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Python SDK for the SOMA network

Project description

soma-sdk

Python SDK for interacting with the SOMA network. Built with PyO3 and Maturin, providing native-speed bindings to the Rust SDK.

Install

pip install soma-sdk

Or with uv:

uv add soma-sdk

Requires Python >= 3.10.

Quick Start

import asyncio
from soma_sdk import SomaClient, Keypair

async def main():
    # Connect using a chain preset
    client = await SomaClient(chain="testnet")   # or chain="localnet"

    # Generate a keypair and fund it
    keypair = Keypair.generate()
    await client.request_faucet(keypair.address())

    # Check balance (returned as SOMA float)
    balance = await client.get_balance(keypair.address())
    print(f"Balance: {balance:.2f} SOMA")

    # Query network state
    state = await client.get_latest_system_state()
    print(f"Epoch: {state.epoch}, Validators: {len(state.validators.validators)}")

asyncio.run(main())

Classes

Keypair

Ed25519 keypair for signing SOMA transactions.

# Generate a new random keypair
keypair = Keypair.generate()

# Restore from a secret key (hex string or bytes)
keypair = Keypair.from_secret_key("0x...")

# Restore from a BIP-39 mnemonic
keypair = Keypair.from_mnemonic("word1 word2 ...")

keypair.address()        # SOMA address (hex string)
keypair.to_secret_key()  # Export secret key (hex string)
keypair.sign(tx_bytes)   # Sign raw transaction data bytes

SomaClient

The main client for querying chain state, building transactions, and executing them via gRPC.

# Named chain presets (recommended)
client = await SomaClient(chain="testnet")    # auto-configures RPC + faucet URLs
client = await SomaClient(chain="localnet")   # auto-configures RPC + faucet + admin + scoring

# Explicit URLs
client = await SomaClient("https://fullnode.testnet.soma.org", faucet_url="https://faucet.testnet.soma.org")

# Override scoring_url with any chain preset
client = await SomaClient(chain="testnet", scoring_url="http://my-scorer:9124")

Chain presets:

  • "testnet"https://fullnode.testnet.soma.org + faucet
  • "localnet"http://127.0.0.1:9000 + faucet, admin, scoring

Note: chain and rpc_url/faucet_url cannot be combined (raises ValueError). scoring_url is always configurable.

Chain & Node Info

Method Returns Description
get_chain_identifier() str Chain identifier string
get_server_version() str Server version string
get_protocol_version() int Current protocol version
get_architecture_version() int Current model architecture version
get_embedding_dim() int Embedding dimension for the current protocol
get_model_min_stake() int Minimum stake required to register a model (shannons)
check_api_version() None Raises if client/server versions mismatch

Objects & State

Method Returns Description
get_object(object_id) ObjectRef Get object by hex ID
get_object_with_version(object_id, version) ObjectRef Get object at a specific version
get_balance(address) float Balance in SOMA
get_latest_system_state() SystemState Current global system state
get_epoch(epoch=None) EpochInfo Epoch info (None for latest)
list_owned_objects(owner, object_type=None, limit=None) list[ObjectRef] Objects owned by an address

object_type can be: "coin", "staked_soma", "target", "submission", "challenge", "system_state".

Targets & Challenges

Method Returns Description
list_targets(status=None, epoch=None, limit=None) ListTargetsResponse List targets with optional filters
get_targets(status=None, epoch=None, limit=None) list[Target] Convenience wrapper returning target list directly
get_model_manifests(model_ids_or_target) list[ModelManifest] Get model weight manifests by IDs or from a Target
get_challenge(challenge_id) ChallengeInfo Get challenge by ID
list_challenges(target_id=None, status=None, ...) ListChallengesResponse List challenges with optional filters

Checkpoints

Method Returns Description
get_latest_checkpoint() CheckpointSummary Latest checkpoint summary
get_checkpoint_summary(sequence_number) CheckpointSummary Checkpoint by sequence number

Transactions

Method Returns Description
execute_transaction(tx_bytes) TransactionEffects Execute a signed transaction (BCS bytes)
simulate_transaction(tx_data_bytes) TransactionEffects Simulate unsigned transaction data (BCS bytes)
get_transaction(digest) TransactionEffects Get transaction effects by digest

Scoring (requires scoring_url)

Method Returns Description
score(data_url, models, target_embedding, ...) ScoreResult Score data against models
scoring_health() bool Check if the scoring service is reachable

Faucet (requires faucet_url)

Method Returns Description
request_faucet(address) FaucetResponse Request test tokens

Proxy Fetch (via fullnode)

Method Returns Description
fetch_model(model_id) bytes Download model weights through the fullnode proxy
fetch_submission_data(target_id) bytes Download submission data through the fullnode proxy

Epoch Helpers

Method Returns Description
wait_for_next_epoch(timeout=120.0) int Block until the next epoch starts; returns new epoch number
advance_epoch() int Force epoch advancement (requires admin_url, localnet only)

Static Utilities

SomaClient.to_shannons(1.5)                # 1_500_000_000
SomaClient.to_soma(1_500_000_000)           # 1.5
SomaClient.commitment(data)                 # Blake2b-256 hex digest
SomaClient.encrypt_weights(data)            # (encrypted_bytes, key_hex)
SomaClient.decrypt_weights(data, key_hex)   # decrypted bytes

Transaction Builders

All builders are methods on SomaClient and return bytes (BCS-encoded TransactionData). Sign with Keypair.sign() and execute with client.execute_transaction().

The gas parameter is always optional — when None, a gas coin is auto-selected from the sender's owned coins.

Coin & Object Transfers

# Transfer a coin (optionally a partial amount)
tx = await client.build_transfer_coin(sender, recipient, coin, amount=None, gas=None)

# Transfer arbitrary objects
tx = await client.build_transfer_objects(sender, recipient, [obj1, obj2], gas=None)

# Multi-recipient payment
tx = await client.build_pay_coins(sender, recipients, amounts, coins, gas=None)

Staking

# Stake with a validator
tx = await client.build_add_stake(sender, validator, coin, amount=None, gas=None)

# Withdraw stake
tx = await client.build_withdraw_stake(sender, staked_soma, gas=None)

# Stake with a model
tx = await client.build_add_stake_to_model(sender, model_id, coin, amount=None, gas=None)

Model Management

# Register a model (commit-reveal pattern)
tx = await client.build_commit_model(
    sender, model_id,
    weights_url_commitment,    # Blake2b-256 hex of the weights URL
    weights_commitment,        # Blake2b-256 hex of the encrypted weights
    stake_amount,              # int (shannons)
    commission_rate,           # int (BPS, 10000 = 100%)
    staking_pool_id,           # hex object ID
    gas=None,
)

# Reveal model weights (must be called the epoch after commit)
tx = await client.build_reveal_model(
    sender, model_id,
    weights_url,               # URL string
    weights_checksum,          # Blake2b-256 hex of raw weights
    weights_size,              # int (bytes)
    decryption_key,            # AES-256 hex key
    embedding,                 # list[float] — model embedding vector
    gas=None,
)

# Update model weights (commit-reveal)
tx = await client.build_commit_model_update(sender, model_id, weights_url_commitment, weights_commitment, gas=None)
tx = await client.build_reveal_model_update(sender, model_id, weights_url, weights_checksum, weights_size, decryption_key, embedding, gas=None)

# Other model operations
tx = await client.build_deactivate_model(sender, model_id, gas=None)
tx = await client.build_set_model_commission_rate(sender, model_id, new_rate, gas=None)
tx = await client.build_report_model(sender, model_id, gas=None)
tx = await client.build_undo_report_model(sender, model_id, gas=None)

Data Submissions

# Submit data to fill a target
tx = await client.build_submit_data(
    sender, target_id,
    data_commitment,           # Blake2b-256 hex
    data_url,                  # URL string
    data_checksum,             # Blake2b-256 hex
    data_size,                 # int (bytes)
    model_id,                  # hex object ID
    embedding,                 # list[float]
    distance_score,            # float
    bond_coin,                 # ObjectRef
    gas=None,
)

# Claim rewards from a filled/expired target
tx = await client.build_claim_rewards(sender, target_id, gas=None)

# Report a fraudulent submission
tx = await client.build_report_submission(sender, target_id, challenger=None, gas=None)
tx = await client.build_undo_report_submission(sender, target_id, gas=None)

Challenges

# Initiate a challenge against a filled target
tx = await client.build_initiate_challenge(sender, target_id, bond_coin, gas=None)

# Report/undo challenge
tx = await client.build_report_challenge(sender, challenge_id, gas=None)
tx = await client.build_undo_report_challenge(sender, challenge_id, gas=None)

# Resolve and claim challenge bond
tx = await client.build_claim_challenge_bond(sender, challenge_id, gas=None)

Validator Management

tx = await client.build_add_validator(sender, pubkey_bytes, network_pubkey_bytes, worker_pubkey_bytes, proof_of_possession, net_address, p2p_address, primary_address, proxy_address, gas=None)
tx = await client.build_remove_validator(sender, pubkey_bytes, gas=None)
tx = await client.build_update_validator_metadata(sender, gas=None, next_epoch_network_address=None, ...)
tx = await client.build_set_commission_rate(sender, new_rate, gas=None)
tx = await client.build_report_validator(sender, reportee, gas=None)
tx = await client.build_undo_report_validator(sender, reportee, gas=None)

High-Level Convenience Methods

These methods handle building, signing, and executing in one call. Amounts are in SOMA (float), not shannons.

# Transfer coins
await client.transfer_coin(signer=keypair, recipient="0xADDR", amount=0.5)

# Multi-recipient payment
await client.pay_coins(signer=keypair, recipients=["0xA", "0xB"], amounts=[0.25, 0.25])

# Stake with a validator
await client.add_stake(signer=keypair, validator="0xVALIDATOR", amount=10.0)

# Register a model (commit step)
model_id = await client.commit_model(
    signer=keypair,
    weights_url="https://storage.example.com/weights.safetensors",
    encrypted_weights=encrypted_bytes,
    commission_rate=1000,          # 10%
    stake_amount=10.0,             # SOMA — optional, defaults to minimum
)

# Reveal model weights (next epoch)
await client.reveal_model(
    signer=keypair,
    model_id=model_id,
    weights_url="https://storage.example.com/weights.safetensors",
    encrypted_weights=encrypted_bytes,
    decryption_key=key_hex,
    embedding=[0.1, 0.2, ...],
)

# Submit data to a target
await client.submit_data(
    signer=keypair,
    target_id="0xTARGET",
    data=raw_bytes,
    data_url="https://storage.example.com/data.bin",
    model_id="0xMODEL",
    embedding=[0.1, 0.2, ...],
    distance_score=0.42,
)

# Claim rewards
await client.claim_rewards(signer=keypair, target_id="0xTARGET")

WalletContext

Manages keys from a local wallet config file (e.g. ~/.soma/client.yaml). Useful for CLI-style workflows.

wallet = WalletContext("/path/to/client.yaml")
Method Returns Description
get_addresses() list[str] All managed addresses
active_address() str Currently active address
has_addresses() bool Whether any addresses exist
get_gas_objects(address) list[ObjectRef] Gas coin objects for an address
save_config() None Persist wallet config to disk
sign_transaction(tx_data_bytes) bytes Sign BCS TransactionData, returns BCS Transaction
sign_and_execute_transaction(tx_data_bytes) TransactionEffects Sign, execute, and wait for checkpoint inclusion
sign_and_execute_transaction_may_fail(tx_data_bytes) TransactionEffects Same as above but returns effects even on failure

Building from Source

Requires Rust and Python >= 3.10.

# Install maturin
pip install maturin

# Development build (editable install)
cd python-sdk
maturin develop

# Release build
maturin build --release

License

Apache-2.0

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