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https://github.com/monero-project/monero.git
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wallet2: use a gamma distribution to pick fake outs
as per "An Empirical Analysis of Linkability in the Monero Blockchain", by Miller et al.
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@ -2502,7 +2502,7 @@ bool wallet2::refresh(bool trusted_daemon, uint64_t & blocks_fetched, bool& rece
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return ok;
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}
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//----------------------------------------------------------------------------------------------------
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bool wallet2::get_output_distribution(uint64_t &start_height, std::vector<uint64_t> &distribution)
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bool wallet2::get_rct_distribution(uint64_t &start_height, std::vector<uint64_t> &distribution)
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{
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uint32_t rpc_version;
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boost::optional<std::string> result = m_node_rpc_proxy.get_rpc_version(rpc_version);
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@ -6129,22 +6129,42 @@ void wallet2::get_outs(std::vector<std::vector<tools::wallet2::get_outs_entry>>
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bool is_shortly_after_segregation_fork = height >= segregation_fork_height && height < segregation_fork_height + SEGREGATION_FORK_VICINITY;
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bool is_after_segregation_fork = height >= segregation_fork_height;
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// if we have at least one rct out, get the distribution, or fall back to the previous system
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uint64_t rct_start_height;
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std::vector<uint64_t> rct_offsets;
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bool has_rct = false;
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for (size_t idx: selected_transfers)
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if (m_transfers[idx].is_rct())
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{ has_rct = true; break; }
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const bool has_rct_distribution = has_rct && get_rct_distribution(rct_start_height, rct_offsets);
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if (has_rct_distribution)
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{
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// check we're clear enough of rct start, to avoid corner cases below
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THROW_WALLET_EXCEPTION_IF(rct_offsets.size() <= CRYPTONOTE_DEFAULT_TX_SPENDABLE_AGE,
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error::get_output_distribution, "Not enough rct outputs");
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}
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// get histogram for the amounts we need
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cryptonote::COMMAND_RPC_GET_OUTPUT_HISTOGRAM::request req_t = AUTO_VAL_INIT(req_t);
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cryptonote::COMMAND_RPC_GET_OUTPUT_HISTOGRAM::response resp_t = AUTO_VAL_INIT(resp_t);
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m_daemon_rpc_mutex.lock();
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// request histogram for all outputs, except 0 if we have the rct distribution
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for(size_t idx: selected_transfers)
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req_t.amounts.push_back(m_transfers[idx].is_rct() ? 0 : m_transfers[idx].amount());
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std::sort(req_t.amounts.begin(), req_t.amounts.end());
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auto end = std::unique(req_t.amounts.begin(), req_t.amounts.end());
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req_t.amounts.resize(std::distance(req_t.amounts.begin(), end));
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req_t.unlocked = true;
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req_t.recent_cutoff = time(NULL) - RECENT_OUTPUT_ZONE;
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bool r = net_utils::invoke_http_json_rpc("/json_rpc", "get_output_histogram", req_t, resp_t, m_http_client, rpc_timeout);
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m_daemon_rpc_mutex.unlock();
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THROW_WALLET_EXCEPTION_IF(!r, error::no_connection_to_daemon, "transfer_selected");
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THROW_WALLET_EXCEPTION_IF(resp_t.status == CORE_RPC_STATUS_BUSY, error::daemon_busy, "get_output_histogram");
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THROW_WALLET_EXCEPTION_IF(resp_t.status != CORE_RPC_STATUS_OK, error::get_histogram_error, resp_t.status);
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if (!m_transfers[idx].is_rct() || !has_rct_distribution)
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req_t.amounts.push_back(m_transfers[idx].is_rct() ? 0 : m_transfers[idx].amount());
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if (!req_t.amounts.empty())
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{
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std::sort(req_t.amounts.begin(), req_t.amounts.end());
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auto end = std::unique(req_t.amounts.begin(), req_t.amounts.end());
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req_t.amounts.resize(std::distance(req_t.amounts.begin(), end));
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req_t.unlocked = true;
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req_t.recent_cutoff = time(NULL) - RECENT_OUTPUT_ZONE;
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m_daemon_rpc_mutex.lock();
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bool r = net_utils::invoke_http_json_rpc("/json_rpc", "get_output_histogram", req_t, resp_t, m_http_client, rpc_timeout);
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m_daemon_rpc_mutex.unlock();
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THROW_WALLET_EXCEPTION_IF(!r, error::no_connection_to_daemon, "transfer_selected");
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THROW_WALLET_EXCEPTION_IF(resp_t.status == CORE_RPC_STATUS_BUSY, error::daemon_busy, "get_output_histogram");
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THROW_WALLET_EXCEPTION_IF(resp_t.status != CORE_RPC_STATUS_OK, error::get_histogram_error, resp_t.status);
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}
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// if we want to segregate fake outs pre or post fork, get distribution
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std::unordered_map<uint64_t, std::pair<uint64_t, uint64_t>> segregation_limit;
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@ -6200,6 +6220,36 @@ void wallet2::get_outs(std::vector<std::vector<tools::wallet2::get_outs_entry>>
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COMMAND_RPC_GET_OUTPUTS_BIN::request req = AUTO_VAL_INIT(req);
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COMMAND_RPC_GET_OUTPUTS_BIN::response daemon_resp = AUTO_VAL_INIT(daemon_resp);
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struct gamma_engine
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{
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typedef uint64_t result_type;
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static constexpr result_type min() { return 0; }
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static constexpr result_type max() { return std::numeric_limits<result_type>::max(); }
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result_type operator()() { return crypto::rand<result_type>(); }
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} engine;
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static const double shape = 19.28/*16.94*/;
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//static const double shape = m_testnet ? 17.02 : 17.28;
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static const double scale = 1/1.61;
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std::gamma_distribution<double> gamma(shape, scale);
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auto pick_gamma = [&]()
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{
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double x = gamma(engine);
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x = exp(x);
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uint64_t block_offset = x / DIFFICULTY_TARGET_V2; // this assumes constant target over the whole rct range
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if (block_offset >= rct_offsets.size() - 1)
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return std::numeric_limits<uint64_t>::max(); // bad pick
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block_offset = rct_offsets.size() - 2 - block_offset;
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THROW_WALLET_EXCEPTION_IF(block_offset >= rct_offsets.size() - 1, error::wallet_internal_error, "Bad offset calculation");
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THROW_WALLET_EXCEPTION_IF(rct_offsets[block_offset + 1] < rct_offsets[block_offset],
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error::get_output_distribution, "Decreasing offsets in rct distribution: " +
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std::to_string(block_offset) + ": " + std::to_string(rct_offsets[block_offset]) + ", " +
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std::to_string(block_offset + 1) + ": " + std::to_string(rct_offsets[block_offset + 1]));
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uint64_t n_rct = rct_offsets[block_offset + 1] - rct_offsets[block_offset];
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if (n_rct == 0)
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return rct_offsets[block_offset] ? rct_offsets[block_offset] - 1 : 0;
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return rct_offsets[block_offset] + crypto::rand<uint64_t>() % n_rct;
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};
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size_t num_selected_transfers = 0;
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for(size_t idx: selected_transfers)
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{
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@ -6210,6 +6260,7 @@ void wallet2::get_outs(std::vector<std::vector<tools::wallet2::get_outs_entry>>
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// request more for rct in base recent (locked) coinbases are picked, since they're locked for longer
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size_t requested_outputs_count = base_requested_outputs_count + (td.is_rct() ? CRYPTONOTE_MINED_MONEY_UNLOCK_WINDOW - CRYPTONOTE_DEFAULT_TX_SPENDABLE_AGE : 0);
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size_t start = req.outputs.size();
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bool use_histogram = amount != 0 || !has_rct_distribution;
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const bool output_is_pre_fork = td.m_block_height < segregation_fork_height;
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uint64_t num_outs = 0, num_recent_outs = 0;
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@ -6265,26 +6316,41 @@ void wallet2::get_outs(std::vector<std::vector<tools::wallet2::get_outs_entry>>
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num_post_fork_outs = num_outs - segregation_limit[amount].first;
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}
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LOG_PRINT_L1("" << num_outs << " unlocked outputs of size " << print_money(amount));
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THROW_WALLET_EXCEPTION_IF(num_outs == 0, error::wallet_internal_error,
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"histogram reports no unlocked outputs for " + boost::lexical_cast<std::string>(amount) + ", not even ours");
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THROW_WALLET_EXCEPTION_IF(num_recent_outs > num_outs, error::wallet_internal_error,
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"histogram reports more recent outs than outs for " + boost::lexical_cast<std::string>(amount));
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if (use_histogram)
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{
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LOG_PRINT_L1("" << num_outs << " unlocked outputs of size " << print_money(amount));
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THROW_WALLET_EXCEPTION_IF(num_outs == 0, error::wallet_internal_error,
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"histogram reports no unlocked outputs for " + boost::lexical_cast<std::string>(amount) + ", not even ours");
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THROW_WALLET_EXCEPTION_IF(num_recent_outs > num_outs, error::wallet_internal_error,
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"histogram reports more recent outs than outs for " + boost::lexical_cast<std::string>(amount));
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}
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else
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{
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// the base offset of the first rct output in the first unlocked block (or the one to be if there's none)
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num_outs = rct_offsets[rct_offsets.size() - CRYPTONOTE_DEFAULT_TX_SPENDABLE_AGE];
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LOG_PRINT_L1("" << num_outs << " unlocked rct outputs");
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THROW_WALLET_EXCEPTION_IF(num_outs == 0, error::wallet_internal_error,
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"histogram reports no unlocked rct outputs, not even ours");
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}
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// how many fake outs to draw on a pre-fork triangular distribution
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// how many fake outs to draw on a pre-fork distribution
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size_t pre_fork_outputs_count = requested_outputs_count * pre_fork_num_out_ratio;
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size_t post_fork_outputs_count = requested_outputs_count * post_fork_num_out_ratio;
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// how many fake outs to draw otherwise
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size_t normal_output_count = requested_outputs_count - pre_fork_outputs_count - post_fork_outputs_count;
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// X% of those outs are to be taken from recent outputs
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size_t recent_outputs_count = normal_output_count * RECENT_OUTPUT_RATIO;
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if (recent_outputs_count == 0)
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recent_outputs_count = 1; // ensure we have at least one, if possible
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if (recent_outputs_count > num_recent_outs)
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recent_outputs_count = num_recent_outs;
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if (td.m_global_output_index >= num_outs - num_recent_outs && recent_outputs_count > 0)
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--recent_outputs_count; // if the real out is recent, pick one less recent fake out
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size_t recent_outputs_count = 0;
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if (use_histogram)
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{
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// X% of those outs are to be taken from recent outputs
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recent_outputs_count = normal_output_count * RECENT_OUTPUT_RATIO;
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if (recent_outputs_count == 0)
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recent_outputs_count = 1; // ensure we have at least one, if possible
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if (recent_outputs_count > num_recent_outs)
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recent_outputs_count = num_recent_outs;
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if (td.m_global_output_index >= num_outs - num_recent_outs && recent_outputs_count > 0)
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--recent_outputs_count; // if the real out is recent, pick one less recent fake out
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}
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LOG_PRINT_L1("Fake output makeup: " << requested_outputs_count << " requested: " << recent_outputs_count << " recent, " <<
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pre_fork_outputs_count << " pre-fork, " << post_fork_outputs_count << " post-fork, " <<
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(requested_outputs_count - recent_outputs_count - pre_fork_outputs_count - post_fork_outputs_count) << " full-chain");
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@ -6364,7 +6430,26 @@ void wallet2::get_outs(std::vector<std::vector<tools::wallet2::get_outs_entry>>
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uint64_t i;
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const char *type = "";
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if (num_found - 1 < recent_outputs_count) // -1 to account for the real one we seeded with
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if (amount == 0 && has_rct_distribution)
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{
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// gamma distribution
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if (num_found -1 < recent_outputs_count + pre_fork_outputs_count)
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{
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do i = pick_gamma(); while (i >= segregation_limit[amount].first);
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type = "pre-fork gamma";
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}
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else if (num_found -1 < recent_outputs_count + pre_fork_outputs_count + post_fork_outputs_count)
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{
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do i = pick_gamma(); while (i < segregation_limit[amount].first || i >= num_outs);
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type = "post-fork gamma";
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}
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else
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{
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do i = pick_gamma(); while (i >= num_outs);
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type = "gamma";
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}
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}
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else if (num_found - 1 < recent_outputs_count) // -1 to account for the real one we seeded with
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{
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// triangular distribution over [a,b) with a=0, mode c=b=up_index_limit
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uint64_t r = crypto::rand<uint64_t>() % ((uint64_t)1 << 53);
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@ -6429,7 +6514,7 @@ void wallet2::get_outs(std::vector<std::vector<tools::wallet2::get_outs_entry>>
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// get the keys for those
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m_daemon_rpc_mutex.lock();
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r = epee::net_utils::invoke_http_bin("/get_outs.bin", req, daemon_resp, m_http_client, rpc_timeout);
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bool r = epee::net_utils::invoke_http_bin("/get_outs.bin", req, daemon_resp, m_http_client, rpc_timeout);
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m_daemon_rpc_mutex.unlock();
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THROW_WALLET_EXCEPTION_IF(!r, error::no_connection_to_daemon, "get_outs.bin");
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THROW_WALLET_EXCEPTION_IF(daemon_resp.status == CORE_RPC_STATUS_BUSY, error::daemon_busy, "get_outs.bin");
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@ -1209,7 +1209,7 @@ namespace tools
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void cache_ringdb_key();
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void clear_ringdb_key();
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bool get_output_distribution(uint64_t &start_height, std::vector<uint64_t> &distribution);
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bool get_rct_distribution(uint64_t &start_height, std::vector<uint64_t> &distribution);
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uint64_t get_segregation_fork_height() const;
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