import { AdminClientArgs } from "./admin-client";
import { ChromaClientArgs } from "./chroma-client";
import {
  BaseRecordSet,
  IncludeEnum,
  Metadata,
  RecordSet,
  recordSetFields,
  Where,
  WhereDocument,
} from "./types";
import { Include, SparseVector } from "./api";
import { ChromaValueError } from "./errors";

/** Default tenant name used when none is specified */
export const DEFAULT_TENANT = "default_tenant";
/** Default database name used when none is specified */
export const DEFAULT_DATABASE = "default_database";

/** Default configuration for AdminClient connections */
export const defaultAdminClientArgs: AdminClientArgs = {
  host: "localhost",
  port: 8000,
  ssl: false,
};

/** Default configuration for ChromaClient connections */
export const defaultChromaClientArgs: ChromaClientArgs = {
  ...defaultAdminClientArgs,
  tenant: DEFAULT_TENANT,
  database: DEFAULT_DATABASE,
};

/**
 * Supported HTTP methods for API requests.
 */
export type HttpMethod =
  | "GET"
  | "POST"
  | "PUT"
  | "DELETE"
  | "HEAD"
  | "CONNECT"
  | "OPTIONS"
  | "PATCH"
  | "TRACE"
  | undefined;

/**
 * Normalizes HTTP method strings to standard uppercase format.
 * @param method - HTTP method string to normalize
 * @returns Normalized HttpMethod or undefined if invalid
 */
export const normalizeMethod = (method?: string): HttpMethod => {
  if (method) {
    switch (method.toUpperCase()) {
      case "GET":
        return "GET";
      case "POST":
        return "POST";
      case "PUT":
        return "PUT";
      case "DELETE":
        return "DELETE";
      case "HEAD":
        return "HEAD";
      case "CONNECT":
        return "CONNECT";
      case "OPTIONS":
        return "OPTIONS";
      case "PATCH":
        return "PATCH";
      case "TRACE":
        return "TRACE";
      default:
        return undefined;
    }
  }
  return undefined;
};

/**
 * Validates that all arrays in a RecordSet have consistent lengths.
 * @param recordSet - The record set to validate
 * @throws ChromaValueError if arrays have inconsistent lengths or are empty
 */
export const validateRecordSetLengthConsistency = (recordSet: RecordSet) => {
  const lengths: [string, number][] = Object.entries(recordSet)
    .filter(
      ([field, value]) =>
        recordSetFields.includes(field) && value !== undefined,
    )
    .map(([field, value]) => [field, value.length]);

  if (lengths.length === 0) {
    throw new ChromaValueError(
      `At least one of ${recordSetFields.join(", ")} must be provided`,
    );
  }

  const zeroLength = lengths
    .filter(([_, length]) => length === 0)
    .map(([field, _]) => field);
  if (zeroLength.length > 0) {
    throw new ChromaValueError(
      `Non-empty lists are required for ${zeroLength.join(", ")}`,
    );
  }

  if (new Set(lengths.map(([_, length]) => length)).size > 1) {
    throw new ChromaValueError(
      `Unequal lengths for fields ${lengths
        .map(([field, _]) => field)
        .join(", ")}`,
    );
  }
};

const validateEmbeddings = ({
  embeddings,
  fieldName = "embeddings",
}: {
  embeddings: number[][];
  fieldName: string;
}) => {
  if (!Array.isArray(embeddings)) {
    throw new ChromaValueError(
      `Expected '${fieldName}' to be an array, but got ${typeof embeddings}`,
    );
  }

  if (embeddings.length === 0) {
    throw new ChromaValueError(
      "Expected embeddings to be an array with at least one item",
    );
  }

  if (!embeddings.filter((e) => e.every((n: any) => typeof n === "number"))) {
    throw new ChromaValueError(
      "Expected each embedding to be an array of numbers",
    );
  }

  embeddings.forEach((embedding, i) => {
    if (embedding.length === 0) {
      throw new ChromaValueError(
        `Expected each embedding to be a non-empty array of numbers, but got an empty array at index ${i}`,
      );
    }
  });
};

const validateDocuments = ({
  documents,
  nullable = false,
  fieldName = "documents",
}: {
  documents: (string | null | undefined)[];
  fieldName: string;
  nullable?: boolean;
}) => {
  if (!Array.isArray(documents)) {
    throw new ChromaValueError(
      `Expected '${fieldName}' to be an array, but got ${typeof documents}`,
    );
  }

  if (documents.length === 0) {
    throw new ChromaValueError(
      `Expected '${fieldName}' to be a non-empty list`,
    );
  }

  documents.forEach((document) => {
    if (!nullable && typeof document !== "string" && !document) {
      throw new ChromaValueError(
        `Expected each document to be a string, but got ${typeof document}`,
      );
    }
  });
};

/**
 * Validates an array of IDs for type correctness and uniqueness.
 * @param ids - Array of ID strings to validate
 * @throws ChromaValueError if IDs are not strings, empty, or contain duplicates
 */
export const validateIDs = (ids: string[]) => {
  if (!Array.isArray(ids)) {
    throw new ChromaValueError(
      `Expected 'ids' to be an array, but got ${typeof ids}`,
    );
  }

  if (ids.length === 0) {
    throw new ChromaValueError("Expected 'ids' to be a non-empty list");
  }

  const nonStrings = ids
    .map((id, i) => [id, i] as [any, number])
    .filter(([id, _]) => typeof id !== "string")
    .map(([_, i]) => i);

  if (nonStrings.length > 0) {
    throw new ChromaValueError(
      `Found non-string IDs at ${nonStrings.join(", ")}`,
    );
  }

  const seen = new Set();
  const duplicates = ids.filter((id) => {
    if (seen.has(id)) {
      return id;
    }
    seen.add(id);
  });
  let message = "Expected IDs to be unique, but found duplicates of";
  if (duplicates.length > 0 && duplicates.length <= 5) {
    throw new ChromaValueError(`${message} ${duplicates.join(", ")}`);
  }
  if (duplicates.length > 0) {
    throw new ChromaValueError(
      `${message} ${duplicates.slice(0, 5).join(", ")}, ..., ${duplicates
        .slice(duplicates.length - 5)
        .join(", ")}`,
    );
  }
};

export const validateSparseVector = (v: unknown): v is SparseVector => {
  if (typeof v !== "object" || v === null) {
    return false;
  }

  const candidate = v as Record<string, unknown>;
  const indices = candidate.indices;
  const values = candidate.values;

  if (!Array.isArray(indices) || !Array.isArray(values)) {
    return false;
  }

  return (
    indices.every((e) => typeof e === "number") &&
    values.every((e) => typeof e === "number")
  );
};

/**
 * Validates metadata object for correct types and non-emptiness.
 * @param metadata - Metadata object to validate
 * @throws ChromaValueError if metadata is invalid
 */
export const validateMetadata = (metadata?: Metadata) => {
  if (!metadata) {
    return;
  }

  if (Object.keys(metadata).length === 0) {
    throw new ChromaValueError("Expected metadata to be non-empty");
  }

  if (
    !Object.values(metadata).every(
      (v: any) =>
        v === null ||
        v === undefined ||
        typeof v === "string" ||
        typeof v === "number" ||
        typeof v === "boolean" ||
        validateSparseVector(v),
    )
  ) {
    throw new ChromaValueError(
      "Expected metadata to be a string, number, boolean, SparseVector, or nullable",
    );
  }
};

const SPARSE_VECTOR_TYPE = "sparse_vector" as const;

type SerializedSparseVector = SparseVector & {
  "#type": typeof SPARSE_VECTOR_TYPE;
};

type SerializedMetadataValue =
  | boolean
  | number
  | string
  | SerializedSparseVector
  | SparseVector
  | null;

export type SerializedMetadata = Record<string, SerializedMetadataValue>;

const toSerializedSparseVector = (
  vector: SparseVector,
): SerializedSparseVector => ({
  "#type": SPARSE_VECTOR_TYPE,
  indices: vector.indices,
  values: vector.values,
});

export const serializeMetadata = (
  metadata?: Metadata | null,
): SerializedMetadata | null | undefined => {
  if (metadata === undefined) {
    return undefined;
  }

  if (metadata === null) {
    return null;
  }

  const result: SerializedMetadata = {};

  Object.entries(metadata).forEach(([key, value]) => {
    if (validateSparseVector(value)) {
      result[key] = toSerializedSparseVector(value);
    } else {
      result[key] = value ?? null;
    }
  });

  return result;
};

export const serializeMetadatas = (
  metadatas?: Metadata[] | null,
): (SerializedMetadata | null)[] | null | undefined => {
  if (metadatas === undefined) {
    return undefined;
  }

  if (metadatas === null) {
    return null;
  }

  return metadatas.map((metadata) => serializeMetadata(metadata) ?? null);
};

const isSerializedSparseVector = (
  value: unknown,
): value is SerializedSparseVector => {
  if (typeof value !== "object" || value === null) {
    return false;
  }

  const candidate = value as Record<string, unknown>;
  if (candidate["#type"] !== SPARSE_VECTOR_TYPE) {
    return false;
  }

  return validateSparseVector(candidate);
};

const deserializeMetadataValue = (
  value: SerializedMetadataValue | undefined,
): Metadata[keyof Metadata] | null => {
  if (isSerializedSparseVector(value)) {
    return {
      indices: value.indices,
      values: value.values,
    };
  }

  return value as Metadata[keyof Metadata] | null;
};

export const deserializeMetadata = (
  metadata?: SerializedMetadata | null,
): Metadata | null | undefined => {
  if (metadata === undefined) {
    return undefined;
  }

  if (metadata === null) {
    return null;
  }

  const result: Metadata = {};

  Object.entries(metadata).forEach(([key, value]) => {
    result[key] = deserializeMetadataValue(value);
  });

  return result;
};

export const deserializeMetadatas = (
  metadatas?: (SerializedMetadata | null)[] | null,
): (Metadata | null)[] | null | undefined => {
  if (metadatas === undefined) {
    return undefined;
  }

  if (metadatas === null) {
    return null;
  }

  return metadatas.map((metadata) => deserializeMetadata(metadata) ?? null);
};

export const deserializeMetadataMatrix = (
  metadatas?: (Array<SerializedMetadata | null> | null)[] | null,
): (Array<Metadata | null> | null)[] | null | undefined => {
  if (metadatas === undefined) {
    return undefined;
  }

  if (metadatas === null) {
    return null;
  }

  return metadatas.map((metadataArray) => {
    if (metadataArray === null) {
      return null;
    }

    const deserialized = deserializeMetadatas(metadataArray);
    return deserialized ?? [];
  });
};

const validateMetadatas = (metadatas: Metadata[]) => {
  if (!Array.isArray(metadatas)) {
    throw new ChromaValueError(
      `Expected metadatas to be an array, but got ${typeof metadatas}`,
    );
  }

  metadatas.forEach((metadata) => validateMetadata(metadata));
};

/**
 * Validates a base record set for required fields and data consistency.
 * @param options - Validation options
 * @param options.recordSet - The record set to validate
 * @param options.update - Whether this is for an update operation (relaxes requirements)
 * @param options.embeddingsField - Name of the embeddings field for error messages
 * @param options.documentsField - Name of the documents field for error messages
 * @throws ChromaValueError if validation fails
 */
export const validateBaseRecordSet = ({
  recordSet,
  update = false,
  embeddingsField = "embeddings",
  documentsField = "documents",
}: {
  recordSet: BaseRecordSet;
  update?: boolean;
  embeddingsField?: string;
  documentsField?: string;
}) => {
  if (!recordSet.embeddings && !recordSet.documents && !update) {
    throw new ChromaValueError(
      `At least one of '${embeddingsField}' and '${documentsField}' must be provided`,
    );
  }

  if (recordSet.embeddings) {
    validateEmbeddings({
      embeddings: recordSet.embeddings,
      fieldName: embeddingsField,
    });
  }

  if (recordSet.documents) {
    validateDocuments({
      documents: recordSet.documents,
      fieldName: documentsField,
    });
  }

  if (recordSet.metadatas) {
    validateMetadatas(recordSet.metadatas);
  }
};

export const validateMaxBatchSize = (
  recordSetLength: number,
  maxBatchSize: number,
) => {
  if (recordSetLength > maxBatchSize) {
    throw new ChromaValueError(
      `Record set length ${recordSetLength} exceeds max batch size ${maxBatchSize}`,
    );
  }
};

/**
 * Validates a where clause for metadata filtering.
 * @param where - Where clause object to validate
 * @throws ChromaValueError if the where clause is malformed
 */
export const validateWhere = (where: Where) => {
  if (typeof where !== "object") {
    throw new ChromaValueError("Expected where to be a non-empty object");
  }

  if (Object.keys(where).length != 1) {
    throw new ChromaValueError(
      `Expected 'where' to have exactly one operator, but got ${
        Object.keys(where).length
      }`,
    );
  }

  Object.entries(where).forEach(([key, value]) => {
    if (
      key !== "$and" &&
      key !== "$or" &&
      key !== "$in" &&
      key !== "$nin" &&
      !["string", "number", "boolean", "object"].includes(typeof value)
    ) {
      throw new ChromaValueError(
        `Expected 'where' value to be a string, number, boolean, or an operator expression, but got ${value}`,
      );
    }

    if (key === "$and" || key === "$or") {
      if (Object.keys(value).length <= 1) {
        throw new ChromaValueError(
          `Expected 'where' value for $and or $or to be a list of 'where' expressions, but got ${value}`,
        );
      }

      value.forEach((w: Where) => validateWhere(w));
      return;
    }

    if (typeof value === "object") {
      if (Object.keys(value).length != 1) {
        throw new ChromaValueError(
          `Expected operator expression to have one operator, but got ${value}`,
        );
      }

      const [operator, operand] = Object.entries(value)[0];

      if (
        ["$gt", "$gte", "$lt", "$lte"].includes(operator) &&
        typeof operand !== "number"
      ) {
        throw new ChromaValueError(
          `Expected operand value to be a number for ${operator}, but got ${typeof operand}`,
        );
      }

      if (["$in", "$nin"].includes(operator) && !Array.isArray(operand)) {
        throw new ChromaValueError(
          `Expected operand value to be an array for ${operator}, but got ${operand}`,
        );
      }

      if (
        !["$gt", "$gte", "$lt", "$lte", "$ne", "$eq", "$in", "$nin"].includes(
          operator,
        )
      ) {
        throw new ChromaValueError(
          `Expected operator to be one of $gt, $gte, $lt, $lte, $ne, $eq, $in, $nin, but got ${operator}`,
        );
      }

      if (
        !["string", "number", "boolean"].includes(typeof operand) &&
        !Array.isArray(operand)
      ) {
        throw new ChromaValueError(
          "Expected operand value to be a string, number, boolean, or a list of those types",
        );
      }

      if (
        Array.isArray(operand) &&
        (operand.length === 0 ||
          !operand.every((item) => typeof item === typeof operand[0]))
      ) {
        throw new ChromaValueError(
          "Expected 'where' operand value to be a non-empty list and all values to be of the same type",
        );
      }
    }
  });
};

/**
 * Validates a where document clause for document content filtering.
 * @param whereDocument - Where document clause to validate
 * @throws ChromaValueError if the clause is malformed
 */
export const validateWhereDocument = (whereDocument: WhereDocument) => {
  if (typeof whereDocument !== "object") {
    throw new ChromaValueError(
      "Expected 'whereDocument' to be a non-empty object",
    );
  }

  if (Object.keys(whereDocument).length != 1) {
    throw new ChromaValueError(
      `Expected 'whereDocument' to have exactly one operator, but got ${whereDocument}`,
    );
  }

  const [operator, operand] = Object.entries(whereDocument)[0];
  if (
    ![
      "$contains",
      "$not_contains",
      "$matches",
      "$not_matches",
      "$regex",
      "$not_regex",
      "$and",
      "$or",
    ].includes(operator)
  ) {
    throw new ChromaValueError(
      `Expected 'whereDocument' operator to be one of $contains, $not_contains, $matches, $not_matches, $regex, $not_regex, $and, or $or, but got ${operator}`,
    );
  }

  if (operator === "$and" || operator === "$or") {
    if (!Array.isArray(operand)) {
      throw new ChromaValueError(
        `Expected operand for ${operator} to be a list of 'whereDocument' expressions, but got ${operand}`,
      );
    }

    if (operand.length <= 1) {
      throw new ChromaValueError(
        `Expected 'whereDocument' operand for ${operator} to be a list with at least two 'whereDocument' expressions`,
      );
    }

    operand.forEach((item) => validateWhereDocument(item));
  }

  if (
    (operand === "$contains" ||
      operand === "$not_contains" ||
      operand === "$regex" ||
      operand === "$not_regex") &&
    (typeof (operator as any) !== "string" || operator.length === 0)
  ) {
    throw new ChromaValueError(
      `Expected operand for ${operator} to be a non empty string, but got ${operand}`,
    );
  }
};

/**
 * Validates include fields for query operations.
 * @param options - Validation options
 * @param options.include - Array of fields to include in results
 * @param options.exclude - Optional array of fields that should not be included
 * @throws ChromaValueError if include fields are invalid
 */
export const validateInclude = ({
  include,
  exclude,
}: {
  include: Include[];
  exclude?: Include[];
}) => {
  if (!Array.isArray(include)) {
    throw new ChromaValueError("Expected 'include' to be a non-empty array");
  }

  const validValues = Object.keys(IncludeEnum);
  include.forEach((item) => {
    if (typeof (item as any) !== "string") {
      throw new ChromaValueError("Expected 'include' items to be strings");
    }

    if (!validValues.includes(item)) {
      throw new ChromaValueError(
        `Expected 'include' items to be one of ${validValues.join(
          ", ",
        )}, but got ${item}`,
      );
    }

    if (exclude?.includes(item)) {
      throw new ChromaValueError(`${item} is not allowed for this operation`);
    }
  });
};

/**
 * Validates the number of results parameter for queries.
 * @param nResults - Number of results to validate
 * @throws ChromaValueError if nResults is not a positive number
 */
export const validateNResults = (nResults: number) => {
  if (typeof (nResults as any) !== "number") {
    throw new ChromaValueError(
      `Expected 'nResults' to be a number, but got ${typeof nResults}`,
    );
  }

  if (nResults <= 0) {
    throw new ChromaValueError("Number of requested results has to positive");
  }
};

export const parseConnectionPath = (path: string) => {
  try {
    const url = new URL(path);

    const ssl = url.protocol === "https:";
    const host = url.hostname;
    const port = url.port;

    return {
      ssl,
      host,
      port: Number(port),
    };
  } catch {
    throw new ChromaValueError(`Invalid URL: ${path}`);
  }
};
const packEmbedding = (embedding: number[]): ArrayBuffer => {
  const buffer = new ArrayBuffer(embedding.length * 4);
  const view = new Float32Array(buffer);
  for (let i = 0; i < embedding.length; i++) {
    view[i] = embedding[i];
  }
  return buffer;
};

export const embeddingsToBase64Bytes = (embeddings: number[][]) => {
  return embeddings.map((embedding) => {
    const buffer = packEmbedding(embedding);

    const uint8Array = new Uint8Array(buffer);
    const binaryString = Array.from(uint8Array, (byte) =>
      String.fromCharCode(byte),
    ).join("");
    return btoa(binaryString);
  });
};