2024-05-27 12:36:58 +00:00
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# beacon_chain
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# Copyright (c) 2018-2024 Status Research & Development GmbH
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# Licensed and distributed under either of
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# * MIT license (license terms in the root directory or at https://opensource.org/licenses/MIT).
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# * Apache v2 license (license terms in the root directory or at https://www.apache.org/licenses/LICENSE-2.0).
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# at your option. This file may not be copied, modified, or distributed except according to those terms.
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{.push raises: [].}
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# Uncategorized helper functions from the spec
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import
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std/[algorithm, macros, tables],
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stew/results,
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2024-06-26 06:56:37 +00:00
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ssz_serialization/[
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proofs,
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types],
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2024-05-27 12:36:58 +00:00
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chronicles,
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./[beacon_time, crypto],
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2024-06-13 10:49:15 +00:00
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kzg4844/kzg_ex,
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eth/p2p/discoveryv5/[node],
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./helpers,
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2024-06-25 20:52:03 +00:00
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2024-05-28 08:29:31 +00:00
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./datatypes/[eip7594, deneb]
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2024-07-06 20:36:13 +00:00
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type
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CellBytes = array[eip7594.CELLS_PER_EXT_BLOB, Cell]
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ProofBytes = array[eip7594.CELLS_PER_EXT_BLOB, KzgProof]
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2024-05-27 12:36:58 +00:00
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proc sortedColumnIndices*(columnsPerSubnet: ColumnIndex, subnetIds: HashSet[uint64]): seq[ColumnIndex] =
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var res: seq[ColumnIndex] = @[]
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for i in 0 ..< columnsPerSubnet:
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for subnetId in subnetIds:
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let index = DATA_COLUMN_SIDECAR_SUBNET_COUNT * i + subnetId
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res.add(ColumnIndex(index))
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res.sort()
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res
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proc sortedColumnIndexList*(columnsPerSubnet: ColumnIndex,
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subnetIds: HashSet[uint64]):
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List[ColumnIndex, NUMBER_OF_COLUMNS] =
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var
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res: seq[ColumnIndex]
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list: List[ColumnIndex, NUMBER_OF_COLUMNS]
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for i in 0 ..< columnsPerSubnet:
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for subnetId in subnetIds:
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let index = DATA_COLUMN_SIDECAR_SUBNET_COUNT * i + subnetId
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res.add(ColumnIndex(index))
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res.sort()
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for elem in res:
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discard list.add(ColumnIndex(elem))
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list
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2024-07-06 23:05:06 +00:00
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proc get_custody_column_subnet*(node_id: NodeId,
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custody_subnet_count: uint64):
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Result[HashSet[uint64], cstring] =
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# fetches the subnets for custody column for the current node
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# assert custody_subnet_count <= DATA_COLUMN_SIDECAR_SUBNET_COUNT
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if not (custody_subnet_count <= DATA_COLUMN_SIDECAR_SUBNET_COUNT):
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return err("Eip7594: Custody subnet count exceeds the DATA_COLUMN_SIDECAR_SUBNET_COUNT")
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2024-05-29 22:21:32 +00:00
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var
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subnet_ids: HashSet[uint64]
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current_id = node_id
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while subnet_ids.len < int(custody_subnet_count):
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2024-06-07 07:40:28 +00:00
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var subnet_id_bytes: array[8, byte]
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subnet_id_bytes[0..7] = current_id.toBytesLE().toOpenArray(0,7)
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var subnet_id = bytes_to_uint64(subnet_id_bytes) mod
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DATA_COLUMN_SIDECAR_SUBNET_COUNT
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if subnet_id notin subnet_ids:
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subnet_ids.incl(subnet_id)
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if current_id == UInt256.high.NodeId:
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# Overflow prevention
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current_id = NodeId(StUint[256].zero)
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current_id += NodeId(StUint[256].one)
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2024-05-28 08:29:31 +00:00
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# assert len(subnet_ids) == len(set(subnet_ids))
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if not (subnet_ids.len == subnet_ids.len):
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return err("Eip7594: Subnet ids are not unique")
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ok(subnet_ids)
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# https://github.com/ethereum/consensus-specs/blob/5f48840f4d768bf0e0a8156a3ed06ec333589007/specs/_features/eip7594/das-core.md#get_custody_columns
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proc get_custody_columns*(node_id: NodeId,
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custody_subnet_count: uint64):
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Result[seq[ColumnIndex], cstring] =
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let subnet_ids = get_custody_column_subnet(node_id, custody_subnet_count).get
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2024-05-28 08:29:31 +00:00
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# columns_per_subnet = NUMBER_OF_COLUMNS // DATA_COLUMN_SIDECAR_SUBNET_COUNT
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let columns_per_subnet = NUMBER_OF_COLUMNS div DATA_COLUMN_SIDECAR_SUBNET_COUNT
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ok(sortedColumnIndices(ColumnIndex(columns_per_subnet), subnet_ids))
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2024-08-18 16:12:10 +00:00
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proc get_custody_column_list*(node_id: NodeId,
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custody_subnet_count: uint64):
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Result[List[ColumnIndex, NUMBER_OF_COLUMNS], cstring] =
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let subnet_ids = get_custody_column_subnet(node_id, custody_subnet_count).get
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# columns_per_subnet = NUMBER_OF_COLUMNS // DATA_COLUMN_SIDECAR_SUBNET_COUNT
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let columns_per_subnet = NUMBER_OF_COLUMNS div DATA_COLUMN_SIDECAR_SUBNET_COUNT
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ok(sortedColumnIndexList(ColumnIndex(columns_per_subnet), subnet_ids))
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2024-08-05 13:57:39 +00:00
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# https://github.com/ethereum/consensus-specs/blob/v1.5.0-alpha.3/specs/_features/eip7594/das-core.md#compute_extended_matrix
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proc compute_extended_matrix* (blobs: seq[KzgBlob]): Result[seq[MatrixEntry], cstring] =
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# This helper demonstrates the relationship between blobs and the `MatrixEntries`
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var extended_matrix: seq[MatrixEntry]
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2024-08-05 13:57:39 +00:00
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for blbIdx, blob in blobs.pairs:
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let cellsAndProofs = computeCellsAndKzgProofs(blob)
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if not cellsAndProofs.isOk:
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return err("Computing Extended Matrix: Issue computing cells and proofs")
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2024-08-05 13:57:39 +00:00
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for i in 0..<eip7594.CELLS_PER_EXT_BLOB:
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extended_matrix.add(MatrixEntry(
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cell: cellsAndProofs.get.cells[i],
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kzg_proof: cellsAndProofs.get.proofs[i],
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row_index: blbIdx.uint64,
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column_index: i.uint64
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))
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ok(extended_matrix)
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# https://github.com/ethereum/consensus-specs/blob/v1.5.0-alpha.3/specs/_features/eip7594/das-core.md#recover_matrix
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proc recover_matrix*(partial_matrix: seq[MatrixEntry],
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blobCount: int):
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Result[seq[MatrixEntry], cstring] =
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2024-06-13 14:45:00 +00:00
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# This helper demonstrates how to apply recover_cells_and_kzg_proofs
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# The data structure for storing cells is implementation-dependent
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var extended_matrix: seq[MatrixEntry]
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for blob_index in 0..<blobCount:
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var
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cell_indices: seq[CellID]
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cells: seq[Cell]
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for e in partial_matrix:
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if e.row_index == uint64(blob_index):
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cell_indices.add(e.column_index)
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cells.add(e.cell)
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2024-08-05 13:57:39 +00:00
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let recoveredCellsAndKzgProofs =
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recoverCellsAndKzgProofs(cell_indices, cells)
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if not recoveredCellsAndKzgProofs.isOk:
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return err("Issue in recovering cells and proofs")
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for i in 0..<recoveredCellsAndKzgProofs.get.cells.len:
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let
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cell = recoveredCellsAndKzgProofs.get.cells[i]
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proof = recoveredCellsAndKzgProofs.get.proofs[i]
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extended_matrix.add(MatrixEntry(
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cell: cell,
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kzg_proof: proof,
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row_index: blob_index.uint64,
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column_index: i.uint64
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))
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ok(extended_matrix)
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2024-08-08 12:14:55 +00:00
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# THIS METHOD IS DEPRECATED, WILL BE REMOVED ONCE ALPHA 4 IS RELEASED
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proc recover_cells_and_proofs*(
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data_columns: seq[DataColumnSidecar],
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columnCount: int,
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blck: deneb.TrustedSignedBeaconBlock |
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electra.TrustedSignedBeaconBlock |
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ForkedTrustedSignedBeaconBlock):
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Result[seq[CellsAndProofs], cstring] =
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# This helper recovers blobs from the data column sidecars
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if not (data_columns.len != 0):
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return err("DataColumnSidecar: Length should not be 0")
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var blobCount = data_columns[0].column.len
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for data_column in data_columns:
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if not (blobCount == data_column.column.len):
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return err ("DataColumns do not have the same length")
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2024-08-19 13:20:20 +00:00
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var
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recovered_cps = newSeq[CellsAndProofs](blobCount)
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for blobIdx in 0 ..< blobCount:
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var
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bIdx = blobIdx
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cell_ids = newSeq[CellID](columnCount)
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ckzgCells = newSeq[KzgCell](columnCount)
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2024-08-05 13:57:39 +00:00
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2024-08-19 13:20:20 +00:00
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for i in 0..<data_columns.len:
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cell_ids[i] = data_columns[i].index
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2024-08-08 12:14:55 +00:00
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let
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column = data_columns[i].column
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cell = column[bIdx]
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ckzgCells[i] = cell
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2024-06-26 10:35:58 +00:00
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2024-08-08 12:14:55 +00:00
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# Recovering the cells and proofs
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let recovered_cells_and_proofs = recoverCellsAndKzgProofs(cell_ids, ckzgCells)
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if not recovered_cells_and_proofs.isOk:
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return err("Issue with computing cells and proofs!")
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2024-08-19 13:20:20 +00:00
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recovered_cps[blobIdx] = recovered_cells_and_proofs.get
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2024-08-08 12:14:55 +00:00
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ok(recovered_cps)
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2024-08-08 12:14:55 +00:00
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proc compute_signed_block_header(signed_block: deneb.TrustedSignedBeaconBlock |
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electra.TrustedSignedBeaconBlock):
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SignedBeaconBlockHeader =
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let blck = signed_block.message
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let block_header = BeaconBlockHeader(
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slot: blck.slot,
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proposer_index: blck.proposer_index,
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parent_root: blck.parent_root,
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state_root: blck.state_root,
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body_root: hash_tree_root(blck.body)
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)
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result = SignedBeaconBlockHeader(
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message: block_header,
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signature: signed_block.signature.toValidatorSig
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)
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2024-08-08 12:14:55 +00:00
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proc compute_signed_block_header(signed_block: deneb.SignedBeaconBlock |
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2024-07-04 11:19:55 +00:00
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electra.SignedBeaconBlock):
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SignedBeaconBlockHeader =
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let blck = signed_block.message
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let block_header = BeaconBlockHeader(
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slot: blck.slot,
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proposer_index: blck.proposer_index,
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parent_root: blck.parent_root,
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state_root: blck.state_root,
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body_root: hash_tree_root(blck.body)
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)
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result = SignedBeaconBlockHeader(
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message: block_header,
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signature: signed_block.signature
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)
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2024-08-05 13:57:39 +00:00
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# https://github.com/ethereum/consensus-specs/blob/bb8f3caafc92590cdcf2d14974adb602db9b5ca3/specs/_features/eip7594/das-core.md#get_data_column_sidecars
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2024-08-08 12:14:55 +00:00
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proc get_data_column_sidecars*(signed_block: deneb.TrustedSignedBeaconBlock |
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electra.TrustedSignedBeaconBlock,
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cellsAndProofs: seq[CellsAndProofs]):
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2024-08-05 13:57:39 +00:00
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Result[seq[DataColumnSidecar], string] =
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# Given a signed block and the cells/proofs associated with each blob
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# in the block, assemble the sidecars which can be distributed to peers.
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var
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blck = signed_block.message
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signed_beacon_block_header =
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compute_signed_block_header(signed_block)
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kzg_incl_proof: array[4, Eth2Digest]
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var sidecars = newSeq[DataColumnSidecar](CELLS_PER_EXT_BLOB)
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2024-08-08 12:14:55 +00:00
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if cellsAndProofs.len == 0:
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2024-08-05 13:57:39 +00:00
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return ok(sidecars)
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for column_index in 0..<NUMBER_OF_COLUMNS:
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var
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column_cells: DataColumn
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column_proofs: KzgProofs
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2024-08-08 12:14:55 +00:00
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for i in 0..<cellsAndProofs.len:
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2024-08-19 13:54:59 +00:00
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let check1 = column_cells.add(cellsAndProofs[i].cells)
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2024-08-05 13:57:39 +00:00
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doAssert check1 == true, "Issue fetching cell from CellsAndProofs"
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2024-08-19 13:54:59 +00:00
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let check2 = column_proofs.add(cellsAndProofs[i].proofs)
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2024-08-05 13:57:39 +00:00
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doAssert check2 == true, "Issue fetching proof from CellsAndProofs"
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var sidecar = DataColumnSidecar(
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index: ColumnIndex(column_index),
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column: DataColumn(column_cells),
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kzgCommitments: blck.body.blob_kzg_commitments,
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kzgProofs: KzgProofs(column_proofs),
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signed_block_header: signed_beacon_block_header)
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blck.body.build_proof(
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27.GeneralizedIndex,
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sidecar.kzg_commitments_inclusion_proof).expect("Valid gindex")
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sidecars.add(sidecar)
|
|
|
|
|
|
|
|
ok(sidecars)
|
|
|
|
|
2024-05-29 08:32:56 +00:00
|
|
|
# https://github.com/ethereum/consensus-specs/blob/5f48840f4d768bf0e0a8156a3ed06ec333589007/specs/_features/eip7594/das-core.md#get_data_column_sidecars
|
2024-07-04 11:19:55 +00:00
|
|
|
proc get_data_column_sidecars*(signed_block: deneb.SignedBeaconBlock |
|
|
|
|
electra.SignedBeaconBlock,
|
|
|
|
blobs: seq[KzgBlob]):
|
2024-07-06 07:54:51 +00:00
|
|
|
Result[seq[DataColumnSidecar], string] =
|
2024-07-05 10:26:03 +00:00
|
|
|
var
|
2024-06-24 12:02:06 +00:00
|
|
|
blck = signed_block.message
|
2024-07-04 11:19:55 +00:00
|
|
|
signed_beacon_block_header = compute_signed_block_header(signed_block)
|
2024-07-04 06:21:54 +00:00
|
|
|
kzg_incl_proof: array[4, Eth2Digest]
|
2024-06-26 06:56:37 +00:00
|
|
|
|
2024-07-06 23:32:58 +00:00
|
|
|
var sidecars = newSeq[DataColumnSidecar](CELLS_PER_EXT_BLOB)
|
2024-07-06 19:13:24 +00:00
|
|
|
|
2024-07-06 07:54:51 +00:00
|
|
|
if blobs.len == 0:
|
2024-07-06 19:13:24 +00:00
|
|
|
return ok(sidecars)
|
2024-07-06 07:54:51 +00:00
|
|
|
|
2024-07-06 23:05:06 +00:00
|
|
|
var
|
2024-07-06 23:32:58 +00:00
|
|
|
cells = newSeq[CellBytes](blobs.len)
|
|
|
|
proofs = newSeq[ProofBytes](blobs.len)
|
2024-07-06 23:05:06 +00:00
|
|
|
|
|
|
|
for i in 0..<blobs.len:
|
2024-05-28 08:29:31 +00:00
|
|
|
let
|
2024-07-06 23:05:06 +00:00
|
|
|
cell_and_proof = computeCellsAndProofs(blobs[i])
|
2024-07-06 07:54:51 +00:00
|
|
|
if cell_and_proof.isErr():
|
2024-07-06 16:24:29 +00:00
|
|
|
return err("EIP7549: Could not compute cells")
|
2024-05-28 08:29:31 +00:00
|
|
|
|
2024-07-06 23:05:06 +00:00
|
|
|
cells[i] = cell_and_proof.get.cells
|
|
|
|
proofs[i] = cell_and_proof.get.proofs
|
|
|
|
|
|
|
|
let blobCount = blobs.len
|
2024-07-06 21:31:32 +00:00
|
|
|
|
2024-07-06 07:54:51 +00:00
|
|
|
for columnIndex in 0..<CELLS_PER_EXT_BLOB:
|
2024-08-05 13:57:39 +00:00
|
|
|
var
|
|
|
|
column: DataColumn
|
|
|
|
kzgProofOfColumn: KzgProofs
|
2024-05-28 08:29:31 +00:00
|
|
|
for rowIndex in 0..<blobCount:
|
2024-07-07 10:29:27 +00:00
|
|
|
discard column.add(cells[rowIndex][columnIndex])
|
2024-07-08 06:09:50 +00:00
|
|
|
|
2024-05-28 08:29:31 +00:00
|
|
|
for rowIndex in 0..<blobCount:
|
2024-07-07 10:29:27 +00:00
|
|
|
discard kzgProofOfColumn.add(proofs[rowIndex][columnIndex])
|
2024-05-28 08:29:31 +00:00
|
|
|
|
2024-07-05 10:26:03 +00:00
|
|
|
var sidecar = DataColumnSidecar(
|
2024-07-03 18:15:20 +00:00
|
|
|
index: ColumnIndex(columnIndex),
|
2024-07-07 10:29:27 +00:00
|
|
|
column: DataColumn(column),
|
2024-05-28 08:29:31 +00:00
|
|
|
kzgCommitments: blck.body.blob_kzg_commitments,
|
2024-07-07 10:29:27 +00:00
|
|
|
kzgProofs: KzgProofs(kzgProofOfColumn),
|
2024-07-05 10:26:03 +00:00
|
|
|
signed_block_header: signed_beacon_block_header)
|
|
|
|
blck.body.build_proof(
|
2024-07-05 17:33:37 +00:00
|
|
|
27.GeneralizedIndex,
|
2024-07-05 10:45:38 +00:00
|
|
|
sidecar.kzg_commitments_inclusion_proof).expect("Valid gindex")
|
2024-07-04 09:15:23 +00:00
|
|
|
sidecars.add(sidecar)
|
2024-07-06 07:54:51 +00:00
|
|
|
ok(sidecars)
|
2024-05-28 08:29:31 +00:00
|
|
|
|
2024-05-29 08:32:56 +00:00
|
|
|
# Helper function to `verifyCellKzgProofBatch` at https://github.com/ethereum/c-kzg-4844/blob/das/bindings/nim/kzg_ex.nim#L170
|
|
|
|
proc validate_data_column_sidecar*(
|
2024-06-25 20:34:06 +00:00
|
|
|
expected_commitments: seq[KzgCommitment],
|
2024-08-05 13:57:39 +00:00
|
|
|
cellIndex: seq[CellIndex],
|
2024-06-25 20:34:06 +00:00
|
|
|
column: seq[Cell],
|
2024-05-29 08:32:56 +00:00
|
|
|
proofs: seq[KzgProof]): Result[void, string] =
|
2024-08-05 13:57:39 +00:00
|
|
|
let res = verifyCellKzgProofBatch(expected_commitments, cellIndex, column, proofs).valueOr:
|
2024-05-29 08:32:56 +00:00
|
|
|
return err("DataColumnSidecar: Proof verification error: " & error())
|
|
|
|
|
|
|
|
if not res:
|
|
|
|
return err("DataColumnSidecar: Proof verification failed")
|
|
|
|
|
|
|
|
ok()
|
2024-05-28 08:29:31 +00:00
|
|
|
|
2024-05-29 08:32:56 +00:00
|
|
|
# https://github.com/ethereum/consensus-specs/blob/5f48840f4d768bf0e0a8156a3ed06ec333589007/specs/_features/eip7594/p2p-interface.md#verify_data_column_sidecar_kzg_proofs
|
|
|
|
proc verify_data_column_sidecar_kzg_proofs*(sidecar: DataColumnSidecar): Result[void, string] =
|
2024-05-28 08:29:31 +00:00
|
|
|
# Verifying if the KZG proofs are correct
|
|
|
|
|
|
|
|
# Check if the data column sidecar index < NUMBER_OF_COLUMNS
|
|
|
|
if not (sidecar.index < NUMBER_OF_COLUMNS):
|
2024-05-29 08:32:56 +00:00
|
|
|
return err("EIP7594: Data column sidecar index exceeds the NUMBER_OF_COLUMNS")
|
2024-05-28 08:29:31 +00:00
|
|
|
|
|
|
|
# Check is the sidecar column length == sidecar.kzg_commitments length == sidecar.kzg_proofs mixInLength
|
2024-05-29 08:32:56 +00:00
|
|
|
if not (sidecar.column.len == sidecar.kzg_commitments.len):
|
|
|
|
return err("EIP7594: Data column sidecar length is not equal to the kzg_commitments length")
|
|
|
|
|
|
|
|
if not (sidecar.kzg_commitments.len == sidecar.kzg_proofs.len):
|
|
|
|
return err("EIP7594: Data column sidecar kzg_commitments length is not equal to the kzg_proofs length")
|
2024-05-28 08:29:31 +00:00
|
|
|
|
2024-08-05 13:57:39 +00:00
|
|
|
# Iterate through the cell indices
|
|
|
|
var cellIndices: seq[CellIndex]
|
2024-05-29 22:21:32 +00:00
|
|
|
for _ in 0..<sidecar.column.len:
|
2024-08-05 13:57:39 +00:00
|
|
|
cellIndices.add(sidecar.index * sidecar.column.lenu64)
|
2024-05-29 22:21:32 +00:00
|
|
|
|
|
|
|
let
|
|
|
|
kzgCommits = sidecar.kzg_commitments.asSeq
|
|
|
|
sidecarCol = sidecar.column.asSeq
|
|
|
|
kzgProofs = sidecar.kzg_proofs.asSeq
|
2024-05-28 08:29:31 +00:00
|
|
|
|
2024-08-05 13:57:39 +00:00
|
|
|
let res = validate_data_column_sidecar(kzgCommits, cellIndices, sidecarCol, kzgProofs)
|
2024-06-03 06:36:07 +00:00
|
|
|
|
2024-05-29 08:32:56 +00:00
|
|
|
if res.isErr():
|
|
|
|
return err("DataColumnSidecar: validation failed")
|
|
|
|
|
|
|
|
ok()
|
|
|
|
|
|
|
|
# https://github.com/ethereum/consensus-specs/blob/5f48840f4d768bf0e0a8156a3ed06ec333589007/specs/_features/eip7594/p2p-interface.md#verify_data_column_sidecar_inclusion_proof
|
2024-07-05 09:04:51 +00:00
|
|
|
func verify_data_column_sidecar_inclusion_proof*(sidecar: DataColumnSidecar): Result[void, string] =
|
2024-05-29 08:32:56 +00:00
|
|
|
# Verify if the given KZG commitments are included in the beacon block
|
2024-07-05 17:33:37 +00:00
|
|
|
let gindex = 27.GeneralizedIndex
|
2024-05-29 08:32:56 +00:00
|
|
|
if not is_valid_merkle_branch(
|
|
|
|
hash_tree_root(sidecar.kzg_commitments),
|
|
|
|
sidecar.kzg_commitments_inclusion_proof,
|
2024-07-05 11:46:20 +00:00
|
|
|
4.int,
|
2024-07-05 10:26:03 +00:00
|
|
|
get_subtree_index(gindex),
|
2024-05-29 08:32:56 +00:00
|
|
|
sidecar.signed_block_header.message.body_root):
|
|
|
|
|
|
|
|
return err("DataColumnSidecar: inclusion proof not valid")
|
|
|
|
|
2024-05-29 22:21:32 +00:00
|
|
|
ok()
|
2024-07-29 13:30:43 +00:00
|
|
|
|
|
|
|
proc selfReconstructDataColumns*(numCol: uint64):
|
|
|
|
bool =
|
|
|
|
# This function tells whether data columns can be
|
|
|
|
# reconstructed or not
|
|
|
|
const totalColumns = NUMBER_OF_COLUMNS.uint64
|
|
|
|
let
|
|
|
|
columnsNeeded = totalColumns div 2 + totalColumns mod 2
|
|
|
|
if numCol >= columnsNeeded:
|
|
|
|
return true
|
|
|
|
false
|
2024-08-05 13:57:39 +00:00
|
|
|
|
|
|
|
# https://github.com/ethereum/consensus-specs/blob/v1.5.0-alpha.3/specs/_features/eip7594/das-core.md#compute_extended_matrix
|
2024-07-25 13:26:10 +00:00
|
|
|
proc get_extended_sample_count*(samples_per_slot: int,
|
|
|
|
allowed_failures: int):
|
|
|
|
int =
|
|
|
|
# `get_extended_sample_count` computes the number of samples we
|
|
|
|
# should query from peers, given the SAMPLES_PER_SLOT and
|
|
|
|
# the number of allowed failures
|
|
|
|
|
|
|
|
# Retrieving the column count
|
|
|
|
let columnsCount = NUMBER_OF_COLUMNS.int
|
|
|
|
|
|
|
|
# If 50% of the columns are missing, we are able to reconstruct the data
|
|
|
|
# If 50% + 1 columns are missing, we are NO MORE able to reconstruct the data
|
|
|
|
let worstCaseConditionCount = (columnsCount div 2) + 1
|
|
|
|
|
|
|
|
# Compute the false positive threshold
|
|
|
|
let falsePositiveThreshold = hypergeom_cdf(0, columnsCount, worstCaseConditionCount, samples_per_slot)
|
|
|
|
|
|
|
|
var sampleCount: int
|
|
|
|
|
|
|
|
# Finally, compute the extended sample count
|
|
|
|
for i in samples_per_slot .. columnsCount + 1:
|
|
|
|
if hypergeom_cdf(allowed_failures, columnsCount, worstCaseConditionCount, i) <= falsePositiveThreshold:
|
|
|
|
sampleCount = i
|
|
|
|
break
|
|
|
|
sampleCount = i
|
|
|
|
|
|
|
|
return sampleCount
|