
                    );
                }
                actions = newActions;
            } else {
                actions = [
                    createExecutableAction(
                        schemaName,
                        translatedAction.actionName,
                        translatedAction.parameters,
                    ),
                ];
            }
        }

        const requestAction = RequestAction.create(request, actions, history);
        for (const { action } of requestAction.actions) {
            if (action.actionName === "unknown") {
                return toFailedResult({
                    request,
                    message: "Failed translation: Unknown action",
                    tags,
                });
            }
        }

        const explanation = await safeExplain(requestAction);

        if (!explanation.success) {
            return toFailedResult({
                request,
                action: toJsonActions(requestAction.actions),
                message: `Failed Explanation: ${explanation.message}`,
                corrections: explanation.corrections,
                tags,
            });
        }

        return {
            success: true,
            elapsedMs: performance.now() - startTime,
            entry: {
                request,
                action: toJsonActions(requestAction.actions),
                explanation: explanation.data,
                corrections: explanation.corrections,
                tags,
            },
        };
    };
}

export type GenerateDataInput = {
    inputs: (string | RequestAction)[];
    existingData: ExplanationTestData;
    outputFile: string | undefined;
};
// If outputFile is provided, the generate data will be save per request.
export async function generateExplanationTestDataFiles(
    data: {
        inputs: (string | RequestAction)[];
        existingData: ExplanationTestData;
        outputFile: string | undefined;
    }[],
    provider: ActionConfigProvider,
    incremental: boolean,
    concurrency: Limiter | number = 1,
    model?: string,
    overwrite: boolean = true,
): Promise<GenerateTestDataResult[]> {
    const limit =
        typeof concurrency === "number"
            ? createLimiter(concurrency > 0 ? concurrency : 1)
            : concurrency;
    const initialData = data.map(
        ({ inputs, existingData, outputFile }, index) =>
            getInitialTestData(
                inputs,
                existingData,
                overwrite,
                outputFile,
                data.length === 1
                    ? ""
                    : `${(index + 1).toString().padStart(2)}> `,
            ),
    );
    const total = initialData.reduce((acc, data) => acc + data.pending.size, 0);
    let curr = 0;
    const totalStr = total.toString();
    const done = () => {
        return `[${(++curr).toString().padStart(totalStr.length)}/${totalStr}]`;
    };
    const p = initialData.map((data) =>
        generateTestDataFile(data, provider, incremental, limit, done, model),
    );
    return await Promise.all(p);
}

async function generateTestDataFile(
    data: InitialTestData,
    provider: ActionConfigProvider,
    incremental: boolean,
    limit: Limiter,
    done: () => string,
    model?: string,
): Promise<GenerateTestDataResult> {
    const { testData, pending, outputFile, prefix } = data;
    const totalInput = pending.size;
    const total =
        testData.entries.length + (testData.failed?.length ?? 0) + pending.size;
    const generateTestData = getGenerateTestDataFn(
        testData.schemaName,
        provider,
        testData.explainerName,
        model,
    );

    // Save the initial state for incremental processing.
    if (outputFile !== undefined && incremental) {
        await saveTestDataFile(outputFile, testData, pending);
    }

    const fullPrefix = `${prefix}[${testData.schemaName}|${testData.explainerName}]${outputFile ? ` ${chalk.cyanBright(path.relative("", outputFile))}` : ""}`;
    if (outputFile !== undefined) {
        const message: string[] = [];
        if (data.add) {
            message.push(`${data.add} added`);
        }
        if (data.duplicates) {
            message.push(`${data.duplicates} duplicate removed`);
        }
        if (data.skip) {
            message.push(`${data.skip} duplicate input skipped`);
        }
        console.log(
            `${fullPrefix}: Processing ${totalInput}/${total}${message.length ? ` (${message.join(", ")})` : ""}`,
        );
    }

    // Process input
    let totalElapsedMs = 0;
    let failedCount = 0;
    let attemptsCount = 0;

    const processInput = async (pendingInput: Pending) => {
        const { success, elapsedMs, entry } = await generateTestData(
            pendingInput.request,
            pendingInput.actions,
            pendingInput.history,
            pendingInput.tags,
        );

        const attempts = (entry.corrections?.length ?? 0) + 1;
        attemptsCount += attempts;
        totalElapsedMs += elapsedMs;

        const outputType = pendingInput.actions ? " explanation" : "";
        const statusPrefix = `${done()}${prefix}[${getElapsedString(
            elapsedMs,
            false,
        ).padStart(8)}]`;
        if (success) {
            testData.entries.push(entry);
            console.log(
                chalk.grey(
                    `${statusPrefix} Generated${outputType}: ${entry.request}${
                        attempts != 1 ? ` (+${attempts - 1} corrections)` : ""
                    }`,
                ),
            );
        } else {
            failedCount++;
            testData.failed = testData.failed ?? [];
            testData.failed.push(entry);
            console.log(
                chalk.yellow(
                    `${statusPrefix} Error generating${outputType}: '${entry.request}': ${entry.message}`,
                ),
            );
        }
        pending.delete(entry.request);
        if (outputFile !== undefined && incremental) {
            await saveTestDataFile(outputFile, testData, pending);
        }
    };

    const p = Array.from(pending.values()).map((pendingInput) =>
        limit(() => processInput(pendingInput)),
    );
    await Promise.all(p);

    // Save the result if it is not incrementally saved.
    if (outputFile !== undefined) {
        if (!incremental) {
            await saveTestDataFile(outputFile, testData, pending);
        }
    }

    // Report result
    const messages = [];
    const successCount = totalInput - failedCount;
    if (successCount !== 0) {
        messages.push(
            chalk.green(
                `${successCount} entries generated with ${attemptsCount} attempts (${(
                    attemptsCount / successCount
                ).toFixed(3)}).`,
            ),
        );
    }
    if (failedCount !== 0) {
        messages.push(chalk.red(`${failedCount} failed.`));
    }
    if (messages.length) {
        console.log(`${fullPrefix}: Finished ${messages.join(", ")}`);
    }

    messages.length = 0;
    messages.push(chalk.green(`${testData.entries.length}/${total}`));
    const totalCorrection =
        testData.entries.reduce((acc, entry) => {
            acc += entry.corrections?.length ?? 0;
            return acc;
        }, 0) +
        (testData.failed?.reduce((acc, entry) => {
            acc += entry.corrections?.length ?? 0;
            return acc;
        }, 0) ?? 0);
    messages.push(
        `${totalCorrection} corrections (${(1 + totalCorrection / total).toFixed(3)}).`,
    );
    const totalFailCount = testData.failed?.length ?? 0;
    if (totalFailCount !== 0) {
        messages.push(
            chalk.red(
                `${totalFailCount} (${((totalFailCount / total) * 100).toFixed(3)}%) failed.`,
            ),
        );
    }
    console.log(`${fullPrefix}: Final stats ${messages.join(", ")}`);
    return { testData, fileName: outputFile, elapsedMs: totalElapsedMs };
}

export function printExplanationTestDataStats(
    results: GenerateTestDataResult[],
    prefix = "",
) {
    // Report total
    let totalSuccess = 0;
    let totalFailed = 0;
    let totalAttempt = 0;
    let totalElapsedMs = 0;
    for (const result of results) {
        const data = result.testData;

        totalSuccess += data.entries.length;
        totalAttempt += data.entries.reduce((acc, entry) => {
            acc += (entry.corrections?.length ?? 0) + 1;
            return acc;
        }, 0);

        if (data.failed) {
            totalFailed += data.failed.length;
            totalAttempt += data.failed?.reduce((acc, entry) => {
                acc += (entry.corrections?.length ?? 0) + 1;
                return acc;
            }, 0);
        }
        totalElapsedMs += result.elapsedMs;
    }

    const totalEntries = totalSuccess + totalFailed;

    const failedStr =
        totalFailed !== 0
            ? chalk.red(
                  ` ${totalFailed} (${((totalFailed / totalEntries) * 100).toFixed(3)}%) failed.`,
              )
            : "";
    console.log(
        `${prefix}Result: ${totalSuccess}/${totalEntries} entries, ${totalAttempt} attempts (${(
            totalAttempt / totalEntries
        ).toFixed(3)}).${failedStr}`,
    );
    if (totalElapsedMs !== 0) {
        console.log(
            `${prefix}Execution Time: ${getElapsedString(totalElapsedMs)}`,
        );
    }
}

export function convertTestDataToExplanationData(
    testData: ExplanationTestData,
    outputFile?: string,
): ExplanationData {
    return {
        schemaNames: [testData.schemaName],
        sourceHashes: [testData.sourceHash],
        explainerName: testData.explainerName,
        entries: testData.entries,
        fileName: outputFile,
    };
}
