mirror of
https://github.com/Mintplex-Labs/langchain-python.git
synced 2026-08-26 16:55:38 -04:00
ea64b1716d
The Blockchain Document Loader's default behavior is to return 100 tokens at a time which is the Alchemy API limit. The Document Loader exposes a startToken that can be used for pagination against the API. This enhancement includes an optional get_all_tokens param (default: False) which will: - Iterate over the Alchemy API until it receives all the tokens, and return the tokens in a single call to the loader. - Manage all/most tokenId formats (this can be int, hex16 with zero or all the leading zeros). There aren't constraints as to how smart contracts can represent this value, but these three are most common. Note that a contract with 10,000 tokens will issue 100 calls to the Alchemy API, and could take about a minute, which is why this param will default to False. But I've been using the doc loader with these utilities on the side, so figured it might make sense to build them in for others to use.
157 lines
5.2 KiB
Python
157 lines
5.2 KiB
Python
import os
|
|
import re
|
|
import time
|
|
from enum import Enum
|
|
from typing import List, Optional
|
|
|
|
import requests
|
|
|
|
from langchain.docstore.document import Document
|
|
from langchain.document_loaders.base import BaseLoader
|
|
|
|
|
|
class BlockchainType(Enum):
|
|
ETH_MAINNET = "eth-mainnet"
|
|
ETH_GOERLI = "eth-goerli"
|
|
POLYGON_MAINNET = "polygon-mainnet"
|
|
POLYGON_MUMBAI = "polygon-mumbai"
|
|
|
|
|
|
class BlockchainDocumentLoader(BaseLoader):
|
|
"""Loads elements from a blockchain smart contract into Langchain documents.
|
|
|
|
The supported blockchains are: Ethereum mainnet, Ethereum Goerli testnet,
|
|
Polygon mainnet, and Polygon Mumbai testnet.
|
|
|
|
If no BlockchainType is specified, the default is Ethereum mainnet.
|
|
|
|
The Loader uses the Alchemy API to interact with the blockchain.
|
|
ALCHEMY_API_KEY environment variable must be set to use this loader.
|
|
|
|
The API returns 100 NFTs per request and can be paginated using the
|
|
startToken parameter.
|
|
|
|
If get_all_tokens is set to True, the loader will get all tokens
|
|
on the contract. Note that for contracts with a large number of tokens,
|
|
this may take a long time (e.g. 10k tokens is 100 requests).
|
|
Default value is false for this reason.
|
|
|
|
The max_execution_time (sec) can be set to limit the execution time
|
|
of the loader.
|
|
|
|
Future versions of this loader can:
|
|
- Support additional Alchemy APIs (e.g. getTransactions, etc.)
|
|
- Support additional blockain APIs (e.g. Infura, Opensea, etc.)
|
|
"""
|
|
|
|
def __init__(
|
|
self,
|
|
contract_address: str,
|
|
blockchainType: BlockchainType = BlockchainType.ETH_MAINNET,
|
|
api_key: str = "docs-demo",
|
|
startToken: str = "",
|
|
get_all_tokens: bool = False,
|
|
max_execution_time: Optional[int] = None,
|
|
):
|
|
self.contract_address = contract_address
|
|
self.blockchainType = blockchainType.value
|
|
self.api_key = os.environ.get("ALCHEMY_API_KEY") or api_key
|
|
self.startToken = startToken
|
|
self.get_all_tokens = get_all_tokens
|
|
self.max_execution_time = max_execution_time
|
|
|
|
if not self.api_key:
|
|
raise ValueError("Alchemy API key not provided.")
|
|
|
|
if not re.match(r"^0x[a-fA-F0-9]{40}$", self.contract_address):
|
|
raise ValueError(f"Invalid contract address {self.contract_address}")
|
|
|
|
def load(self) -> List[Document]:
|
|
result = []
|
|
|
|
current_start_token = self.startToken
|
|
|
|
start_time = time.time()
|
|
|
|
while True:
|
|
url = (
|
|
f"https://{self.blockchainType}.g.alchemy.com/nft/v2/"
|
|
f"{self.api_key}/getNFTsForCollection?withMetadata="
|
|
f"True&contractAddress={self.contract_address}"
|
|
f"&startToken={current_start_token}"
|
|
)
|
|
|
|
response = requests.get(url)
|
|
|
|
if response.status_code != 200:
|
|
raise ValueError(
|
|
f"Request failed with status code {response.status_code}"
|
|
)
|
|
|
|
items = response.json()["nfts"]
|
|
|
|
if not items:
|
|
break
|
|
|
|
for item in items:
|
|
content = str(item)
|
|
tokenId = item["id"]["tokenId"]
|
|
metadata = {
|
|
"source": self.contract_address,
|
|
"blockchain": self.blockchainType,
|
|
"tokenId": tokenId,
|
|
}
|
|
result.append(Document(page_content=content, metadata=metadata))
|
|
|
|
# exit after the first API call if get_all_tokens is False
|
|
if not self.get_all_tokens:
|
|
break
|
|
|
|
# get the start token for the next API call from the last item in array
|
|
current_start_token = self._get_next_tokenId(result[-1].metadata["tokenId"])
|
|
|
|
if (
|
|
self.max_execution_time is not None
|
|
and (time.time() - start_time) > self.max_execution_time
|
|
):
|
|
raise RuntimeError("Execution time exceeded the allowed time limit.")
|
|
|
|
if not result:
|
|
raise ValueError(
|
|
f"No NFTs found for contract address {self.contract_address}"
|
|
)
|
|
|
|
return result
|
|
|
|
# add one to the tokenId, ensuring the correct tokenId format is used
|
|
def _get_next_tokenId(self, tokenId: str) -> str:
|
|
value_type = self._detect_value_type(tokenId)
|
|
|
|
if value_type == "hex_0x":
|
|
value_int = int(tokenId, 16)
|
|
elif value_type == "hex_0xbf":
|
|
value_int = int(tokenId[2:], 16)
|
|
else:
|
|
value_int = int(tokenId)
|
|
|
|
result = value_int + 1
|
|
|
|
if value_type == "hex_0x":
|
|
return "0x" + format(result, "0" + str(len(tokenId) - 2) + "x")
|
|
elif value_type == "hex_0xbf":
|
|
return "0xbf" + format(result, "0" + str(len(tokenId) - 4) + "x")
|
|
else:
|
|
return str(result)
|
|
|
|
# A smart contract can use different formats for the tokenId
|
|
@staticmethod
|
|
def _detect_value_type(tokenId: str) -> str:
|
|
if isinstance(tokenId, int):
|
|
return "int"
|
|
elif tokenId.startswith("0x"):
|
|
return "hex_0x"
|
|
elif tokenId.startswith("0xbf"):
|
|
return "hex_0xbf"
|
|
else:
|
|
return "hex_0xbf"
|