From 00be25af6f7697a77e11cd49c9d17b940962c6c6 Mon Sep 17 00:00:00 2001 From: jmuecke <48099698+jmuecke@users.noreply.github.com> Date: Mon, 9 Sep 2024 12:42:35 +0200 Subject: [PATCH] Add ccds setup --- 05-instant-ack-ccds/Makefile | 127 + 05-instant-ack-ccds/README.md | 84 + 05-instant-ack-ccds/data/interim/.gitkeep | 0 05-instant-ack-ccds/data/raw/.gitkeep | 0 05-instant-ack-ccds/data/raw/Makefile | 174 + .../aioquic_quic-go/handshake/client/keys.log | 4 + .../aioquic_quic-go/handshake/sim/pcap.csv | 16 + .../handshake/sim/trace_node_left.pcap | Bin 0 -> 6157 bytes .../handshake/client/keys.log | 4 + .../go-x-net_quic-go/handshake/sim/pcap.csv | 13 + .../handshake/sim/trace_node_left.pcap | Bin 0 -> 5791 bytes .../haproxy_quic-go/handshake/client/keys.log | 4 + .../haproxy_quic-go/handshake/sim/pcap.csv | 19 + .../handshake/sim/trace_node_left.pcap | Bin 0 -> 6978 bytes .../kwik_quic-go/handshake/client/keys.log | 4 + .../kwik_quic-go/handshake/sim/pcap.csv | 21 + 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create mode 100644 05-instant-ack-ccds/pyproject.toml create mode 100644 05-instant-ack-ccds/reports/.gitkeep create mode 100644 05-instant-ack-ccds/reports/figures/.gitkeep create mode 100644 05-instant-ack-ccds/requirements.txt create mode 100644 05-instant-ack-ccds/setup.cfg create mode 100755 05-instant-ack-ccds/tools/add-pto-info create mode 100755 05-instant-ack-ccds/tools/tshark-extract-quic-fields.sh diff --git a/05-instant-ack-ccds/Makefile b/05-instant-ack-ccds/Makefile new file mode 100644 index 0000000..737c67e --- /dev/null +++ b/05-instant-ack-ccds/Makefile @@ -0,0 +1,127 @@ +################################################################################# +# GLOBALS # +################################################################################# + +PROJECT_NAME = instant-ack +PYTHON_VERSION = 3.10 +PYTHON_INTERPRETER = python + +################################################################################# +# COMMANDS # +################################################################################# + + +## Install Python Dependencies +.PHONY: requirements +requirements: + $(PYTHON_INTERPRETER) -m pip install -U pip + $(PYTHON_INTERPRETER) -m pip install -r requirements.txt + +## Delete all compiled Python files +.PHONY: clean +clean: + find . -type f -name "*.py[co]" -delete + find . -type d -name "__pycache__" -delete + +## Lint using flake8 and black (use `make format` to do formatting) +.PHONY: lint +lint: + flake8 instant_ack + isort --check --diff --profile black instant_ack + black --check --config pyproject.toml instant_ack + +## Format source code with black +.PHONY: format +format: + black --config pyproject.toml instant_ack + +## Convert notebooks to html +notebooks=$(shell ls notebooks/0*/*.ipynb) +notebooks_html:=$(subst .ipynb,.html,$(notebooks)) + +%.html: %.ipynb + jupyter nbconvert $(NBCONVERT_PARAMS) --to html $< + +nbconvert: $(notebooks_html) + +nbconvert-execute: NBCONVERT_PARAMS=--execute +nbconvert-execute: $(notebooks_html) + +python_env: + python -m venv .venv && source .venv/bin/activate && pip install -r requirements.txt + +################################################################################# +# PROJECT RULES # +################################################################################# + + +## Make Dataset +.PHONY: data +data: requirements cloudflare toplist qlog interop interop-servers pyasn + $(PYTHON_INTERPRETER) instant_ack/dataset.py +clean_cloudflare: + $(PYTHON_INTERPRETER) instant_ack/dataset.py clean-cloudflare + +cloudflare: + $(PYTHON_INTERPRETER) instant_ack/dataset.py cloudflare + +toplist: + $(PYTHON_INTERPRETER) instant_ack/dataset.py toplist --refresh + +clean_toplist: + $(PYTHON_INTERPRETER) instant_ack/dataset.py clean-toplist + +interop: + $(PYTHON_INTERPRETER) instant_ack/dataset.py interop + +clean_interop: + $(PYTHON_INTERPRETER) instant_ack/dataset.py clean-interop + +interop-servers: + $(PYTHON_INTERPRETER) instant_ack/dataset.py interop-servers --refresh + +clean_interop-servers: + $(PYTHON_INTERPRETER) instant_ack/dataset.py clean-interop-servers + +pyasn: + pyasn_util_convert.py --single data/raw/rib.20240807.0600.bz2 data/interim/rib.20240807.0600.pyasn + +## Extract and transform qlog in raw data +MAKEFILE_FOR_EXTRACTION:=$(CURDIR)/data/raw/Makefile + +INTEROP_FOLDERS:=$(shell ls --quoting-style=shell-always -d ~+/data/raw/interop-runner/*/logs_delay=*) +INTEROP_FOLDERS_SELECTION:=$(shell ls --quoting-style=shell-always -d ~+/data/raw/interop-runner/*/logs_delay=*$(SELECTION)*) +qlog: + -rm interop.jl + parallel -j3 --bar --joblog interop.jl 'cd {} && make -j 6 -f $(MAKEFILE_FOR_EXTRACTION) qlog_extraction' ::: $(INTEROP_FOLDERS) + +qlog_selection: + -rm interop.jl + parallel -j3 --bar --joblog interop.jl 'cd {} && make -j 6 -f $(MAKEFILE_FOR_EXTRACTION) qlog_extraction' ::: $(INTEROP_FOLDERS_SELECTION) + +clean_qlog: + -rm interop.jl + parallel -j20 --bar --joblog interop.jl 'cd {} && make -f $(MAKEFILE_FOR_EXTRACTION) clean_qlog_extraction' ::: $(INTEROP_FOLDERS) + +clean_qlog_selection: + -rm interop.jl + parallel -j20 --bar --joblog interop.jl 'cd {} && make -f $(MAKEFILE_FOR_EXTRACTION) clean_qlog_extraction' ::: $(INTEROP_FOLDERS_SELECTION) + + +################################################################################# +# Self Documenting Commands # +################################################################################# + +.DEFAULT_GOAL := help + +define PRINT_HELP_PYSCRIPT +import re, sys; \ +lines = '\n'.join([line for line in sys.stdin]); \ +matches = re.findall(r'\n## (.*)\n[\s\S]+?\n([a-zA-Z_-]+):', lines); \ +print('Available rules:\n'); \ +print('\n'.join(['{:25}{}'.format(*reversed(match)) for match in matches])) +endef +export PRINT_HELP_PYSCRIPT + +help: + @$(PYTHON_INTERPRETER) -c "${PRINT_HELP_PYSCRIPT}" < $(MAKEFILE_LIST) diff --git a/05-instant-ack-ccds/README.md b/05-instant-ack-ccds/README.md new file mode 100644 index 0000000..fecb4c9 --- /dev/null +++ b/05-instant-ack-ccds/README.md @@ -0,0 +1,84 @@ +# instant-ack + + + + + +Analysis of instant ACK in QUIC + +## Project Organization + +``` +├── Makefile <- Makefile with convenience commands like `make data`. See section below. +├── README.md <- The top-level README for developers using this project. +├── data +│ ├── interim <- Data that has been transformed into parquet files. +│ └── raw <- The original data and slight preprocessed data. +│ +├── notebooks <- Jupyter notebooks. Structurd by topic. +│ ├── 01-numerical_analysis/ <- Numerical analysis. +│ ├── 02-interop-runner/ <- Analysis of QIR emulations, i.e., TTFB, First PTO improvement, # of RTT samples. +│ ├── 03-toplist/ <- Analysis of QScanner connections to Tranco Top 1M. +│ ├── 04-cloudflare/ <- Analysis of Cloudflare hosted otherwise unused domains. +│ └── 05-all-interop-servers/ <- Analysis of ACK delay in QUIC server implementations of public QIR. +│ +├── pyproject.toml <- Project configuration file with package metadata for instant_ack +│ and configuration for tools like black +│ +├── reports +│ └── figures <- Generated graphics and figures to be used in reporting +│ +├── requirements.txt <- The requirements file for reproducing the analysis environment, e.g. +│ generated with `pip freeze > requirements.txt` +│ +├── setup.cfg <- Configuration file for flake8 +│ +└── instant_ack <- Source code for use in this project. + │ + ├── __init__.py <- Makes instant_ack a Python module + ├── data/ <- Scripts to preprocess, load, store and validate data. + ├── dataset.py <- Scripts to transform raw data into parquet files. + └── visualization/ <- Scripts to create exploratory and results oriented visualizations +``` + +-------- + +## Requirements +``` +python3.10 +tshark 4.0.15 +``` + +## Makefile +> [!IMPORTANT] +> Make sure you downloaded the required data from: [https://doi.org/10.25532/OPARA-615](https://doi.org/10.25532/OPARA-615). +> Use `tar -xvf $FILENAME` and for compressed files: `tar -xvzf $FILENAME` + +The Makefile is used for convenience, the following commands are available: +``` +# Python env +make python_env # Example of python env creation, use source .venv/bin/activate to activate the python environment. + +# Data preprocessing +make cloudflare # Preprocess Cloudflare hosted domain interactions. + # -> requires raw-cloudflare.tar (140 GB) extracted into data/raw +make toplist # Preprocess data from Tranco Top 1M QUIC connection attempts. + # -> requires raw-toplist.tar (182 GB) extracted into data/raw +make interop # Preprocess data from QIR emulations. (Run make qlog before) + # -> requires raw-interop-runner.tar.gz (200 GB) extracted into data/raw +make interop-servers # Preprocess data from public QIR. +make qlog # Preprocess qlog files. + # -> requires raw-interop-runner.tar (200 GB) extracted into data/raw +make pyasn # Preprocess RIB dump + # -> requires rib.20240807.0600.bz2 (98 MB) extracted into data/raw +make data # Wrapper for all above. + +# Reproducing jupyter notebook output +# -> requires either extraction of interim-qlog.tar (572 MB), interim-cloudflare.tar (43 GB), all-interop-servers.pq.zst (300 KB) +# and download of rib.20240807.0600.pyasn (22 MB), toplist.pq.zst(3 GB) into data/interim + or data preprocessing as described above +make nbconvert # Convert jupyter notebooks to HTML. +make nbconvert-execute # Convert jupyter notebooks to HTML but run them before. +``` + + diff --git a/05-instant-ack-ccds/data/interim/.gitkeep b/05-instant-ack-ccds/data/interim/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/05-instant-ack-ccds/data/raw/.gitkeep b/05-instant-ack-ccds/data/raw/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/05-instant-ack-ccds/data/raw/Makefile b/05-instant-ack-ccds/data/raw/Makefile new file mode 100644 index 0000000..cb73308 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/Makefile @@ -0,0 +1,174 @@ +### PCAP processing for verification + +PCAPS:=$(shell ls */*/*/sim/*.pcap | sort) +PCAPS_CSV:=$(subst .pcap,.pcap.csv,$(PCAPS)) + +### Existing extracted files +FIND_QLOG_EXTRACTED:=$(shell ls */*/*/client/qlog/*.qlog.extracted | sort) +### QLOG in incorrect folder +CLIENT_QLOG_OTHER_FOLDER:=$(shell ls */*/*/client/*.qlog | sort ) +CLIENT_QLOG_OTHER_MOVED:=$(subst /client/,/client/qlog/,$(CLIENT_QLOG_OTHER_FOLDER)) + +### QLOG with different file extensions +CLIENT_SQLOG:=$(shell ls */*/*/client/qlog/*.sqlog | sort) +CLIENT_SQLOG_RENAMED:=$(patsubst %.sqlog,%.qlog,$(CLIENT_SQLOG)) + +### Chrome netlog to qlog +CLIENT_NETLOG=$(shell ls */*/*/client/chrome.json | sort) +CLIENT_NETLOG_CONVERTED=$(subst .json,.qlog,$(subst /client/,/client/qlog/,$(CLIENT_NETLOG))) + + +### All qlog files +CLIENT_QLOG:=$(shell ls */*/*/client/qlog/*.qlog | sort) +CLIENT_QLOG_EXTRACTED:=$(subst .qlog,.qlog.extracted,$(CLIENT_QLOG) $(CLIENT_QLOG_OTHER_MOVED) $(CLIENT_SQLOG_RENAMED)) + +SERVER=quic-go-instant-ack + +echo: + echo $(PCAPS) + echo $(CLIENT_QLOG) + echo $(CLIENT_QLOG_EXTRACTED) + + +all: tshark_pcaps qlog_extraction + +clean: clean_tshark_pcaps clean_qlog_extracted + +clean_tshark_pcaps: + rm -f $(PCAPS_CSV) +clean_qlog_extraction: + rm -f $(FIND_QLOG_EXTRACTED) + +debug: debug_pcaps debug_pcaps_csv debug_client_qlog debug_client_qlog_extracted debug_client_sqlog_renamed +debug_pcaps: + echo ########## PCAPS ########### + echo $(PCAPS) +debug_pcaps_csv: + echo ########## PCAPS_CSV ########### + echo $(PCAPS_CSV) +debug_client_qlog: + echo ########## QLOG ########### + echo $(CLIENT_QLOG) +debug_client_qlog_extracted: + echo ########## QLOG_EXTRACTED ########### + echo $(CLIENT_QLOG_EXTRACTED) +debug_client_sqlog_renamed: + echo ########## QLOG_RENAMED ########## + echo $(CLIENT_SQLOG_RENAMED) + +qlog_extraction: netlog_to_qlog qlog_move $(CLIENT_QLOG_EXTRACTED) + +qlog_move: $(CLIENT_SQLOG_RENAMED) $(CLIENT_QLOG_OTHER_MOVED) + +%.qlog: %.sqlog + mv "$<" "$@" + +netlog_to_qlog: $(CLIENT_NETLOG_CONVERTED) + +$(CLIENT_NETLOG_CONVERTED): SOURCE=$(subst .qlog,.json,$(subst /client/qlog/,/client/,$@)) +$(CLIENT_NETLOG_CONVERTED): QLOG_DIR=$(subst chrome.qlog,,$@) +$(CLIENT_NETLOG_CONVERTED): + -docker run --rm --mount "type=bind,\"source=$${PWD}/$(QLOG_DIR)\",destination=/data" --mount "type=bind,\"source=$${PWD}/$(SOURCE)\",destination=/data/netlog.netlog" netlog-to-qlog + +$(CLIENT_QLOG_OTHER_MOVED): + mv "$(subst /client/qlog/,/client/,$@)" "$@" + +tshark_pcaps: $(PCAPS_CSV) + +# convert to csv with tshark +%.pcap.csv: keyfile=$(subst sim/trace_node_right.pcap,client/keys.log,$(subst sim/trace_node_left.pcap,server/keys.log,$<)) +%.pcap.csv: %.pcap + tshark -2 -d udp.port==443,quic -Y "quic" -r "$<" -T fields \ + -o tls.keylog_file:$(keyfile)\ + -e _ws.col.Time -t ud \ + -e ip.src -e ip.dst \ + -e ipv6.src -e ipv6.dst \ + -e ip.len \ + -e ipv6.plen \ + -e udp.srcport -e udp.dstport \ + -e quic.long.packet_type \ + -e quic.long.packet_type_v2 \ + -e quic.header_form \ + -e quic.scid -e quic.dcid \ + -e quic.packet_number \ + -e quic.frame \ + -e quic.ack.largest_acknowledged \ + -e quic.ack.ack_delay \ + -e quic.version -e quic.token_length \ + -e quic.frame_type -e tls.handshake.type -e tls.handshake.extensions_server_name \ + -e quic.retry_token \ + -e quic.decryption_failed \ + -e _ws.expert \ + -E separator=\| > "$@.tmp" + mv "$@.tmp" "$@" + rm -f "$@.tmp" + +# Filter for specific events +EVENT_FILTER=.name == "recovery:metric_update" or .name == "recovery:metrics_updated" or .name == "transport:packet_sent" or .name == "transport:packet_received" or .name == "recovery:congestion_state_updated" or .name == "transport:parameters_set" or .name == "security:key_updated" or .name == "security:key_discarded" or .name == "recovery:loss_timer_updated" or .name == "recovery:ecn_state_updated" or .name == "connectivity:spin_bit_updated" +# flatten frame information +FRAME_INFO=["frame_type", "length", "id", "offset", "ack_delay", "reset_token", "connection_id", "retire_prior_to", "sequence_number", "acked_ranges", "fin", "stream_id", "maximum", "raw_error_code", "error_code", "error_space", "reason", "token"] +REMAP_FRAMES=map(del(.data.frames) +(.data.frames as $$frames| $(FRAME_INFO) as $$info | reduce ($$info|.[]) as $$k ({}; . +{"frame_\($$k)": [($$frames|.[]?[$$k]|tostring|sub("null"; ""; "g"))] | join(",")}))) +# Flatten remaining information +FLATTEN_REMAINDER=map([leaf_paths as $$path | { "key": $$path | join("_"), "value": getpath($$path)}] | from_entries) + +$(SERVER)_quiche/%.qlog.extracted: $(SERVER)_quiche/%.qlog + cat "$<" | jq --slurp '[{meta: .[0], events: .[1:]}] | map(.events[] + del(.events)) | map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 + +# Same Qlog format +$(SERVER)_quic-go/%.qlog.extracted: $(SERVER)_quic-go/%.qlog + cat "$<" | jq --slurp '.' |jq 'map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 +$(SERVER)_go-x-net/%.qlog.extracted: $(SERVER)_go-x-net/%.qlog + cat "$<" | jq --slurp '.' |jq 'map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 + +# Same Qlog format +$(SERVER)_neqo/%.qlog.extracted: $(SERVER)_neqo/%.qlog + cat "$<" | jq '.traces | to_entries | map_values(.value + {index: .key}) | map(.events[] + [del(.events)]) | map(.) | map({time: .[0], name: (.[1]+":"+.[2]), data: .[3]} + .[4])| map(.data.header.packet_type=.data.packet_type | del(.data.packet_type)) | map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 +$(SERVER)_picoquic/%.qlog.extracted: $(SERVER)_picoquic/%.qlog + cat "$<" | jq '.traces | to_entries | map_values(.value + {index: .key}) | map(.events[] + [del(.events)]) | map(.) | map({time: .[0], name: (.[1]+":"+.[2]), data: .[3]} + .[4])| map(.data.header.packet_type=.data.packet_type | del(.data.packet_type)) | map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 +$(SERVER)_mvfst/%.qlog.extracted: $(SERVER)_mvfst/%.qlog + cat "$<" | jq '.traces | to_entries | map_values(.value + {index: .key}) | map(.events[] + [del(.events)]) | map(.) | map({time: .[0], name: (.[1]+":"+.[2]), data: .[3]} + .[4])| map(.data.header.packet_type=.data.packet_type | del(.data.packet_type)) | map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 +$(SERVER)_chrome/%.qlog.extracted: $(SERVER)_chrome/%.qlog + cat "$<" | jq '.traces | to_entries | map_values(.value + {index: .key}) | map(.events[] + [del(.events)]) | map(.) | map({time: .[0], name: (.[1]+":"+.[2]), data: .[3]} + .[4])| map(select($(EVENT_FILTER))) | map(.data.frames[]?.acked_ranges[]?[]? |= tonumber )| $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 + +$(SERVER)_ngtcp2/%.qlog.extracted: $(SERVER)_ngtcp2/%.qlog + cat "$<" | jq --slurp '[{meta: .[0], events: .[1:]}] | map(.events[] + (.meta)) | map(.trace + del(.trace)) | map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 + +# aioquic +%.qlog.extracted: %.qlog + cat "$<" | jq '.traces | to_entries | map_values(.value + {index: .key}) | map(.events[] + del(.events)) | map(select($(EVENT_FILTER))) | $(REMAP_FRAMES) | $(FLATTEN_REMAINDER)' -c > $@.temp ; + add-pto-info -i $@.temp -o $@.temp2 + # Fix edge case where uint64 maximum value is interpreted as float64 + sed 's/18446744073709552000/18446744073709551615/g' $@.temp2 > $@ + rm -f $@.temp $@.temp2 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/client/keys.log b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/client/keys.log new file mode 100644 index 0000000..6c10ee7 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET fb6d359d0d184731468456dd11de2f3fb5ddc673277bec8c431853cd1b28b202 bbe47bea5c9c8109bdafcea8e1234e31d95dca47cad5005a7d5acff7cc643fcf25ee2fa22addf8dbb23ee5121f5787af +SERVER_HANDSHAKE_TRAFFIC_SECRET fb6d359d0d184731468456dd11de2f3fb5ddc673277bec8c431853cd1b28b202 d4272c0318eec4fa7993701c341bb8f92eb8f14d4b2e5fb6d0eca3fa7efdcfaaa3501a308ff72397bbbfe98e9a074dc6 +CLIENT_TRAFFIC_SECRET_0 fb6d359d0d184731468456dd11de2f3fb5ddc673277bec8c431853cd1b28b202 654a732ca7db8b886e66f67e0ffaa2f8197963db332f1824bfe2b306f30c53d02f7bcac9013a39d7b47422064a9c7be5 +SERVER_TRAFFIC_SECRET_0 fb6d359d0d184731468456dd11de2f3fb5ddc673277bec8c431853cd1b28b202 a591e96c577204389c42cdfb4983770b59e271608384a5623e337309a24cb366fd26b538d0795729b467480059d0e1a1 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/sim/pcap.csv new file mode 100644 index 0000000..605c74b --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/sim/pcap.csv @@ -0,0 +1,16 @@ +1970-01-01 00:00:00.000000||||||||||||||||| +1970-01-01 00:00:00.008000||||||||||||||||| +1970-01-01 00:00:00.016059||||||||||||||||| +1970-01-01 00:00:00.023059||||||||||||||||| +1970-01-01 00:00:00.180447|193.167.0.100|193.167.100.100|1288|42538|443|0x00000001|0||36748849a9bca70c1c914973|0,6|||||1|server4|63 +1970-01-01 00:00:00.221511|193.167.100.100|193.167.0.100|1208|443|42538|0x00000001,0x00000001|0,2|a398936628d0e156,a398936628d0e156||2,6,6|411||0|3|2,8,11,15,20||63 +1970-01-01 00:00:00.222751|193.167.0.100|193.167.100.100|1288|42538|443|0x00000001,0x00000001|0,2||a398936628d0e156,a398936628d0e156,a398936628d0e156|2,0,6,9|0||0||20||63 +1970-01-01 00:00:00.223799|193.167.0.100|193.167.100.100|48|42538|443|0x00000001|2||a398936628d0e156|2|0||0||||63 +1970-01-01 00:00:00.255387|193.167.100.100|193.167.0.100|118|443|42538||||||||||||63 +1970-01-01 00:00:00.255899|193.167.0.100|193.167.100.100|42|42538|443||||||||||||63 +1970-01-01 00:00:00.262633|193.167.100.100|193.167.0.100|1055|443|42538||||||||||||63 +1970-01-01 00:00:00.263086|193.167.0.100|193.167.100.100|38|42538|443||||||||||||63 +1970-01-01 00:00:00.286586|193.167.100.100|193.167.0.100|55|443|42538||||||||||||63 +1970-01-01 00:00:00.286737|193.167.0.100,193.167.100.100|193.167.100.100,193.167.0.100|55|443|42538||||||||||||63,62 +1970-01-01 00:00:00.287884|193.167.100.100|193.167.0.100|33|443|42538||||||||||||63 +1970-01-01 00:00:00.287995|193.167.0.100,193.167.100.100|193.167.100.100,193.167.0.100|33|443|42538||||||||||||63,62 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/sim/trace_node_left.pcap b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/aioquic_quic-go/handshake/sim/trace_node_left.pcap new file mode 100644 index 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b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/haproxy_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET 9e7bd6c4132f8417094132325f7111fa36491b1fc5a01438c1905e926c4a67c3 72db35e614e2c8fe1790a6dc69a0dc987051391d4a791c10a9783b5d30908d554a79a31e8ec1b45cbdf7ff26dfd1088a +SERVER_HANDSHAKE_TRAFFIC_SECRET 9e7bd6c4132f8417094132325f7111fa36491b1fc5a01438c1905e926c4a67c3 0115d205840047c94f5f0ad395192d8af5534d1839d7ea9e75757fde5cb64a5d2f684f8f5c87bfdf610ef78ec76769ed +CLIENT_TRAFFIC_SECRET_0 9e7bd6c4132f8417094132325f7111fa36491b1fc5a01438c1905e926c4a67c3 7591ec644c7cbb3bd7d3ef0344069c692b794456b9e64ef718bb0fcb7b4d58b485f5bd0eaa5f30f313d7ee154fd20be1 +SERVER_TRAFFIC_SECRET_0 9e7bd6c4132f8417094132325f7111fa36491b1fc5a01438c1905e926c4a67c3 67e446d65098ceaff6c7fd51c67eb715d7947dd6c142e42bcea4763c78f1c6417f53a6480a94b678691b5c8f09f43247 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/haproxy_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/haproxy_quic-go/handshake/sim/pcap.csv new file mode 100644 index 0000000..81b15e0 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/haproxy_quic-go/handshake/sim/pcap.csv @@ -0,0 +1,19 @@ +1970-01-01 00:00:00.000000||||||||||||||||| +1970-01-01 00:00:00.008000||||||||||||||||| +1970-01-01 00:00:00.016059||||||||||||||||| +1970-01-01 00:00:00.023059||||||||||||||||| +1970-01-01 00:00:00.211333|193.167.0.100|193.167.100.100|1288|37167|443|0x00000001|0||0ee7df06e4e6dd6dc6ebfb|0,6|||||1|server4|63 +1970-01-01 00:00:00.250526|193.167.100.100|193.167.0.100|1208|443|37167|0x00000001,0x00000001|0,2|eb5f6407ccc61d5c,eb5f6407ccc61d5c||2,6,6,0|125||0||2,8,11,15,20||63 +1970-01-01 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b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/ngtcp2_quic-go/handshake/client/keys.log new file mode 100644 index 0000000..92acb30 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/ngtcp2_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET 6212bb915b2c6726247c602b86378bb9a98f4cd3334b403d717fbeb369227487 15f975d09a1d3473203c0d40dc02c4b0eb6cb7fd6158c5759e6f8316c9d096a6 +SERVER_HANDSHAKE_TRAFFIC_SECRET 6212bb915b2c6726247c602b86378bb9a98f4cd3334b403d717fbeb369227487 18f89b559d4ed01ad1a36ba11ef4c9a0ca99624b78bcf071a18f0595b0ee6581 +CLIENT_TRAFFIC_SECRET_0 6212bb915b2c6726247c602b86378bb9a98f4cd3334b403d717fbeb369227487 c3bde41be778daf8a60996799aa6625c5a7eebecf837acc1d940d4dd8218934d +SERVER_TRAFFIC_SECRET_0 6212bb915b2c6726247c602b86378bb9a98f4cd3334b403d717fbeb369227487 3241a84c72221946cb5ec33b0dfc9cc1df0ec228adb32a6cff5c932631159560 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/ngtcp2_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/ngtcp2_quic-go/handshake/sim/pcap.csv new file mode 100644 index 0000000..3f40be7 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/ngtcp2_quic-go/handshake/sim/pcap.csv @@ -0,0 +1,14 @@ +1970-01-01 00:00:00.000000||||||||||||||||| +1970-01-01 00:00:00.008000||||||||||||||||| +1970-01-01 00:00:00.016059||||||||||||||||| +1970-01-01 00:00:00.023059||||||||||||||||| +1970-01-01 00:00:00.208189|193.167.0.100|193.167.100.100|1288|40284|443|0x00000001|0||9463d36e614b56b561c7d071c5d099|0,6|||||1|server4|63 +1970-01-01 00:00:00.248778|193.167.100.100|193.167.0.100|1208|443|40284|0x00000001,0x00000001|0,2|3d08378f929e24680be8af1ec563a0e30ccb,3d08378f929e24680be8af1ec563a0e30ccb||2,6,6,24,24,24,0|0||0||2,8,11,15,20||63 +1970-01-01 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b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/quic-go_quic-go/handshake/client/keys.log new file mode 100644 index 0000000..c00e583 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/quic-go_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET 9e299cb771991057310fcc622f3169653eb1ca7a27cad3395a01a8ceb223367d 846cd717926f593b1b0b2d12bd78c74571a6a815d2cece0bf30a5cba46043eb0 +SERVER_HANDSHAKE_TRAFFIC_SECRET 9e299cb771991057310fcc622f3169653eb1ca7a27cad3395a01a8ceb223367d da5abdb1c966ef5486089b8292de136cafa77eb08e08b296bfb20a9f7f708a1e +CLIENT_TRAFFIC_SECRET_0 9e299cb771991057310fcc622f3169653eb1ca7a27cad3395a01a8ceb223367d f3adcfec1960a95ca8c716c3d9b779dba995c0406a0abf6eeb7dd1d889894bb4 +SERVER_TRAFFIC_SECRET_0 9e299cb771991057310fcc622f3169653eb1ca7a27cad3395a01a8ceb223367d 2273f6524cab4bfa5b34f276e523b6328dccc1c13e7c42490410949d21e2ce25 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/quic-go_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/quic-go_quic-go/handshake/sim/pcap.csv new file mode 100644 index 0000000..637ce99 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-14T01:43/quic-go_quic-go/handshake/sim/pcap.csv @@ -0,0 +1,13 @@ +1970-01-01 00:00:00.000000||||||||||||||||| +1970-01-01 00:00:00.008000||||||||||||||||| +1970-01-01 00:00:00.016059||||||||||||||||| +1970-01-01 00:00:00.023059||||||||||||||||| +1970-01-01 00:00:00.186299|193.167.0.100|193.167.100.100|1288|45561|443|0x00000001|0||3c883a673b7a9b1f298d2e940e3c1464d3|0,6|||||1|server4|63 +1970-01-01 00:00:00.224948|193.167.100.100|193.167.0.100|1288|443|45561|0x00000001,0x00000001|0,2|0b7e6739,0b7e6739||2,0,6,6,24,24,24|0||0||2,8,11,15,20||63 +1970-01-01 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b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-15T01:36/nginx_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET 3157010176940e240c1e25871cdd8567ea85dc52ea4512b1def54d8a780719a6 078db7129ba7d8cd0c4af598994b97e004f6612c999447a60feac3302427ce80 +SERVER_HANDSHAKE_TRAFFIC_SECRET 3157010176940e240c1e25871cdd8567ea85dc52ea4512b1def54d8a780719a6 fadb30a6500940e1473f9c259f30e383a76b453fca4e1f9a6fcf0d838a01cbd4 +CLIENT_TRAFFIC_SECRET_0 3157010176940e240c1e25871cdd8567ea85dc52ea4512b1def54d8a780719a6 96764523c8632b2ebca2c3b4db89be852f7f9fe51b68c2a2db4532c24f2cf9c9 +SERVER_TRAFFIC_SECRET_0 3157010176940e240c1e25871cdd8567ea85dc52ea4512b1def54d8a780719a6 3c3533de588734af40ce8c3ef5b27d2b709d6dc647719b156606d7e375e73312 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-15T01:36/nginx_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-15T01:36/nginx_quic-go/handshake/sim/pcap.csv new file mode 100644 index 0000000..8b0f2a3 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-15T01:36/nginx_quic-go/handshake/sim/pcap.csv @@ -0,0 +1,15 @@ +1970-01-01 00:00:00.000000||||||||||||||||| +1970-01-01 00:00:00.008000||||||||||||||||| +1970-01-01 00:00:00.016059||||||||||||||||| +1970-01-01 00:00:00.023059||||||||||||||||| +1970-01-01 00:00:00.192880|193.167.0.100|193.167.100.100|1288|54186|443|0x00000001|0||f681e306e944bb2e267e1245a73d|0,6|||||1|server4|63 +1970-01-01 00:00:00.232102|193.167.100.100|193.167.0.100|1208|443|54186|0x00000001,0x00000001|0,2|0000000000000001632160e4a7493ea7f3c6ba4c,0000000000000001632160e4a7493ea7f3c6ba4c||2,6,6,0|0||0|3|2,8,11,15,20||63 +1970-01-01 00:00:00.233006|193.167.0.100|193.167.100.100|1288|54186|443|0x00000001,0x00000001|0,2||0000000000000001632160e4a7493ea7f3c6ba4c,0000000000000001632160e4a7493ea7f3c6ba4c|2,0,6|0||0||20||63 +1970-01-01 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@@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET 38d1455ad9eb8481ffe021eaef789fab1198e079651bb97b6fb56e7a06270abf c105a0f72891a0acf37872310be1a335fefd0f64016106a9165e53ec3db867d5ce0238e1dcecc6ce14115067a657dd6d +SERVER_HANDSHAKE_TRAFFIC_SECRET 38d1455ad9eb8481ffe021eaef789fab1198e079651bb97b6fb56e7a06270abf c17db8231e3a281757d9ac667b9e8a239b32d4e6638d44c26b9236372b74b56e8e120c96a6f76f39e4214c2a90001aa1 +CLIENT_TRAFFIC_SECRET_0 38d1455ad9eb8481ffe021eaef789fab1198e079651bb97b6fb56e7a06270abf 16dfbf9c5d42a0eb82f9f2b7cab070fa1def4edfc33b464b99f2a6ba8d33551be12eca316443282970a3096657a49627 +SERVER_TRAFFIC_SECRET_0 38d1455ad9eb8481ffe021eaef789fab1198e079651bb97b6fb56e7a06270abf 866b41c8c1255f457950f49d3232719dd4096d7025bc86a65cafabe5f7cbe38df3c06959698fbd4039b760896f98327f diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/msquic_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/msquic_quic-go/handshake/sim/pcap.csv new file mode 100644 index 0000000..6e8b543 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/msquic_quic-go/handshake/sim/pcap.csv @@ -0,0 +1,19 @@ +1970-01-01 00:00:00.000000||||||||||||||||| +1970-01-01 00:00:00.008000||||||||||||||||| +1970-01-01 00:00:00.016059||||||||||||||||| +1970-01-01 00:00:00.023059||||||||||||||||| +1970-01-01 00:00:00.187477|193.167.0.100|193.167.100.100|1288|32810|443|0x00000001|0||c3ab887a7d165555ca4910ad|0,6|||||1|server4|63 +1970-01-01 00:00:00.375615|193.167.100.100|193.167.0.100|1228|443|32810|0x00000001,0x00000001|0,2|986e61398477202b61,986e61398477202b61||6,6,0||||8|2,8,11,15,20||63 +1970-01-01 00:00:00.376820|193.167.0.100|193.167.100.100|1288|32810|443|0x00000001,0x00000001|0,2||986e61398477202b61,986e61398477202b61|2,0,6|0||0||20||63 +1970-01-01 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b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/mvfst_quic-go/handshake/sim/trace_node_left.pcap new file mode 100644 index 0000000..e69de29 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/neqo_quic-go/handshake/client/keys.log b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/neqo_quic-go/handshake/client/keys.log new file mode 100644 index 0000000..4279c50 --- /dev/null +++ b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/neqo_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET 1808512033d47156d8ebd4da3d84db5eb9512d788122334f59b9ee6436d54c8b 948e85395fe21c223a9b64508512566c4e59737454a2578f22b4d0bd00449c93 +SERVER_HANDSHAKE_TRAFFIC_SECRET 1808512033d47156d8ebd4da3d84db5eb9512d788122334f59b9ee6436d54c8b c29937965e38a8c2eec85eabc9bd27e8f2c59c5315b0aa1c61db6e492acf45e4 +CLIENT_TRAFFIC_SECRET_0 1808512033d47156d8ebd4da3d84db5eb9512d788122334f59b9ee6436d54c8b 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b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/nginx_quic-go/handshake/client/keys.log @@ -0,0 +1,4 @@ +CLIENT_HANDSHAKE_TRAFFIC_SECRET a7f2cdd3acb0dde1dd1e39c80967cd1deb5187e15882a7ed1e202c82c0fffff7 4f091ff6b9c559028b4d33edfd0505d601ba3354da02395c182c509db134f9cd +SERVER_HANDSHAKE_TRAFFIC_SECRET a7f2cdd3acb0dde1dd1e39c80967cd1deb5187e15882a7ed1e202c82c0fffff7 57d9a140f7e3e1f884ccc4138c92a29c167238f0585912c3e336fb89a4c5735f +CLIENT_TRAFFIC_SECRET_0 a7f2cdd3acb0dde1dd1e39c80967cd1deb5187e15882a7ed1e202c82c0fffff7 bbc7144eecd3e7d99e363979deac046aab48d79449c96e136df27ca65bfe0148 +SERVER_TRAFFIC_SECRET_0 a7f2cdd3acb0dde1dd1e39c80967cd1deb5187e15882a7ed1e202c82c0fffff7 c417e777d910432d6aeccaa8c843392d03067e1d6bd1baa2d87e37f841f4b843 diff --git a/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/nginx_quic-go/handshake/sim/pcap.csv b/05-instant-ack-ccds/data/raw/all-interop-servers/2024-08-16T01:42/nginx_quic-go/handshake/sim/pcap.csv new file mode 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+++ b/05-instant-ack-ccds/instant_ack/__init__.py @@ -0,0 +1,22 @@ +from instant_ack import config # noqa: F401 +import polars as pl +from pathlib import Path +import os +import instant_ack.data.convenience as cv +import instant_ack.visualization.helpers as vh +from instant_ack.visualization import plot +from instant_ack.data import constants as c +from instant_ack.data import preprocess_qlog as pre_qlog +from instant_ack.data import validation as v + +import seaborn as sns +import matplotlib.ticker as ticker +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +from tqdm.auto import tqdm +import itertools +import numpy as np +import pyasn +from matplotlib.offsetbox import AnchoredText +from datetime import datetime +from instant_ack.data import preprocess_qscanner diff --git a/05-instant-ack-ccds/instant_ack/config.py b/05-instant-ack-ccds/instant_ack/config.py new file mode 100644 index 0000000..ef0e76d --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/config.py @@ -0,0 +1,38 @@ +from pathlib import Path + +from dotenv import load_dotenv +from loguru import logger + +# Load environment variables from .env file if it exists +load_dotenv() + +# Paths +PROJ_ROOT = Path(__file__).resolve().parents[1] +logger.info(f"PROJ_ROOT path is: {PROJ_ROOT}") + +DATA_DIR = PROJ_ROOT / "data" +RAW_DATA_DIR = DATA_DIR / "raw" +INTEROP_DATA_DIR = RAW_DATA_DIR / "interop-runner" +INTERIM_DATA_DIR = DATA_DIR / "interim" +PROCESSED_DATA_DIR = DATA_DIR / "processed" +EXTERNAL_DATA_DIR = DATA_DIR / "external" + +MODELS_DIR = PROJ_ROOT / "models" + +REPORTS_DIR = PROJ_ROOT / "reports" +FIGURES_DIR = REPORTS_DIR / "figures" + +PAT_REPEATED_MEASUREMENT = "*/*/*/client/qlog/*.qlog.extracted" +# Left node is client +PAT_CLIENT_PCAP_CSV = "*/*/*/sim/trace_node_left.pcap.csv" +PAT_INTEROP_RESULT_FOLDER = "logs_*" + +# If tqdm is installed, configure loguru with tqdm.write +# https://github.com/Delgan/loguru/issues/135 +try: + from tqdm import tqdm + + logger.remove(0) + logger.add(lambda msg: tqdm.write(msg, end=""), colorize=True) +except ModuleNotFoundError: + pass diff --git a/05-instant-ack-ccds/instant_ack/data/constants.py b/05-instant-ack-ccds/instant_ack/data/constants.py new file mode 100644 index 0000000..916096c --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/data/constants.py @@ -0,0 +1,22 @@ +akamai_as = [16625, 20940] +amazon_as = [14618, 16509] +cloudflare_as = [13335, 209242] +fastly_as = [54113] +google_as = [15169, 19527, 396982] +meta_as = [32934] +microsoft_as = [8075] + +cdns = { + "Akamai": akamai_as, + "Amazon": amazon_as, + "Cloudflare": cloudflare_as, + "Fastly": fastly_as, + "Google": google_as, + "Meta": meta_as, + "Microsoft": microsoft_as, +} + +cdn_dict = {} +for key, val in cdns.items(): + for v in val: + cdn_dict[v] = key diff --git a/05-instant-ack-ccds/instant_ack/data/convenience.py b/05-instant-ack-ccds/instant_ack/data/convenience.py new file mode 100644 index 0000000..a8527cc --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/data/convenience.py @@ -0,0 +1,231 @@ +from pathlib import Path +import polars as pl +import os +from instant_ack import config +import functools +import numpy as np + + +# Glob and return sorted output +def glob_sort_folder(folder: Path, pattern: str): + return list(sorted(list(folder.glob(pattern)))) + + +# Convenience function to load and combine different datasets +def load_data( + name, skip_missing=False, default_ext=".pq.zst", search_dir=config.INTERIM_DATA_DIR, **kwargs +): + if name == "qlog": + name = glob_sort_folder(search_dir / name, "*.pq.zst") + if name == "cloudflare": + name = glob_sort_folder(search_dir / name, "cloudflare.*.pq.zst") + if name == "cloudflare.header": + name = glob_sort_folder(search_dir / "cloudflare", "header.*.pq.zst") + if not isinstance(name, list): + name = [name] + + # Ensure respective files exists. + existing = [] + for file in name: + if os.path.isfile(file): + existing.append(file) + elif os.path.isfile(search_dir / f"{file}{default_ext}"): + existing.append(search_dir / f"{file}{default_ext}") + elif os.path.isfile(search_dir / f"{file}"): + existing.append(search_dir / f"{file}") + + if not skip_missing: + assert len(existing) == len(name), f"Input files missing: {set(name) - set(existing)}" + + return pl.concat([pl.scan_parquet(file, **kwargs) for file in existing], how="diagonal") + + +# Packets comprising the second client flight +# There could be differences between WFC and IACK +snd_client_flight_wfc = { + "aioquic": "2_3_4", + "quiche": "2", + "neqo": "2_3", + "ngtcp2": "2_3_4", + "quic-go": "2_3_4", + "picoquic": "2_3_4_5", + "mvfst": "2_3_4_5", + "go-x-net": "2_3_4", +} +snd_client_flight_iack = { + "aioquic": "2_3_4", + "quiche": "2", + "neqo": "2_3", + "ngtcp2": "2_3_4", + "quic-go": "2_3_4", + "picoquic": "2_3_4_5", + "mvfst": "2_3_4_5", + "go-x-net": "2_3_4", +} + + +# Filter input dataset to include only specific measurement +def get_measurement(df: pl.DataFrame | pl.LazyFrame, measurement: str): + if measurement in ["large_certificate", "certificate"]: + return df.filter( + pl.col("meta_name") == "certificate", + ) + + if measurement in ["all_latencies"]: + return df.filter( + pl.col("meta_name") == "all_latencies", + ) + + if measurement in ["remaining_first_server_flight"]: + return df.filter( + pl.col("meta_pair") == "1", + pl.col("meta_name") == "tcdgroup2 2_3", + (pl.col("meta_drop-to-client") == "2") & (pl.col("server_group") == "WFC") + | (pl.col("meta_drop-to-client") == "2_3") & (pl.col("server_group") == "IACK"), + ) + + if measurement in ["second_client_flight"]: + # Implementations send different packets depending on server packets: WFC and IACK case + wfc_or = [ + ( + (pl.col("client") == key) + & (pl.col("meta_drop-to-server") == val) + & (pl.col("server_group") == "WFC") + ) + for key, val in snd_client_flight_wfc.items() + ] + iack_or = [ + ( + (pl.col("client") == key) + & (pl.col("meta_drop-to-server") == val) + & (pl.col("server_group") == "IACK") + ) + for key, val in snd_client_flight_iack.items() + ] + f = functools.reduce(lambda a, b: a | b, wfc_or + iack_or) + + return df.filter(f) + + if measurement in ["rtt_samples"]: + rfc_updates = (pl.col("file_size") == "10MB") & (pl.col("cc_pto") != pl.lit(None)) + + # no 0/default/initialization updates should be included + default_update = ( + (pl.col("client") != "quic-go") + | (pl.col("data_smoothed_rtt") != 0) + | (pl.col("data_rtt_variance") != 0) + ) + exposes_updates = ( + (pl.col("name") == "recovery:metrics_updated") & (pl.col("time_since_first_ms") != 0) + ) & default_update + return df.filter(rfc_updates | expodes_updates) + + if measurement in ["rfc_pto_updates"]: + return df.filter(pl.col("cc_pto").is_not_null()) + + if measurement in ["first_pto"]: + return get_measurement(df, "rfc_pto_updates").filter( + (pl.col("time_since_first_ms") == pl.col("time_since_first_ms").min()).over("file"), + pl.col("meta_name") == "all_latencies", + ) + + raise Exception("Measurement not found") + + +# Calculate theoretical improvement with IACK +def get_theoretical_improvement(iack_improvement=4, range=np.arange(0.5, 101, 0.5)): + theoretical = ( + pl.DataFrame({"rtt": range}) + .with_columns( + pto=(pl.col("rtt") + iack_improvement) * 3, + pto_improved=pl.col("rtt") * 3, + iack_improvement=pl.lit(iack_improvement), + ) + .with_columns( + improvement=pl.col("pto") - pl.col("pto_improved"), # = 3*iack_improvement + # Spurious retransmit if improved PTO is lower than delay to fetch certificate + improved=pl.col("pto_improved") > iack_improvement, + ) + .with_columns(improvement_factor=pl.col("improvement") / pl.col("rtt")) + ) + return theoretical + + +# Combine two dfs with polars streaming API, to avoid exceeding the memory +def sink_parquet_and_merge_if_exists( + current_df: pl.LazyFrame, new_df: pl.LazyFrame, out_file: str +): + if current_df is not None: + # Alternative of concat empty df, breaks parquet file: https://github.com/pola-rs/polars/issues/9016 + # requires temporary file (f"{out_file}.2"), because reading and sinking into the same file fails + pl.concat([current_df, new_df.lazy()], how="diagonal").sink_parquet(f"{out_file}.2") + os.rename(config.INTERIM_DATA_DIR / f"{out_file}.2", f"{out_file}") + else: + new_df.lazy().sink_parquet(out_file) + + +# Classify QUIC response frames +def classify_ack_and_sh_frames(df, unique): + return ( + df.with_columns( + # Connection close (CC) frame + cc_in_group=pl.col("frame_type").str.contains("CC").any().over(unique), + # ServerHello contained + sh=pl.col("frame_type").str.contains("CRYPTO") + & pl.col("quic.long.packet_type").str.contains("0") + & pl.col("tls.handshake.type").str.split(",").list.contains("2"), + # ACK in Initial + ack=pl.col("frame_type").str.contains("ACK") + & pl.col("quic.long.packet_type").str.contains("0"), + ) + .with_columns( + # Mark groups + sh_any=pl.col("sh").any().over(unique), + ack_any=pl.col("ack").any().over(unique), + ) + .with_columns( + # First ACK/SH value per group + # & pl.col ensures that only when a value is found, the marker is set + ( + (pl.int_range(pl.len()) == pl.col("ack").arg_max()).over(unique) & pl.col("ack") + ).alias("ack_first"), + ((pl.int_range(pl.len()) == pl.col("sh").arg_max()).over(unique) & pl.col("sh")).alias( + "sh_first" + ), + ) + .with_columns( + # quic-go starts PKN at 0, Initial ACKs must ACK the first packet + # True if not an ACK + pl.when(pl.col("ack_first")) + .then( + pl.col("quic.ack.first_ack_range") == "0", + ) + .otherwise( + # True if not the ACK packet + pl.lit(True) + ) + .alias("first_ack_number") + ) + ) + + +# Add columns comparing median differences between IACK and WFC, and potential implications on the PTO +def get_pto_improvement( + df, + group=["scenario", "server_group"], + col="time_since_first_ms", + new_col="pto_improvement", + new_col2="improvement", +): + return ( + df.group_by(group) + .agg( + pl.col(col).median(), + ) + .pivot(group[-1], index=group[:-1]) + .sort(group[:-1]) + .with_columns( + ((pl.col("WFC") - pl.col("IACK")) * 3).alias(new_col), + ((pl.col("WFC") - pl.col("IACK"))).alias(new_col2), + ) + ) diff --git a/05-instant-ack-ccds/instant_ack/data/preprocess_qlog.py b/05-instant-ack-ccds/instant_ack/data/preprocess_qlog.py new file mode 100644 index 0000000..fb251a4 --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/data/preprocess_qlog.py @@ -0,0 +1,535 @@ +from tqdm.auto import tqdm +import polars as pl +from pathlib import Path +from instant_ack import config +from instant_ack.data import convenience as cv +import os + + +# Extract key value elements from foldername +def extract_key_val(fname): + # Split log prefix in the beginning + fname = fname.split("_", maxsplit=1)[1] + # Split timestamps in the end + fname = fname.rsplit("_", maxsplit=1)[0] + + # Extract key-val pairs + val = {} + for key_val in fname.split(","): + key, value = key_val.split("=") + val[key] = value + return val + + +# Extract client/server from folder name +def extract_client_server(file): + server, client = file.parts[-6].split("_", 1) + return server, client + + +# Extract scenario from folder name +def extract_scenario(file): + return file.parts[-5] + + +# Combine extracted information +def extract_run_meta(file): + s, c = extract_client_server(file) + scenario = extract_scenario(file) + + return { + "client": c, + "server": s, + "scenario": scenario, + } + + +# Implementations may expose acknowledgment delay differently, scale accordingly +# If required the ack_delay should be extracted from the client/server communicated ACK delay during the handshake +c_frame_ack_delay_scale = { + # Unit conversions + "quic-go": 1000, + "aioquic": 1000, + # Fixed but observed values: + "neqo": 2**3, + "picoquic": 2**3, + "quiche": 1000 * 2**3, + "chrome": 1000, + "mvfst": 1, + "go-x-net": 1000, + "ngtcp2": 1000, +} + +# convert time to ms, which polars can convert to datetime +c_time_to_ms = { + "quic-go": 1000, + "aioquic": 1000, + "quiche": 1000, + "picoquic": 1, + "neqo": 1, + "ngtcp2": 1000, + "chrome": 1000, + "mvfst": 1, + "go-x-net": 1000, +} + +c_rtt_scale_to_ms = {"mvfst": 1 / 1000} + + +# Calculate time since the first packet was sent, according to the implementation +def add_time_since_first(df, cols="^time|cc_max_ack_sent_time$"): + first_packet_sent = ( + df.filter(pl.col("name") == "transport:packet_sent") + .select(pl.col("time").min()) + .item(0, 0) + ) + + return df.with_columns( + ((pl.col(cols) - first_packet_sent).dt.total_microseconds() / 1000).name.suffix( + "_since_first_ms" + ), + ) + + +# Add marker col, when the handshake is considered done +def add_handshake_done_markers(df): + return df.with_columns( + handshake_done=pl.col("frame_frame_type") + .str.contains("handshake_done") + .forward_fill() + .fill_null(False), + first_1rtt_ack=( + pl.col("frame_frame_type").str.contains("ack") + & (pl.col("data_header_packet_type") == "1RTT") + ) + .forward_fill() + .fill_null(False), + ).with_columns( + # cc = custom calculation (information not provided directly by the implementations) + cc_handshake_done=pl.col("handshake_done") + | pl.col("first_1rtt_ack") + ) + + +# Get RTT samples, calculate current_rtt and min_rtt +def filter_samples_and_calculate_rtts(df): + + return ( + df.filter( + # RTT Samples + pl.col("cc_newly_acked_ack_eliciting") + == True + ) + .with_columns( + # Time between sending packet and receiving ACK + cc_current_rtt=pl.col("time_since_first_ms") + - pl.col("cc_max_ack_sent_time_since_first_ms"), + ) + .with_columns( + cc_min_rtt=pl.col("cc_current_rtt").cum_min(), + ) + .filter( + # This ensures that skipping acks, and when acks acknowledge a packet that was never sent, the record is ignored. + pl.col("cc_current_rtt").is_not_null(), + ) + ) + + +""" +RFC9002: + On the first RTT sample after initialization, smoothed_rtt and rttvar + are set as follows: + + smoothed_rtt = latest_rtt + rttvar = latest_rtt / 2 +""" + + +def first_smoothed_and_variance(df_samples): + + first_acked_ack_eliciting = ( + df_samples.filter(pl.col("cc_newly_acked_ack_eliciting") == True) + .select(pl.col("id").min()) + .item(0, 0) + ) + + return ( + df_samples.with_columns( + cc_smoothed_rtt=pl.when(pl.col("id") == first_acked_ack_eliciting).then( + pl.col("cc_current_rtt") + ), + # Can be used for comparison: calculation disregarding min_rtt + ack_delay rtt adjustment. + cc_smoothed_rtt_not_adjusted=pl.when(pl.col("id") == first_acked_ack_eliciting).then( + pl.col("cc_current_rtt") + ), + cc_rtt_var=pl.when(pl.col("id") == first_acked_ack_eliciting).then( + pl.col("cc_current_rtt") / 2 + ), + cc_first=pl.when(pl.col("id") == first_acked_ack_eliciting).then(pl.lit(True)), + # We use only a single server (quic-go), which uses 26 ms + cc_max_ack_delay=pl.lit(26), + ) + .with_columns( + cc_ack_delay_adjusted=pl.when(pl.col("cc_handshake_done")) + .then(pl.min_horizontal("frame_ack_delay", "cc_max_ack_delay")) + .otherwise(pl.col("frame_ack_delay")), + ) + .with_columns( + # RFC9002 + # if (latest_rtt >= min_rtt + ack_delay): + # adjusted_rtt = latest_rtt - ack_delay + cc_adjusted_rtt=pl.when( + pl.col("cc_current_rtt") + >= (pl.col("cc_min_rtt") + pl.col("cc_ack_delay_adjusted")) + ) + .then(pl.col("cc_current_rtt") - pl.col("cc_ack_delay_adjusted")) + .otherwise(pl.col("cc_current_rtt")), + ) + .with_columns( + # RFC9002: + # Therefore, prior to handshake confirmation, an endpoint MAY ignore RTT samples + # if adjusting the RTT sample for acknowledgment delay causes the sample to be less than the min_rtt. + # Mark samples, that may be ignored + cc_potentially_ignored_sample=pl.when( + (pl.col("cc_adjusted_rtt") < pl.col("cc_min_rtt")) + & (pl.col("cc_handshake_done") == False) + ) + .then(pl.lit(True)) + .otherwise(pl.lit(False)), + ) + ) + + +""" +RFRC9002: +rttvar_sample = abs(smoothed_rtt - adjusted_rtt) +rttvar = 3/4 * rttvar + 1/4 * rttvar_sample +smoothed_rtt = 7/8 * smoothed_rtt + 1/8 * adjusted_rtt +""" + + +def calculate_smoothed_rtt_and_variance(df_samples): + smoothed = [] + smoothed_n_a = [] + rtt_var = [] + prev = None + for row in df_samples[ + [ + "cc_smoothed_rtt", + "cc_adjusted_rtt", + "cc_current_rtt", + "cc_smoothed_rtt_not_adjusted", + "cc_rtt_var", + ] + ].iter_rows(named=True): + if prev == None: + # Keep first value + smoothed.append(row["cc_smoothed_rtt"]) + smoothed_n_a.append(row["cc_smoothed_rtt_not_adjusted"]) + rtt_var.append(row["cc_rtt_var"]) + prev = row + continue + + rtt_var_sample = abs(prev["cc_smoothed_rtt"] - prev["cc_adjusted_rtt"]) + row["cc_rtt_var"] = 3 / 4 * prev["cc_rtt_var"] + 1 / 4 * rtt_var_sample + row["cc_smoothed_rtt"] = 7 / 8 * prev["cc_smoothed_rtt"] + 1 / 8 * row["cc_adjusted_rtt"] + row["cc_smoothed_rtt_not_adjusted"] = ( + 7 / 8 * prev["cc_smoothed_rtt_not_adjusted"] + 1 / 8 * row["cc_current_rtt"] + ) + + smoothed.append(row["cc_smoothed_rtt"]) + smoothed_n_a.append(row["cc_smoothed_rtt_not_adjusted"]) + rtt_var.append(row["cc_rtt_var"]) + + prev = row + + df_samples = df_samples.with_columns( + cc_smoothed_rtt=pl.Series("cc_smoothed_rtt", smoothed), + cc_smoothed_rtt_not_adjusted=pl.Series("cc_smoothed_rtt_not_adjusted", smoothed_n_a), + cc_rtt_var=pl.Series("cc_rtt_var", rtt_var), + ) + + return df_samples + + +def add_pto_update_on_hs_confirmed(df_samples, df): + # Add entry when handshake is confirmed, to adjust for max_ack_delay from that point + hs_confirmed = ( + df.filter( + pl.col("cc_handshake_done"), + ) + .filter( + pl.col("cc_newly_acked_ack_eliciting").is_null(), pl.col("id") == pl.col("id").min() + ) + .select("id") + ) + + if len(hs_confirmed) > 0: + insert_row = ( + df_samples.filter(pl.col("id") < hs_confirmed.item(0, 0)) + .tail(1) + .with_columns( + id=pl.lit(hs_confirmed.item(0, 0)).cast(pl.UInt32), + cc_newly_acked_ack_eliciting=pl.lit(None), + cc_max_ack_sent_time=pl.lit(None), + ) + ) + + df_samples = pl.concat([df_samples, insert_row]).sort("id") + + return df_samples + + +def calculate_ptos(df): + df = add_handshake_done_markers(df) + # Add ID and global granularity + df = df.with_columns( + cc_kGranularity=pl.lit(1), # ms + ).with_row_index("id") + + # If no markers added skip + if ("cc_newly_acked_ack_eliciting" not in df) or ( + df.select(pl.col("cc_newly_acked_ack_eliciting").any()).item(0, 0) == False + ): + return df + + df_samples = filter_samples_and_calculate_rtts(df) + + # Seed smoothed_rtt and rtt variance + df_samples = first_smoothed_and_variance(df_samples) + + df_samples = calculate_smoothed_rtt_and_variance(df_samples) + + # This adds an additional datapoint replicating the previous, but updating PTO when the handshake is confirmed. + df_samples = add_pto_update_on_hs_confirmed(df_samples, df) + + df_samples = df_samples.with_columns(cc_rtt_var_4=pl.col("cc_rtt_var") * 4).with_columns( + cc_pto=pl.when(pl.col("cc_handshake_done") == False) + .then( + pl.col("cc_smoothed_rtt") + + pl.max_horizontal(["cc_rtt_var_4", "cc_kGranularity"]) + + pl.col("cc_max_ack_delay") + ) + .otherwise( + pl.col("cc_smoothed_rtt") + pl.max_horizontal(["cc_rtt_var_4", "cc_kGranularity"]) + ), + cc_pto_not_adjusted=pl.when(pl.col("cc_handshake_done") == False) + .then( + pl.col("cc_smoothed_rtt_not_adjusted") + + pl.max_horizontal(["cc_rtt_var_4", "cc_kGranularity"]) + + pl.col("cc_max_ack_delay") + ) + .otherwise( + pl.col("cc_smoothed_rtt_not_adjusted") + + pl.max_horizontal(["cc_rtt_var_4", "cc_kGranularity"]) + ), + ) + + # Join the following columns + cols = [ + "cc_smoothed_rtt", + "cc_smoothed_rtt_not_adjusted", + "cc_rtt_var", + "cc_current_rtt", + "cc_min_rtt", + "cc_first", + "cc_max_ack_delay", + "cc_ack_delay_adjusted", + "cc_adjusted_rtt", + "cc_pto", + "cc_pto_not_adjusted", + "cc_potentially_ignored_sample", + "id", + ] + + return df.join( + df_samples[cols], + on="id", + how="left", + ).drop(["id"]) + + +def adjust_rtt_vals(df, client): + if client != "picoquic": + return df + return df.with_columns(pl.col("data_min_rtt", "data_smoothed_rtt", "data_latest_rtt") / 10**3) + + +def remove_unused_cols(df, client): + + remove_cols = [ + "meta_trace_common_fields_time_format", + "common_fields_reference_time", + ] + generic_remove = ["vantage_point_name", "vantage_point_type", "time"] + + if client == "picoquic": + remove_cols += list( + pl.DataFrame({"cols": df.columns}).filter( + pl.col("cols").str.contains("^data_[0-9a-f]{2,4}$") + )["cols"] + ) + + return df.drop(remove_cols + generic_remove, strict=False) + + +def convert_dtypes(df, client): + + return df.with_columns( + pl.col("^data_initial_max_.*|.*data_header_packet_number.*$").cast(pl.Float64), + pl.col("^.*data_quantum_readiness.*|.*data_original_connection_id.*$").cast(pl.String()), + pl.selectors.by_name( + ["data_max_idle_timeout", "data_max_udp_payload_size", "data_max_ack_delay"], + require_all=False, + ).cast(pl.Int64), + pl.selectors.by_name( + [ + "data_disable_active_migration", + ], + require_all=False, + ).cast(pl.String), + pl.selectors.by_name( + [ + "data_max_datagram_frame_size", + ], + require_all=False, + ) + .str.replace("]", "") + .cast(pl.Int64), + ) + + +def rename_recovery_metric_update(df): + return df.with_columns( + # mvfst uses different name... + pl.col("name").replace({"recovery:metric_update": "recovery:metrics_updated"}) + ) + + +def scale_recovery_metrics(df, client): + if client in c_rtt_scale_to_ms: + return df.with_columns( + pl.col(["data_latest_rtt", "data_min_rtt", "data_smoothed_rtt"]) + * c_rtt_scale_to_ms[client] + ) + return df + + +# Process a single qlog file +def process_qlog(file): + meta = extract_run_meta(file) + c = meta["client"] + + df = pl.read_json(file, schema_overrides=get_client_schema(c)) + + df = df.with_columns( + # Convert time and cc_mack_sent_time to ms. + (pl.col("^time|cc_max_ack_sent_time$").cast(pl.Float64()) * c_time_to_ms[c]).cast( + pl.Datetime() + ), + # There can only be one ack_delay per packet, remove all separators + pl.col("frame_ack_delay") + .str.replace_all(",|\\|", "") + .replace("", None) + .cast( + pl.Float64(), + ) + * c_frame_ack_delay_scale[c], + file=pl.lit(str(file)), + ) + df = add_time_since_first(df) + df = rename_recovery_metric_update(df) + df = scale_recovery_metrics(df, c) + df = calculate_ptos(df) + + # Scale recovery_metric updates uniformly + df = adjust_rtt_vals(df, c) + + df = remove_unused_cols(df, c) + df = convert_dtypes(df, c) + + df = df.join(pl.from_dict(meta), how="cross") + + return df + + +fpd = "delay-first-packet" +ia = "instant-ack" + + +# Process a folder produced by QIR +def folder_to_df(folder: Path, df_files: pl.DataFrame) -> pl.DataFrame: + + folder_meta = extract_key_val(folder.parts[-1]) + meta = ( + pl.from_dicts([folder_meta]) + .rename(lambda x: f"meta_{x}") + .with_columns( + pl.col("meta_delay").str.replace("ms", "").cast(pl.Float64), + ) + .with_columns( + rtt=pl.col("meta_delay") * 2, + ) + ) + + files = cv.glob_sort_folder(folder, config.PAT_REPEATED_MEASUREMENT) + dfs = [] + for file in (bar := tqdm(files, leave=False)): + bar.set_postfix({"file": file.parts[-1]}, refresh=True) + if str(file) in df_files["file"]: + continue + df = process_qlog(file) + + dfs.append(df) + if len(dfs) > 0: + iack = (ia in folder_meta) and (fpd not in folder_meta) + wfc = (ia not in folder_meta) and (fpd in folder_meta) + df = ( + pl.concat(dfs, how="diagonal") + .join(meta, how="cross") + .with_columns( + server_group=pl.when(iack) + .then(pl.lit("IACK")) + .when(wfc) + .then(pl.lit("WFC")) + .otherwise(pl.lit(None)) + ) + ) + return df + return None + + +def get_client_schema(client: str): + schema = { + "data_grease_quic_bit": pl.String, + "data_smoothed_rtt": pl.Float64, + "data_rtt_variance": pl.Float64, + "data_latest_rtt": pl.Float64, + "data_min_rtt": pl.Float64, + "configuration_time_offset": pl.String, + } + + # Fields that do not exist cause polars to abort the transformation... remove these + if client in ["picoquic", "mvfst"]: + del schema["data_rtt_variance"] + if client in ["aioquic", "go-x-net", "mvfst", "neqo", "quic-go", "quiche", "chrome"]: + del schema["data_grease_quic_bit"] + if client in ["neqo", "chrome"]: + del schema["data_rtt_variance"] + if client in ["mvfst", "chrome"]: + del schema["data_smoothed_rtt"] + del schema["data_latest_rtt"] + del schema["data_min_rtt"] + if client in ["aioquic", "go-x-net", "ngtcp2", "picoquic", "quic-go", "quiche", "chrome"]: + del schema["configuration_time_offset"] + return schema + + +# Get information of already parsed files or empty dataframe if not yet parsed +# This allows incrementally combining information into a single parquet file +def get_files_if_dest_exists(dest: Path, refresh=False): + parquet_file = dest + if os.path.exists(parquet_file) and (refresh == False): + df = pl.scan_parquet(parquet_file) + return df.select("file").unique("file").collect(), df + return pl.DataFrame({"file": []}, schema_overrides={"file": pl.String}), None diff --git a/05-instant-ack-ccds/instant_ack/data/preprocess_qscanner.py b/05-instant-ack-ccds/instant_ack/data/preprocess_qscanner.py new file mode 100644 index 0000000..0982f30 --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/data/preprocess_qscanner.py @@ -0,0 +1,204 @@ +import polars as pl +from instant_ack.data import convenience as cv +import os +from tqdm.auto import tqdm + + +# Read target file that includes quic.scid to join domains +def read_targets(file): + schema = { + "scid": pl.String, + } + usecols = ["scid", "sni"] + + df = pl.read_csv(file, schema_overrides=schema).select(usecols).drop_nulls().lazy() + return df + + +def load_parsed(fname, **kwargs): + + names = [ + "ts", + "ip.src", + "ip.dst", + "udp.length", + "udp.srcport", + "udp.dstport", + "quic.version", + "quic.long.packet_type", + "quic.scid", + "quic.dcid", + "quic.frame_type", + "quic.ack.ack_delay", + "quic.ack.ack_range", + "quic.ack.first_ack_range", + "tls.quic.parameter.ack_delay_exponent", + "tls.handshake.type", + "tls.handshake.extensions_server_name", + "ip.ttl", + ] + + schema = { + "ip.src": pl.String, + "ip.dst": pl.String, + "udp.length": pl.UInt16, + "udp.srcport": pl.UInt16, + "udp.dstport": pl.UInt16, + "protocol": pl.String, + "info": pl.String, + "quic.version": pl.String, + "quic.crypto.length": pl.Int64, + "quic.padding_length": pl.Int64, + "quic.long.packet_type": pl.String, + "quic.connection.number": pl.Int64, + "quic.fixed_bit": pl.String, + "quic.packet_length": pl.String, + "quic.packet_number": pl.Int64, + "quic.scid": pl.String, + "quic.dcid": pl.String, + "quic.length": pl.String, + "quic.ack.ack_delay": pl.String, + "quic.ack.ack_range": pl.String, + "quic.ack.first_ack_range": pl.String, + "tls.handshake.type": pl.String, + "tls.quic.parameter.ack_delay_exponent": pl.UInt32, + "ip.ttl": pl.String, + "ts": pl.Datetime("us"), + } + + df = pl.scan_csv( + fname, + separator="|", + has_header=False, + new_columns=names, + low_memory=True, + schema_overrides=schema, + **kwargs, + ).with_columns(pl.col("quic.version").str.split(",").list.get(0)) + return df + + +# Generates parameterized task list for parallel +def generate_task_list(source, dest): + with open(dest, "w") as file: + for pcap in source[::-1]: + + # Tyry to find keylog file + keylog = str(pcap.parent / ".." / "client" / "keys.log") + if not os.path.isfile(keylog): + keylog = str(pcap.parent / "key.log") + + out_file = pcap.parent / "pcap.csv" + # Do not reprocess pcaps + if os.path.isfile(out_file): + continue + line = f"./tools/tshark-extract-quic-fields.sh '{str(pcap)}' '{str(out_file)}' '{keylog}'\n" + file.write(line) + + +# Read extracted information and save into parquet file +def process_all_files(files, out_file, refresh=False): + current_df = None + current_files = [] + + if os.path.isfile(out_file) and not refresh: + current_df = pl.scan_parquet(out_file) + current_files = current_df.select("file").unique().collect() + + dfs = [] + for csv in (pbar := tqdm(files)): + pbar.set_postfix({"file": csv}) + if csv in current_files: + continue + + targets = csv.parent / "targets.zst" + targets = read_targets(targets) + + df = load_parsed(csv) + # Add metadata + df = ( + df.with_columns( + file=pl.lit(str(csv)), + location=pl.lit(str(csv.parts[-4])), + measurement_ts=pl.lit(str(csv.parts[-2])), + ) + .with_columns( + pl.col("measurement_ts").str.replace_all(",", ".").str.to_datetime(), + pl.col(["quic.dcid", "quic.scid"]).str.split(",").list.get(0, null_on_oob=True), + ) + .join(targets, how="left", left_on="quic.dcid", right_on="scid") + .join(targets, how="left", left_on="quic.scid", right_on="scid", suffix="_scid") + .with_columns( + pl.coalesce(pl.col(["sni", "sni_scid"])).alias("sni"), + pl.when(pl.col("udp.dstport") == 443) + .then(pl.lit("requests")) + .otherwise(pl.lit("responses")) + .alias("kind"), + ) + .drop( + "sni_scid", + ) + ) + + dfs.append(df) + df = pl.concat(dfs, how="diagonal") + cv.sink_parquet_and_merge_if_exists(current_df, df, out_file) + + +# Make contained frame types human readable +frame_types = { + "0": "PAD", + "1": "PING", + "2": "ACK", + "3": "ACK", + "4": "RESET_STREAM", + "5": "STOP_SENDING", + "6": "CRYPTO", + "7": "NEW_TOKEN", + "8": "STREAM", + "9": "STREAM", + "10": "STREAM", + "11": "STREAM", + "12": "STREAM", + "13": "STREAM", + "14": "STREAM", + "15": "STREAM", + "16": "MAX_DATA", + "18": "MAX_STREAMS_BIDI", + "24": "NEW_CID", + "25": "STREAMS_BLOCKED_UNI", + "26": "PATH_CHALLENGE", + "28": "CC", + "29": "CC", + "30": "HANDSHAKE_DONE", +} + + +def translate_frame_types(df, col, new_col): + return df.with_columns( + # Split and replace with readable frame_type + # Sort to shift ACK to the front and disregard order + pl.col(col) + .str.split(",") + .list.eval( + pl.element().replace_strict( + frame_types, + ) + ) + .list.unique() + .list.sort() + .list.join(",") + .alias(new_col) + ) + + +# Converts city names and Vantage points information +def location_to_titlecase(df, location="location", new_col="geo_location"): + return df.with_columns( + pl.col(location) + .str.replace("_", " ") + .str.replace("-1", "") + .str.replace("-2", "") + .str.to_titlecase() + .alias(new_col) + ) diff --git a/05-instant-ack-ccds/instant_ack/data/validation.py b/05-instant-ack-ccds/instant_ack/data/validation.py new file mode 100644 index 0000000..933f411 --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/data/validation.py @@ -0,0 +1,52 @@ +import polars as pl + + +# Validate the number of datapoints within the group to match expected_repetitions +def validate( + df: pl.DataFrame, + group=["folder", "scenario"], + unique_prop: str = "file", + expected_repetitions: str = 100, + ignore: list[str] = [], +): + res = df + if "folder" in df.columns: + res = ( + df.filter( + ~pl.selectors.by_name("folder").is_in(ignore), + ) + .group_by(group) + .agg( + pl.col(unique_prop).n_unique().name.suffix("_n"), + pl.col("folder").unique().name.suffix("_unique"), + ) + .with_columns( + pl.selectors.by_name(["folder_unique"], require_all=False) + .list.len() + .name.suffix("_len") + ) + .lazy() + .collect() + ) + else: + res = ( + df.group_by(group) + .agg( + pl.col(unique_prop).n_unique().name.suffix("_n"), + ) + .lazy() + .collect() + ) + + all_expected = res.select((pl.col(unique_prop + "_n") == expected_repetitions).all())[0, 0] + + if all_expected: + print(f"All groups of {group} had {expected_repetitions} unique {unique_prop}s. All OK!") + return None + else: + print( + f"NOT all groups of {group} had {expected_repetitions} unique {unique_prop}s. You may want to verify what happened to the subsequent folders" + ) + display(res.filter(pl.col(unique_prop + "_n") != expected_repetitions).sort(group[0])) + + return res diff --git a/05-instant-ack-ccds/instant_ack/dataset.py b/05-instant-ack-ccds/instant_ack/dataset.py new file mode 100644 index 0000000..28adf11 --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/dataset.py @@ -0,0 +1,332 @@ +from pathlib import Path + +import typer +from loguru import logger +from tqdm import tqdm + +from instant_ack import config +from instant_ack.data import preprocess_qscanner +from instant_ack.data import convenience as cv +from instant_ack.data import preprocess_qlog as pre_qlog +import psutil +import subprocess +import sys +import polars as pl +import os + +app = typer.Typer() + + +# Delete provided files +def clean_files(files: list[Path]): + for file in files: + file.unlink(missing_ok=True) + + +# Process qscanner results, i.e. use tshark to extract from the collected pcaps +def process_qscanner( + procs: int, + refresh: bool, + task_list: Path, + in_dir: Path, + out_file: Path, + glob: str = "*/data/*", +): + pcaps = cv.glob_sort_folder(in_dir, f"{glob}/capture.pcap.zst") + + logger.info("Generating list of tshark tasks") + preprocess_qscanner.generate_task_list(pcaps, task_list) + + logger.info(f"Running tshark extraction with {procs} parallel processes") + with subprocess.Popen( + f"parallel --bar -j {procs} -a {task_list}", + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + shell=True, + ) as p: + while p.poll() is None: + text = p.stderr.read1().decode("utf-8") + print(text, end="", flush=True, file=sys.stderr) + + logger.info("Processing created csvs") + csvs = cv.glob_sort_folder(in_dir, f"{glob}/pcap.csv") + + preprocess_qscanner.process_all_files(csvs, out_file) + + +# cloudflare defaults +cloudflare = { + "in_dir": config.RAW_DATA_DIR / "cloudflare", + "out_file": config.INTERIM_DATA_DIR / "cloudflare.pq.zst", + "task_list": Path("cf_tasks.parallel"), +} + + +@app.command() +def clean_cloudflare( + task_list: Path = cloudflare["task_list"], + in_dir: Path = cloudflare["in_dir"], + out_file: Path = cloudflare["out_file"], +): + + csvs = cv.glob_sort_folder(in_dir, "*/data/*/pcap.csv") + clean_files([out_file, task_list] + csvs) + + +# Process pcaps and qscanner header files for measurement of Cloudflare IACK deployment +@app.command() +def cloudflare( + procs: int = 10, + refresh: bool = False, + task_list: Path = cloudflare["task_list"], + in_dir: Path = cloudflare["in_dir"], + out_file: Path = cloudflare["out_file"], +): + + schema = { + "targetid": pl.Int64, + "address": pl.String, + "port": pl.UInt16, + "hostname": pl.String, + "Header": pl.String, + "Value": pl.String, + } + + for location in cv.glob_sort_folder(in_dir, "*/"): + out_file = ( + config.INTERIM_DATA_DIR / "cloudflare" / f"cloudflare.{location.parts[-1]}.pq.zst" + ) + + logger.info("Processing header files") + dfs = [] + header_out_file = ( + config.INTERIM_DATA_DIR / "cloudflare" / f"header.{location.parts[-1]}.pq.zst" + ) + files = cv.glob_sort_folder(location, "data/*/http_header.csv.zst") + for file in tqdm(files): + df = ( + pl.read_csv(file, schema=schema) + .with_columns( + location=pl.lit(f"{file.parts[-4]}"), + measurement_ts=pl.lit(f"{file.parts[-2]}"), + ) + .filter(pl.col("Header").str.contains("[cC]f")) + ) + dfs.append(df) + pl.concat(dfs, how="diagonal").write_parquet(header_out_file) + + # Release memory + header_out_file = [] + + process_qscanner(procs, refresh, task_list, location, out_file, glob="data/*") + + +# toplist defaults +toplist = { + "in_dir": config.RAW_DATA_DIR / "toplist", + "out_file": config.INTERIM_DATA_DIR / "toplist.pq.zst", + "task_list": Path("tl_tasks.parallel"), +} + + +@app.command() +def clean_toplist( + task_list: Path = toplist["task_list"], + in_dir: Path = toplist["in_dir"], + out_file: Path = toplist["out_file"], +): + + csvs = cv.glob_sort_folder(in_dir, "*/data/*/pcap.csv") + clean_files([out_file, task_list] + csvs) + + +# Extract information from Qscanner run on toplist +@app.command() +def toplist( + procs: int = 2, + refresh: bool = False, + task_list: Path = toplist["task_list"], + in_dir: Path = toplist["in_dir"], + out_file: Path = toplist["out_file"], +): + process_qscanner(procs, refresh, task_list, in_dir, out_file) + + +# QIR defaults +interop = { + "in_dir": config.INTEROP_DATA_DIR, + "out_dir": config.INTERIM_DATA_DIR / "qlog", +} + + +@app.command() +def clean_interop( + folder: Path = interop["out_dir"], +): + + files = cv.glob_sort_folder(folder, "qlog.*.pq.zst") + clean_files(files) + + +# Process data from modified QUIC interop runner +@app.command() +def interop( + refresh: bool = False, + in_dir: Path = interop["in_dir"], + out_dir: Path = interop["out_dir"], + glob=config.PAT_INTEROP_RESULT_FOLDER, +): + + for client in [ + "aioquic", + "go-x-net", + "mvfst", + "neqo", + "ngtcp2", + "picoquic", + "quic-go", + "quiche", + ]: + c_folder = in_dir / client + + # One output file per client + dest = out_dir / f"qlog.{c_folder.parts[-1]}.pq.zst" + + # Get files to read + folders = cv.glob_sort_folder(c_folder, glob) + + # Get files already read + current_files, current_df = pre_qlog.get_files_if_dest_exists(dest, refresh=refresh) + + dfs = [] + for folder in (pbar := tqdm(folders)): + pbar.set_postfix({"new": len(dfs), "folder": (folder.parts[-1])}, refresh=True) + df = pre_qlog.folder_to_df(folder, current_files) + if df is not None: + dfs.append( + df.with_columns( + folder=pl.lit(str(folder)), + ) + ) + + if psutil.virtual_memory()[1] / 1_000_000_000 < 40: + # No more memory break and try to merge + logger.warning( + "Not enough spare memory, aborting reading data, but concatenating read data. Restart data aggregation to continue..." + ) + break + + if len(dfs) > 0: + df = pl.concat(dfs, how="diagonal") + + cv.sink_parquet_and_merge_if_exists(current_df, df, dest) + + +public_interop = { + "client": "quic-go", + "server_names": [ + "quic-go", + "ngtcp2", + "mvfst", + "quiche", + "kwik", + "picoquic", + "aioquic", + "neqo", + "nginx", + "msquic", + "xquic", + "lsquic", + "haproxy", + "quinn", + "s2n-quic", + "go-x-net", + ], + "runs": [ + "2024-08-14T01:43", + "2024-08-15T01:36", + "2024-08-16T01:42", + ], + "task_list": Path("pi_tasks.wget"), + "task_list_parallel": Path("pi_tasks.parallel"), + "in_dir": config.RAW_DATA_DIR / "all-interop-servers", + "out_file": config.INTERIM_DATA_DIR / "all-interop-servers.pq.zst", +} + + +@app.command() +def clean_interop_servers( + task_list: Path = public_interop["task_list"], + in_dir: Path = public_interop["in_dir"], + out_file: Path = public_interop["out_file"], +): + + csvs = cv.glob_sort_folder(in_dir, "*/*/*/*/pcap.csv") + clean_files([out_file, task_list] + csvs) + + +# Pull from public interop-runner and extract information with tshark +@app.command() +def interop_servers( + task_file: Path = public_interop["task_list"], + client: str = public_interop["client"], + server_names: list[str] = public_interop["server_names"], + in_dir: Path = public_interop["in_dir"], + runs: list[str] = public_interop["runs"], + procs: int = 10, + refresh: bool = False, + task_list: Path = public_interop["task_list_parallel"], + out_file: Path = public_interop["out_file"], +): + + logger.info("Generating download URLs") + + with open(task_file, "w") as file: + for run in runs: + for name in server_names: + url = f"https://interop.seemann.io/logs/{run}/{name}_{client}/handshake/sim/trace_node_left.pcap" + print(url, file=file) + url = f"https://interop.seemann.io/logs/{run}/{name}_{client}/handshake/client/keys.log" + print(url, file=file) + + logger.info("Downloading data") + with subprocess.Popen( + f"wget -m --cut-dirs 1 -nH -P {in_dir} $(cat {task_file})", + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + shell=True, + ) as p: + while p.poll() is None: + text = p.stderr.read1().decode("utf-8") + print(text, end="", flush=True, file=sys.stderr) + + # Client perspective + pcaps = cv.glob_sort_folder(in_dir, "*/*/*/*/trace_node_left.pcap") + logger.info("Generating list of tshark tasks") + preprocess_qscanner.generate_task_list(pcaps, task_list) + + logger.info(f"Running tshark extraction with {procs} parallel processes") + with subprocess.Popen( + f"parallel --bar -j {procs} -a {task_list}", + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + shell=True, + ) as p: + while p.poll() is None: + text = p.stderr.read1().decode("utf-8") + print(text, end="", flush=True, file=sys.stderr) + dfs = [] + + for file in tqdm(cv.glob_sort_folder(in_dir, "*/*/*/*/pcap.csv")): + if os.stat(file).st_size != 0: + df = preprocess_qscanner.load_parsed(file).with_columns( + measurement_ts=pl.lit(str(file.parts[-5])), + server=pl.lit(str(file.parts[-4]).split("_", 1)[0]), + ) + dfs.append(df) + logger.info("Processing created csvs") + pl.concat(dfs, how="diagonal").sink_parquet(out_file) + + +if __name__ == "__main__": + app() diff --git a/05-instant-ack-ccds/instant_ack/visualization/helpers.py b/05-instant-ack-ccds/instant_ack/visualization/helpers.py new file mode 100644 index 0000000..e536ac9 --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/visualization/helpers.py @@ -0,0 +1,56 @@ +from instant_ack import config +import matplotlib.pyplot as plt +import os +import matplotlib.dates as mdates + +# Configure defaults +c_default_fig_size = (6, 1.4) + +c_date_formatter = mdates.DateFormatter("%Y-%m-%d") +c_date_formatter_m_d = mdates.DateFormatter("%m-%d") +c_day_locator = mdates.DayLocator() + + +def fig_ax(figsize=c_default_fig_size, **kwargs): + if figsize is None: + figsize = c_default_fig_size + return plt.subplots(figsize=figsize, **kwargs) + + +# Save plot as pdf and png +def save_plot(fig, destination, folder=config.FIGURES_DIR, autoclose=False): + if destination is not None: + dir = os.path.dirname(folder / destination) + os.makedirs(dir, exist_ok=True) + + fig.savefig(f"{folder / destination}.png", bbox_inches="tight", dpi=200) + fig.savefig(f"{folder / destination}.pdf", bbox_inches="tight") + + if autoclose: + plt.close() + + +# Autogenerate tick_locations for MultipleLocator +def tick_locations(diff: float): + major = 2 + minor = 1 + if diff >= 4000: + print("4k") + major = 800 + minor = 200 + elif diff >= 2000: + major = 400 + minor = 100 + elif diff >= 1000: + major = 200 + minor = 50 + elif diff >= 300: + major = 100 + minor = 25 + elif diff >= 60: + major = 20 + minor = 5 + elif diff >= 30: + major = 10 + minor = 2 + return major, minor diff --git a/05-instant-ack-ccds/instant_ack/visualization/plot.py b/05-instant-ack-ccds/instant_ack/visualization/plot.py new file mode 100644 index 0000000..eb61c43 --- /dev/null +++ b/05-instant-ack-ccds/instant_ack/visualization/plot.py @@ -0,0 +1,496 @@ +from instant_ack import vh +from instant_ack import config +import matplotlib.ticker as ticker +import seaborn as sns +import polars as pl +import pandas as pd +import numpy as np +from matplotlib.offsetbox import AnchoredText +import matplotlib.pyplot as plt +import matplotlib.dates as mdates +from instant_ack.data import validation as v +from datetime import datetime + + + +# Defaults +tab20 = sns.color_palette("tab20") +palette = { + "ACK": tab20[2], + "IACK": tab20[2], + "ACK,SH": tab20[0], + "ACK,CRYPTO": tab20[0], + "CRYPTO": tab20[3], + "SH": tab20[3], + "ACK,PING": tab20[5], +} + + + +# Plotting functions below will generally follow the following structure +# 1. Validate plotting data (Is there the expected number of datapoints) +# 2. Plot +# 3. Configure ax +# 4. Save plot + + +# Generate Stripplot +def strip( + df, + xlabel="Time to First Byte (TTFB) [ms]", + x="time_since_first_ms", + y="client", + ylabel="Client", + hue="server_group", + legend_label=None, + legend_pos="upper center", + legend_ncol=3, + xMinorLocator=ticker.MultipleLocator(1), + xMajorLocator=ticker.MultipleLocator(5), + xlim=None, + dest=None, + figsize=(6, 1.4), + median=True, + fig=None, + ax=None, + legend=True, + validate=100, + validate_ignore=[], + xscale=None, +): + if (fig is None) and (ax is None): + fig, ax = vh.fig_ax(figsize) + + if validate: + v.validate(df, [y, hue], expected_repetitions=validate, ignore=validate_ignore) + + df = df.select(x, y, hue) + + sns.stripplot( + df.sort(hue, descending=True), + x=x, + y=y, + hue=hue, + jitter=False, + dodge=True, + marker="d", + alpha=0.15, + ax=ax, + ) + + # Show median marker + if median: + median = df.group_by([y, hue]).agg(pl.col(x).median()).sort(hue, descending=True) + # Overlay median values + sns.stripplot( + median, + x=x, + y=y, + hue=hue, + ax=ax, + palette="dark:black", + zorder=100, + dodge=True, + jitter=False, + marker="|", + linewidth=1, + ) + + h, l = ax.get_legend_handles_labels() + for handle in h: + handle.set_alpha(1) + h = h[:3] + l = l[:3] + l[-1] = "Median" + + if legend: + ax.legend( + h, + l, + title=legend_label, + ncol=legend_ncol, + loc=legend_pos, + ) + + if not legend: + ax.legend().remove() + + ax.set(xlabel=xlabel) + ax.set(ylabel=ylabel) + + if xscale: + ax.set(xscale=xscale) + + if xMajorLocator: + ax.xaxis.set_major_locator(xMajorLocator) + if xMinorLocator: + ax.xaxis.set_minor_locator(xMinorLocator) + ax.set(xlim=xlim) + + if dest is not None: + vh.save_plot(fig, dest) + + +# Heatmap +def ack_hm(df, figsize=(5.5, 1.2), round_pos=1, dest=None): + fig, ax = vh.fig_ax(figsize=figsize) + + d = df.with_columns( + (pl.all().exclude("frame_type") / pl.all().exclude("frame_type").sum() * 100).round( + round_pos + ) + ) + + # Replace values for better readability + annot = ( + d.to_pandas() + .set_index("frame_type") + .replace({0.0: "<0.1"}) + .astype("str") + .replace({"NaN": np.nan, "100.0": "100"}) + ) + + sns.heatmap( + d.to_pandas().set_index("frame_type"), + yticklabels=True, + cbar_kws={"label": "Frequency [%]", "ticks": [100, 80, 60, 40, 20, 0]}, + cmap="coolwarm", + annot=annot, + fmt="s", + ) + + ax.set(ylabel="Frame(s) in \nfirst packet") + ax.set(xlabel="CDN (# domains)") + ax.tick_params( + axis="x", + rotation=40, + ) + ax.set_xticklabels(ax.get_xticklabels(), ha="right", va="top", rotation_mode="anchor") + vh.save_plot(fig, dest) + + +# ECDF +def ecdf( + df, + x="diff_ms", + hue="CDN", + figsize=(6, 1.7), + legend_ncol=2, + dest=None, + legend_pos="lower left", + ax=None, + legend=None, + bbox_to_anchor=None, + xMinorLocator=None, + xMajorLocator=None, + xlabel="Delay between ACK and SH [ms]", + ylabel="CDF", + y=None, + fig=None, + xlim=None, + xscale="log", + **kwargs, +): + if ax is None: + fig, ax = vh.fig_ax(figsize=figsize) + + sns.ecdfplot(df.sort(hue), x=x, hue=hue, ax=ax, **kwargs) + + ax.set(ylim=(-0.05, 1.05)) + if xlim: + ax.set(xlim=xlim) + ax.yaxis.set_major_locator(ticker.MultipleLocator(0.25)) + ax.yaxis.set_minor_locator(ticker.MultipleLocator(0.05)) + ax.set(xlabel=xlabel) + ax.set(ylabel=ylabel) + ax.set(xscale=xscale) + if legend: + sns.move_legend( + ax, + legend_pos, + ncol=legend_ncol, + title=None, + bbox_to_anchor=bbox_to_anchor, + columnspacing=0.5, + ) + else: + ax.get_legend().remove() + + if fig is not None: + vh.save_plot(fig, dest) + + +# Lineplot +def line( + df, + x="measurement_ts", + y="median", + hue="frame_type", + figsize=(6, 1.3), + legend_ncol=3, + dest=None, + legend_pos="lower left", + ax=None, + legend=None, + bbox_to_anchor=None, + palette=palette, + ylabel="Median time since\nClientHello [ms]", + xMajorFormatter=mdates.DateFormatter("%m-%d"), + xMinorFormatter=mdates.HourLocator(interval=4), + xMinorLocator=None, + xMajorLocator=None, + yMinorLocator=None, + yMajorLocator=None, + xlabel="Date MM-DD [h]", + fig=None, + xlim=None, + ylim=None, + **kwargs, +): + + if ax is None: + fig, ax = vh.fig_ax(figsize=figsize) + + sns.lineplot(df, x=x, y=y, ax=ax, hue=hue, palette=palette, **kwargs) + if legend: + ax.legend( + title=None, + ncol=legend_ncol, + loc=legend_pos, + bbox_to_anchor=bbox_to_anchor, + ) + else: + ax.get_legend().remove() + ax.set(ylabel=ylabel) + + if xMajorFormatter: + ax.xaxis.set_major_formatter(xMajorFormatter) + ax.xaxis.set_minor_locator(xMinorFormatter) + if yMajorLocator: + ax.yaxis.set_major_locator(yMajorLocator) + ax.yaxis.set_minor_locator(yMinorLocator) + + if xlim: + ax.set(xlim=xlim) + else: + ax.set(xlim=(df[x].min(), df[x].max())) + ax.set(ylim=ylim) + + ax.set(xlabel=xlabel) + + vh.save_plot(fig, dest) + + +# Multiple subplots +def multi( + df: pl.DataFrame, + group_by: str, + figsize, + x: str, + y: str, + dest: str = None, + legend_pos="upper center", + legend_ncol=1, + xlabel="TTFB [ms]", + anc_text_prefix: str = "Emulated RTT: ", + anc_text_suffix: str = " ms", + anc_loc="lower center", + inner=strip, + auto_scale_x=True, + xMinorLocator=None, + xMajorLocator=None, + sharex=True, + ylim=None, + xlim=None, + supylabel=None, + first_anc_loc=None, + hk_special=False, + anc=True, + major=None, + minor=None, + **kwargs, +): + + ngroups = df.select(pl.col(group_by).n_unique()).item() + + fig, ax = vh.fig_ax(figsize=figsize, nrows=ngroups, sharex=sharex) + for ind, (gname, gdata) in enumerate(df.group_by(group_by, maintain_order=True)): + group_val = gname[0] + + current_ax = ax[ind] + + current_ylim = ylim + if isinstance(ylim, list): + current_ylim = ylim[ind] + + current_xlim = xlim + if isinstance(xlim, list): + current_xlim = xlim[ind] + + current_anc_loc = anc_loc + legend = False + if ind == 0: + legend = True + if first_anc_loc: + current_anc_loc = first_anc_loc + # Xlabel only for last row + current_xlabel = xlabel + if ind != ngroups - 1: + current_xlabel = None + + # xdiff + diff = gdata.select(pl.col(x).max() - pl.col(x).min()).item(0, 0) + if auto_scale_x: + major, minor = vh.tick_locations(diff) + xMinorLocator = ticker.MultipleLocator(minor) + xMajorLocator = ticker.MultipleLocator(major) + else: + if isinstance(major, list) and isinstance(minor, list): + xMinorLocator = ticker.MultipleLocator(minor[ind]) + xMajorLocator = ticker.MultipleLocator(major[ind]) + + # Special case for vantage point outages + # sns will otherwise connect lines + if hk_special and ("Hongkong" in gname[0]): + inner( + gdata.filter(pl.col("measurement_ts") <= datetime(2024, 8, 19, 21)).with_columns(pl.col("geo_location").replace("Hongkong", "Hong Kong")) +, + legend_pos=legend_pos, + xMinorLocator=xMinorLocator, + xMajorLocator=xMajorLocator, + ax=current_ax, + legend_ncol=legend_ncol, + legend=legend, + xlabel=current_xlabel, + y=y, + **kwargs, + ) + + inner( + gdata.filter( + pl.col("measurement_ts") >= datetime(2024, 8, 20, 10), + pl.col("measurement_ts") <= datetime(2024, 8, 21, 19), + ).with_columns(pl.col("geo_location").replace("Hongkong", "Hong Kong")) +, + legend_pos=legend_pos, + xMinorLocator=xMinorLocator, + xMajorLocator=xMajorLocator, + ax=current_ax, + legend_ncol=legend_ncol, + legend=legend, + xlabel=current_xlabel, + y=y, + **kwargs, + ) + else: + inner( + gdata, + legend_pos=legend_pos, + xMinorLocator=xMinorLocator, + xMajorLocator=xMajorLocator, + ax=current_ax, + legend_ncol=legend_ncol, + legend=legend, + xlabel=current_xlabel, + y=y, + **kwargs, + ) + current_ax.set(ylim=current_ylim) + current_ax.set(xlim=current_xlim) + + text_box = AnchoredText( + f"{anc_text_prefix}{group_val}{anc_text_suffix}", + frameon=False, + loc=current_anc_loc, + pad=0, + prop={"backgroundcolor": "lightgrey"}, + ) + if anc: + current_ax.add_artist(text_box) + if supylabel: + fig.supylabel(supylabel, fontsize="medium") + + plt.tight_layout() + vh.save_plot(fig, dest) + + +def scatter_improvement_factors( + data, + theo, + theo2, + y="median_improvement_factor", + dest_file=None, + ylim=None, + xlim=None, + figsize=(6, 1.5), + legend=True, + ncol=3, +): + + fig, ax = vh.fig_ax(figsize=(figsize)) + # Theoretical information + label = "Theoretic\nImprovement" + sns.lineplot( + theo2, + x="rtt", + y="improvement_factor", + ls=":", + color="grey", + label=None, + ax=ax, + alpha=0.8, + ) + sns.lineplot( + theo, + x="rtt", + y="improvement_factor", + ls=":", + color="grey", + label=label, + ax=ax, + alpha=0.8, + ) + ax.set(xlabel="Emulated RTT [ms]") + ax.set(ylabel="Improvement Factor [#]") + ax.xaxis.set_major_locator(ticker.MultipleLocator(20)) + ax.xaxis.set_minor_locator(ticker.MultipleLocator(5)) + ax.yaxis.set_minor_locator(ticker.MultipleLocator(1)) + ax.yaxis.set_major_locator(ticker.MultipleLocator(5)) + + # ax.text(theo.iloc[2].rtt, theo.iloc[0].improvement_factor, , color="grey", label, + # verticalalignment="center") + + # Real data + data = data.rename({"client": "Client"}) + + sns.scatterplot( + data, + x="rtt", + y=y, + hue="Client", + ax=ax, + palette="tab10", + alpha=0.9, + style="Client", + ) + ax.set(xlabel="Emulated RTT [ms]") + ax.set(ylabel="Median First PTO\nImprovement [RTT]") + + handles, labels = ax.get_legend_handles_labels() + + from matplotlib.patches import Patch + + handles = handles[1:] + handles[:1] + labels = labels[1:] + labels[:1] + + # handles = handles[1:] + [Patch(color="none")] + handles[:1] + # labels = labels[1:] + [""] + labels[:1] + if not legend: + ax.legend().remove() + else: + ax.legend(title=None, handles=handles, labels=labels, ncol=ncol) + + ax.set(xlim=xlim) + ax.set(ylim=ylim) + # ax.set(yscale="log") + vh.save_plot(fig, dest_file, autoclose=False) diff --git a/05-instant-ack-ccds/notebooks/.gitkeep b/05-instant-ack-ccds/notebooks/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/05-instant-ack-ccds/notebooks/01-numerical_analysis/01-pto-evolution.html b/05-instant-ack-ccds/notebooks/01-numerical_analysis/01-pto-evolution.html new file mode 100644 index 0000000..6b38cb3 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/01-numerical_analysis/01-pto-evolution.html @@ -0,0 +1,7726 @@ + + + + + +01-pto-evolution + + + + + + + + + + + + +

+ + +
+ + diff --git a/05-instant-ack-ccds/notebooks/01-numerical_analysis/01-pto-evolution.ipynb b/05-instant-ack-ccds/notebooks/01-numerical_analysis/01-pto-evolution.ipynb new file mode 100644 index 0000000..45e1990 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/01-numerical_analysis/01-pto-evolution.ipynb @@ -0,0 +1,240 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "5c0fe3e4-aa79-4ecf-8494-9628a90eeba7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:11:14.640401Z", + "iopub.status.busy": "2024-09-10T22:11:14.640229Z", + "iopub.status.idle": "2024-09-10T22:11:15.406634Z", + "shell.execute_reply": "2024-09-10T22:11:15.405974Z", + "shell.execute_reply.started": "2024-09-10T22:11:14.640378Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-11 00:11:14.658\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "1c969015-da09-43c5-98c3-7d0742962432", + "metadata": {}, + "source": [ + "# Compute PTOs" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a26f0194-8122-46cf-996f-c9bbcd9692b0", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:11:15.407675Z", + "iopub.status.busy": "2024-09-10T22:11:15.407463Z", + "iopub.status.idle": "2024-09-10T22:11:15.422978Z", + "shell.execute_reply": "2024-09-10T22:11:15.422244Z", + "shell.execute_reply.started": "2024-09-10T22:11:15.407659Z" + } + }, + "outputs": [], + "source": [ + "def pto_table(rtt, first_rtt, val_range=pl.arange(1, 52, 1, eager=True)):\n", + " iack_rtt = first_rtt\n", + " default_rtt = rtt\n", + "\n", + " df = (\n", + " pl.DataFrame({\"sample\": val_range, \"RTT\": [default_rtt] * len(val_range)})\n", + " .with_row_index(\"id\")\n", + " .with_columns(\n", + " var=pl.when(pl.col(\"id\") == 0).then(pl.lit(iack_rtt / 2)),\n", + " smoothed=pl.when(pl.col(\"id\") == 0).then(pl.lit(iack_rtt)),\n", + " max_ack_delay=pl.when(pl.col(\"id\") == 0)\n", + " .then(pl.lit(0))\n", + " .otherwise(pl.lit(25)),\n", + " )\n", + " )\n", + "\n", + " prev = None\n", + " variance = []\n", + " smoothed_rtt = []\n", + " for row in df.iter_rows(named=True):\n", + " if prev is None:\n", + " prev = row\n", + " variance.append(row[\"var\"])\n", + " smoothed_rtt.append(row[\"smoothed\"])\n", + " continue\n", + "\n", + " row[\"var\"] = 3 / 4 * prev[\"var\"] + 1 / 4 * abs(prev[\"smoothed\"] - row[\"RTT\"])\n", + " row[\"smoothed\"] = 7 / 8 * prev[\"smoothed\"] + 1 / 8 * row[\"RTT\"]\n", + "\n", + " variance.append(row[\"var\"])\n", + " smoothed_rtt.append(row[\"smoothed\"])\n", + "\n", + " prev = row\n", + "\n", + " df = (\n", + " df.drop([\"smoothed\", \"var\"])\n", + " .with_columns(\n", + " pl.Series(name=\"smoothed\", values=smoothed_rtt, dtype=pl.Float64),\n", + " pl.Series(name=\"var\", values=variance, dtype=pl.Float64),\n", + " )\n", + " .with_columns(\n", + " PTO=pl.col(\"smoothed\") + 4 * pl.col(\"var\") + pl.col(\"max_ack_delay\")\n", + " )\n", + " )\n", + "\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7fcebb77-3a6e-482f-9e62-9157f8e70194", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:11:15.423918Z", + "iopub.status.busy": "2024-09-10T22:11:15.423735Z", + "iopub.status.idle": "2024-09-10T22:11:15.448236Z", + "shell.execute_reply": "2024-09-10T22:11:15.447679Z", + "shell.execute_reply.started": "2024-09-10T22:11:15.423900Z" + } + }, + "outputs": [], + "source": [ + "iack_improvement = 4\n", + "cat_name = \"Server\"\n", + "RTT = \"RTT\"\n", + "c_client_frontend_RTT = \"Client-Frontend RTT\"\n", + "\n", + "all_df = []\n", + "for i in [\n", + " 9,\n", + " 25,\n", + "]:\n", + " all_df.append(pto_table(i, i).with_columns(pl.lit(\"IACK\").alias(cat_name)))\n", + "\n", + " all_df.append(\n", + " pto_table(i, i + iack_improvement).with_columns(pl.lit(\"WFC\").alias(cat_name))\n", + " )\n", + "\n", + "m_df = pl.concat(all_df).with_columns(\n", + " pl.format(\"{} ms\", pl.col(RTT)).alias(c_client_frontend_RTT)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c55c8617-dbb7-4376-bd07-1115da0c28fc", + "metadata": {}, + "source": [ + "### PTO evolution with RTT samples at constant RTT: Section 2, Figure 2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7302efc7-f71a-4bc4-a323-3ac24f788709", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:11:15.449399Z", + "iopub.status.busy": "2024-09-10T22:11:15.449253Z", + "iopub.status.idle": "2024-09-10T22:11:15.972510Z", + "shell.execute_reply": "2024-09-10T22:11:15.971969Z", + "shell.execute_reply.started": "2024-09-10T22:11:15.449385Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax(figsize=(6, 1.8))\n", + "\n", + "ax.vlines(2, 0, 200, ls=\":\", color=\"grey\")\n", + "\n", + "ax.arrow(\n", + " 3.7,\n", + " 27,\n", + " -1.5,\n", + " 0,\n", + " length_includes_head=True,\n", + " head_width=4,\n", + " head_length=0.5,\n", + " color=\"grey\",\n", + ")\n", + "ax.text(\n", + " 3.9,\n", + " 27,\n", + " \"First payload received\",\n", + " color=\"grey\",\n", + " verticalalignment=\"center\",\n", + ")\n", + "\n", + "ax = sns.lineplot(\n", + " m_df.sort([cat_name, c_client_frontend_RTT], descending=[True, True]),\n", + " x=\"sample\",\n", + " y=\"PTO\",\n", + " style=c_client_frontend_RTT,\n", + " hue=cat_name,\n", + " markers=True,\n", + " palette=\"tab10\",\n", + ")\n", + "\n", + "ax.set(ylabel=\"PTO [ms]\", xlabel=\"Packets with new ACKs [index]\")\n", + "ax.xaxis.set_minor_locator(ticker.MultipleLocator(1))\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(5))\n", + "ax.yaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + "ax.yaxis.set_major_locator(ticker.MultipleLocator(20))\n", + "ax.legend(ncol=2)\n", + "ax.set(ylim=(20, 110))\n", + "ax.set(xlim=(0, 51))\n", + "\n", + "vh.save_plot(fig, f\"lin_PTO_constant_RTT\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/01-numerical_analysis/02-theoretical-pto-improvement.html b/05-instant-ack-ccds/notebooks/01-numerical_analysis/02-theoretical-pto-improvement.html new file mode 100644 index 0000000..e0c0af8 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/01-numerical_analysis/02-theoretical-pto-improvement.html @@ -0,0 +1,7744 @@ + + + + + +02-theoretical-pto-improvement + + + + + + + + + + + + +
+ +
+ + diff --git a/05-instant-ack-ccds/notebooks/01-numerical_analysis/02-theoretical-pto-improvement.ipynb b/05-instant-ack-ccds/notebooks/01-numerical_analysis/02-theoretical-pto-improvement.ipynb new file mode 100644 index 0000000..50fdcf6 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/01-numerical_analysis/02-theoretical-pto-improvement.ipynb @@ -0,0 +1,288 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6bf843de-7716-474b-a7c4-7d5523330917", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:12:41.208076Z", + "iopub.status.busy": "2024-09-10T22:12:41.207838Z", + "iopub.status.idle": "2024-09-10T22:12:41.976738Z", + "shell.execute_reply": "2024-09-10T22:12:41.976073Z", + "shell.execute_reply.started": "2024-09-10T22:12:41.208055Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-11 00:12:41.226\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "27d97edf-fadd-4030-b125-45ba413d5f1f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:12:41.977654Z", + "iopub.status.busy": "2024-09-10T22:12:41.977443Z", + "iopub.status.idle": "2024-09-10T22:12:41.990394Z", + "shell.execute_reply": "2024-09-10T22:12:41.989861Z", + "shell.execute_reply.started": "2024-09-10T22:12:41.977638Z" + } + }, + "outputs": [], + "source": [ + "m_improvement = {True: \"Reduced Latency\", False: \"Spurious Retransmissions\"}\n", + "\n", + "\n", + "def first_pto_improvement(\n", + " iack_improvements=[1, 9, 25],\n", + " start=0.025,\n", + " stop=100,\n", + " step=0.005,\n", + "):\n", + " return pl.concat(\n", + " [\n", + " cv.get_theoretical_improvement(i, np.arange(start, stop + step, step))\n", + " for i in iack_improvements\n", + " ],\n", + " how=\"vertical\",\n", + " ).with_columns(pl.col(\"improved\").replace_strict(m_improvement))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b4e5b12e-73d1-4541-a106-b67aa2df2f07", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:12:41.991080Z", + "iopub.status.busy": "2024-09-10T22:12:41.990925Z", + "iopub.status.idle": "2024-09-10T22:12:42.011593Z", + "shell.execute_reply": "2024-09-10T22:12:42.011104Z", + "shell.execute_reply.started": "2024-09-10T22:12:41.991067Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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1.431.24.2927.0false19.285714
2.735.18.1927.0false10.0
2.835.48.4927.0false9.642857
2.935.78.7927.0false9.310345
3.036.09.0927.0true9.0
3.136.39.3927.0true8.709677
" + ], + "text/plain": [ + "shape: (22, 7)\n", + "┌─────┬──────┬──────────────┬──────────────────┬─────────────┬──────────┬────────────────────┐\n", + "│ rtt ┆ pto ┆ pto_improved ┆ iack_improvement ┆ improvement ┆ improved ┆ improvement_factor │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ f64 ┆ f64 ┆ f64 ┆ i32 ┆ f64 ┆ bool ┆ f64 │\n", + "╞═════╪══════╪══════════════╪══════════════════╪═════════════╪══════════╪════════════════════╡\n", + "│ 1.0 ┆ 30.0 ┆ 3.0 ┆ 9 ┆ 27.0 ┆ false ┆ 27.0 │\n", + "│ 1.1 ┆ 30.3 ┆ 3.3 ┆ 9 ┆ 27.0 ┆ false ┆ 24.545455 │\n", + "│ 1.2 ┆ 30.6 ┆ 3.6 ┆ 9 ┆ 27.0 ┆ false ┆ 22.5 │\n", + "│ 1.3 ┆ 30.9 ┆ 3.9 ┆ 9 ┆ 27.0 ┆ false ┆ 20.769231 │\n", + "│ 1.4 ┆ 31.2 ┆ 4.2 ┆ 9 ┆ 27.0 ┆ false ┆ 19.285714 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ 2.7 ┆ 35.1 ┆ 8.1 ┆ 9 ┆ 27.0 ┆ false ┆ 10.0 │\n", + "│ 2.8 ┆ 35.4 ┆ 8.4 ┆ 9 ┆ 27.0 ┆ false ┆ 9.642857 │\n", + "│ 2.9 ┆ 35.7 ┆ 8.7 ┆ 9 ┆ 27.0 ┆ false ┆ 9.310345 │\n", + "│ 3.0 ┆ 36.0 ┆ 9.0 ┆ 9 ┆ 27.0 ┆ true ┆ 9.0 │\n", + "│ 3.1 ┆ 36.3 ┆ 9.3 ┆ 9 ┆ 27.0 ┆ true ┆ 8.709677 │\n", + "└─────┴──────┴──────────────┴──────────────────┴─────────────┴──────────┴────────────────────┘" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv.get_theoretical_improvement(\n", + " 9,\n", + " np.arange(1, 3.2, 0.1),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "df5feb16-36ba-497d-96d8-5bcd09e34a0b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:11:45.541217Z", + "iopub.status.busy": "2024-09-10T22:11:45.540930Z", + "iopub.status.idle": "2024-09-10T22:11:45.545293Z", + "shell.execute_reply": "2024-09-10T22:11:45.544739Z", + "shell.execute_reply.started": "2024-09-10T22:11:45.541197Z" + } + }, + "source": [ + "### Reduced Latency vs. Spurious Retransmissions: Section 4, Figure 4" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8d14e74e-e467-4a59-84a3-622402bad14f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:12:42.013080Z", + "iopub.status.busy": "2024-09-10T22:12:42.012674Z", + "iopub.status.idle": "2024-09-10T22:12:43.157174Z", + "shell.execute_reply": "2024-09-10T22:12:43.156478Z", + "shell.execute_reply.started": "2024-09-10T22:12:42.013065Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3690/4001111083.py:40: UserWarning: The palette list has more values (8) than needed (3), which may not be intended.\n", + " sns.lineplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.patches import Patch, Rectangle\n", + "\n", + "\n", + "def plot_lin_theoretical_improvement_backend_delay(\n", + " dest, yscale=\"lin\", zone=True, figsize=None, **kwargs\n", + "):\n", + " delta_t = \"Delay Δt [ms]\"\n", + " first_pto = \"PTO\"\n", + " improvement = \"Instant ACK Impact\"\n", + "\n", + " step = 0.005\n", + " theos = first_pto_improvement(step=step).rename(\n", + " {\n", + " \"iack_improvement\": delta_t,\n", + " \"pto_improved\": first_pto,\n", + " \"improved\": improvement,\n", + " }\n", + " )\n", + "\n", + " fig, ax = vh.fig_ax(figsize)\n", + "\n", + " if zone:\n", + " label = \"Zone of reduced latency\"\n", + " sns.lineplot(\n", + " x=np.arange(theos[\"rtt\"].min() - 1, theos[\"rtt\"].max() + step, step),\n", + " y=9,\n", + " color=\"green\",\n", + " label=\"Zone of reduced latency\",\n", + " )\n", + "\n", + " def fill_under_lines(ax=None, alpha=0.2, **kwargs):\n", + " if ax is None:\n", + " ax = plt.gca()\n", + " for line in ax.lines:\n", + " x, y = line.get_xydata().T\n", + " ax.fill_between(x, 0, y, color=line.get_color(), alpha=alpha, **kwargs)\n", + "\n", + " fill_under_lines()\n", + "\n", + " sns.lineplot(\n", + " theos,\n", + " x=\"rtt\",\n", + " y=\"improvement_factor\",\n", + " hue=delta_t,\n", + " palette=sns.color_palette()[:2] + sns.color_palette()[4:],\n", + " style=improvement,\n", + " style_order=sorted(theos[improvement].unique(), reverse=True),\n", + " alpha=0.8,\n", + " linewidth=2,\n", + " )\n", + "\n", + " # To plot, the area where we have an improvement, we need another axis, but we can approximare\n", + " ax.lines[2].set_linestyle(\":\")\n", + " ax.lines[4].set_linestyle(\":\")\n", + " ax.lines[6].set_linestyle(\":\")\n", + "\n", + " handles, labels = ax.get_legend_handles_labels()\n", + "\n", + " handles[-1].set_linestyle(\":\")\n", + " if zone:\n", + "\n", + " cur = handles[0]\n", + " handles[0] = (\n", + " Patch(color=cur.get_color(), alpha=0.2),\n", + " cur,\n", + " )\n", + "\n", + " ax.legend(handles[1:] + handles[:1], labels[1:] + labels[:1], ncol=2)\n", + " else:\n", + " handles.append(Patch(color=\"none\"))\n", + " labels.append(\"\")\n", + "\n", + " ax.legend(handles, labels, ncol=2)\n", + " # ax.legend().remove()\n", + "\n", + " ax.set(yscale=yscale)\n", + " ax.set(xlabel=\"Client-Frontend RTT [ms]\")\n", + " ax.set(ylabel=\"First PTO Reduction [RTT]\")\n", + " ax.xaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + " ax.set(xlim=(-1, 100))\n", + " vh.save_plot(fig, dest, autoclose=False)\n", + " plt.show()\n", + " return theos\n", + "\n", + "\n", + "yscale = \"log\"\n", + "fname = f\"lin_theoretic_improvement_factors_{yscale},zone={True}\"\n", + "theos = plot_lin_theoretical_improvement_backend_delay(\n", + " fname, yscale=yscale, figsize=(6, 2.55)\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/01-ttfb.html b/05-instant-ack-ccds/notebooks/02-interop-runner/01-ttfb.html new file mode 100644 index 0000000..f36ee14 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/01-ttfb.html @@ -0,0 +1,8972 @@ + + + + + +01-ttfb + + + + + + + + + + + + +
+ + + + + + + + + + + + + + +
+ + diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/01-ttfb.ipynb b/05-instant-ack-ccds/notebooks/02-interop-runner/01-ttfb.ipynb new file mode 100644 index 0000000..ff5a000 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/01-ttfb.ipynb @@ -0,0 +1,1746 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "c71974cb-c8b5-43e9-809e-db24f2d1705d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:03.127751Z", + "iopub.status.busy": "2024-09-11T14:03:03.127574Z", + "iopub.status.idle": "2024-09-11T14:03:04.224547Z", + "shell.execute_reply": "2024-09-11T14:03:04.223788Z", + "shell.execute_reply.started": "2024-09-11T14:03:03.127733Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-11 16:03:03.152\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "1fbd5e94-1a84-4ba8-912f-2630a06279ea", + "metadata": {}, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9d09f3d9-3e68-4708-868c-f64bf493f6d0", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:04.225647Z", + "iopub.status.busy": "2024-09-11T14:03:04.225388Z", + "iopub.status.idle": "2024-09-11T14:03:04.242710Z", + "shell.execute_reply": "2024-09-11T14:03:04.242115Z", + "shell.execute_reply.started": "2024-09-11T14:03:04.225630Z" + } + }, + "outputs": [], + "source": [ + "df = (\n", + " cv.load_data(\"qlog\", skip_missing=True)\n", + " .filter(\n", + " pl.col(\"name\") == \"transport:packet_received\",\n", + " # When we observe the first stream frame from the server the first byte has been received\n", + " pl.col(\"frame_frame_type\").str.contains(\"stream\"),\n", + " )\n", + " .sort([\"file\", \"time_since_first_ms\"])\n", + " .with_row_index(\"idx\")\n", + " .filter(\n", + " # Get first stream frame\n", + " pl.col(\"idx\")\n", + " == (pl.col(\"idx\").min().over(\"file\"))\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6513c8ab-3a3d-4c2b-819a-51ad95074037", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:04.243611Z", + "iopub.status.busy": "2024-09-11T14:03:04.243442Z", + "iopub.status.idle": "2024-09-11T14:03:04.257214Z", + "shell.execute_reply": "2024-09-11T14:03:04.256662Z", + "shell.execute_reply.started": "2024-09-11T14:03:04.243597Z" + } + }, + "outputs": [], + "source": [ + "df_first = (\n", + " cv.load_data(\"qlog\", skip_missing=True)\n", + " .filter(\n", + " pl.col(\"name\") == \"transport:packet_received\",\n", + " # When we observe the first stream frame from the server the first byte has been received\n", + " pl.col(\"frame_frame_type\").str.contains(\"ack\"),\n", + " )\n", + " .sort([\"file\", \"time_since_first_ms\"])\n", + " .with_row_index(\"idx\")\n", + " .filter(\n", + " # Get first stream frame\n", + " pl.col(\"idx\")\n", + " == (pl.col(\"idx\").min().over(\"file\"))\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c7ba1725-89ff-4dc0-b1b1-daea987f8aa4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:04.258158Z", + "iopub.status.busy": "2024-09-11T14:03:04.257984Z", + "iopub.status.idle": "2024-09-11T14:03:08.249756Z", + "shell.execute_reply": "2024-09-11T14:03:08.249058Z", + "shell.execute_reply.started": "2024-09-11T14:03:04.258143Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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server_groupclientscenarioMean\\sigma
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"IACK""picoquic""http3cdroplist"234.969777208.190847
"IACK""picoquic""goodputdroplist"737.61743629.944447
"WFC""mvfst""http3c"116.191873100.925339
" + ], + "text/plain": [ + "shape: (60, 5)\n", + "┌──────────────┬──────────┬─────────────────┬────────────┬────────────┐\n", + "│ server_group ┆ client ┆ scenario ┆ Mean ┆ \\sigma │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ f64 ┆ f64 │\n", + "╞══════════════╪══════════╪═════════════════╪════════════╪════════════╡\n", + "│ IACK ┆ quiche ┆ http3cdroplist ┆ 327.777126 ┆ 418.458685 │\n", + "│ IACK ┆ aioquic ┆ http3cdroplist ┆ 280.526415 ┆ 289.624316 │\n", + "│ WFC ┆ quiche ┆ goodputdroplist ┆ 577.029598 ┆ 826.049129 │\n", + "│ WFC ┆ aioquic ┆ goodputdroplist ┆ 390.060785 ┆ 418.609044 │\n", + "│ IACK ┆ aioquic ┆ http3c ┆ 116.821393 ┆ 101.119327 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ IACK ┆ mvfst ┆ http3cdroplist ┆ 235.938714 ┆ 210.456651 │\n", + "│ WFC ┆ neqo ┆ goodput ┆ 218.07383 ┆ 198.240177 │\n", + "│ IACK ┆ picoquic ┆ http3cdroplist ┆ 234.969777 ┆ 208.190847 │\n", + "│ IACK ┆ picoquic ┆ goodputdroplist ┆ 737.61743 ┆ 629.944447 │\n", + "│ WFC ┆ mvfst ┆ http3c ┆ 116.191873 ┆ 100.925339 │\n", + "└──────────────┴──────────┴─────────────────┴────────────┴────────────┘" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = df.group_by([\"server_group\", \"client\", \"scenario\"]).agg(\n", + " pl.col(\"time_since_first_ms\").mean().alias(\"Mean\"),\n", + " pl.col(\"time_since_first_ms\").std().alias(\"\\\\sigma\"),\n", + ")\n", + "t.collect()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c191b98e-ba9f-40d3-b04e-4f5e041fef6b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:08.250931Z", + "iopub.status.busy": "2024-09-11T14:03:08.250705Z", + "iopub.status.idle": "2024-09-11T14:03:08.270650Z", + "shell.execute_reply": "2024-09-11T14:03:08.269994Z", + "shell.execute_reply.started": "2024-09-11T14:03:08.250909Z" + } + }, + "outputs": [], + "source": [ + "required_cols = [\n", + " \"client\",\n", + " \"server_group\",\n", + " \"scenario\",\n", + " \"time_since_first_ms\",\n", + " \"meta_name\",\n", + " \"meta_pair\",\n", + " \"meta_drop-to-client\",\n", + " \"meta_drop-to-server\",\n", + " \"rtt\",\n", + " \"folder\",\n", + " \"file\",\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "7d3a148a-20c8-4aa9-b00f-a7b9f24c31c5", + "metadata": {}, + "source": [ + "# Plots" + ] + }, + { + "cell_type": "markdown", + "id": "786df786-e80e-48d3-abb1-33be79c90180", + "metadata": {}, + "source": [ + "### Certificate >= 3x client data + large delta t" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3ce16034-5ca7-4923-a80e-937aa5c82952", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:08.273324Z", + "iopub.status.busy": "2024-09-11T14:03:08.273101Z", + "iopub.status.idle": "2024-09-11T14:03:13.961531Z", + "shell.execute_reply": "2024-09-11T14:03:13.960737Z", + "shell.execute_reply.started": "2024-09-11T14:03:08.273304Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['folder', 'scenario'] had 100 unique files. All OK!\n" + ] + } + ], + "source": [ + "cert = cv.get_measurement(df, \"certificate\").select(required_cols).collect()\n", + "ignore_list = []\n", + "_ = v.validate(cert, ignore=ignore_list)" + ] + }, + { + "cell_type": "markdown", + "id": "753cf152-d3a5-49e9-be69-b6b7a733fa10", + "metadata": {}, + "source": [ + "### TTFB with Δ𝑡 = 200 𝑚𝑠: Section 4.1, Figure 5" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8ea6b1d8-cf1e-4074-9bd1-cd65ce406be5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:13.963378Z", + "iopub.status.busy": "2024-09-11T14:03:13.962827Z", + "iopub.status.idle": "2024-09-11T14:03:14.863552Z", + "shell.execute_reply": "2024-09-11T14:03:14.862813Z", + "shell.execute_reply.started": "2024-09-11T14:03:13.963341Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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sdutve6ReDEA8X1xWU7cn9E4p16n/Pcbu8xrqWfbZw5y+ffseMr8mnR8em6q8zFtXxR5fZmJeDQgnwBtKUB+Msrsxgj8S57vtjVT7Yuk3r1W7GqloDFLtjxCOKgQiCXY3hvCH49T4uycpb2M4nn64A1Q0hglEYjSGhEzBaIJoXElaYNp/8JXXBEgoGmry7XqPP0I4lhAJhZNKWCJpcWkMxanyRYjFVQKRBP5InD3+CPWBjtsYTSj4Ik0xqsIxhbW7fSQUIZeialR4w4RjQhmoC0ZRNY3GUBxN02gMx6kPxvCG4yiqlkx2LGRr/pAHMbiklIq2SChCkUqhqiqbqzNDQdQFYh1es4NFMJpIK7AgrtPmmkxZU1ax5nSV/C3raQjFSCj7l/ewvbr2V/5oQmF7vbg2GqKP7KoPoyaP21ITTCvCIPpJ899iQlXZ449k9MuUJetQkHoxSHEwEnpH4kqG9UhY4brPmqQrSTo6hyGJhMqy7Q1UNESIJNoeABJATIVgVKE+FKMxHMMfjRGOiwesN5ygyhvBG4yhauJhUxuIE02I8pF4+4P2/qBprU3jwWiCumCm4hSIJoglVCLxttsVjSvpQSEcV9A0MSNam1SOInGFWEIlEBWKRzAax5e0BsQSKoqqEYolqPJ1/DD3RxIZg14gmqAuGEOjaVswquALx1BVjWBUIa5oRJPXLRRLEIwlUFUtrUgFowli8SYLSua1aT/XYyCaSA+kANGEij8Sz1C04opKKNa192x/qPKGUdVMZaEuECPWrD9F4mqGMgBdI7+oI/M6qprW6nofaF3huNKm/OG9/GZq/FHiyd9rOKaiqcK3KNU/6oOxtFUGxH0PtpC9yhtBbRGUNhBNtLrmB4OW/RLEy0SsnWdSV9DW7yQY7b5+f0iVJL/fz6WXXorD4aC4uJhHH32UKVOmcMsttwAi0OPll19OdnY2drudM844g02bNnVY5/33309JSQl1dXXpbWeddRZTp05t1bFSbNu2DUmSePvtt5k6dSp2u53Ro0fz1VdfZZT74osvmDhxIjabjbKyMm666SaCwSAgVsht376dX/3qV+mVRTo9kHgEfFWw7UtY9jLs+AZWvSn2+SqhdjM0bof67ZmRrkEEdmwZ7TpUD4kWg62mgb8KQg1NOdea76vb3HaQSH+V2A8QrBOr2kD83bOmaR9gNMqMG5BH/3wnDpMBGY18RKDVXLwYUDBJGqVyIy6LTF9blDKnSokphMMkpgSyHWZKsu3kOi0YZAmDQaLAZcFqNFIoB7BKCXENAtWZcgaqxfZQA+z4unU7lLi4fhGvWPHXIFIISZKUdtQGkMMN5MZ2k+c0C78eTcMSrCBL82E1StiiNVCzEaKBpvOqChaTgQKXBTkRxkUAWVKwxevSPiEOixGzUcZlNWE1GcjWGsmzKLjCuyiMbsGq+HBajJQaG8G/Bxp3gb9arERs1laPzZTxO3ZbjRS7rRgSUSyBCgxxP26rkSwpiNy4HbfFgMkgpadcnBYjLosJgyxht4ipJpfVhNlkwG1SMTaUgxJt89qQiIo+ABCoxRWtzJhOsZoMZDvMYpuqYAhWYzaAI9b03MtA06Dq+8w+rSqi/alzVa+H+D4GO22D0mw7RknFFK5Nb+tl9GI2JOX3V2Ezya2m38xGGYelg+kqfxWEG5v6Q4pgbfq3YjLIOK2ZdRhkqdOO8c3pqC672dim/Hubbit0W9PO3zazjMEAHrsJe3JbgcuaMVXlshpx2zLrFM7RmUO3x2Zq7dOmxMXvb18J1YvnZCdwWYwYW8iS+v2lUVXRz1qSiIl7t4+0/F2C+G12F4dUSbr11ltZvHgx77//Pp988gmff/453333XXr/jBkzWLp0Ke+//346kvaZZ57ZYWTr3/72t/Tt25crr7wSEMlnv/zyS1588cVWHautY2+77TZWrFjB4MGDufjii0kkxEOlvLyc6dOnc8EFF7Bq1Spef/11vvjiC2688UYA3n77bUpLS7n//vuprKzMiNjdkmg0is/ny/joHCSCNVCxFDZ+AtsWwZd/gYplUPm9WMZf9T3s+g7qyyHU7AesquIHHaptSi2ixJvSjTQn3CAUhIZt4nzN37RCdWJQbtiamaIk9fAPN4iHR6QRgsl667cIxc5flXGafnlOThueT1GWhTw5iFOKkE8DWVKIXiYfZbYoZS6Voe4YhcYQJ+c20M8Rw2MR8hzdJ4uybAf5Tgs2i4zbaqIoy0q2VSPHGBayh2qFYphS9uJh8T1UCzu/gdpNrR+AgWpo3CauZ91GcR1iYvD12ExiFZCawOjfTjE1uBAO28ZYI1mxKqzh3eRqdeDbA7UboWaDSPIb8aUfqv1z7djjDZhjXvK0RkrtCSxaBEmSyHEI52iDLJFtTpBtiNJH2UFhdCul4fUURXfQyxrHrfqhZp24vhXLoHKlUJaSbTUZZLKaKS5Wk5EhRS7s8TpsgR3YonX0chuw+HeCdwfZUgijLOOxm9JKT7bTTJbdhCxJGOQm2bITtViCuzH4d4vvdlPm6qhgjegDsQjUbsDQsJXsZi5LsiQxMF8k+DZE6pHjfvKUaqF8t6WAeyvEfWrYmtkXo35xf+rLoWG7UOAPEIvJQB9bCGPcj5yIYFXD9HaoEK7P6Oe5DnPGcXkd+WRFvOJTv0X0vdRvKhEVdTbLaZhjNyM3G0TTyuR+0FFd+yR/EpNBpneOQ7xII5Fts1CWbU+/WPfLd2QoGLlOS0a9JoNMntOS0S+NcmY/TROsFdeskwoP0PRM62SOSFmWyHE2XQdZklpdF8L1bffLUK24dy1fMveC2ShnvFCYDDIe2xGoJPn9fl588UUefvhhpk2bxsiRI5k7dy6KIsxmmzZt4v333+cf//gHEydOZPTo0bzyyitUVFTw7rvvtluvwWDg5ZdfZt68edx5553MmjWLJ598kt69e+9Vpttuu42zzjqLwYMHc99997F9+3Y2bxYPjQcffJBLL72UW265hUGDBjF+/Hj+8pe/8NJLLxGJRMjJycFgMOByuSgqKqKoqKjd8+gJbg8R4UaheFSvh6pVwmpUVy4G9VWvg2+3iEfUsFW8Wfsqmt6sww3izVtVxeACTQpQIioeRiDe1MMNwsoSbhTHh5OpdJS4GJBURdSfehCpSlOd4QbwV4p64xForBBygRjImlkCjEaZk4YUcUxvN31sUayyxjBjJbk2id62OMNdAQYXOBnrrKfUrjDYo3BciZESt5FxZ1/C2EF9OLZPNg6riWK3jQEFDpwWE8WmIGZZEm1IKWbBmqSimJR5z1pxrTRg17dNg1YsKCxySkKU8VUlLUvidyRJEnlOC4bAHkwxH24z5CUqsRIjJ16Ny6jgUhuxNG6Dhi1U7tzG7D89RuWqz0T9UT/EI5gVP6UeI3IiQpFWQ68sK4ZwLdk2Y5OyoWm4E43YCZMbq2CAsQaH4iNHq6M0vkVcc18F1G0VVqRQPXh3ZCi2Wc2UlxynmTxTmALZh6QmyJW85Aa3JB/0cWTfdrJtEkZZDBQuq5EClyW9oi09wEb9yP7duCwGTMFKzIlgphUp4hP3XtOg8jvxv6LgDmxLWy+y7WbsFiMuo4Ic82E3qFj9OwBNDI7NFfBErEk58u4SSkoqB2DMLxSo5pa/YDvWqM4SC9HLJhzvTZEa+tqC4hqG6kXfBgg3YJW1tIXH2dFCgdTvI+wV1zoWFnVBU3+Mh9ODsNEgk5285haT4YBWfnVUl9Vk6Jz8LSh0Nyk5/QscaYf91AtESikyyBLZdrN4gUi+4Oc6RQy0lv2ylRUpFhQf2Lek2G090/aC02JMW8ey7KbM8B3N62neL6OBphevli+ZnSDbbmp1TbqLQ6YkbdmyhXg8zvHHH5/e5vF4GDJkCADr1q3DaDRywgknpPfn5uYyZMgQ1q1bB8AZZ5yB0+nE6XQyYsSIdLn+/fvz8MMP86c//Ylzzz2XSy65JL3v2muvTR/jdDozZBo1alT6/+LiYgCqq8UNXLlyJS+88ELGsaeffjqqqrJ161b2BT3B7SEgpZhUb4A968XbTaBaPFzry4XCtPNb8RBOKVOBGjHIJ6LirT5FxCvqaj6VFqpLPsxrRZ2xoIiZFG5sSlLrq2iarlNVaNzRZHJOKRnRgCgHgAa7l4l6AeLRTEsAwnx/3kAzw4odjCmQGVFgZmIvE5N7GzmhEE4bnMWYAiNjXI30yXVwbJGR3nlO7rvlKnr3KqZXtp3+eQ4GFjgZVuSmwBInyxgX5w7XC9k1VSg63qS8Shyq14oBFk0oUzUbRBt8uyGaHOR9u8X1UGIQqE1bgWxEcUUqcVoMyEhYY148gc30skYwGSTcakBMswVrqKxp4L4nXqZy84omBdG/G0L1FLgseCQfZU6NbLOKCQUPzaZiwg0Qj+BRG/BojRRoDeRZoVDZg6VmrRiwY2Fh9QpWQ8QvBt9ATVqxlSSJXKcZm9mA0yQh+feQZ4ritpnIN4WR93zf9CYcasAVq8NqMtAvz4HZaCDXISwB6QFWVYXFJh7BbjJgkRLkJiqRUve/uRIejwgFLqWo+6vIMwTFm3RyhVUOXmFJICDCVUS8or+kFHMQ/Ts1dauqoq8Hq0FTRP/0VYr7lIiKPl1f3tTn9hVNg2ANEhJ9cx1kqY0UmpLyh+qbFDBNg1AtOQ4zJoNMrqMDK0yoTlyLqF8cF24Uv8eW00LNBmGPXaywynOa26xyX3DbjO3W1Sn5WyBJEv3yHLisJsqy7eQ6RR3ZyXtqNRlwWo1ppTplrXFYjOnpvIx+2XKKMnkP0nRW4YkF236mdYJch6WVhQfItKSrinimJO99pnz7NpuSar/dbOz2FZ09Y73ofvKPf/yDcFj8AFumAPnss88wGAxs27aNRCKB0Siaev/993Pbbbe1WV/zOlKaacqPKRAIcM0113DTTTe1Oq4zVqrmWCwWLJbujyWh04xQXdLnaBP4K5KWoTigikFeUSHug7wRYvl/xCsGdmuW8BuRm/9UNKjb1BQ0EsTD2btblA3XN22PBSHuEgqGrzJz6i3ig7otIkgkJAeApMXKHBZKSNgLZkXEbwJhCXCXNOWAi4UYXWRhwLTBaL4KZE3FJCkigKVsxiYFUewmiBkw2CQMEpzW34LdEUFxCD+G4SUeFFXDIAGNNUiaJBSdlFIS8YLFLSxH7hKhwKQGp3gITA6oXAHWbHHNNE0oIGpCJOONNICjUAy+tmxo3IHHnMCQevzEQ2QFtmFwF+OQVORQGLzbwOwWdYCYdvLtEpHL/dVgsoiBOMuMWZYh5qXAXYwUaQSrRxyTnPa0RBowKvVgkXAYVGSlAbx+MdhqanIAkUEyiBQwjdvB5hFtNoiHsMVogFANhOqxGQ2UZNsw+3dDpB4MJtEXNA28uygsysFgET4rqamZolQMnXB9hh9Glt2MIdYo+qczX+xPDUyN24R8UW8yFY2EpaGc4tLj0/3HoMQosCoYUivfIj4wO4USYXULBcuXOU2Ld6fop5Is7mOwWvRfow1iPohYhXUpe9+ea+L8jUKJBtxmsLo10YdlU5NlIxYU/TcawGBxU5Jla386LDWANv9NxUMQDYnr2DxIa0o5dIhtxZ4O6t0HJElqty6DLHUsfzu4bCZG9vKkrS4lWZnxl3Idlow6nRYjthaWqnS/bEnqpaw5oTowu0TstvZoaXFSVaGIdiJTgNkoU+xpEY8qafXNIOIVsrWSr1b02724xDTHYemeMCUtOWRKUv/+/TGZTHz77bdpJcPr9bJx40YmTZrEsGHDSCQSLFmyhPHjxwNQV1fHhg0bGD58OCBytbXF66+/zttvv83ChQu56KKLeOCBB7jvvvsAKCgooKCgYJ/lPfroo1m7di0DBw5st4zZbE5PF+r0MIwWsNjED9FgFlGs4yFAFg9ws10M9kYToIqBz2QV3y3OFj92SdTTEosDwjGQzUDSb06ShYJlcggZmtcjy2IwToTFA0mSxHm11PntQtkxNHsBMJgyE/AazJiNBnJcNtAcwmqTXn0lgZRy7g2LdoLIQyibMCRjQRlkqemBbDSLgdVgzjynbACTTbTH5mnWhuQjxOIS7TeYRNNNdjFgSsYmeU0OUY/ZgUGSmxRG2YjBKvYZNISyYrAKWeRI07UyOdJtFtcYoSAByGYMkiTqT0Ull41CHqMFg9EqBm+jWSz7M5rF/VWVZHlJKMeyQchuMGdENzfIkthmMEE8LM5rtAo55Gb3x2TFYGzyico4HkQfMJjSipABKS1jen+6LgfQkLzGyePNzsy6QJxPksT1lGUhd6rfGa1CCU9ZklL32GhD9HNDUv64OEYyir9t9e/OYGwWUFE2YDYak4FXLU2xvlJ9SxLXtEMFQ04eL5uBaLPjjCC3kSy62fXryrhBHdW1v+dp7nvUso72FLJOndvYxgu4bNq7AmKwtFZejJ23xLWSxWBp6pcpJFk8a2MtnO8N5n1SkNo9ZzdwyKbbXC4XP//5z5k1axYLFixgzZo1zJw5E1mWkSSJQYMGcd5553HVVVfxxRdfsHLlSi677DJ69erFeeed1269u3bt4rrrruNPf/oTJ510EnPnzuUPf/gDX3/dxiqcfeCOO+7gyy+/5MYbb2TFihVs2rSJ9957L+24DSJO0meffUZFRQW1tfvuta/TjVg94CiA/CGQ219YPUx2MVC68sFdDL1PFG9bJpuweNhzwN1LfJqnA5ENkDcoM8Cj0SLK23OSyW6T+2xZ4hzOAmEFaV6PIxechSJ9SQpbjpBVNoqBKquPkCdF7oAmyxOI/23Z4n976m+OqMdsB3eRON6RL85tNIs2Ott5UXDkC9mNVnG80dI0YOYNBiTwlArLidHS9CAsPV4ok+4SIZMjT9Rh9YDVJRSBnAGiHlexuC4pTHZxvMkuypkdkD8oaRFKKQeupjdaTy9Rp9EizilJTfWl5Jck8b/FJWRxFQnFwGACTzHk9BXy2HPAni8shtZsca08ZU31NMeWJa5b6h46skVZiyvZB0wiwrqhg3dPi0v0p1TdkiT6XspSaHE1JTB29xL/W5NtMyT7XQqjRVwjg7lJBluOuGaOvOR9NENO/0wZcgaIfmF2imvuKU5aGSRRn6sAHDnsFyabuCeQVKizhUxSMvGzxdWk9NuyO75WIK61PVccmxpELW4w2yB3YOY9an7uHzJmR5OlOUVnkmun+kyKVP/aX4zm1sc78kRfb560u7PyHSIO6eq2Rx55hHHjxnH22WdzyimnMGHCBIYNG4bVKh4Sc+fO5ZhjjuHss89m3LhxaJrGhx9+2GpqLYWmacyYMYPjjz8+rbycfvrpXHfddVx22WUEAoE2j+sMo0aNYtGiRWzcuJGJEycyduxYfve731FSUpIuc//997Nt2zYGDBhAfn7Pvek/WBz5YsAoGA7OIsgqFQ/t3EFikM4fDs5cMTXkKBADa2qwbP4jtueKB0hKOYEmpcOaJZQDW1bT4JWqw57bNNAbzZDdL2lNymp6YzPbISs5zSFJUHpM0z5btpC7JbbspDXCKhQli1s8iJxF4g3SkScGc0lqUsLaettMyZUalG056akLLE6hUKQG45JRTQ/AnP5N7XLmi3bKBqFU2XMBg1AezEllz2AUbU9FNXcXCWXQWZC81rninrhLmwbU3KSCJcuiPan7Yc0ScslGce2aDw5mu5DbkZ+8932FYuApFTn3nPnie97A5BSmE1wl4Mxr/RBP4Sxsuu+2HCgZ3WQ9cRU1XbuOcJc0KUVWt1CGmuNIXgdZhuLRTda6nP6t3+ztOaKc1SPaarInlQVX5vlsyfOZrZDTL3mPZNEGZ3FSUXIKpSylzO4v9maDrauo2fXKbuonBlPm76cjrJ6mFxeDUXy35yUVyGQfbPkb/aHTXOGxupsU745oeU+64nracppeKpr3y+YvIR09j3oAktYTQrQmCQaD9OrVizlz5jBz5sxDLc5BozszGOtkEm6o5Lu1Gyj0r2f9rjoW1OeyPmBj1NDBjC9O8N0OH5IG2Q4jJWV9MFqcDC924wvHMYRrUTUVvyEbj83CqFIPjVVb8LjcGNzNLDOxUHJFmioUFlczxSYWhN0rxMCV069pezzS5G9ktAq/mJQVxLdbOEb3OlZYUNoidU5XMQSqxOBpTPqWuEuEv0EiIh6EWX07Nm1rmliFZ3GJB1yoXigxBqMwxzduF/XXbharwoafB6ZmD7lQvVi67yoWPgiJsJC9uRVN00Sbwo3Qa6x4SMaCYkWcxSWO9VdRWb6KZ97+jGtuvp1iW6zJqgBiSbsSFdc4VCeUS0OLF6iUvJomrkuoQVz3vMGijdGguE9KTEy/esqEMtKRhSOQjKnkLhEKV+1GUW/J6EyrX0cEaqBmvbBstmXVC9YKn46sPrBntegfvU9oXQ6SCwlqxQAXbhBtaKlMhRuhYjkUDgdXYeZxRpvwe/JXC2tnTp/OtaEjwg1N/UZThR+Us0AofKk+2Z4i2hap34emJK1xyZdTVU3+VtxNCr2OIFQvpryz+rSZGLtNNE1cT5O9fWvzvhL1i99My34ZrBP9bm/Po07QnWPoIVWSli9fzvr16zn++OPxer3cf//9LFy4kM2bN5OXl7f3Co4QdCXp4KBpGit31PHp6t2o0QDfbGtgZY1wobHK0MttxJ9QiUZVLCaJvvlu8pwWynIdmA0ykVgMJA1/VKPQbeO8MSUQj+JyOMj3tBgco4GkP4Wx9YAbqhdv7S0HsmigabogFkr6vCR9dwI1YhqkI1LHRwPCoiJJTdviSZ8kJdraFN8WqfNLklBemk9jpOpXFTHgtRxUNU0MwEYroAkFpC2zfTwsHHObT71F/KLNScdeEuGmt9Hm1weEAqTGhWLScl/L65LykVIUYVUxWsR2SRIDrWwUcsqGvU/ZqIrwqTBak35m4fbb2G4dSafYlCWorf2JSNJ/IyzuW/Pr1FYbU/e+Pfn9e5oUpObHmeziXLFgUp4ucIbVtMx+01yujmTsiGhAKMGSnKkMx4JJ/73u9085rNA0ofh35vfenFhI9Ouu6Acp2rrn+ytfGxzRStKVV17Jhg0bMJvNHHPMMTzyyCMcddRRh0qkDKqqqvjZz37Gl19+iclkorGxsVvOoytJB4f6YJR3lu+ivCrA95U+Nlf5CDX3s4/4MG39kni/8RitbqwmiUKPlSybCY/VQFyFcFxFkiV6Z9kZWeZmXP98zEaZkizbQVlpoaOjo6OTSXeOoYc0BMDYsWNZtmzZoRShQx599FEqKytZsWIFHs/e3xL79u3LLbfckk6rotNzSCgqK3Y0sLsxTIUvxJbqFgoSIEV8yOv/h1Q8koTVTSCuIXmjhKIJas0GzLJEOK7itBjZYwgjVUCJx8agQjd1wRi9sjo51aKjo6Ojc1hwWMdJ6m7Ky8s55phjGDRo0N4L6/RoKhrCrK7w0RiKs70mRKCTSaP9cZWEpmKJi9hDBklOrbfCKMus2umlKDnV5ovEDyi6r46Ojo5Oz+KQrm7rSqZMmcIvf/lLbrnlFrKzsyksLOTvf/87wWCQK664ApfLxcCBA/noo49QVZXS0lKeeuqpjDqWL1+OLMts376dvn378tZbb/HSSy8hSRIzZsxA0zRmz55N7969sVgslJSUpINL6gluezZmk4TZIGGQZUzGznd7CfEjkQCjJIn/JTBIEgaDAbNJxpT0KTF2Z8wOVRGBJ6vWwHevwZr3YdkrsOY/UL1ROEE27hAOrv6qZPTv+mTOK58I6JeK4Fy/Tfi5BGqFn0o8KnyBOmJf8j/p6OjoHCEcUZakF198kdtvv51vvvmG119/neuuu4533nmH888/n9/85jc8+uij/OxnP2PHjh1cfPHFvPrqq1x33XXp41955RUmTJhAnz59+Pbbb7n88stxu908/vjj2Gw23nrrLR599FFee+01RowYQVVVFStXrgREgtvRo0dz9dVXc9VVVx2qS6DTDoUuG2N7Z9MYitMn10mtN0RDrONjZMBjM4jIrkYDJiMEoxoOs4Fcl5V8l5nRvTxYzYbuD49fuwmWvSBWUu1YDlpCBAi0uqDfBBG+QItD8RixYqR4DDRuBS0VYNEoFJ3y+WJ10MBTRcoTk02sPFNjUDiybYdaVRURtO05BxY3RUdHR+cw44hSkkaPHs3dd98NiPxof/zjH8nLy0srLb/73e946qmnWLVqFZdeeilz5sxhx44d9O7dG1VVee2119LH5+fnY7FYsNls6WS1O3bsoKioiFNOOQWTyUTv3r3TuedaJrjtiGg0SjTalPnY59u3vDU6+45Iv+GmvCZAIBpnUImH9bu9+JopSlKzvyYZ7GaJQpeVLIeRHLuFUFQh4dJQFZGkckxZFqW5jnQeoW4j4ofyz8QS7srVoIj0DpV+lWcWNnLNhEUU99om4gA17hTLyv0fiSjF4XoR8NHigD0boKFcKEYRr1hZYrSJZfAFQ4QlqmBY61VCqVQpobpk6gDdQV3nh4OiKMTjnZyf1+kWTKamDAEHmyNKSWqeoNZgMJCbm5uxUq6wUCx/ra6u5txzz2XYsGG8+uqr3HnnnSxatIjq6mouvPDCduu/8MILeeyxx+jfvz/Tp0/nzDPP5JxzzknnhessDz74YDpNis7Bw20zc1zfHKoDMcpybDjNMku2NhCMg8cMpX0L2T3mDAzZ2djdJvrnuchxWumf50CSIaGqqJqGN6RQ4LYweXA+kYRGlq0pI3e3ULUKtn8lYvMkFSSAyoDGfYtinDuklmKXDGpUBDNUlaao2UoUkMWS9cadYsl8qAEad4OnRCw/jwdFjB2zHYIFIphiikSsKblvKvlqV8VP0dHpwWiaRlVVVbetatbZN7KysigqKjrorixHlJLUMhK3JEkdJq299NJL00rSq6++yvTp08nNbT8gWVlZGRs2bODTTz/lk08+4frrr+fPf/4zixYtajcKeFvcdddd3HrrrenvPp+PsrKyTh+vs//0yXNw2rACch1mxpR5GFtaz4ZKL0eVZTOmTzZrx41EliVcVgP5bjsGg8SAPCf+WBxZllAViCQUbGaZ4iw7/ki8dRbursRbAVs/g/qNENrTfrlInQjap6pC6bFmA5qId5KIimCSUb9ID6FEk4qUKpQjTRGBHe1ZIpCc1d0Uw6l5Fm8Q/k2WTkbw1dE5jEkpSAUFBdjtdt3P9BChaRqhUIjq6moAiouLD+r59+vp3r9/f7799ttWCkVjYyNHH300W7Zs6RLhuptLLrmEu+++m2XLlvHmm2/y9NNP7/UYm83GOeecwznnnMMNN9zA0KFDWb16NUcffXSnE9xaLBYslp4bhv1IxmI0MKJXFgBFWXZOHJAZXO+EAW1bSQppe3m/q7tXswVroGFrMlP9XlBiQkFCTSYqlYTiFAsKS5KmgKoJa5KqigBvxmTS2UiDCCIXC4k6jGahSCXacNiOh3QlSeeIRlGUtILU0YuzzsHBZhPP3+rqagoKCg7q1Nt+KUnbtm1rUxmIRqNUVFQcsFAHi759+zJ+/HhmzpyJoiice+65HZZ/4YUXUBSFE044Abvdzssvv4zNZqNPnz7p+j777DN++tOfYrFYflBRw3W6ibxBUHoiNOwQUbfVdlaZSclkr9Zs4cxt9QCaiEycSioarBXRihWDiFbtKhA+SRa3SA1gyxZTban8Y7JBbAvVN51HNnQuP5mOzmFMygfJbt+H1Ck63UrqXsTj8Z6rJL3//vvp///73/9mBFhUFIV58+bRt2/fLhPuYHDppZdy/fXXc/nll6e11fbIysrij3/8I7feeiuKonDUUUfx//7f/0u/adx///1cc801DBgwgGg0Sg9Ki6dzuGJ2QL+ToHqtWLLfsKmNQgZw5YuEsCYb5A4GLQZmN0QbQTKJTPN1W4R/kYaYhksllLXniSSvtiyR/6z5tIItG6I+oVRBU2JUHZ0fAPoUW8/hUN2LfUpLIicfjpIktVIATCYTffv2Zc6cOZx99tldK+URjp6WRKdDVAXWfwjLXoSq1RCsBlQq/Sp/W6pw5clD6TNgIDFHMZI9B6MzH9WSRUMkgi3uxatZsTuyiNZsQ6tahWJ0kMgfgTW4G8VgR8kfijs7h4B7ADnF/YglVBEXyiARiCTINscxBqpoVAzYcvoQjMbJdljwhePIkoQsS4SiCdw2E0aDhLGZE7uiasQSKiaDRELRsJoNJBSVcEzBaTUe8IMvrqgYZRGXLJZQMe9DDCwdnfaIRCJs3bqVfv36YbXqU8s9gY7uSY9JS5JyeO7Xrx/ffvutPp2ko3MwkA1QdrywJOUPhU0LQJIocvi5+IIRxPoeR6LfIHbX1yPlH0VWYg97nMP5au0mHGYTG+tj5FoNVEeKUeO9qAqaMWqF9DUNpC4iEw27GeSFHbEAI3rtJNdhIpxQScQV/FGVEwbkYI8aWFYjYd1TRWMozvgBuXy7vYFwNEG+y8LO+iBDijwMKHDSO7cpYWVdMEqVt2mK8KheHrbVhtjVGGJULw85zgPzzavxR3GYjbhtRvb4ImQ7zN3rSK+jsx98unYPkgTThhXuvfAB8PTTTzNr1iwaGhrSq64DgQDZ2dlMmDCBhQsXpssuXLiQqVOnsnnzZqZNm8b27dsz6urVqxe7du1Kf1++fDl/+MMf+Oyzz/B6vZSVlTFlyhRmzZrF4MGDu7Vdh5L9epps3bq1q+XQ0dHpCFchjL1M/D/hDjAYqPOGqasNIZtN4LERcScIKRoRS1++3eFjayKfitowkbiRUF0CNPBFehGKqRjCKlusTiIJFS1cz5frP6No7Mns9kUYmOcgoWpU++IUuMzENQW32URNIMqOOi+5LhP/WR3DF45SF0yApmE2ytSH4lhMMvkuKzazgUhcodIbobIxTGMwRlGWla21AbbWBagPxtlqMeI6gPAJ/kicSFwhllCJKwpxRaU+EMNuMiB3Z/RzHZ19IBJXuO8/a5CQmDAwr1sTYU+dOpVAIMDSpUs58cQTAfj8888pKipiyZIlRCKRtBVmwYIF9O7dmwEDBgDCXaR5IOTmfj//+c9/uOCCCzj99NN55ZVXGDBgANXV1fz73//mnnvu4fXXX++2Nh1q9vuVa968ecybN4/q6uq0hSnF888/f8CC6ejotCAVZsJkIq6obI9FUM0WwnGFDdVB3FYjmgbfVgfYUhtgV2OEbbVhVFQCkTiqqhGJK2jIgEptAEwGCRr3EFn6H9TiEYRkO75QAotJKC6BWBxfNI7VKOOPKDSG44RicQJRBZNBIhRXCEQVXBYDUZeVLTUBsuxmhhW7qfZF8YViVHkjROIKNrOBrxrqMCan7Xc1hCnKstIra9+dY1VVoz4oIoHGFZVtdVFyHGYSqkpDKEbuAVqodHS6iqcWlrOzPgzA04vKueWU7rO6DBkyhOLiYhYuXJhWkhYuXMh5553H/Pnz+frrr5kyZUp6+9SpU9PHthcIORQKccUVV3DmmWfyzjvvpLf369ePE0444YiPI7Vfr3D33Xcfp512GvPmzaO2tpaGhoaMj46OTvdS0RAmEEmgaRq+SII93gi1gRiNwTjrdnupagxT0RgiFE9Q648SiCRoDClE4hCJq0TiEE5AKKoRigr/wkAkTmMoRoU3TGVDmIZgDG84xrbaABv2+KnyhoklFLbVBdnjC1Ppi1Drj+INxWgMxfFH4qyt9FPZGGJ7XZA9/gj1oRiBSIKEorGjLsT2+jA1fhFtPhJX2FIdJBRL7HP760MxFFXI3RCKEYwmiMTFy5ovkiCWUDs6XEfnoLCjLsTTi8rT34XCFOrWc06dOpUFCxakvy9YsIApU6YwefLk9PZwOMySJUsylKT2+O9//0ttbS233357m/uzsrK6RO6eyn5Zkp5++mleeOEFfvazn3W1PDo6OntBUTVqA0LRiCkqCUUlGlfwhuPEEgqBaILaYJxQVCWWUIgnVBIqJGhKvZJadhFHvCnJQFyBUFzBIGloBg1NkkCDmKphkMAkS5hNBkJRFQUVLZoACVRNIhJXCMUUwtEEVb4osixjlGUaQ03pHOoCMeKaggTkOs3IkkR9MIYvHN+nvHeaphGMJtLXIhIX4UiCsQRWkxlN0whEE+QYuzFVjI5OJ7jv/60h2kxhjyZUZr+/hudmHNdt55w6dSq33HILiUSCcDjM8uXLmTx5MvF4PB0L8KuvviIajWYoSXfccUc6LRfAH/7wB2666SY2bRIraocOHdptMvdk9ktJisVijB8/vqtl6XKmTJnCqFGjsFqt/OMf/8BsNnPttdcye/ZsQAS/vO2223jvvfeIRqMce+yxPProo4wePTpdxx//+EceffRRQqEQF110Efn5+Xz88cesWLECEM7sv//973n22Wepqalh2LBh/PGPf2T69OmHoMU6+4W/SkS2NphFyo6vngZ3oQi6GAlDbilYskVgRgmR7NXTG9CgaAQYrOJ4TRGxiopHidhDvkpw5otPSxJxsay/eFTrXGl7wSBLlGbb2LjHj8VowGIy4LAayXWYMcgSVY1hQCIaT6BoKoqqkVBV5LiGqjYpSCpglElrTmaThMNsxGiQsRglbGYjZoOMx6AhS8mCEmiqiqIZkCSJuKISS6g4LSZcVhNZTjO9c+0MLnRR5Y2Q77QkLV7QK8uGNxrDaRUKEkBxlpVsx74pM5IkkWUzUxeMYpAlnBYjgaiCOxnY0yBLeGzdHORTR6eHMmXKFILBIN9++y0NDQ0MHjyY/Px8Jk+ezBVXXEEkEmHhwoX079+f3r17p4+bNWsWM2bMSH9PLcz6oYey2S8l6corr+TVV1/lnnvu6Wp5upwXX3yRW2+9lSVLlvDVV18xY8YMJkyYwKmnnsqFF16IzWbjo48+wuPx8MwzzzBt2jQ2btxITk4Ob7zxBrNnz+bJJ5/kpJNO4p///Cd/+ctf6N+/f7r+xx9/nDlz5vDMM88wduxYnn/+ec4991zWrFnDoEGD2pRJT3Dbg4j6RaDGyhVCCdo0D3Z+I9J3qBoQh4psEX/IaIJ4FJS4UKiceSIpbDwkcpypcRGpOhYSyWa9OyHRTwRzbBmhum6zCO7oqwBP6T6LXeCyUu2P0hCM4bYacVqMOCwG4orG2D7ZrNvtJ55QiSoqTrMRfziOZtYIxhRULRnGQ1UwGWU0i0wIyLaZcTssZDtMGGWJuKJhsxgodFmwGA0EIgn2+KMUFbgIRhOYDBL+iEIwmsBpFecfWeymV5adQrcNVYVAVCHLHiMUU+iVbSM/YUFRVRIKOK1G+uc5sBj33ZHVYzfhj8aJJdRk6AFZ+FcBWXahLOroHGruPWcEX2yuTVuTLEaZ2eeO6NZzDhw4kNLSUhYsWEBDQwOTJ08GoKSkhLKyMr788ksWLFjAySefnHFcXl4eAwcObFVfauXa+vXrGTduXLfK3hPZLyUpEonw7LPP8umnnzJq1KhWecseeeSRLhGuKxg1ahT33nsvAIMGDeKJJ55g3rx52Gw2vvnmG6qrq9MpQh5++GHeffdd3nzzTa6++moee+wxZs6cycyZMwH4/e9/z6effkok0rSk+eGHH+aOO+7gpz/9KQB/+tOfWLBgAY899hhPPvlkmzLpCW57CKoK/j0ib5lvN9Rsgl3fCaVHiyULyRAPURk08syyMNccY6HYbUxuD4iEr9YsiPiFJclVIJLRBveI6NeNu0QAxpy+TeeN+IQ1CqCuHBwFTbnSOoksS/TNFbnjzCYTvbPt+MIxgjGFshw7CUVD1VQsJgO+SJR4wkxC0/CHE/giCYyyTK7DRDCWIGEsIDruPAqKCinIdzIw30EkoVIXiJLjtNI724bLZmJ3Yxir2YDbaqLAbaHaF6EukMBgkDDKEh67id55TkqzhSN2nstCQzhGJG7FF07gNBsZ2sfFuko/1f4I/fIc5Dj238E6z2lhd2MYs8FAYZ6VGn8Us1HWrUg6PYbeuXaunTyAx+eJKavrpgygLKf7o3hPnTqVhQsX0tDQwKxZs9LbJ02axEcffcQ333zDdddd16m6TjvtNPLy8njooYcyHLdTNDY2HtF+SfulJK1atYoxY8YA8P3332fs62kRSkeNGpXxvbi4mOrqalauXEkgEGiVlyccDlNeLhzt1q1bx7XXXpuxf9y4cWnnN5/Px+7du5kwYUJGmQkTJrBy5cp2ZdIT3PYQwvUioauvEoJ1sGsZxHzNFCQQk1JQ6Ytx34Ig5w6CYkccMIp0HVE/hBsBTUSiDski31kiBL2OEVU07hTRrG1ZIllszYampLFKQihKhcP2WXy3zUyR24bJKFHssaKhkWU347aZOH5ADhoaJ/Y3s7bSR7HHQlVjHE1S2eMLY5RkSnNsNIZjROP5DD5tFFvqIowt82Axm4glFCQ0agJxTuiXg91s5Lvt9RzVy02tP8b4gbl8u6OBRFylwG1mY3WQkSVuemXb0wEdTQaZYrcNoyxjlCChQoHbRkzRsJkNlOXYD2ipvtVkEBYssxGHxUggmiDbrvsh6fQsrpsygLeX70JC4trJAw7KOadOncoNN9xAPB5PW5IAJk+ezI033kgsFuuU0zaAw+HgH//4BxdeeCHnnnsuN910EwMHDqS2tpY33niDHTt28Nprr3VXUw45+6UkNfec7+m0tHJJkoSqqgQCgfRSyZZ0t1asJ7jtAShxkQutbjPE/LBnLUTqQYvv5cDU/HwC1ISwHsUjYjpNNoHaIOpurABHHuQPE1YjZ57wUwrsEZak5vgrwdMLrPseKbZfngjcKMsSJR5b+n+72cDZIy0YDDIn9s3FaJRQVbF0XpKEw7NBllFVFVmWMBhk4nEVi8WQLCOUl0RCxWwWcYdOHlKI0SgTjytYLEZOHWJOlxvTKwez2dDKvSrLbsJtNSLLUlovLPHYKHJZMXZBdOw8hyWtaBW6rHp8JJ0eh9Vk4N6zRyBJdGuMpOZMnTqVcDjM0KFDKSxsCmA5efJk/H5/OlRAZznvvPP48ssvefDBB7nkkkvSL/Ynn3wyv//977ujCT2GAwpNu3nzZsrLy5k0aRI2mw1N03qcJak9jj76aKqqqjAaje3mmxs2bBhLlizh8ssvT2/7+uuv0/+73W5KSkpYvHhxhra+ePFijj/++G6TXacLkI3Cz8jiEv87ckE2C78iOuuoKAMGMBhEHZIMJjMYLGC2idxpIM5jdgpLk8Ut/jaPLWY0ixxt+9OMZkpB8/8lScKSjDzdWWXElHyAN88d2fxYs1nsSNVravbAb+8ckiRhSPoKpR4Nsix1mTLTXvt1dHoSpwzv3kjbLenbt2+bDtd9+vRpc/u2bdv2Wuexxx7LW2+91RXiHVbsl5JUV1fHRRddxIIFC5AkiU2bNtG/f39mzpxJdnY2c+bM6Wo5u5xTTjmFcePG8aMf/YiHHnqIwYMHs3v3bj744APOP/98jj32WG6++WZmzJjBsccey4QJE3jllVdYs2ZNhuP2rFmzuPfeexkwYABjxoxh7ty5rFixgldeeeUQtk5nr0iSSPCaPwSCNZAzQDha128BJUZqmq0JQ7O/BkAGow3MVrB6xBSbhkgWa8+DvP7gLhLKU1YZOJMPSYsDPGXQ0CwFQO4gkXpER0dHR6dHsV9K0q9+9StMJhM7duxg2LAmX4qf/OQn3HrrrYeFkiRJEh9++CG//e1vueKKK6ipqaGoqIhJkyalzZM/+clPKC8v5/bbbycSiXDBBRdw3XXX8d///jddz0033YTX6+XXv/411dXVDB8+nPfff7/dlW06PQizHVwlQkGKhaHvZLF6zb87mfVeAyQxjWaWAB+Y7GCxCp8iZx64S4SCE4+IY6xuKD1eOGorEbH831Oa6Zid0w8CVeJc9myRckRHR0dHp8chafsRBKGoqIj//ve/jB49GpfLxcqVK+nfvz9btmxh1KhRBAKB7pC1RzB79mzefffddJykrqA7Mxjr7AUlAbWbYM8aMJjE6rY1b4mpMiUmLESeXmJ128KtXDO1D8WWGNizREykXseLMpFGUZfJAgOmCStS/VbI6gN5g8QUW3P8VcIPqvcJ+z3V1tV8umEL185dx+Y/npWx/eaXvuK9tfVsa7H9r59uIBCNc9dZIzO2r97VSEmWrVVqkBp/lFyHOWNaTNM0agJRClydy7TeGIrhjyYoy+7+FUI6P1w6yjivc2jo6J505xi6X5akYDCI3d76IVVfX687JOscXhiMkN1bOFnLBuh7EuQOBWeO8E9SEuAsoNhsZ/b5UZDMEK4RFiglkly+bxEr3FRFWJpcBaIuR76Ip9RSQQJwFYlYTD1EQQK48cV1JIDJf/wfi+48Lb39vbX1AFzx7GfMvXoSIB5KbyzdiQr87MTelOaKB5M3HGN9lZ8qb4RTRzTlgQrFEvgjcSRJLN1P4Q3HCUQSWE3xdDDI9lBVlc3VAWIJlUKXNb2KTkdHR6e72C8laeLEibz00ks88MADQNOKsYceeqjTywp1dHoMZkemsnLsxfteR1tTZsa9vDC0FYn7EHHn68uIJN2wtjfG+XTDFk4Z0p+x934AER+GrV+yINIUZX/WO+sJJ3Ol3f3OGl64UgSZW7GjMZ18dvMePwMLXWiaRl1AhFXwheO4rEYsRgMJRU2nLWkIxnCYjR0GgaxoiKTTkWypCTC0WLe66ujodC/79Sr20EMP8eyzz3LGGWcQi8W4/fbbGTlyJJ999hl/+tOfulrGA2bbtm1IktQlU2SzZ89O17Nt2zZmzpxJv379sNlsDBgwgHvvvZdYLNZxJTo6PYzXlldlfL/xxXWsXr2ahihIER/G9f9DivgYdc8HfLF+N8t3NKbLrq3088nqXeysD1LlbQq0urrCSywmcsrFlSZH+JTCVB+MoSZn+5WkYtUekViC7fXB9Pc9vgjekP4709HR6V72S0kaOXIkGzdu5KSTTuK8884jGAzy4x//mOXLlzNgwMEJltUTWL9+Paqq8swzz7BmzRoeffRRnn76aX7zm98catF0dDrNKQ992mpbRIVzXtnRarsvDre/sjxj7Z8K/Pm/G1nRTHECiCVUlu9soCGUGXsqEleo9kUIJK1CKfyRONGE0qaMW+qCKGqm++Sm6iPX91FHR6dnsN+T+h6Ph9/+9re88cYbfPjhh/z+97/fp+BU+8KUKVO46aabuP3228nJyaGoqCidpBaEsnLSSSdhtVoZPnw4n376KZIk8e677wLQr18/AMaOHYskSUyZMiV97PPPP8+IESOwWCwUFxdz4403pvdJksRTTz3FGWecgc1mo3///rz55pvp/dOnT2fu3Lmcdtpp9O/fn3PPPZfbbruNt99+u1uug84h5JExrbfNfwz+fkbr7XvWQ6C+9fZ4uO26g7UHItkBM7Ro36atBvfJabUty2nBbmkdxsCTzAPXEpvZ0CqmmixJGNvy3wIc5taeAXazHjZBR0ene+m0krRq1SrUZAC8VatWdfjpDl588UUcDgdLlizhoYce4v777+eTTz5BURR+9KMfYbfbWbJkCc8++yy//e1vM4795ptvAPj000+prKxMKzFPPfUUN9xwA1dffTWrV6/m/fffb5Xg75577uGCCy5g5cqVXHrppfz0pz9l3bp17crp9XrJyWk9iOgcxszOBd9WWPFS5vbP7oWKL1uXX/kvWNUiTL+qisjaEW/m9ogPqlYnU5scGp64/HisLZ4EJS5jq9VsAMeW2vn9+SOwmJoFmTRIzD77KI4uy8lYueaxmxla5CHHkZkqxGU14bKayGqRYy3b0X5i2rJsG7ZmSpFBluif13Oc3nV0dI5MOu24PWbMGKqqqigoKGDMmDEii3gb0QMkSUJR2jaZHwjtJapVFIXy8nIWLlxIUZFYTfN//+//5dRTT00fm58vHGRzc3PTZUAkrP31r3/NzTffnN523HHHZZz3wgsv5MorrwTggQce4JNPPuGvf/0rf/vb31rJuHnzZv7617/y8MMPd9iWaDRKNBpNf/f5fB2U1jmkfPIQkJwWeveXMCYZff3JyVT6VZ5ZFuOaWcUU/zmZsHbtfyBQLT6Vq6H4KLE9VCcUpVBdMvp2csCv3SC216yH3ice1KY154mfD+PKuU3K/5e/PR2Aqf1dLPyuqdybN4qFGWcfVcRb3+0G4OQhBQwvFdaoAflONu3xA3B0bw8ADosRu9lIKJbAIEtppSnLbiIQTRBX1L0mppVlmYH5LlZXNALQJ8eBtQ3rko6Ojk5X0mlL0tatW9PKxtatW9myZQtbt25t9dmyZUu3CNpeotoNGzZQVlaWofx0JiVIdXU1u3fvZtq0aR2WGzduXKvvbVmSKioqmD59OhdeeCFXXXVVh3U++OCDeDye9EdPbtuDWfx/M78/newvNSuoDGjctyhGpc8Pq18TU2ybm/n3rE5OzSaiTRaklKIE4K2AcFJBjgYzo3AfZE4Z0p8Sl1A6zh7etOpu7tWT0KxuEkNP484LmwLH3nXWSPKcFjw2E7+/YHR6++hSN1aTgd45dgrctvT2XKfI85Zlb7IWSZJErlMoTHnOvYcOyXGayXVasJkN9MrWY9foHEZs+Ag2fHxQTjVjxgx+9KMfZWz76quvMBgMnHVWa+swQCwW46GHHmL06NHY7Xby8vKYMGECc+fOJR6Pt1vvm2++idVqPSwCSO8vnX4V69OnT5v/HyzaS1S7v9hstr0X6iS7d+9m6tSpjB8/nmeffXav5e+66y5uvfXW9PdUskCdHsZfxrXeVrUUZrfhe/fWNXDag0IhShGoFpalktGZZSPJyN11mzO3128BV3FmdO6DyJe/PZ3Jf/wfT1ye+ZLxh8tH8uf33FwzbVLG9l+fMoBwItOabDAYOLpPFnnOTCXGZJDJd1lwWjIfOXazkXyXpdOJPwfmO4gkVOR2fJd0dHoc8Qh8dIdIhdR/ikiGfZB57rnn+OUvf8lzzz3H7t27KSkpSe+LxWKcfvrprFy5kgceeIAJEybgdrv5+uuvefjhhxk7dixjxoxpVec//vEPbrjhBp5++mmuuOKKg9iag0unlaT333+/05Wee+65+yXM/jBkyBB27tzJnj170ulEvv3224wyZrMYdJpPA7pcLvr27cu8efM6jO309ddft0pwO3bs2PT3iooKpk6dyjHHHMPcuXM79fC2WCx60M3Dgfq17ewItb3Z23o1GNXroXBY6+2B6mTqk2aoqrA4HcL4Sc2DSKa45OijuOToo1ptP/Wo0jbrKMtp21eopYKUwrWXIJLNsZqNWA+NDqmjs3988Sg0Jq3Eix+DKXce1NMHAgFef/11li5dSlVVFS+88ELGCuzHHnuMzz77jKVLl2aMbf379+fCCy9sM6TNQw89xL333strr73G+eeff1DacajotJLU0szWHt3lk9Qep556KgMGDODnP/85Dz30EH6/n7vvvjstC0BBQQE2m42PP/6Y0tJSrFYrHo+H2bNnc+2111JQUMAZZ5yB3+9n8eLF/PKXv0zX/+9//5tjjz2Wk046iVdeeYVvvvmG5557DhAK0pQpU+jTpw8PP/wwNTU16eOaT//pHKac/xm8M6n19mE/hXUtHLPtRTD0HFj+ctM22QCjLgKrE0LNVrsZjCJdSdQHwbpmdeT0qACTOjo6B0j9VqEYpfjiURj9U8jue9BEeOONNxg6dChDhgzhsssu45ZbbuGuu+5Kj4+vvPIKp5xySoaClMJkMrWaxbnjjjv429/+xn/+85+9uqscCXTaZq2qaqc+B1NBAmHef/fddwkEAhx33HFceeWV6dVtqfwuRqORv/zlLzzzzDOUlJRw3nnnAfDzn/+cxx57jL/97W+MGDGCs88+m02bNmXUf9999/Haa68xatQoXnrpJf71r38xfPhwAD755BM2b97MvHnzKC0tpbi4OP3ROQIYPRqMWZnbzv8MfvIM0GIV1u0boN8EkeIkRe8TIac32LKFYpTCnidM7/lDm1KWyLLI8aajo3Pk8PGdIrdjikRy6u0g8txzz3HZZZcBImyN1+tl0aJF6f2bNm1i6NChnarro48+4qGHHuK99977QShIsI9pSebPn8+NN97I119/3SqJnNfrZfz48Tz99NNMnDixS4VcuHBhq22pGEgAQ4cO5Ysvvkh/X7x4MUDGcv4rr7wyvUqtOddccw3XXHNNu+cuKSnhf//7X5v7ZsyYwYwZM/Yivc5hzd3bYbZYpYW9WChOAP/nC4rnjuPeyWaKxzYzN4++FD57CEw2GHmR2CZJIo+brxLMdpEYF4RvQlYf8bbpLm3anqSqMcyq7TWUV/uRDZBlM9M7P4thxR72BEL0zXERS64MC4QTROMJcpxWZFlCQ8Ni7NjPR1U1Eqqm50DT0TlC2bBhA9988w3vvPMOIAwGP/nJT3juuefS8QL3Jcf9qFGjqK2t5d577+X444/H6XTu/aDDnH1Skh577DGuuuqqNrPsejwerrnmGh555JEuV5L2xjvvvIPT6WTQoEFs3ryZm2++mQkTJvygon/rdCO9T4Yd8+H29U3bRo6kOC+f2VMa4dp/Nm3P6S0sSNn9wNzMecbsEEqQPTez7uy+EG6A3My+Gosp/OOLcl77ejuBZq5LfXOsnDmqkJ0NUU4eUkCRx4bHZmL59np2NoQZPzCPIo8Nm8lAabatVcDG5jSEYsQUlWJP1y1i0NHRacb0P8KWhU3WJKMVzjh4qbuee+45EolEhqO2pmlYLBaeeOIJPB4PgwcPZv369R3U0kSvXr148803mTp1KtOnT+ejjz7C5XJ1l/g9gn16hVy5ciXTp09vd/9pp53GsmXLDliofcXv93PDDTcwdOhQZsyYwXHHHcd777130OXQOUL5xTtimq0ld22B/9PG9pEXiam3ljgLwdDCSVmWoWRs07RbkkWbq/l0zZ4mBSniw7DuY7btrubtZRXsrAvx4ardbK728dXmWpZua6C8JsCXm2vZXOXDG46lk8e2RSyh4oskCMeUVulBdHR0uoicfjDhlqbvJ/3qoPkjJRIJXnrpJebMmcOKFSvSn5UrV1JSUsK//vUvAC655BI+/fRTli9f3qqOeDxOMBjM2NanTx8WLVpEVVUV06dPx+/3H5T2HCr2SUnas2dPKyeu5hiNxgzn5QOlb9++PPbYY3std/nll7Nx40YikQi7du3ihRdeIDc3d6/H7Q1N01o5rC9cuBBJkmhsbDzg+nUOI0aPbnv7yJGtt5nbWX7VnlWnhYJU64/w3vJdbGto8mVonmS22p+gsiHIjoYwX22u5dvtDVQlc6GtrfSzpSZIfSBGfSiWkVi2OXXBaNrMXh+IoaqdN7nr6OjsAyf9SkyrZ/fNVJi6mf/85z80NDQwc+ZMRo4cmfG54IIL0guQbrnlFiZMmMC0adN48sknWblyJVu2bOGNN97gxBNPbOWnC1BWVsbChQuprq7m9NNPP6IDIu+TktSrVy++//77dvevWrWqS52Wv/32W66++uouq68rGD9+PJWVlXg8nkMtis4Ryn9WVbB4U/v53FSgLqTgC0VZt9vPtpog3lCMUEzBF46zvspPlT+CNxSjPth6+W4gKixIKRKqSmO4fauTjo7OAWBKTrFN/9NBjZH03HPPccopp7Q5Vl1wwQUsXbqUVatWYbFY+OSTT7j99tt55plnOPHEEznuuOP4y1/+wk033cTItl4EgdLSUhYuXEhtbe0RrShJ2j54bf3yl79k4cKFfPvtt+mVYynC4TDHH388U6dO5S9/+UuXC3ok4/P58Hg8eL3eNv29dH44+MMxZr//PW8v342GCviBKFJjDeYFzxObeh1a1gBAIscqg2TAapZxmE0YZTAZDbitRk4alM+IEjelOQ765Ngzcqrt8UUItphiMxlkynLsB7WtOjo9lUgkwtatW+nXr1+rsU7n0NDRPenOMXSfLEl333039fX1DB48OL0M8L333uNPf/oTQ4YMob6+vlVy2Y6YMmUKN954IzfeeCMej4e8vDzuueee9DRAy+m2xsZGrrnmGgoLC7FarYwcOZL//Oc/6f1vvfUWI0aMwGKx0Ldv31ah0qurqznnnHOw2Wz069ePV155JeMc27ZtQ5IkVqxYkXFOSZLSK+zamm5bvHgxU6ZMwW63k52dzemnn05DQ0Onr4OOTgqXzcw5A82c6trJaSxhIXewnF/xAqIv38tLnM4ShhgqGWqpo9hjocBlxWqWsZqMmGSJ3tk2SrOtZDvMZNlMGQoSiJxpLR26sx16hEYdHR2dluzT6rbCwkK+/PJLrrvuOu666660MiNJEqeffjpPPvlkOup1Z3nxxReZOXMm33zzDUuXLuXqq6+md+/erfKfqaqaDvj48ssvM2DAANauXYvBIJY5L1u2jIsuuojZs2fzk5/8hC+//JLrr7+e3Nzc9DL9GTNmsHv3bhYsWIDJZOKmm26iurp6n+RtyYoVK5g2bRq/+MUvePzxxzEajSxYsKDDeFF6gluddlHijM/yEi6ooDD4DiUIp0iPJPrTCGk7JfI8llknETCX4iztTwMOqrxhNA2cZiODCt3kOa14bGay7K19CC1Ja5M3OcVmMxvajYato6Oj80Nmn5+Mffr04cMPP6ShoYHNmzejaRqDBg0iOzt7vwQoKyvj0UcfRZIkhgwZwurVq3n00UdbKUmffvop33zzDevWrWPw4MGACJue4pFHHmHatGncc889AAwePJi1a9fy5z//mRkzZrBx40Y++ugjvvnmG4477jhAzNkOG9ZGyoh94KGHHuLYY4/lb3/7W3rbiBEjOjzmwQcf5L777jug8+ocoXgrMPsrOEEux26ugBhUBlReWh7kkn4mSqwqA83lGLVcKlz5lOUE8Wf14pvtMvWhGGNLsxhQ6CLbYU4nlW2LbLuZYFRB0TRyHXqKHB0dHZ222O8octnZ2Rx33HEcf/zx+60gAZx44okZD/Jx48axadOmVpaYFStWUFpamlaQWrJu3TomTMhcdj1hwoR0XevWrcNoNHLMMcek9w8dOpSsrKz9lj0l175GHr3rrrvwer3pz86dOw9IBp0jhGhAJLmt30xO1WLx4zRDVVDj0SVRppcGyPeoOIgyQtvM5Dwvva1+xuYqnDysgBP65jJ+cD4DC5xk2c3Yze2/A8myRLbDhNtq1INJ6ujo6LTDYWNjt9m6P+BdKjltc1/2eLzjVT/7I5ee4FanTRq3g283bP0S4l5kxEq29K80GUDbCGRrNZiDG1GtQ5CkWor7FaMNzEtPP3cGl9W0T9F2dXR0dH5oHPJXyCVLlmR8//rrrxk0aFCrh/2oUaPYtWsXGzdubLOeYcOGpdORpFi8eDGDBw/GYDAwdOhQEolERrDLDRs2ZDhg5+eL5KKVlZXpbc2duNti1KhRzJs3r8MyOjqdwpYDZpcIQIdQhsxAyqvIlPwuA2aTHVxFyBYXktWFwWzDaDQiSVL60xk6W05HR0fnh8ghV5J27NjBrbfeyoYNG/jXv/7FX//6V26++eZW5SZPnsykSZO44IIL+OSTT9i6dSsfffQRH3/8MQC//vWvmTdvHg888AAbN27kxRdf5IknnuC2224DYMiQIUyfPp1rrrmGJUuWsGzZMq688soMS5DNZuPEE0/kj3/8I+vWrWPRokXcfffdHcp/11138e2333L99dezatUq1q9fz1NPPUVtbftxbnR02sRZIBLklhwFeW3HJhEYoGgk9BorkuVm9Wk/UKWOjo6Ozn5zyJWkyy+/PB1j6YYbbuDmm29uN4DkW2+9xXHHHcfFF1/M8OHDuf3229O+S0cffTRvvPEGr732GiNHjuR3v/sd999/f0YC2rlz51JSUsLkyZP58Y9/zNVXX01BQUHGOZ5//nkSiQTHHHMMt9xyC7///e87lH/w4MH873//Y+XKlRx//PGMGzeO9957D6PxsJnJ1OkpyAZhRcruC4NPAWM7OZHcfaDvSeAqgKwykRdOR0dHR6fL2adgkl3NlClTGDNmTKdSj3QXffv25ZZbbuGWW245ZDLowSS7F28oTnmNn8827eHT1ZXs8YaJJaBPvpVj++cztCgLh8mAy24CTWPi4AI27vHTJ9eO1SSU3WA0gaJpuK0mInGFbbUBsuxmCt3Wrp+yqtkINRug/HNY9iyVfoVnlsW45hgLxQX5cPTlMHAqmBxQPKp1PjgdHZ0DQg8m2fM4VMEkdXOHzhFNQlGp9oV5+7tdzPu+gspgUy6zVZURdtbvom9+I/3zHCQUif6FDjw2E95IAk2DocVuNE2jLhBDQ8NhNrKtLsiWmiAF7gQ2kxFPG7GIDojsPiIZbvEYsOdSvGc9syflgqsEcsqgz4lgzwZJ1hUkHR2dg8rChQuZOnUqDQ0NZGVl8cILL3DLLbccsflMD/l0W3fRVvRsnR8e9cEYS7bWsXx7XYaCRMSHYd3HNHi9lFcH+G5HI9vqA+yoDfPx91XEFZVqf5SGYJSGUJyEqqKoGttqglR5wwSiCXY1RKgJREi0k0R2vzFawOaB7DKYdgdcMhfOexhOvhXGXCi2W5xg1tOI6OjoZDJjxgwkSeLaa69tte+GG25AkqQMN5QD5Sc/+Um7C6qOBA6pJSmV6qM7KCsro7Kykry8vA7Lbdu2rdtk0Dm0hGMKuxpCLC6vZUt1KGOfFPFhXP8/1OKR+Kxu4r4IkiRRXu0jHLeR57YwMN/FxuoAeU4LEqCoGuur/ETjwsoUjSvsbozgtpoocOsmeR0dnZ5BWVkZr732Go8++mh6cVIkEuHVV1+ld+/eXXoum812UEL0HCqOWEuSwWCgqKhId6D+AVMbiPL5xhrW7fYR3ouxJ5yAWn+ExnCcmmCUzVUBIjGF3Q1hqr2RdH2NoRi1gVj6uD2+MDX+KJF4+2lodHR0fthUV1fz17/+9YDTYHWWo48+mrKyMt5+++30trfffpvevXszduzY9DZVVXnwwQfp168fNpuN0aNH8+abb2bU9eGHHzJ48GBsNhtTp05tZVh44YUXMoIyl5eXc95551FYWIjT6eS4447j008/zTimb9++/OEPf+AXv/gFLpeL3r178+yzz3bdBehCeqySFAwGufzyy3E6nRQXFzNnzhymTJmSdrCWJIl3330345jU/Ci0Pd22Zs0azj77bNxuNy6Xi4kTJ1JeXt6uDH6/n0svvRSHw0FxcTGPPvpohgwADQ0NXH755WRnZ2O32znjjDPYtGlTF10FnQPBYpIp8lhwmmWyaWQIWziXT5nF3zidTwCYxueM52tGsxGbrOGQo3ikOLmyD7NJwmIyYLeImF12swGTQcJGU949s8GAxSRjMsgQD4PaxVNvOjo6hz01NTU88cQT1NTUHLRz/uIXv2Du3Lnp788//zxXXHFFRpkHH3yQl156iaeffpo1a9bwq1/9issuu4xFixYBsHPnTn784x9zzjnnsGLFCq688kruvPPODs8bCAQ488wzmTdvHsuXL2f69Omcc8457NixI6PcnDlzOPbYY1m+fDnXX3891113HRs2bOii1ncdPVZJmjVrFosWLeK9997jf//7HwsXLuS7777b7/oqKiqYNGkSFouF+fPns2zZMn7xi1+QSCTaPebWW29l8eLFvP/++3zyySd8/vnnrWSYMWMGS5cu5f333+err75C0zTOPPPMvUbq1ul+cuxmjumby5jeuVxo/ZZfyv/mdvl1ZspfcCULALhC+h+/k17lCvNHTLCUM9QZ4Gh5ExOMGzAmwgzIc5CTzG3mspoosan0Njciq+L+lmZbyXdZMUhAoBpCdYequTo6OjppLrvsMr744gu2b9/O9u3bWbx4MZdddll6fzQa5Q9/+APPP/88p59+Ov3792fGjBlcdtllPPPMMwA89dRTDBgwgDlz5jBkyBAuvfTSvfozjR49mmuuuYaRI0cyaNAgHnjgAQYMGMD777+fUe7MM8/k+uuvZ+DAgdxxxx3k5eWxYMGCLr8OB0qPnIsKBAI899xzvPzyy+m8aC+++CKlpaX7XeeTTz6Jx+Phtddew2QSK4LaywMHwor04osv8uqrr6ZlSMVZSrFp0ybef/99Fi9ezPjx4wF45ZVXKCsr49133+XCCy9ss+5oNEo02mSN8Pl8+90unfYxGmTynVbOKtxDxLSVYbFNZBNCAhpCKrW1tYSCKmML67BjwMDX1DsmM8RQiceQR9y/ib6Dy1CAKm8ENI2jsuNsTZgJB+uRs0opcNvw2EwQqgclDooXrG7hfK2jo6NziMjPz+ess87ihRdeQNM0zjrrrAwf3c2bNxMKhTj11FMzjovFYukpuXXr1nHCCSdk7B83blyH5w0EAsyePZsPPviAyspKEokE4XC4lSVp1KhR6f8lSaKoqOigTUfuCz1SSSovLycWi2XcnJycHIYMGbLfda5YsYKJEyemFaTmfP7555xxxhnp78888wwjR44kHo9z/PHHp7d7PJ4MGVJJc5vLmZuby5AhQ1i3bl27sjz44IPcd999+90Wnc7jNiYY2vgFMXkHbnMIKelOpCgJ6usDKJITIzK5NDBK2oIvZKZf/yFURUIUanuwRGvBVYTdbEQL1ZFtlYl5rMTiQTwOlXyXBZQEhBuaThqsAc/+K/Q6Ojo6XcEvfvELbrzxRkAYCpoTCAQA+OCDD+jVq1fGvgPJLXrbbbfxySef8PDDDzNw4EBsNhv/5//8H2KxWEa5lmOxJEmoPdBdoUcqSZ1BkqRWyTk7muLqyPv+2GOPzfBdKiwsZMuWLQcsY3vcdddd3HrrrenvPp+PsrKybjvfDxlpy0IcdetxxJP5+MziT7ZT9J1sq/hrIkZxbCe5CRNOpZgiaxZ2Ywyqvgd7Hrk2CS0aBGTyXVZMBgNWSxirQRLTbM37YjwCEZ+wKOno6OgcIqZPn04sFkOSJE4//fSMfcOHD8disbBjxw4mT57c5vHDhg1rNU329ddfd3jOxYsXM2PGDM4//3xAKGOH8yryHumTNGDAAEwmU0by24aGhoxYDPn5+RmJaDdt2kQolLnMuzmjRo3i888/b1ORstlsDBw4MP1xuVz0798fk8nEt99+my7n9XozZBg2bBiJRCJDzrq6OjZs2MDw4cPblcViseB2uzM+Ot1E/XbMMS9mNYEZ0p+WSWPNgFlL4NQiEAvitBiQVQViQUhEMGlxzLL4uciSRI7DjN0IqHFQoq3Pm4gchMbp6OgcDuTn53PjjTemk6gfLAwGA+vWrWPt2rWtksa7XC5uu+02fvWrX/Hiiy9SXl7Od999x1//+ldefPFFAK699lo2bdrErFmz2LBhA6+++mp6cVR7DBo0iLfffpsVK1awcuVKLrnkkh5pIeosPVJJcjqdzJw5k1mzZjF//ny+//57ZsyYgSw3iXvyySfzxBNPsHz5cpYuXcq1117b5lRaihtvvBGfz8dPf/pTli5dyqZNm/jnP//Zrje9y+Xi5z//ObNmzWLBggWsWbOGmTNnIstyOg3FoEGDOO+887jqqqv44osvWLlyJZdddhm9evXivPPO69qLorN/jDgHCoeBo+N4WWAAVzHk9Bd/ZRNY7JA3SARutDjB1MIaafUI3yN7i7plGey5XdoMHR2dw5eCggJ++ctftsoVejDo6EX8gQce4J577uHBBx9k2LBhTJ8+nQ8++IB+/foB0Lt3b9566y3effddRo8ezdNPP80f/vCHDs/3yCOPkJ2dzfjx4znnnHM4/fTTOfroo7u8XQeLHjvd9uc//5lAIMA555yDy+Xi17/+NV6vN71/zpw5XHHFFUycOJGSkhIef/xxli1b1m59ubm5zJ8/n1mzZjF58mQMBgNjxoxhwoQJ7R7zyCOPcO2116bDBtx+++3s3LkzI2/M3Llzufnmmzn77LOJxWJMmjSJDz/8sEOFTecg4ukFfSdBwy7Y1gBqOxYeSxaUjIL+kyDSCBYXOAqEkpTCkQ/enWJqTZbBnpM81glRO8SSlkxbjkhWq6Ojo3OQ2Zulp3noHEmSuPnmm7n55pvbLX/22Wdz9tlnZ2xrHkpgxowZGSve+vbty/z58zPK33DDDRnf25p+66nZMQ5pgtt95VAnxA0Gg/Tq1Ys5c+Ywc+bMLqtXT3DbzcSCsPDPsPG/ULsRSFDpV5NJY80U53igcCSMvhjKjoWq1YAkFCZ3cWZdwVoIN4IzX1iSUihxaNwhcqlldW1E265G0zQiMYX6YJQqb5iK2hB1kSijSjzUheI0hGJk2U2MLs3GajbSEIrhtBgxGmSicQWDQSLbbsFokInEFSxGucMkv9GEgkmWkWWJWELFKEvIcvvlO1Onjk53oie47XnoCW57IMuXL2f9+vUcf/zxeL1e7r//fgB9Ku1ww+yAYWeLpLEbP4GqFRRn5TE73wu5/SB3AJSMhmFngqZA3wkQqAFXUeu6bDlCIWquIIFQjqxZ4lw9HF84wYYqL99sqeW/a6vYUhNEVaHYYyKa0GiMJMgyy5w5uowCj5WK+hAl2Q5y7Caq/GHcVjNThxRQmmOnxh/FbTV1mOS3NhDDapTJdVqoDUQxG2XynG2vntE0rVN16ujo6BwMdCVpLzz88MNs2LABs9nMMcccw+eff77XfHA6PZCyY8Vn/HWdK5/VzmpDWW5tXUrh6Pl+SAlFpcoXYuUuL4s21bKhMkgsaUveUh8XiX+3fklVv/H8d42J0mwnSApb64JkO8yEYyp5TguFbhtGo0xcUWkIxXBYDBgNrV0cfZE40bhCLCEcNyNxhUhcwWU1YjG2npJsDMX3WqeOjo7OweKwUpIONCHutm3b6NevH8uXL2fMmDF7Lf/4449TVlbWoa+Tjs7hRH0oxraaIKt3NbChypdWkFKkEv/GikdS0egmEldwWE2YZKj0RvFYjWgarN7VCJLGwHwnarLeAlemCVxRNRqCseT/KuU1gbQFqS4QoyQr0xE+rqg0hsXqU1XTqA/G9MTBOjo6h5TDSkk6UMrKyqisrNQtQTo/SCJxhd0NIVZX+vh+txdftGN3RAWoCSZIqBoSgCSBpmE0ymypCWI3yxQ4rXjsJgKRBG6rgtXUZB1qCMVQVHEObzhOOKYQjCZwWIxE4gr+SByXtWlKrS4Qy4h9FogmcMUUbGbdCV5HR+fQ8IOyZRsMBoqKijAaf1C6oU530p3rHrq47lBMoTEUp8YboSHYudyCGhCNK0QTGoqqEYorxOMagWic+lAcbyQmkvpqGqFQFBRFyK0ohGNKel8kGodEgkg4BokEaJrYn0RNKERCkVZtDkWSUXpT21tek/25Rs2P6ej4VGyXluVT+R7jcfE99WleVlWbyilN1yH9t+X/Lc/T/NzNy6SOORDaO76z9e7vNT8MY+UcRuuajngO1b04rJSkYDDI5ZdfjtPppLi4mDlz5jBlyhRuueUWQCxnbL68ESArKyu9JHLbtm1IkpSx1HDNmjXpJf4ul4uJEydSXl6eUcfDDz9McXExubm53HDDDRkBKaPRKLfddhu9evXC4XBwwgknHPC0oM5hhL9KRNjuaiLezFQnXYDHZqI0x86QYjcD852dMiNbDeCym3FbDVhNMlk2Mw6rgZIsG33zHBTZVEy1azF7N5G1/QNY/QZs/xLK55EtBzFXL8fQuJVi70rytn9A6dbXca5/DaN/F9nG5HVTFeQdX5C/9jmMtWvT5zYqYbLC20VE88AeiPpFjrwUsZDYty9oGvgqQE0qaL7dIq1MS1QFKpYKJ31/JSSSAUOr18Pa98QqyWVzRUT2hu2iTiUhUtKEvbDja/j+31C7BTb9D3Z+A3vWiWsT2CPaselj8O4S9ccj4n9Ng0QMataJPtCwHRq3i32qIupp2LZvbW6OkhBtbuu6pM6xN4K1YsVoZ4mFoH4r1G0S9/AwIBXCpaMAxToHl9S9ONjhdQ4rk8qsWbNYtGgR7733HgUFBfzmN7/hu+++65R/UVtUVFQwadIkpkyZwvz583G73SxevJhEoumhuWDBAoqLi1mwYAGbN2/mJz/5CWPGjOGqq64CRJDKtWvX8tprr1FSUsI777zD9OnTWb16NYMGDWrzvHqC2yOEWFB81ET7jt77g6pAqE4MXBaXWDnXBRhkiQK3lZElHnbVBdndEKTC34aCkMQuQ7HHitVsxCCD2WjAYpTx2E0MK3IxrNCFI1iOybcNd6IBuXEzRH0ivpSnBGfYSywUIV63ASnSQFbN95hj9STshdjMJkxZU0XqlvotsO1L7NXfE4uFacjqD0Yr2UodhvBuCFSKAJ+hBjCam65JsKZppaGpk75LkUahkARrxTHxsKinpTN+wzaI+KFylahfU8XfHUugrhx2fyeUmcAeKBkjgpCqipCnYbtQiAIVULcFDAaQzGDzgBoT55SNULMBwj5xfKgOjDahPEX94N8jUtuoCdHHXEWi/fVbxTldRa2Dm3aGYI04f8SbuUIz3CAUwVAdODsIeJiIimPjQTDZxRRsR2iaUGTrt4q2a4jYY3LPfj83GAxkZWWlE67a7XY9JMUhQtM0QqEQ1dXVZGVltYoc3t0cNkpSIBDgueee4+WXX2batGkAvPjii5SW7n8i0SeffBKPx8Nrr72W1k4HDx6cUSY7O5snnngCg8HA0KFDOeuss5g3bx5XXXUVO3bsYO7cuezYsYOSkhJAJPf7+OOPmTt3bruRSfUEt0cAmiYGHGgaOFqGBdhfQnVNUxPB2vZX0+0HbquJkmwbR5VlUROIEthYjTeayl8HktVNYuhpWOxuRvZ20SvLSTiuYDfJFLmt1IUS5NhNDC/NYogzgq9uD5ZIDfa6lULueDhpXQtC43actkKCdTswBquwhKtQwgGkeBh7vQd8Q4SysHslVH+PFAvgCG4jtOtL5LJjcSXqIBqAeAgScTBZwF0irrvZLhQSgGB152JTKYkmS1S4EcKaOH9K2U2Fb4gGRcwrTaNy7dc889/VXHPFzyg2BYQCFKwW+20eCFiELJIEFg8YZGExqf5eKGOxANiyQdJAtojgpvE1QhEyWqF2s1DWLG4RpT0eErIpCWjYAGYbKLGkRatKBClVE1C9Fnods283P9VOEPfK7BT1NU/QHPEJWdpTOlOWu9QxqYCq7RFpFPcrVCsUTXONiH5/GKwELSoSIUB6Ymb6HyJZWVnpe3IwOWyUpPLycmKxGCeccEJ6W05ODkOGDNnvOlesWMHEiRM7NN+NGDEiQ3MtLi5m9erVAKxevRpFUVopVtFolNzc9h8CeoLbI4BwQ+Y0TfNB50BIJcdN0XIA7wLyXRbGlGVjlMFmNrBiRz3RhMLY0hxqAy5qev+IQqeFHx/bB7fVyLb6MP1y7diMRmpCEVwWE4NyLTgbN5NIeLEHtoGvUiiKShQkoxjI7TmYA9Uo4SAG7w7MiSAxRcUgq0j122HXt2LQ3f6VUEwAc6QRz+7PMbkdIKvCMqXEIbpdWOuivqSlrb7JkpKICcXCltVxw0O1Tf40kUYhq0u83AjLUlLZqd0olNSon8qaeu575BnOnXo8xeadEPMLBSnSKKaR7NmwZ41IT+MqEQpUzUaxP+KHmE9cF7MTUIRVKRYBVHAWibhcFcuh9DghRzwizoEBIg1iKs5VKKb54iGhcNmyhXKV1bfzyoamiTamUNUmq1GwJtPPKFjTtmU04m2adgTxG+jI0qkkhEUssEfcIxDn9O0SxxnNnZP9ECFJEsXFxRQUFHSYPF2n+zGZTAfdgpTisFGSOoMkSa2cuzrq3Dbb3s3VLRUoSZLSyfoCgQAGg4Fly5a1uoFOp7PdOi0WCxZL28H0dA4DVLW1v5CqioH6QN+QQ3Vtb+tCJcliNNA3z0HvHBunDStAURTi8ThWqxVVVVEUBVmWsVgs6f4uSVLG78vgr4BgHR61HilYJQbQaBC0OEgGYf1Q44CMNR5EivlAiWGSZSRFglA1VK0UylXdRpCS0y9KHEeoAmnH52IaStOENUaJQ9QLBrMYcJUomJpZkcP1wpLX3pRIPCKsUslzpP+PBYQCo8RFG7SkAqYqYl+KqjWQGxH3OJn0GCJJpVgT02qRpNXLtxsSISGTEgctLCxrZic07hTKg8kmpp5s2UKW+q2QXQaBWlFn1J9UmHwQNIB/NyCLKTlT0pdrz/fQb9Lep7wgqcC2eBZGfMKa1dK/KBEV57e4Mre37JuaJq6Vq7Dtc4YbxCfaTOmP+sQx4fq2g7X2QAwGwyEboHUOPYeNkjRgwABMJhNLliyhd29hWm9oaGDjxo1MnjwZEJmWKysr08ds2rSpQ8e7UaNG8eKLLxKPx/fLGWzs2LEoikJ1dTUTJ07c5+N1DlNkWQxysRZ9qysUGYtTTFll1Nu+wr2/SJLU6Ye/3Jb/iC0bzA4kiwfMyekZNS7iBkgmcX0sHpAlJNksrpWmIiEJS5PZCa5SyCoV1peU0ilJSNYsyB8irDPRABgsCAXBLuo1OyHR4tFlcnSsLBgtwuKhxMVfg1nIm7JGSZK4f5IspvXi0UxLh6cMzBVif6BKJECWZDEdZrSLaO6uAgjWgdUJYUXIpAXFlJ7ZJo6x5yR9kkxiWks2iGvnzBcKkM0jFExDlvgrm4XyF/OLVXJGg5BfAty9OqcggWhbys8tfU2S/l3h+kyrqCQJq1qrOpyZVk4Q/bWjc5rsol1KUuE02sR1OQwi0+vowGGkJDmdTmbOnMmsWbPIzc2loKCA3/72txkP8JNPPpknnniCcePGoSgKd9xxR4fKz4033shf//pXfvrTn3LXXXfh8Xj4+uuvOf744zs1jTd48GAuvfRSLr/8cubMmcPYsWOpqalh3rx5jBo1irPOOqtL2q7TA3HkQ3xH06Bj7cCPY1+wesRAlJrWMBiFQtLTsLjAUyosA7kDxfSSZEgqF0bhI2SyiymwUIPwyQnWCQuQ2QHuUuh9gvDRQYJNnwilxeyGsuOg70nCodsUEsqI0SyOs2ULhSelbIAY1B17iX2WKuNLvkTZc0CJCJlB1JuaNsodKCxHlmY+ZlllkJMjnK1dJaDtFNfA7IScgZDTV/gUOfJF+ervhTIdsYDVJZQyZNFuSRJWN3seJIKQ1UfIZvUIOVIWm2hIKE0GK+QNFVOTJruQ2VUM2X07f78MpmTdzVYHOgqS1yW/6bqAaEdb08b2XGFdS/nLme0dKztmu7AyRX3Cwqapoj+4i1tbqXR0eiiHjZIE8Oc//5lAIMA555yDy+Xi17/+NV6vN71/zpw5XHHFFUycOJGSkhIef/zxDqNl5+bmMn/+fGbNmsXkyZMxGAyMGTOGCRMmdFqmuXPn8vvf/55f//rXVFRUkJeXx4knntgqa7LOEUbzQUeWxQDSVTjyxXLs1P89dVWNpzTpv5KcZmrYLqaVLE7IGQyWpDUpWCt8d6rWCT8bRyEUDhernLL7isGzZiN4twvL0uAzwJknyioxMb2WVSqmwGSjUCiMNrE0XtOEwtMZXzBz0oIRCwrFxZgvFNKWiqirSEyZhRqa7qvRBP2nium2RNIaZXYIeQqHQXZ/MFuF1SseFdNtwXpwKOIaSIDZJRQ8Ty+haHh3gq0Yeh0tpu+snqSlzCGctLP7CkfwqB9cvYRc/kpxzuIxQu59wZad9PFKZCr1za+L0dy+b5dsENcjUNOkXO0Nex44GsV0n5oQFjNnO9NzOjo9EEk7zKNlTZkyhTFjxvDYY48dalH2G6/XS1ZWFjt37uzyDMY63YimIfl2olk8XbeyLYkUrAE1gebqupVt3YEUrEGq3YgmGzBUrYRYGNXTC0kCpehoZO92NLMTKVSLXJt0aLY4UfpNA08pmiMfogHk8k8xVC5F7T0ZZdCpou5wPVLjdjSrR0xPGW2gxpuuSbgBKR5Ec+/DClc1geTdieYsAoNZ3D9HQevppVgQQ+V3VGgFzJ37PFfMvIqisgHIO75CrvkeJWsgxj3LSBSMRnIWolndaM4ipHAdmqogV69DbtyCmj8SyV+BZnGDxYMUaUDNHwYGM4adX6IUDAeLB83kQI75Ud29QIkh16xHc5UIPywljmSyozqLkHd+iebIRysas3/KczyEFKxGc5dlKpZKHMm3S1xbY8cWUclXASY7WmctnOEGZH8FJKJoWX3RuvKFQkeHpsVPjY2NeDxd+yw+rCxJRyp1dcK8rq9w0/nh8EA72/96UKXoLH987OlDLYKOjs5eqKur05WkI5GcHBFrZMeOHZ26wccddxzffvttp+vvzvL7Ujal7XfWYvZDaWd3ytKddR/O7dyX8no7D74s3Vn3D6Wd0LOeud1Zt9frpXfv3umxtCs57JWkIyEFSMr53OPxdKojGwyGfZqW687y+1o3gNvt1tt5EGXR29k15fV2HlxZ9HZ2TXnoGc/cg9HONlfiHiA9Oza8TpvccMMNPab8vtbdXXJ0d/nubOe+1q+389CU7666fyjt3Nfyeju7pnx31n24tnNfOOwdt48EfD4fHo8Hr9d7RDtu6+08stDbeWSht/PI44fS1u5sp25J6gFYLBbuvffeIz4Kt97OIwu9nUcWejuPPH4obe3OduqWJB0dHR0dHR2dNtAtSTo6Ojo6Ojo6baArSTo6Ojo6Ojo6baArSTo6Ojo6Ojo6baArSTo6Ojo6Ojo6baArSd3Egw8+yHHHHYfL5aKgoIAf/ehHbNiwIb2/vr6eX/7ylwwZMgSbzUbv3r256aabMhL2gojCfdZZZ2G32ykoKGDWrFkkEomD3Zx22Vs7Aa655hoGDBiAzWYjPz+f8847j/Xr12eUORLamULTNM444wwkSeLdd9/N2HcktHPKlClIkpTxufbaazPKHAntBPjqq684+eSTcTgcuN1uJk2aRDgcTu+vr6/n0ksvxe12k5WVxcyZMwkEAgezKR2yt3Zu27at1b1Mff7973+nyx0J97Oqqoqf/exnFBUV4XA4OProo3nrrbcyyhzu9xOgvLyc888/n/z8fNxuNxdddBF79uzJKNPT2wnw1FNPMWrUqHQgzHHjxvHRRx+l90ciEW644QZyc3NxOp1ccMEFrdrZJf1W0+kWTj/9dG3u3Lna999/r61YsUI788wztd69e2uBQEDTNE1bvXq19uMf/1h7//33tc2bN2vz5s3TBg0apF1wwQXpOhKJhDZy5EjtlFNO0ZYvX659+OGHWl5ennbXXXcdqma1Ym/t1DRNe+aZZ7RFixZpW7du1ZYtW6adc845WllZmZZIJDRNO3LameKRRx7RzjjjDA3Q3nnnnfT2I6WdkydP1q666iqtsrIy/fF6ven9R0o7v/zyS83tdmsPPvig9v3332vr16/XXn/9dS0SiaTLTJ8+XRs9erT29ddfa59//rk2cOBA7eKLLz4UTWqTvbUzkUhk3MfKykrtvvvu05xOp+b3+9NljoT7eeqpp2rHHXectmTJEq28vFx74IEHNFmWte+++y5d5nC/n4FAQOvfv792/vnna6tWrdJWrVqlnXfeedpxxx2nKYqSrqent1PTNO3999/XPvjgA23jxo3ahg0btN/85jeayWTSvv/+e03TNO3aa6/VysrKtHnz5mlLly7VTjzxRG38+PHp47uq3+pK0kGiurpaA7RFixa1W+aNN97QzGazFo/HNU3TtA8//FCTZVmrqqpKl3nqqac0t9utRaPRbpd5f+hMO1euXKkB2ubNmzVNO7LauXz5cq1Xr15aZWVlKyXpSGnn5MmTtZtvvrndY46Udp5wwgna3Xff3e4xa9eu1QDt22+/TW/76KOPNEmStIqKim6Vd3/pzO9zzJgx2i9+8Yv09yPlfjocDu2ll17KKJeTk6P9/e9/1zTtyLif//3vfzVZljNeWhobGzVJkrRPPvlE07TDs50psrOztX/84x9aY2OjZjKZtH//+9/pfevWrdMA7auvvtI0rev6rT7ddpBITaN1lIAvFS3UaBQp9b766iuOOuooCgsL02VOP/10fD4fa9as6V6B95O9tTMYDDJ37lz69etHWVkZcOS0MxQKcckll/Dkk09SVFTU6pgjpZ0Ar7zyCnl5eYwcOZK77rqLUCiU3ncktLO6upolS5ZQUFDA+PHjKSwsZPLkyXzxxRfpY7766iuysrI49thj09tOOeUUZFlmyZIlB7cBnWRvv89ly5axYsUKZs6cmd52JNxPgPHjx/P6669TX1+Pqqq89tprRCIRpkyZAhwZ9zMajSJJUkZQRavViizL6b57OLZTURRee+01gsEg48aNY9myZcTjcU455ZR0maFDh9K7d2+++uoroOv6ra4kHQRUVeWWW25hwoQJjBw5ss0ytbW1PPDAA1x99dXpbVVVVRk3GEh/r6qq6j6B95OO2vm3v/0Np9OJ0+nko48+4pNPPsFsNgNHTjt/9atfMX78eM4777w2jztS2nnJJZfw8ssvs2DBAu666y7++c9/ctlll6X3Hwnt3LJlCwCzZ8/mqquu4uOPP+boo49m2rRpbNq0CRBtKSgoyKjLaDSSk5Nz2LSzJc899xzDhg1j/Pjx6W1Hwv0EeOONN4jH4+Tm5mKxWLjmmmt45513GDhwIHBk3M8TTzwRh8PBHXfcQSgUIhgMctttt6EoCpWVlcDh1c7Vq1fjdDqxWCxce+21vPPOOwwfPpyqqirMZjNZWVkZ5QsLC9Nt6Kp+azywJuh0hhtuuIHvv/8+4y20OT6fj7POOovhw4cze/bsgytcF9JROy+99FJOPfVUKisrefjhh7noootYvHgxVqv1EEh6YLTVzvfff5/58+ezfPnyQyhZ19Le/WyuyB911FEUFxczbdo0ysvLGTBgwMEW84Bpq52qqgJi0cEVV1wBwNixY5k3bx7PP/88Dz744CGR9UDY23MoHA7z6quvcs899xxkybqW9tp5zz330NjYyKeffkpeXh7vvvsuF110EZ9//jlHHXXUIZJ2/2mrnfn5+fz73//muuuu4y9/+QuyLHPxxRdz9NFHI8uHn01kyJAhrFixAq/Xy5tvvsnPf/5zFi1adFBlOPyu2mHGjTfeyH/+8x8WLFhAaWlpq/1+v5/p06fjcrl45513MJlM6X1FRUWtvPVT39uazjmU7K2dHo+HQYMGMWnSJN58803Wr1/PO++8AxwZ7Zw/fz7l5eVkZWVhNBrTU6YXXHBB2px/JLSzLU444QQANm/eDBwZ7SwuLgZg+PDhGeWHDRvGjh07ANGW6urqjP2JRIL6+vrDpp3NefPNNwmFQlx++eUZ24+E+1leXs4TTzzB888/z7Rp0xg9ejT33nsvxx57LE8++SRw5NzP0047jfLycqqrq6mtreWf//wnFRUV9O/fHzi82mk2mxk4cCDHHHMMDz74IKNHj+bxxx+nqKiIWCxGY2NjRvk9e/ak29Bl/bbrXKp0mqOqqnbDDTdoJSUl2saNG9ss4/V6tRNPPFGbPHmyFgwGW+1POZ7t2bMnve2ZZ57R3G53xgqbQ0ln2tmSSCSi2Ww2be7cuZqmHRntrKys1FavXp3xAbTHH39c27Jli6ZpR0Y72+KLL77QAG3lypWaph0Z7VRVVSspKWnluD1mzJj06piUA+zSpUvT+//73//2KAfYfbmfkydPzlhdm+JIuJ+rVq3SAG3t2rUZ20877TTtqquu0jTtyLufKebNm6dJkqStX79e07TDo53tMXXqVO3nP/952nH7zTffTO9bv359m47bB9pvdSWpm7juuus0j8ejLVy4MGN5bSgU0jRNKEgnnHCCdtRRR2mbN2/OKNNyafxpp52mrVixQvv444+1/Pz8HrX0dm/tLC8v1/7whz9oS5cu1bZv364tXrxYO+ecc7ScnJx05z0S2tkWtBMC4HBu5+bNm7X7779fW7p0qbZ161btvffe0/r3769NmjQpXceR0E5N07RHH31Uc7vd2r///W9t06ZN2t13361Zrdb0qkxNE0upx44dqy1ZskT74osvtEGDBvWopdSd7bebNm3SJEnSPvroo1Z1HAn3MxaLaQMHDtQmTpyoLVmyRNu8ebP28MMPa5IkaR988EG6niPhfj7//PPaV199pW3evFn75z//qeXk5Gi33nprRj09vZ2apml33nlnOnTMqlWrtDvvvFOTJEn73//+p2maCAHQu3dvbf78+drSpUu1cePGaePGjUsf31X9VleSugmgzU/KerJgwYJ2y2zdujVdz7Zt27QzzjhDs9lsWl5envbrX/86HSKgJ7C3dlZUVGhnnHGGVlBQoJlMJq20tFS75JJL0m81KQ73drZ3THMlSdMO/3bu2LFDmzRpkpaTk6NZLBZt4MCB2qxZszKWHGva4d/OFA8++KBWWlqq2e12bdy4cdrnn3+esb+urk67+OKLNafTqbndbu2KK65IxxfqCXS2nXfddZdWVlaWEUunOUfC/dy4caP24x//WCsoKNDsdrs2atSoViEBjoT7eccdd2iFhYWayWTSBg0apM2ZM0dTVTWjnp7eTk3TtF/84hdanz59NLPZrOXn52vTpk1LK0iapmnhcFi7/vrrtezsbM1ut2vnn3++VllZmVFHV/RbSdM0rfOTczo6Ojo6Ojo6Pwx0x20dHR0dHR0dnTbQlSQdHR0dHR0dnTbQlSQdHR0dHR0dnTbQlSQdHR0dHR0dnTbQlSQdHR0dHR0dnTbQlSQdHR0dHR0dnTbQlSQdHR0dHR0dnTbQlSQdncOEGTNm8KMf/ehQi9FtSJLEu+++e6jFOGQ899xznHbaaYdajFasXbuW0tJSgsFgh+Vmz56NJElIksRjjz3WbfIsXLgwfZ4j+feg0zPQlSQdnR5A6qHf3mf27Nk8/vjjvPDCCwddthdeeIGsrKwuqatv376t2pZK0FlZWckZZ5yx33WnBs+WSS/bK5f62Gw2RowYwbPPPrtP55s9ezZjxozZb3mbE4lEuOeee7j33nuBtq9T88+MGTM63N+3b18ApkyZ0ub+RCLR5v7CwkIuvPBCtm/fnpZt+PDhnHjiiTzyyCN7bceIESOorKzk6quv7pLr0hbjx4+nsrKSiy66qNvOoaOTQleSdP5/e/cfE3X9xwH8eXIS3E/xuOAiJuR5hIwMrJXUQvQ6pMnQGFEo5Nk5vAFGaguzJmQ/Zs5Naqs55iCdofbDcnEom4MEYnpA3PzBqBig0SGdd9oukJLe3z/Yfb58uM8RImc1X4/tNj/vz/vzeb8+Lz7Ia+/P5z4f8i9gt9u5z969e6FQKHhtW7duhVKpnLFi5Z/01ltv8Y7t+++/BzD2Zu577rnH53Z//vnnjMbR1dUFu92OixcvIj8/H2azGadOnZrRMabq888/h0KhwBNPPAEAsFqtXH6++OILXrx2ux3l5eW8HAJAZWUlt2y1Wrl9b9iwgdfXbrdDLBZ7rf/ll1/w9ddf4/Lly1i7di0vPqPRiI8//pgrrnwRi8UIDw+HRCKZkbwICQwMRHh4OIKDg/02BiEeVCQR8i8QHh7OfZRKJUQiEa9NJpN5XW5bunQpioqKUFxcjJCQEISFhaGiogK///47jEYj5HI5tFotamtreWOdP38eaWlpkMlkCAsLQ25uLhwOh2BcDQ0NMBqNuH79Om9WCwBcLhfy8vIQEhICiUSCtLQ0/Pjjj397rHK5nHdsarUaAP9yW29vL0QiEY4cOYLk5GQEBQXh0KFD6OvrQ3p6OkJCQiCVShEXFweLxYLe3l6kpKQAAEJCQrjZlsnce++9CA8PR3R0NDZt2oTo6Gi0t7cDAA4cOACVSoWRkRHeNqtWrUJubi6qqqpQVlYGm83G5cUzy3ft2jWYTCao1WooFAosW7YMNptt0lgOHz6M9PR0blmtVnP5mTt3Li9ezzkyPocAMGfOHK+cAoBEIuH19fSfuF6j0eDxxx9HYWEhlwePp59+Gk6nE99+++2kxyFEJBJh3759WLlyJSQSCWJjY9HS0oKffvoJS5cuhVQqRVJSErq7u7ltbDYbUlJSIJfLoVAosHjxYrS2tt7y2ITcLiqSCPkP++STTxAaGoqzZ8+iqKgIZrMZWVlZSEpKQnt7OwwGA3JzczE0NARg7A/4smXLkJCQgNbWVpw4cQJXrlzxeekiKSnJa2Zr69atAMbukWptbcXx48fR0tICxhieeeaZGZ3xKSkpwcsvv4zOzk6kpqaioKAAIyMjOH36NM6dO4ddu3ZBJpMhMjLSa8alvLx8SmMwxnDixAlcunQJjz32GAAgKysLo6OjOH78ONdvcHAQNTU1WL9+PbKzs7Flyxbu8pLdbkd2dja37eDgIGpra9HW1obExEQsX74cTqfTZwxNTU145JFHppumGeN0OnH06FEuDx6BgYF4+OGH0djYOK397ty5E3l5eejo6MCDDz6InJwc5OfnY9u2bWhtbQVjDIWFhVz/NWvW4P7774fVakVbWxtKSkowe/bs2zo2Qqbldt/USwiZWZWVlUypVHq1v/jiiywjI4NbTk5OZk8++SS3fPPmTSaVSllubi7XZrfbGQDW0tLCGGNs586dzGAw8PZ7+fJlBoB1dXVNOZ4ffviBAWDNzc1cm8PhYMHBwezo0aM+j83zVm+pVMp9ysvLGWNjbzg/duwYY4yxnp4eBoDt3buXt318fDwrLS0V3Hd9fT0DwFwul8/xx/fzjC8Wi9msWbPY22+/zetnNptZWloat7xnzx72wAMPcG9U37FjB1u0aBFvm8bGRqZQKNiNGzd47fPnz2f79u0TjMflcjEA7PTp09M+rvG5Gy85OZnNnj2bl+/NmzcLrpdIJAwA0+l0rKenx2tfq1evZuvWrfMZg1A+PLG98cYb3HJLSwsDwPbv38+1VVdXs6CgIG5ZLpezqqoqn2Mx5v37QIg/iAUrJ0LIf8JDDz3E/TsgIAAqlQrx8fFcW1hYGICxWRBg7DJGfX09ZDKZ1766u7uh0+mmNG5nZyfEYjFvxkGlUiEmJgadnZ2Tbvvqq6/yLoWFhob67DtxdmXTpk0wm82oq6uDXq9HZmYmLwe3orGxEXK5HCMjIzh79iwKCwsxd+5cmM1mAGP36jz66KPo7+9HREQEqqqquBumfbHZbHC73VCpVLz24eFh3uWkiesAICgoaFrH8XfWrFmD7du3c8sT72sbv/7KlSt49913YTAY0NbWBrlczvULDg7mZiRv1fifkeecnHie3rhxA7/99hsUCgU2b94Mk8mEgwcPQq/XIysrC/Pnz5/W2ITcDiqSCPkPm3gJQiQS8do8f9D/+usvAIDb7UZ6ejp27drltS+NRuPHSP8vNDQUWq12Sn2lUilv2WQyITU1FTU1Nairq8N7772HPXv2oKio6JbjiI6O5gqGuLg4nDlzBu+88w5XJCUkJGDRokU4cOAADAYDLly4gJqamkn36Xa7odFo0NDQ4LXO1033KpUKIpEILpfrlo9hKpRK5aT5Hr9eq9Vi//790Gg0OHLkCEwmE9fP6XROu1AROicnO09LS0uRk5ODmpoa1NbWYseOHTh8+DBWr149rfEJmS66J4mQu0hiYiIuXLiAqKgoaLVa3mdiQeIRGBiI0dFRXltsbCxu3ryJM2fOcG1Xr15FV1cXFi5c6NdjiIyMxMaNG/Hll19iy5YtqKio4OIE4BXrVAUEBHCzOh4mkwlVVVWorKyEXq9HZGQkt04oL4mJiRgYGIBYLPbKr68Zs8DAQCxcuBAXL16cVtwzLSAgAAC8cnH+/HkkJCTcsTh0Oh1eeeUV1NXV4dlnn0VlZeUdG5sQDyqSCLmLFBQUwOl04oUXXoDVakV3dzdOnjwJo9Hos7iIioqC2+3GqVOn4HA4MDQ0hAULFiAjIwMbNmxAU1MTbDYb1q5di4iICGRkZPgt/uLiYpw8eRI9PT1ob29HfX09YmNjAQDz5s2DSCTCN998g19//RVut3vSfQ0ODmJgYAB9fX347LPPcPDgQa/Yc3Jy8PPPP6OiogLr16/nrYuKikJPTw86OjrgcDgwMjICvV6PJUuWYNWqVairq0Nvby++++47bN++fdJvZ6WmpqKpqWmaWbk9Q0NDGBgYwMDAAGw2G8xmM4KCgngPtuzt7UV/fz/0er3f4xkeHkZhYSEaGhrQ19eH5uZmWK1W7udMyJ1ERRIhd5H77rsPzc3NGB0dhcFgQHx8PIqLizFnzhzMmiX830FSUhI2btyI7OxsqNVqvP/++wDGnsuzePFirFy5EkuWLAFjDBaLxa/fQhodHUVBQQFiY2OxYsUK6HQ6fPTRRwCAiIgIlJWVoaSkBGFhYbxvSwmJiYmBRqOBVqvFa6+9hvz8fHz44Ye8PkqlEpmZmZDJZF5Pd87MzMSKFSuQkpICtVqN6upqiEQiWCwWPPXUUzAajdDpdHj++efR19fH3Ysj5KWXXoLFYsH169enl5jbUFFRAY1GA41Gg5SUFDgcDlgsFsTExHB9qqurYTAYMG/ePL/HExAQgKtXryIvLw86nQ7PPfcc0tLSUFZW5vexCZlIxBhj/3QQhBDyb7V8+XLExcXhgw8+8Os4WVlZSExMxLZt2/w6zq36448/sGDBAnz66afcwy6FlJaW4quvvkJHR8cdiWvdunW4du3aXf0qG+J/NJNECCECXC4Xjh07hoaGBhQUFPh9vN27dwt+6/CfdunSJbz++uuTFkge586dg0wm42b3/KGxsREymQyHDh3y2xiEeNBMEiGECIiKioLL5cKbb77JPUCT+OZ0OrkHZqrVaiiVSr+MMzw8jP7+fgCATCbzeoI4ITOJiiRCCCGEEAF0uY0QQgghRAAVSYQQQgghAqhIIoQQQggRQEUSIYQQQogAKpIIIYQQQgRQkUQIIYQQIoCKJEIIIYQQAVQkEUIIIYQIoCKJEEIIIUTA/wBhqJFnhuuTXQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " cert.filter(\n", + " pl.col(\"scenario\") == \"goodput\",\n", + " ),\n", + " legend_pos=\"lower right\",\n", + " dest=\"interop-runner/str_ttfb_large_cert_200ms_delay_no_loss_goodput\",\n", + " xlim=(220, 300),\n", + " xMajorLocator=ticker.MultipleLocator(10),\n", + " xMinorLocator=ticker.MultipleLocator(2),\n", + " legend_ncol=1,\n", + ")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "08575314-2d0b-4e50-8765-b4509e500019", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:14.864850Z", + "iopub.status.busy": "2024-09-11T14:03:14.864591Z", + "iopub.status.idle": "2024-09-11T14:03:15.376754Z", + "shell.execute_reply": "2024-09-11T14:03:15.376036Z", + "shell.execute_reply.started": "2024-09-11T14:03:14.864826Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax()\n", + "plot.strip(\n", + " cert.filter(\n", + " pl.col(\"scenario\") == \"http3c\",\n", + " ),\n", + " dest=\"interop-runner/str_ttfb_large_cert_200ms_delay_no_loss_http3\",\n", + " legend=True,\n", + " legend_ncol=1,\n", + " legend_pos=\"upper right\",\n", + " xlim=(220, 300),\n", + " fig=fig,\n", + " ax=ax,\n", + " xMajorLocator=ticker.MultipleLocator(10),\n", + " xMinorLocator=ticker.MultipleLocator(2),\n", + ")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "markdown", + "id": "6ce3e829-4c62-4f33-b88f-66750a1d3afb", + "metadata": {}, + "source": [ + "### IACK vs WFC TTFB statistics: Section 4.1" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c9cfecac-1a23-4ed5-9a55-8afc9a42ccde", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:15.377747Z", + "iopub.status.busy": "2024-09-11T14:03:15.377571Z", + "iopub.status.idle": "2024-09-11T14:03:15.398698Z", + "shell.execute_reply": "2024-09-11T14:03:15.398066Z", + "shell.execute_reply.started": "2024-09-11T14:03:15.377732Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (15, 6)
scenarioclientIACKWFCpto_improvementimprovement
strstrf64f64f64f64
"goodput""aioquic"237.991237.6925-0.8955-0.2985
"goodput""go-x-net"254.26246.8285-22.2945-7.4315
"goodput""mvfst"244.498236.939-22.677-7.559
"goodput""neqo"238.0975247.65228.66359.5545
"goodput""ngtcp2"239.0249.030.010.0
"goodput""picoquic"243.482243.61350.39450.1315
"goodput""quic-go"236.061235.9755-0.2565-0.0855
"goodput""quiche"259.746248.0515-35.0835-11.6945
"http3c""aioquic"226.37226.265-0.315-0.105
"http3c""mvfst"233.493225.798-23.085-7.695
"http3c""neqo"227.302236.150526.54558.8485
"http3c""ngtcp2"226.0236.030.010.0
"http3c""picoquic"231.87232.27651.21950.4065
"http3c""quic-go"224.695224.6135-0.2445-0.0815
"http3c""quiche"253.6385236.386-51.7575-17.2525
" + ], + "text/plain": [ + "shape: (15, 6)\n", + "┌──────────┬──────────┬──────────┬──────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ IACK ┆ WFC ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════╪══════════╪══════════╪══════════╪═════════════════╪═════════════╡\n", + "│ goodput ┆ aioquic ┆ 237.991 ┆ 237.6925 ┆ -0.8955 ┆ -0.2985 │\n", + "│ goodput ┆ go-x-net ┆ 254.26 ┆ 246.8285 ┆ -22.2945 ┆ -7.4315 │\n", + "│ goodput ┆ mvfst ┆ 244.498 ┆ 236.939 ┆ -22.677 ┆ -7.559 │\n", + "│ goodput ┆ neqo ┆ 238.0975 ┆ 247.652 ┆ 28.6635 ┆ 9.5545 │\n", + "│ goodput ┆ ngtcp2 ┆ 239.0 ┆ 249.0 ┆ 30.0 ┆ 10.0 │\n", + "│ goodput ┆ picoquic ┆ 243.482 ┆ 243.6135 ┆ 0.3945 ┆ 0.1315 │\n", + "│ goodput ┆ quic-go ┆ 236.061 ┆ 235.9755 ┆ -0.2565 ┆ -0.0855 │\n", + "│ goodput ┆ quiche ┆ 259.746 ┆ 248.0515 ┆ -35.0835 ┆ -11.6945 │\n", + "│ http3c ┆ aioquic ┆ 226.37 ┆ 226.265 ┆ -0.315 ┆ -0.105 │\n", + "│ http3c ┆ mvfst ┆ 233.493 ┆ 225.798 ┆ -23.085 ┆ -7.695 │\n", + "│ http3c ┆ neqo ┆ 227.302 ┆ 236.1505 ┆ 26.5455 ┆ 8.8485 │\n", + "│ http3c ┆ ngtcp2 ┆ 226.0 ┆ 236.0 ┆ 30.0 ┆ 10.0 │\n", + "│ http3c ┆ picoquic ┆ 231.87 ┆ 232.2765 ┆ 1.2195 ┆ 0.4065 │\n", + "│ http3c ┆ quic-go ┆ 224.695 ┆ 224.6135 ┆ -0.2445 ┆ -0.0815 │\n", + "│ http3c ┆ quiche ┆ 253.6385 ┆ 236.386 ┆ -51.7575 ┆ -17.2525 │\n", + "└──────────┴──────────┴──────────┴──────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(cv.get_pto_improvement(cert, group=[\"scenario\", \"client\", \"server_group\"]))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9000c870-3b58-4e18-b81f-4337a59d768a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:15.399653Z", + "iopub.status.busy": "2024-09-11T14:03:15.399475Z", + "iopub.status.idle": "2024-09-11T14:03:16.303488Z", + "shell.execute_reply": "2024-09-11T14:03:16.302829Z", + "shell.execute_reply.started": "2024-09-11T14:03:15.399638Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['folder', 'scenario'] had 100 unique files. All OK!\n" + ] + } + ], + "source": [ + "cert_rtt = cv.get_measurement(df_first, \"certificate\").select(required_cols).collect()\n", + "_ = v.validate(cert_rtt, ignore=ignore_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6c651401-f2a7-4e9a-b377-ff755f29d234", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:16.304354Z", + "iopub.status.busy": "2024-09-11T14:03:16.304190Z", + "iopub.status.idle": "2024-09-11T14:03:16.324178Z", + "shell.execute_reply": "2024-09-11T14:03:16.323648Z", + "shell.execute_reply.started": "2024-09-11T14:03:16.304338Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (15, 6)
scenarioclientWFCIACKpto_improvementimprovement
strstrf64f64f64f64
"goodput""aioquic"220.90316.914611.967203.989
"goodput""go-x-net"220.965526.0675584.694194.898
"goodput""mvfst"219.84416.3345610.5285203.5095
"goodput""neqo"222.02216.901615.363205.121
"goodput""ngtcp2"221.017.0612.0204.0
"goodput""picoquic"219.90416.3135610.7715203.5905
"goodput""quic-go"220.384516.57611.4435203.8145
"goodput""quiche"220.27116.8985610.1175203.3725
"http3c""aioquic"220.95717.118611.517203.839
"http3c""mvfst"220.008516.3705610.914203.638
"http3c""neqo"221.890517.572612.9555204.3185
"http3c""ngtcp2"221.017.0612.0204.0
"http3c""picoquic"219.945516.308610.9125203.6375
"http3c""quic-go"220.37616.566611.43203.81
"http3c""quiche"220.379516.975610.2135203.4045
" + ], + "text/plain": [ + "shape: (15, 6)\n", + "┌──────────┬──────────┬──────────┬─────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ WFC ┆ IACK ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════╪══════════╪══════════╪═════════╪═════════════════╪═════════════╡\n", + "│ goodput ┆ aioquic ┆ 220.903 ┆ 16.914 ┆ 611.967 ┆ 203.989 │\n", + "│ goodput ┆ go-x-net ┆ 220.9655 ┆ 26.0675 ┆ 584.694 ┆ 194.898 │\n", + "│ goodput ┆ mvfst ┆ 219.844 ┆ 16.3345 ┆ 610.5285 ┆ 203.5095 │\n", + "│ goodput ┆ neqo ┆ 222.022 ┆ 16.901 ┆ 615.363 ┆ 205.121 │\n", + "│ goodput ┆ ngtcp2 ┆ 221.0 ┆ 17.0 ┆ 612.0 ┆ 204.0 │\n", + "│ goodput ┆ picoquic ┆ 219.904 ┆ 16.3135 ┆ 610.7715 ┆ 203.5905 │\n", + "│ goodput ┆ quic-go ┆ 220.3845 ┆ 16.57 ┆ 611.4435 ┆ 203.8145 │\n", + "│ goodput ┆ quiche ┆ 220.271 ┆ 16.8985 ┆ 610.1175 ┆ 203.3725 │\n", + "│ http3c ┆ aioquic ┆ 220.957 ┆ 17.118 ┆ 611.517 ┆ 203.839 │\n", + "│ http3c ┆ mvfst ┆ 220.0085 ┆ 16.3705 ┆ 610.914 ┆ 203.638 │\n", + "│ http3c ┆ neqo ┆ 221.8905 ┆ 17.572 ┆ 612.9555 ┆ 204.3185 │\n", + "│ http3c ┆ ngtcp2 ┆ 221.0 ┆ 17.0 ┆ 612.0 ┆ 204.0 │\n", + "│ http3c ┆ picoquic ┆ 219.9455 ┆ 16.308 ┆ 610.9125 ┆ 203.6375 │\n", + "│ http3c ┆ quic-go ┆ 220.376 ┆ 16.566 ┆ 611.43 ┆ 203.81 │\n", + "│ http3c ┆ quiche ┆ 220.3795 ┆ 16.975 ┆ 610.2135 ┆ 203.4045 │\n", + "└──────────┴──────────┴──────────┴─────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(cert_rtt, group=[\"scenario\", \"client\", \"server_group\"])\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "e95c9509-5235-4abc-90bc-9426b3c4e95e", + "metadata": {}, + "source": [ + "## Loss of packets 2 and 3 (IACK) and packets 2 (WFC)\n", + "i.e. **r**emaining **f**irst **s**erver **f**light (rfsf)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a85038b3-7d6e-4ad4-ac59-15034106b482", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:16.325060Z", + "iopub.status.busy": "2024-09-11T14:03:16.324891Z", + "iopub.status.idle": "2024-09-11T14:03:22.148699Z", + "shell.execute_reply": "2024-09-11T14:03:22.147837Z", + "shell.execute_reply.started": "2024-09-11T14:03:16.325045Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['folder', 'scenario'] had 100 unique files. All OK!\n" + ] + } + ], + "source": [ + "rfsf = (\n", + " cv.get_measurement(df, \"remaining_first_server_flight\")\n", + " .select(required_cols)\n", + " .collect()\n", + ")\n", + "ignore_list = [\n", + " # quiche: Duplicate retire connection ID\n", + " \"/data/instant-ack/data/raw/interop-runner/quiche/logs_delay=50.0ms,c=quiche,drop-to-server=,file_size=10KB,name=tcdgroup2 2_3,pair=1,delay-first-packet=0,drop-to-client=2_2024-08-08T21:55:46\",\n", + " \"/data/instant-ack/data/raw/interop-runner/quiche/logs_delay=150.0ms,c=quiche,drop-to-server=,file_size=10KB,name=tcdgroup2 2_3,pair=1,instant-ack-delay=0,instant-ack=1,drop-to-client=2_3_2024-08-09T05:38:25\",\n", + "]\n", + "_ = v.validate(rfsf, ignore=ignore_list)" + ] + }, + { + "cell_type": "markdown", + "id": "6e3d84f1-518e-4f1c-92ef-d52563ad197a", + "metadata": {}, + "source": [ + "### TTFB under loss of remaining first server flight: Section 4.2, Figure 6" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "70351ffa-ecdc-4dfc-9c25-d601d366b180", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:22.149965Z", + "iopub.status.busy": "2024-09-11T14:03:22.149728Z", + "iopub.status.idle": "2024-09-11T14:03:22.726261Z", + "shell.execute_reply": "2024-09-11T14:03:22.725593Z", + "shell.execute_reply.started": "2024-09-11T14:03:22.149941Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " rfsf.filter(\n", + " pl.col(\"scenario\") == \"goodputdroplist\",\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " dest=\"interop-runner/str_ttfb_remaining_first_server_flight_goodput\",\n", + " legend_pos=\"lower center\",\n", + " xMajorLocator=ticker.MultipleLocator(20),\n", + " xMinorLocator=ticker.MultipleLocator(5),\n", + " xlim=(55, 300),\n", + " legend_ncol=1,\n", + ")\n", + "plt.show()\n", + "plt.close()\n", + "# quiche still suffers from duplicate connection ID retirement" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "944884ad-139b-4caa-9bd3-32b2226f0435", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:22.727158Z", + "iopub.status.busy": "2024-09-11T14:03:22.726990Z", + "iopub.status.idle": "2024-09-11T14:03:23.316483Z", + "shell.execute_reply": "2024-09-11T14:03:23.315469Z", + "shell.execute_reply.started": "2024-09-11T14:03:22.727142Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " rfsf.filter(\n", + " pl.col(\"scenario\") == \"http3cdroplist\",\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " dest=\"interop-runner/str_ttfb_remaining_first_server_flight_http3\",\n", + " legend_pos=\"lower center\",\n", + " xMajorLocator=ticker.MultipleLocator(20),\n", + " xMinorLocator=ticker.MultipleLocator(5),\n", + " xlim=(40, 260),\n", + ")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "markdown", + "id": "3d3fa3b2-3094-494b-8270-b1062eec7c8d", + "metadata": {}, + "source": [ + "### IACK vs WFC TTFB statistics: Section 4.2" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1d469e5f-6da3-497e-8250-8c4864c6b98a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:23.317517Z", + "iopub.status.busy": "2024-09-11T14:03:23.317321Z", + "iopub.status.idle": "2024-09-11T14:03:23.343620Z", + "shell.execute_reply": "2024-09-11T14:03:23.343020Z", + "shell.execute_reply.started": "2024-09-11T14:03:23.317501Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (8, 6)
scenarioclientWFCIACKpto_improvementimprovement
strstrf64f64f64f64
"goodputdroplist""aioquic"66.7585248.324-544.6965-181.5655
"goodputdroplist""go-x-net"85.9155263.049-531.4005-177.1335
"goodputdroplist""mvfst"67.1365246.656-538.5585-179.5195
"goodputdroplist""neqo"62.9145250.782-563.6025-187.8675
"goodputdroplist""ngtcp2"66.0249.0-549.0-183.0
"goodputdroplist""picoquic"67.056246.7475-539.0745-179.6915
"goodputdroplist""quic-go"63.0775246.546-550.4055-183.4685
"goodputdroplist""quiche"68.609nullnullnull
" + ], + "text/plain": [ + "shape: (8, 6)\n", + "┌─────────────────┬──────────┬─────────┬──────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ WFC ┆ IACK ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞═════════════════╪══════════╪═════════╪══════════╪═════════════════╪═════════════╡\n", + "│ goodputdroplist ┆ aioquic ┆ 66.7585 ┆ 248.324 ┆ -544.6965 ┆ -181.5655 │\n", + "│ goodputdroplist ┆ go-x-net ┆ 85.9155 ┆ 263.049 ┆ -531.4005 ┆ -177.1335 │\n", + "│ goodputdroplist ┆ mvfst ┆ 67.1365 ┆ 246.656 ┆ -538.5585 ┆ -179.5195 │\n", + "│ goodputdroplist ┆ neqo ┆ 62.9145 ┆ 250.782 ┆ -563.6025 ┆ -187.8675 │\n", + "│ goodputdroplist ┆ ngtcp2 ┆ 66.0 ┆ 249.0 ┆ -549.0 ┆ -183.0 │\n", + "│ goodputdroplist ┆ picoquic ┆ 67.056 ┆ 246.7475 ┆ -539.0745 ┆ -179.6915 │\n", + "│ goodputdroplist ┆ quic-go ┆ 63.0775 ┆ 246.546 ┆ -550.4055 ┆ -183.4685 │\n", + "│ goodputdroplist ┆ quiche ┆ 68.609 ┆ null ┆ null ┆ null │\n", + "└─────────────────┴──────────┴─────────┴──────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " rfsf.filter(\n", + " pl.col(\"scenario\") == \"goodputdroplist\",\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " group=[\"scenario\", \"client\", \"server_group\"],\n", + " )\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b93f8bc5-6bc6-400e-ab63-ea30c9c94e79", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:23.344573Z", + "iopub.status.busy": "2024-09-11T14:03:23.344402Z", + "iopub.status.idle": "2024-09-11T14:03:23.368070Z", + "shell.execute_reply": "2024-09-11T14:03:23.367468Z", + "shell.execute_reply.started": "2024-09-11T14:03:23.344558Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 5)
scenarioWFCIACKpto_improvementimprovement
strf64f64f64f64
"goodputdroplist"66.7945248.1885-544.182-181.394
" + ], + "text/plain": [ + "shape: (1, 5)\n", + "┌─────────────────┬─────────┬──────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ WFC ┆ IACK ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞═════════════════╪═════════╪══════════╪═════════════════╪═════════════╡\n", + "│ goodputdroplist ┆ 66.7945 ┆ 248.1885 ┆ -544.182 ┆ -181.394 │\n", + "└─────────────────┴─────────┴──────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " rfsf.filter(\n", + " pl.col(\"scenario\") == \"goodputdroplist\",\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " group=[\"scenario\", \"server_group\"],\n", + " )\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4d9dfdaf-b027-4dc4-9aff-1dcc1511e065", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:23.369000Z", + "iopub.status.busy": "2024-09-11T14:03:23.368828Z", + "iopub.status.idle": "2024-09-11T14:03:23.390279Z", + "shell.execute_reply": "2024-09-11T14:03:23.389703Z", + "shell.execute_reply.started": "2024-09-11T14:03:23.368984Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (7, 6)
scenarioclientWFCIACKpto_improvementimprovement
strstrf64f64f64f64
"http3cdroplist""aioquic"66.3765247.724-544.0425-181.3475
"http3cdroplist""mvfst"53.8925234.046-540.4605-180.1535
"http3cdroplist""neqo"52.6555238.126-556.4115-185.4705
"http3cdroplist""ngtcp2"53.0235.0-546.0-182.0
"http3cdroplist""picoquic"52.7575234.247-544.4685-181.4895
"http3cdroplist""quic-go"51.896234.8445-548.8455-182.9485
"http3cdroplist""quiche"68.957248.3015-538.0335-179.3445
" + ], + "text/plain": [ + "shape: (7, 6)\n", + "┌────────────────┬──────────┬─────────┬──────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ WFC ┆ IACK ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞════════════════╪══════════╪═════════╪══════════╪═════════════════╪═════════════╡\n", + "│ http3cdroplist ┆ aioquic ┆ 66.3765 ┆ 247.724 ┆ -544.0425 ┆ -181.3475 │\n", + "│ http3cdroplist ┆ mvfst ┆ 53.8925 ┆ 234.046 ┆ -540.4605 ┆ -180.1535 │\n", + "│ http3cdroplist ┆ neqo ┆ 52.6555 ┆ 238.126 ┆ -556.4115 ┆ -185.4705 │\n", + "│ http3cdroplist ┆ ngtcp2 ┆ 53.0 ┆ 235.0 ┆ -546.0 ┆ -182.0 │\n", + "│ http3cdroplist ┆ picoquic ┆ 52.7575 ┆ 234.247 ┆ -544.4685 ┆ -181.4895 │\n", + "│ http3cdroplist ┆ quic-go ┆ 51.896 ┆ 234.8445 ┆ -548.8455 ┆ -182.9485 │\n", + "│ http3cdroplist ┆ quiche ┆ 68.957 ┆ 248.3015 ┆ -538.0335 ┆ -179.3445 │\n", + "└────────────────┴──────────┴─────────┴──────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " rfsf.filter(\n", + " pl.col(\"scenario\") == \"http3cdroplist\",\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " group=[\"scenario\", \"client\", \"server_group\"],\n", + " )\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ec048d93-d8eb-4974-9f00-67d28de35b2b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:23.391137Z", + "iopub.status.busy": "2024-09-11T14:03:23.390976Z", + "iopub.status.idle": "2024-09-11T14:03:23.409688Z", + "shell.execute_reply": "2024-09-11T14:03:23.409081Z", + "shell.execute_reply.started": "2024-09-11T14:03:23.391123Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 5)
scenarioWFCIACKpto_improvementimprovement
strf64f64f64f64
"http3cdroplist"54.0236.0-546.0-182.0
" + ], + "text/plain": [ + "shape: (1, 5)\n", + "┌────────────────┬──────┬───────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ WFC ┆ IACK ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞════════════════╪══════╪═══════╪═════════════════╪═════════════╡\n", + "│ http3cdroplist ┆ 54.0 ┆ 236.0 ┆ -546.0 ┆ -182.0 │\n", + "└────────────────┴──────┴───────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " rfsf.filter(\n", + " pl.col(\"scenario\") == \"http3cdroplist\",\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " group=[\"scenario\", \"server_group\"],\n", + " )\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "b876bf55-b0da-47c6-b300-3e98f575604f", + "metadata": {}, + "source": [ + "### IACK vs WFC First RTT Improvement" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "36bfac4f-92ed-4682-838d-80d5b944b921", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:23.410498Z", + "iopub.status.busy": "2024-09-11T14:03:23.410320Z", + "iopub.status.idle": "2024-09-11T14:03:24.190173Z", + "shell.execute_reply": "2024-09-11T14:03:24.189328Z", + "shell.execute_reply.started": "2024-09-11T14:03:23.410484Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['folder', 'scenario'] had 100 unique files. All OK!\n" + ] + } + ], + "source": [ + "rfsf_rtt = (\n", + " cv.get_measurement(df_first, \"remaining_first_server_flight\")\n", + " .select(required_cols)\n", + " .collect()\n", + ")\n", + "_ = v.validate(rfsf_rtt, ignore=ignore_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1cf920d3-a793-4ce9-b96b-a487248148bf", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:24.191304Z", + "iopub.status.busy": "2024-09-11T14:03:24.191054Z", + "iopub.status.idle": "2024-09-11T14:03:24.214723Z", + "shell.execute_reply": "2024-09-11T14:03:24.214090Z", + "shell.execute_reply.started": "2024-09-11T14:03:24.191279Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (15, 6)
scenarioclientIACKWFCpto_improvementimprovement
strstrf64f64f64f64
"goodputdroplist""aioquic"27.4730.855510.15653.3855
"goodputdroplist""go-x-net"27.783534.709520.7786.926
"goodputdroplist""mvfst"27.37130.94710.7283.576
"goodputdroplist""neqo"27.7331.540511.43153.8105
"goodputdroplist""ngtcp2"28.031.09.03.0
"goodputdroplist""picoquic"27.43330.964510.59453.5315
"goodputdroplist""quic-go"27.609533.375517.2985.766
"goodputdroplist""quiche"308.543520.075-865.4055-288.4685
"http3cdroplist""aioquic"27.645531.560511.7453.915
"http3cdroplist""mvfst"27.316530.9510.90053.6335
"http3cdroplist""neqo"27.79331.82812.1054.035
"http3cdroplist""ngtcp2"28.032.012.04.0
"http3cdroplist""picoquic"27.508531.343511.5053.835
"http3cdroplist""quic-go"27.73231.839512.32254.1075
"http3cdroplist""quiche"28.040531.533510.4793.493
" + ], + "text/plain": [ + "shape: (15, 6)\n", + "┌─────────────────┬──────────┬──────────┬─────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ IACK ┆ WFC ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞═════════════════╪══════════╪══════════╪═════════╪═════════════════╪═════════════╡\n", + "│ goodputdroplist ┆ aioquic ┆ 27.47 ┆ 30.8555 ┆ 10.1565 ┆ 3.3855 │\n", + "│ goodputdroplist ┆ go-x-net ┆ 27.7835 ┆ 34.7095 ┆ 20.778 ┆ 6.926 │\n", + "│ goodputdroplist ┆ mvfst ┆ 27.371 ┆ 30.947 ┆ 10.728 ┆ 3.576 │\n", + "│ goodputdroplist ┆ neqo ┆ 27.73 ┆ 31.5405 ┆ 11.4315 ┆ 3.8105 │\n", + "│ goodputdroplist ┆ ngtcp2 ┆ 28.0 ┆ 31.0 ┆ 9.0 ┆ 3.0 │\n", + "│ goodputdroplist ┆ picoquic ┆ 27.433 ┆ 30.9645 ┆ 10.5945 ┆ 3.5315 │\n", + "│ goodputdroplist ┆ quic-go ┆ 27.6095 ┆ 33.3755 ┆ 17.298 ┆ 5.766 │\n", + "│ goodputdroplist ┆ quiche ┆ 308.5435 ┆ 20.075 ┆ -865.4055 ┆ -288.4685 │\n", + "│ http3cdroplist ┆ aioquic ┆ 27.6455 ┆ 31.5605 ┆ 11.745 ┆ 3.915 │\n", + "│ http3cdroplist ┆ mvfst ┆ 27.3165 ┆ 30.95 ┆ 10.9005 ┆ 3.6335 │\n", + "│ http3cdroplist ┆ neqo ┆ 27.793 ┆ 31.828 ┆ 12.105 ┆ 4.035 │\n", + "│ http3cdroplist ┆ ngtcp2 ┆ 28.0 ┆ 32.0 ┆ 12.0 ┆ 4.0 │\n", + "│ http3cdroplist ┆ picoquic ┆ 27.5085 ┆ 31.3435 ┆ 11.505 ┆ 3.835 │\n", + "│ http3cdroplist ┆ quic-go ┆ 27.732 ┆ 31.8395 ┆ 12.3225 ┆ 4.1075 │\n", + "│ http3cdroplist ┆ quiche ┆ 28.0405 ┆ 31.5335 ┆ 10.479 ┆ 3.493 │\n", + "└─────────────────┴──────────┴──────────┴─────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " rfsf_rtt.filter(pl.col(\"scenario\").str.contains(\"droplist\")),\n", + " group=[\"scenario\", \"client\", \"server_group\"],\n", + " )\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "30c27424-64e5-4b4d-b2d8-f04faf9ac890", + "metadata": {}, + "source": [ + "### Loss of remaining first server flight at all RTTs: Appendix D, Figure 10" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c19f778c-f1eb-4665-966a-aca33be5c472", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:24.218201Z", + "iopub.status.busy": "2024-09-11T14:03:24.218010Z", + "iopub.status.idle": "2024-09-11T14:03:24.235260Z", + "shell.execute_reply": "2024-09-11T14:03:24.234665Z", + "shell.execute_reply.started": "2024-09-11T14:03:24.218186Z" + } + }, + "outputs": [], + "source": [ + "rfsf_goodput = rfsf.filter(pl.col(\"scenario\") == \"goodputdroplist\").sort(\"rtt\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "4fad9680-f57d-497d-ab1c-0aa9246994c0", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:24.236737Z", + "iopub.status.busy": "2024-09-11T14:03:24.236491Z", + "iopub.status.idle": "2024-09-11T14:03:26.763714Z", + "shell.execute_reply": "2024-09-11T14:03:26.763068Z", + "shell.execute_reply.started": "2024-09-11T14:03:24.236714Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "NOT all groups of ['client', 'server_group'] had 100 unique files. You may want to verify what happened to the subsequent folders\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 5)
clientserver_groupfile_nfolder_uniquefolder_unique_len
strstru32list[str]u32
"quiche""WFC"1["/data/instant-ack/data/raw/interop-runner/quiche/logs_delay=50.0ms,c=quiche,drop-to-server=,file_size=10KB,name=tcdgroup2 2_3,pair=1,delay-first-packet=0,drop-to-client=2_2024-08-08T21:55:46"]1
" + ], + "text/plain": [ + "shape: (1, 5)\n", + "┌────────┬──────────────┬────────┬─────────────────────────────────┬───────────────────┐\n", + "│ client ┆ server_group ┆ file_n ┆ folder_unique ┆ folder_unique_len │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ u32 ┆ list[str] ┆ u32 │\n", + "╞════════╪══════════════╪════════╪═════════════════════════════════╪═══════════════════╡\n", + "│ quiche ┆ WFC ┆ 1 ┆ [\"/data/instant-ack/data/raw/i… ┆ 1 │\n", + "└────────┴──────────────┴────────┴─────────────────────────────────┴───────────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NOT all groups of ['client', 'server_group'] had 100 unique files. You may want to verify what happened to the subsequent folders\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 5)
clientserver_groupfile_nfolder_uniquefolder_unique_len
strstru32list[str]u32
"quiche""IACK"1["/data/instant-ack/data/raw/interop-runner/quiche/logs_delay=150.0ms,c=quiche,drop-to-server=,file_size=10KB,name=tcdgroup2 2_3,pair=1,instant-ack-delay=0,instant-ack=1,drop-to-client=2_3_2024-08-09T05:38:25"]1
" + ], + "text/plain": [ + "shape: (1, 5)\n", + "┌────────┬──────────────┬────────┬─────────────────────────────────┬───────────────────┐\n", + "│ client ┆ server_group ┆ file_n ┆ folder_unique ┆ folder_unique_len │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ u32 ┆ list[str] ┆ u32 │\n", + "╞════════╪══════════════╪════════╪═════════════════════════════════╪═══════════════════╡\n", + "│ quiche ┆ IACK ┆ 1 ┆ [\"/data/instant-ack/data/raw/i… ┆ 1 │\n", + "└────────┴──────────────┴────────┴─────────────────────────────────┴───────────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.multi(\n", + " rfsf_goodput,\n", + " group_by=\"rtt\",\n", + " figsize=(6, 1.5 * 5),\n", + " x=\"time_since_first_ms\",\n", + " y=\"client\",\n", + " dest=\"interop-runner/str_rfsf_ttfb_all_latencies_goodputdroplist\",\n", + " sharex=False,\n", + " major=[20, 100, 100, 100, 100],\n", + " minor=[5, 20, 20, 20, 20],\n", + " xlim=[(10, 310), (40, 1020), (100, 700), (460, 920), (1000, 1720)],\n", + " auto_scale_x=False,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "5eada396-2293-41e4-9845-adb68ba525cd", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:26.764628Z", + "iopub.status.busy": "2024-09-11T14:03:26.764459Z", + "iopub.status.idle": "2024-09-11T14:03:26.781139Z", + "shell.execute_reply": "2024-09-11T14:03:26.780527Z", + "shell.execute_reply.started": "2024-09-11T14:03:26.764612Z" + } + }, + "outputs": [], + "source": [ + "rfsf_http3droplist = rfsf.filter(\n", + " pl.col(\"scenario\") == \"http3cdroplist\",\n", + ").select(required_cols)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "f41ef678-f9cf-4cde-b73b-efcde55d3d11", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:26.782088Z", + "iopub.status.busy": "2024-09-11T14:03:26.781914Z", + "iopub.status.idle": "2024-09-11T14:03:29.322935Z", + "shell.execute_reply": "2024-09-11T14:03:29.322221Z", + "shell.execute_reply.started": "2024-09-11T14:03:26.782072Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# needs y axis adaptation\n", + "plot.multi(\n", + " rfsf_http3droplist.sort(\"rtt\"),\n", + " group_by=\"rtt\",\n", + " figsize=(6, 1.5 * 5),\n", + " x=\"time_since_first_ms\",\n", + " y=\"client\",\n", + " dest=\"interop-runner/str_rfsf_ttfb_all_latencies_http3cdroplist\",\n", + " sharex=False,\n", + " legend_pos=\"lower right\",\n", + " anc=None,\n", + " major=[100, 20, 20, 20, 100],\n", + " minor=[20, 5, 5, 5, 20],\n", + " xlim=[(0, 560), (40, 260), (80, 350), (360, 605), (680, 1560)],\n", + " auto_scale_x=False,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "9e3a6d02-3cbc-4299-b254-a8ce871092d7", + "metadata": {}, + "source": [ + "## Loss of second client flight" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "c2e77baf-3f3d-4ab8-8ed0-dd09325344ad", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:29.324018Z", + "iopub.status.busy": "2024-09-11T14:03:29.323837Z", + "iopub.status.idle": "2024-09-11T14:03:36.409572Z", + "shell.execute_reply": "2024-09-11T14:03:36.408843Z", + "shell.execute_reply.started": "2024-09-11T14:03:29.324002Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NOT all groups of ['folder', 'scenario'] had 100 unique files. You may want to verify what happened to the subsequent folders\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 5)
folderscenariofile_nfolder_uniquefolder_unique_len
strstru32list[str]u32
"/data/instant-ack/data/raw/int…"goodput"12["/data/instant-ack/data/raw/interop-runner/go-x-net/logs_delay=50.0,c=go-x-net,drop-to-client=,drop-to-server=2_3_4,file_size=10KB,name=to_server_loss,instant-ack-delay=0,instant-ack=1_2024-08-17T18:32:47"]1
" + ], + "text/plain": [ + "shape: (1, 5)\n", + "┌─────────────────────────────┬──────────┬────────┬────────────────────────────┬───────────────────┐\n", + "│ folder ┆ scenario ┆ file_n ┆ folder_unique ┆ folder_unique_len │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ u32 ┆ list[str] ┆ u32 │\n", + "╞═════════════════════════════╪══════════╪════════╪════════════════════════════╪═══════════════════╡\n", + "│ /data/instant-ack/data/raw/ ┆ goodput ┆ 12 ┆ [\"/data/instant-ack/data/r ┆ 1 │\n", + "│ int… ┆ ┆ ┆ aw/i… ┆ │\n", + "└─────────────────────────────┴──────────┴────────┴────────────────────────────┴───────────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lscf = cv.get_measurement(df, \"second_client_flight\").select(required_cols).collect()\n", + "_ = v.validate(lscf)" + ] + }, + { + "cell_type": "markdown", + "id": "90fe3a70-5129-4765-8c59-39a0ccce42eb", + "metadata": {}, + "source": [ + "### Loss of second client flight: Section 4.2, Figure 7" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "d97a1dde-5162-4c35-8ed5-91989972ba9f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:36.410715Z", + "iopub.status.busy": "2024-09-11T14:03:36.410483Z", + "iopub.status.idle": "2024-09-11T14:03:36.989448Z", + "shell.execute_reply": "2024-09-11T14:03:36.988812Z", + "shell.execute_reply.started": "2024-09-11T14:03:36.410694Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " lscf.filter(pl.col(\"scenario\") == \"goodputdroplist\", pl.col(\"rtt\") == 9),\n", + " dest=\"interop-runner/str_ttfb_lscf_goodput_9ms\",\n", + " legend_pos=\"lower center\",\n", + " legend_ncol=1,\n", + " xMajorLocator=ticker.MultipleLocator(50),\n", + " xMinorLocator=ticker.MultipleLocator(10),\n", + " xlim=(30, 600),\n", + ")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "markdown", + "id": "44330da6-ec9e-4dfa-87c1-9e8ed5ee11dd", + "metadata": {}, + "source": [ + "### IACK vs WFC TTFB statistics: Section 4.2" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "d1c207ec-a52d-41ea-9ddc-f0aa7bed09b4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:36.990467Z", + "iopub.status.busy": "2024-09-11T14:03:36.990246Z", + "iopub.status.idle": "2024-09-11T14:03:37.012492Z", + "shell.execute_reply": "2024-09-11T14:03:37.011867Z", + "shell.execute_reply.started": "2024-09-11T14:03:36.990446Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (8, 6)
scenarioclientWFCIACKpto_improvementimprovement
strstrf64f64f64f64
"goodputdroplist""aioquic"127.7515115.06638.056512.6855
"goodputdroplist""go-x-net"387.207336.1335153.220551.0735
"goodputdroplist""mvfst"102.0191.27132.21710.739
"goodputdroplist""neqo"128.6825114.456542.67814.226
"goodputdroplist""ngtcp2"119.0107.036.012.0
"goodputdroplist""picoquic"555.0575554.71951.0140.338
"goodputdroplist""quic-go"95.321583.497535.47211.824
"goodputdroplist""quiche"210.4085189.73462.023520.6745
" + ], + "text/plain": [ + "shape: (8, 6)\n", + "┌─────────────────┬──────────┬──────────┬──────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ WFC ┆ IACK ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞═════════════════╪══════════╪══════════╪══════════╪═════════════════╪═════════════╡\n", + "│ goodputdroplist ┆ aioquic ┆ 127.7515 ┆ 115.066 ┆ 38.0565 ┆ 12.6855 │\n", + "│ goodputdroplist ┆ go-x-net ┆ 387.207 ┆ 336.1335 ┆ 153.2205 ┆ 51.0735 │\n", + "│ goodputdroplist ┆ mvfst ┆ 102.01 ┆ 91.271 ┆ 32.217 ┆ 10.739 │\n", + "│ goodputdroplist ┆ neqo ┆ 128.6825 ┆ 114.4565 ┆ 42.678 ┆ 14.226 │\n", + "│ goodputdroplist ┆ ngtcp2 ┆ 119.0 ┆ 107.0 ┆ 36.0 ┆ 12.0 │\n", + "│ goodputdroplist ┆ picoquic ┆ 555.0575 ┆ 554.7195 ┆ 1.014 ┆ 0.338 │\n", + "│ goodputdroplist ┆ quic-go ┆ 95.3215 ┆ 83.4975 ┆ 35.472 ┆ 11.824 │\n", + "│ goodputdroplist ┆ quiche ┆ 210.4085 ┆ 189.734 ┆ 62.0235 ┆ 20.6745 │\n", + "└─────────────────┴──────────┴──────────┴──────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " lscf.filter(pl.col(\"scenario\") == \"goodputdroplist\", pl.col(\"rtt\") == 9),\n", + " group=[\"scenario\", \"client\", \"server_group\"],\n", + " )\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7926013c-0b21-4b36-90fc-e32e6adb4d6c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:37.013392Z", + "iopub.status.busy": "2024-09-11T14:03:37.013202Z", + "iopub.status.idle": "2024-09-11T14:03:37.040716Z", + "shell.execute_reply": "2024-09-11T14:03:37.040075Z", + "shell.execute_reply.started": "2024-09-11T14:03:37.013376Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (8, 6)
scenarioclientIACKWFCpto_improvementimprovement
strstrf64f64f64f64
"goodputdroplist""picoquic"599.8595600.4351.72650.5755
"goodputdroplist""mvfst"144.0365154.11230.226510.0755
"goodputdroplist""aioquic"167.3405178.272532.79610.932
"goodputdroplist""quic-go"139.0265150.097533.21311.071
"goodputdroplist""ngtcp2"183.0194.534.511.5
"goodputdroplist""neqo"190.0825202.28636.610512.2035
"goodputdroplist""quiche"279.2045302.020568.44822.816
"goodputdroplist""go-x-net"414.4085442.291583.64927.883
" + ], + "text/plain": [ + "shape: (8, 6)\n", + "┌─────────────────┬──────────┬──────────┬──────────┬─────────────────┬─────────────┐\n", + "│ scenario ┆ client ┆ IACK ┆ WFC ┆ pto_improvement ┆ improvement │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞═════════════════╪══════════╪══════════╪══════════╪═════════════════╪═════════════╡\n", + "│ goodputdroplist ┆ picoquic ┆ 599.8595 ┆ 600.435 ┆ 1.7265 ┆ 0.5755 │\n", + "│ goodputdroplist ┆ mvfst ┆ 144.0365 ┆ 154.112 ┆ 30.2265 ┆ 10.0755 │\n", + "│ goodputdroplist ┆ aioquic ┆ 167.3405 ┆ 178.2725 ┆ 32.796 ┆ 10.932 │\n", + "│ goodputdroplist ┆ quic-go ┆ 139.0265 ┆ 150.0975 ┆ 33.213 ┆ 11.071 │\n", + "│ goodputdroplist ┆ ngtcp2 ┆ 183.0 ┆ 194.5 ┆ 34.5 ┆ 11.5 │\n", + "│ goodputdroplist ┆ neqo ┆ 190.0825 ┆ 202.286 ┆ 36.6105 ┆ 12.2035 │\n", + "│ goodputdroplist ┆ quiche ┆ 279.2045 ┆ 302.0205 ┆ 68.448 ┆ 22.816 │\n", + "│ goodputdroplist ┆ go-x-net ┆ 414.4085 ┆ 442.2915 ┆ 83.649 ┆ 27.883 │\n", + "└─────────────────┴──────────┴──────────┴──────────┴─────────────────┴─────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Independent of RTT\n", + "with pl.Config(tbl_rows=16):\n", + " display(\n", + " cv.get_pto_improvement(\n", + " lscf.filter(\n", + " pl.col(\"scenario\") == \"goodputdroplist\",\n", + " ),\n", + " group=[\"scenario\", \"client\", \"server_group\"],\n", + " ).sort(\"improvement\")\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5888141a-4b11-45a5-b864-33a62d5cc9c8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:37.041706Z", + "iopub.status.busy": "2024-09-11T14:03:37.041531Z", + "iopub.status.idle": "2024-09-11T14:03:37.123282Z", + "shell.execute_reply": "2024-09-11T14:03:37.122434Z", + "shell.execute_reply.started": "2024-09-11T14:03:37.041690Z" + } + }, + "outputs": [], + "source": [ + "lscf_goodput = lscf.filter(pl.col(\"scenario\") == \"goodputdroplist\").sort(\"rtt\")" + ] + }, + { + "cell_type": "markdown", + "id": "2820d009-d46f-4121-a9aa-0a310e71b688", + "metadata": {}, + "source": [ + "### Loss of second client flight at all RTTs: Appendix D, Figure 11" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "81831282-2670-4cec-9aac-728dba6cc753", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:37.124961Z", + "iopub.status.busy": "2024-09-11T14:03:37.124287Z", + "iopub.status.idle": "2024-09-11T14:03:39.826175Z", + "shell.execute_reply": "2024-09-11T14:03:39.825416Z", + "shell.execute_reply.started": "2024-09-11T14:03:37.124938Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.multi(\n", + " lscf_goodput,\n", + " group_by=\"rtt\",\n", + " figsize=(6, 1.5 * 5),\n", + " x=\"time_since_first_ms\",\n", + " y=\"client\",\n", + " dest=\"interop-runner/str_lscf_ttfb_all_latencies_goodputdroplist\",\n", + " sharex=False,\n", + " anc_loc=\"lower right\",\n", + " legend_pos=\"upper right\",\n", + " major=[100, 300, 200, 200, 400],\n", + " minor=[20, 100, 50, 50, 100],\n", + " xlim=[(0, 1050), (0, 2400), (0, 1250), (150, 2500), (500, 5000)],\n", + " auto_scale_x=False,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "e66e3be4-b221-4d7f-a577-c199555b5075", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:39.827454Z", + "iopub.status.busy": "2024-09-11T14:03:39.827258Z", + "iopub.status.idle": "2024-09-11T14:03:46.770893Z", + "shell.execute_reply": "2024-09-11T14:03:46.770251Z", + "shell.execute_reply.started": "2024-09-11T14:03:39.827438Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NOT all groups of ['folder', 'scenario'] had 100 unique files. You may want to verify what happened to the subsequent folders\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 5)
folderscenariofile_nfolder_uniquefolder_unique_len
strstru32list[str]u32
"/data/instant-ack/data/raw/int…"goodput"12["/data/instant-ack/data/raw/interop-runner/go-x-net/logs_delay=50.0,c=go-x-net,drop-to-client=,drop-to-server=2_3_4,file_size=10KB,name=to_server_loss,instant-ack-delay=0,instant-ack=1_2024-08-17T18:32:47"]1
" + ], + "text/plain": [ + "shape: (1, 5)\n", + "┌─────────────────────────────┬──────────┬────────┬────────────────────────────┬───────────────────┐\n", + "│ folder ┆ scenario ┆ file_n ┆ folder_unique ┆ folder_unique_len │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ u32 ┆ list[str] ┆ u32 │\n", + "╞═════════════════════════════╪══════════╪════════╪════════════════════════════╪═══════════════════╡\n", + "│ /data/instant-ack/data/raw/ ┆ goodput ┆ 12 ┆ [\"/data/instant-ack/data/r ┆ 1 │\n", + "│ int… ┆ ┆ ┆ aw/i… ┆ │\n", + "└─────────────────────────────┴──────────┴────────┴────────────────────────────┴───────────────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_snd = (\n", + " cv.load_data(\"qlog\", skip_missing=True)\n", + " .filter(\n", + " pl.col(\"name\") == \"transport:packet_received\",\n", + " # When we observe the first stream frame from the server the first byte has been received\n", + " pl.col(\"frame_frame_type\").str.contains(\"stream\"),\n", + " )\n", + " .sort([\"file\", \"time_since_first_ms\"])\n", + " .with_row_index(\"idx\")\n", + " .filter(\n", + " # Get second stream frame, first one is HTTP settings frame sent by server in HTTP3\n", + " pl.col(\"idx\").is_in(pl.col(\"idx\").bottom_k(2).over(\"file\"))\n", + " )\n", + " .filter(pl.col(\"idx\") == pl.col(\"idx\").max().over(\"file\"))\n", + ")\n", + "\n", + "lscf_snd = (\n", + " cv.get_measurement(df_snd, \"second_client_flight\").select(required_cols).collect()\n", + ")\n", + "_ = v.validate(lscf_snd)\n", + "# We only look into droplist scenarios, below warning is safe to ignore" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e030bf42-98e2-4db9-8c9d-cd3cd266c731", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:46.771931Z", + "iopub.status.busy": "2024-09-11T14:03:46.771753Z", + "iopub.status.idle": "2024-09-11T14:03:46.788479Z", + "shell.execute_reply": "2024-09-11T14:03:46.787865Z", + "shell.execute_reply.started": "2024-09-11T14:03:46.771915Z" + } + }, + "outputs": [], + "source": [ + "lscf_http3 = lscf_snd.filter(\n", + " pl.col(\"scenario\") == \"http3cdroplist\",\n", + ").sort(\"rtt\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "92927fff-bad3-44cc-ad4e-d34a87d3b9b9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:46.789427Z", + "iopub.status.busy": "2024-09-11T14:03:46.789232Z", + "iopub.status.idle": "2024-09-11T14:03:47.328733Z", + "shell.execute_reply": "2024-09-11T14:03:47.328078Z", + "shell.execute_reply.started": "2024-09-11T14:03:46.789412Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " lscf_http3.filter(\n", + " pl.col(\"rtt\") == 9,\n", + " ),\n", + " dest=\"interop-runner/str_ttfb_remaining_first_server_flight\",\n", + " legend_pos=\"lower center\",\n", + " xMajorLocator=ticker.MultipleLocator(50),\n", + " xMinorLocator=ticker.MultipleLocator(10),\n", + ")\n", + "plt.show()\n", + "plt.close()\n", + "# The cause for the shown behavior is that the server opens the HTTP/3 settings stream,\n", + "# which is the first stream frame received by the client." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "45c4ad7c-6571-42e2-ae1e-ecbca498ffb8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T14:03:47.329752Z", + "iopub.status.busy": "2024-09-11T14:03:47.329576Z", + "iopub.status.idle": "2024-09-11T14:03:49.914271Z", + "shell.execute_reply": "2024-09-11T14:03:49.913603Z", + "shell.execute_reply.started": "2024-09-11T14:03:47.329736Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n", + "All groups of ['client', 'server_group'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.multi(\n", + " lscf_http3,\n", + " group_by=\"rtt\",\n", + " figsize=(6, 1.5 * 5),\n", + " x=\"time_since_first_ms\",\n", + " y=\"client\",\n", + " dest=\"interop-runner/str_lscf_ttfb_all_latencies_http3cdroplist\",\n", + " anc=False,\n", + " legend_pos=\"upper right\",\n", + " sharex=False,\n", + " major=[200, 50, 50, 100, 200],\n", + " minor=[50, 10, 10, 20, 50],\n", + " xlim=[(0, 1100), (0, 600), (0, 650), (200, 1100), (550, 2600)],\n", + " auto_scale_x=False,\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/02-RTT-samples.html b/05-instant-ack-ccds/notebooks/02-interop-runner/02-RTT-samples.html new file mode 100644 index 0000000..1e390be --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/02-RTT-samples.html @@ -0,0 +1,7916 @@ + + + + + +02-RTT-samples + + + + + + + + + + + + +
+ + + +
+ + diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/02-RTT-samples.ipynb b/05-instant-ack-ccds/notebooks/02-interop-runner/02-RTT-samples.ipynb new file mode 100644 index 0000000..bbe3f03 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/02-RTT-samples.ipynb @@ -0,0 +1,501 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "c71974cb-c8b5-43e9-809e-db24f2d1705d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:36.636477Z", + "iopub.status.busy": "2024-09-10T22:30:36.636063Z", + "iopub.status.idle": "2024-09-10T22:30:37.392720Z", + "shell.execute_reply": "2024-09-10T22:30:37.392097Z", + "shell.execute_reply.started": "2024-09-10T22:30:36.636457Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-11 00:30:36.653\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "4384e947-ea1d-490a-832c-40ba366c1eff", + "metadata": {}, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cdc66e51-fab2-4320-8b6f-2fd7bd39c011", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:37.393648Z", + "iopub.status.busy": "2024-09-10T22:30:37.393423Z", + "iopub.status.idle": "2024-09-10T22:30:37.409965Z", + "shell.execute_reply": "2024-09-10T22:30:37.409345Z", + "shell.execute_reply.started": "2024-09-10T22:30:37.393632Z" + } + }, + "outputs": [], + "source": [ + "df = cv.load_data(\"qlog\", skip_missing=True).filter(\n", + " pl.col(\"meta_name\") == \"large_file\", pl.col(\"server_group\") == \"WFC\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "db0d1d72-899e-490c-b7ce-0e42877cc504", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:37.410687Z", + "iopub.status.busy": "2024-09-10T22:30:37.410546Z", + "iopub.status.idle": "2024-09-10T22:30:37.479975Z", + "shell.execute_reply": "2024-09-10T22:30:37.479482Z", + "shell.execute_reply.started": "2024-09-10T22:30:37.410675Z" + } + }, + "outputs": [], + "source": [ + "# Get updates according to RFC\n", + "df_rfc = df.filter(\n", + " # Isolate only ACKs, other datapoints are caused by recalculation of PTO due to handshake_confirmed\n", + " pl.col(\"cc_newly_acked_ack_eliciting\")\n", + " == True,\n", + ").with_columns(Source=pl.lit(\"Packets with new ACKs\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f002070-eed3-4d7e-8d85-da417b938252", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:37.481471Z", + "iopub.status.busy": "2024-09-10T22:30:37.481318Z", + "iopub.status.idle": "2024-09-10T22:30:37.507479Z", + "shell.execute_reply": "2024-09-10T22:30:37.506960Z", + "shell.execute_reply.started": "2024-09-10T22:30:37.481459Z" + } + }, + "outputs": [], + "source": [ + "relevant_cols = [\"data_smoothed_rtt\", \"data_rtt_variance\"]\n", + "\n", + "df_mtr = (\n", + " df.filter(\n", + " pl.col(\"name\") == \"recovery:metrics_updated\",\n", + " # Some implementations have an initial log, which contains the default informations, we remove those\n", + " ~(\n", + " (pl.col(\"client\") == \"quic-go\")\n", + " & (pl.col(\"data_smoothed_rtt\") == 0)\n", + " & (pl.col(\"data_rtt_variance\") == 0)\n", + " ),\n", + " ~(\n", + " (pl.col(\"client\") == \"quiche\")\n", + " & (pl.col(\"data_smoothed_rtt\") == 333)\n", + " & (pl.col(\"data_rtt_variance\") == 166.5)\n", + " ),\n", + " ~(\n", + " (pl.col(\"client\") == \"ngtcp2\")\n", + " & (pl.col(\"data_smoothed_rtt\") == 100)\n", + " & (pl.col(\"data_rtt_variance\") == 50)\n", + " ),\n", + " pl.col(\"time_since_first_ms\") != 0,\n", + " )\n", + " .with_columns(\n", + " pl.col(relevant_cols).forward_fill().over(\"file\"),\n", + " Source=pl.lit(\"recovery:metric updates\"),\n", + " )\n", + " .filter(\n", + " # At least one value must be non null\n", + " pl.col(\"data_smoothed_rtt\").is_not_null()\n", + " | pl.col(\"data_rtt_variance\").is_not_null(),\n", + " )\n", + " .with_row_index(\"idx\")\n", + " .filter(\n", + " # We consider an update when either data_smoothed_rtt changes or data_rtt_variance does so\n", + " (pl.col(\"data_smoothed_rtt\") != pl.col(\"data_smoothed_rtt\").shift()).over(\n", + " \"file\"\n", + " )\n", + " | (pl.col(\"data_rtt_variance\") != pl.col(\"data_rtt_variance\").shift()).over(\n", + " \"file\"\n", + " )\n", + " | (pl.col(\"idx\") == pl.col(\"idx\").min().over(\"file\")),\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6cd2d8d0-0769-42ee-adda-ecd9b6319bd8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:37.508162Z", + "iopub.status.busy": "2024-09-10T22:30:37.508022Z", + "iopub.status.idle": "2024-09-10T22:30:37.806216Z", + "shell.execute_reply": "2024-09-10T22:30:37.805648Z", + "shell.execute_reply.started": "2024-09-10T22:30:37.508150Z" + } + }, + "outputs": [], + "source": [ + "group = [\"file\", \"client\", \"scenario\", \"Source\"]\n", + "columns = group\n", + "\n", + "enum = list(df_rfc.select(\"client\").unique(\"client\").sort(\"client\").collect()[\"client\"])\n", + "\n", + "data = (\n", + " pl.concat([df_mtr, df_rfc], how=\"diagonal\")\n", + " .select(columns)\n", + " .group_by(group)\n", + " .len()\n", + " .sort(\"client\")\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "91ac4021-5224-46d8-849d-8b49117304e3", + "metadata": {}, + "source": [ + "# Plot" + ] + }, + { + "cell_type": "markdown", + "id": "9c523414-5f21-45e6-a731-f47699fcb059", + "metadata": {}, + "source": [ + "### RTT samples: Appendix E, Figure 12" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1b8605b8-4348-4b8f-863f-05fd649f90c2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:37.807092Z", + "iopub.status.busy": "2024-09-10T22:30:37.806917Z", + "iopub.status.idle": "2024-09-10T22:30:40.265135Z", + "shell.execute_reply": "2024-09-10T22:30:40.264573Z", + "shell.execute_reply.started": "2024-09-10T22:30:37.807078Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'Source'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " data.filter(pl.col(\"scenario\") == \"goodput\").collect(),\n", + " xlabel=\"Client RTT Samples [#]\",\n", + " x=\"len\",\n", + " ylabel=\"Client\",\n", + " y=\"client\",\n", + " hue=\"Source\",\n", + " xMajorLocator=ticker.MultipleLocator(200),\n", + " xMinorLocator=ticker.MultipleLocator(50),\n", + " xlim=(-50, 2100),\n", + " legend_ncol=1,\n", + " legend_pos=\"lower right\",\n", + " dest=\"interop-runner/str_rtt_samples_loss_goodput\",\n", + " median=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2a5dac1e-fe1e-4e97-953f-de1e8726f369", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:40.265995Z", + "iopub.status.busy": "2024-09-10T22:30:40.265809Z", + "iopub.status.idle": "2024-09-10T22:30:42.105953Z", + "shell.execute_reply": "2024-09-10T22:30:42.105438Z", + "shell.execute_reply.started": "2024-09-10T22:30:40.265978Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (200, 5)
fileclientscenarioSourcelen
strstrstrstru32
"/data/instant-ack/data/raw/int…"quiche""goodput""recovery:metric updates"343
"/data/instant-ack/data/raw/int…"quiche""goodput""Packets with new ACKs"343
"/data/instant-ack/data/raw/int…"quiche""goodput""Packets with new ACKs"350
"/data/instant-ack/data/raw/int…"quiche""goodput""recovery:metric updates"350
"/data/instant-ack/data/raw/int…"quiche""goodput""recovery:metric updates"348
"/data/instant-ack/data/raw/int…"quiche""goodput""recovery:metric updates"346
"/data/instant-ack/data/raw/int…"quiche""goodput""recovery:metric updates"341
"/data/instant-ack/data/raw/int…"quiche""goodput""Packets with new ACKs"341
"/data/instant-ack/data/raw/int…"quiche""goodput""Packets with new ACKs"346
"/data/instant-ack/data/raw/int…"quiche""goodput""recovery:metric updates"346
" + ], + "text/plain": [ + "shape: (200, 5)\n", + "┌─────────────────────────────────┬────────┬──────────┬─────────────────────────┬─────┐\n", + "│ file ┆ client ┆ scenario ┆ Source ┆ len │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ str ┆ u32 │\n", + "╞═════════════════════════════════╪════════╪══════════╪═════════════════════════╪═════╡\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ recovery:metric updates ┆ 343 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ Packets with new ACKs ┆ 343 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ Packets with new ACKs ┆ 350 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ recovery:metric updates ┆ 350 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ recovery:metric updates ┆ 348 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ recovery:metric updates ┆ 346 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ recovery:metric updates ┆ 341 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ Packets with new ACKs ┆ 341 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ Packets with new ACKs ┆ 346 │\n", + "│ /data/instant-ack/data/raw/int… ┆ quiche ┆ goodput ┆ recovery:metric updates ┆ 346 │\n", + "└─────────────────────────────────┴────────┴──────────┴─────────────────────────┴─────┘" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.filter(pl.col(\"scenario\") == \"goodput\").collect().filter(\n", + " pl.col(\"client\") == \"quiche\"\n", + ").sort(\"file\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a9c609d6-9632-41dd-aef7-e4d52344f806", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:42.107068Z", + "iopub.status.busy": "2024-09-10T22:30:42.106669Z", + "iopub.status.idle": "2024-09-10T22:30:44.454675Z", + "shell.execute_reply": "2024-09-10T22:30:44.453975Z", + "shell.execute_reply.started": "2024-09-10T22:30:42.107052Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NOT all groups of ['client', 'Source'] had 100 unique files. You may want to verify what happened to the subsequent folders\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (2, 3)
clientSourcefile_n
strstru32
"quiche""recovery:metric updates"1
"quiche""Packets with new ACKs"1
" + ], + "text/plain": [ + "shape: (2, 3)\n", + "┌────────┬─────────────────────────┬────────┐\n", + "│ client ┆ Source ┆ file_n │\n", + "│ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ u32 │\n", + "╞════════╪═════════════════════════╪════════╡\n", + "│ quiche ┆ recovery:metric updates ┆ 1 │\n", + "│ quiche ┆ Packets with new ACKs ┆ 1 │\n", + "└────────┴─────────────────────────┴────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " data.filter(pl.col(\"scenario\") == \"goodputdroplist\").collect(),\n", + " xlabel=\"Client RTT Samples [#]\",\n", + " x=\"len\",\n", + " ylabel=\"Client\",\n", + " y=\"client\",\n", + " hue=\"Source\",\n", + " xMajorLocator=ticker.MultipleLocator(200),\n", + " xMinorLocator=ticker.MultipleLocator(50),\n", + " xlim=(-50, 2100),\n", + " legend_ncol=1,\n", + " legend_pos=\"lower right\",\n", + " dest=\"interop-runner/str_rtt_samples_loss_goodput_droplist\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3a6d3ee5-cb3c-4866-889c-2c144b80ce00", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:44.455587Z", + "iopub.status.busy": "2024-09-10T22:30:44.455430Z", + "iopub.status.idle": "2024-09-10T22:30:46.759931Z", + "shell.execute_reply": "2024-09-10T22:30:46.759268Z", + "shell.execute_reply.started": "2024-09-10T22:30:44.455572Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All groups of ['client', 'Source'] had 100 unique files. All OK!\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.strip(\n", + " data.filter(pl.col(\"scenario\") == \"http3c\").collect(),\n", + " xlabel=\"Client RTT Samples [#]\",\n", + " x=\"len\",\n", + " ylabel=\"Client\",\n", + " y=\"client\",\n", + " hue=\"Source\",\n", + " xMajorLocator=ticker.MultipleLocator(50),\n", + " xMinorLocator=ticker.MultipleLocator(10),\n", + " # xlim=(0, 360),\n", + " legend_ncol=1,\n", + " legend_pos=\"upper right\",\n", + " dest=\"interop-runner/str_rtt_samples_loss_http3\",\n", + " median=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "598a3b2c-ee06-4a1f-ac4e-215d719541f3", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:30:46.760736Z", + "iopub.status.busy": "2024-09-10T22:30:46.760581Z", + "iopub.status.idle": "2024-09-10T22:30:48.518390Z", + "shell.execute_reply": "2024-09-10T22:30:48.517964Z", + "shell.execute_reply.started": "2024-09-10T22:30:46.760722Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (200, 5)
fileclientscenarioSourcelen
strstrstrstru32
"/data/instant-ack/data/raw/int…"mvfst""http3c""Packets with new ACKs"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""Packets with new ACKs"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""Packets with new ACKs"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
"/data/instant-ack/data/raw/int…"mvfst""http3c""recovery:metric updates"2
" + ], + "text/plain": [ + "shape: (200, 5)\n", + "┌─────────────────────────────────┬────────┬──────────┬─────────────────────────┬─────┐\n", + "│ file ┆ client ┆ scenario ┆ Source ┆ len │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ str ┆ u32 │\n", + "╞═════════════════════════════════╪════════╪══════════╪═════════════════════════╪═════╡\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ Packets with new ACKs ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ Packets with new ACKs ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ Packets with new ACKs ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ mvfst ┆ http3c ┆ recovery:metric updates ┆ 2 │\n", + "└─────────────────────────────────┴────────┴──────────┴─────────────────────────┴─────┘" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.filter(pl.col(\"scenario\") == \"http3c\", pl.col(\"client\") == \"mvfst\").collect()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/03-first-PTO-improvement.html b/05-instant-ack-ccds/notebooks/02-interop-runner/03-first-PTO-improvement.html new file mode 100644 index 0000000..bdb7123 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/03-first-PTO-improvement.html @@ -0,0 +1,8497 @@ + + + + + +03-first-PTO-improvement + + + + + + + + + + + + +
+ + + + + + + + + +
+ + diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/03-first-PTO-improvement.ipynb b/05-instant-ack-ccds/notebooks/02-interop-runner/03-first-PTO-improvement.ipynb new file mode 100644 index 0000000..3177713 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/03-first-PTO-improvement.ipynb @@ -0,0 +1,1300 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "47ed9cd1-5ec6-44ef-b15b-5fcc66264ab5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:48.386454Z", + "iopub.status.busy": "2024-09-10T22:48:48.386126Z", + "iopub.status.idle": "2024-09-10T22:48:49.150810Z", + "shell.execute_reply": "2024-09-10T22:48:49.150206Z", + "shell.execute_reply.started": "2024-09-10T22:48:48.386435Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-11 00:48:48.403\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "3d39a9f2-40cd-4bbb-8da0-f78df43e4b7b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-08T12:52:58.075341Z", + "iopub.status.busy": "2024-09-08T12:52:58.074825Z", + "iopub.status.idle": "2024-09-08T12:52:58.088729Z", + "shell.execute_reply": "2024-09-08T12:52:58.088257Z", + "shell.execute_reply.started": "2024-09-08T12:52:58.075322Z" + } + }, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d463735f-8ba2-40bd-8636-d7e0cce8a45b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:49.151785Z", + "iopub.status.busy": "2024-09-10T22:48:49.151568Z", + "iopub.status.idle": "2024-09-10T22:48:49.166383Z", + "shell.execute_reply": "2024-09-10T22:48:49.165915Z", + "shell.execute_reply.started": "2024-09-10T22:48:49.151770Z" + } + }, + "outputs": [], + "source": [ + "df = cv.load_data(\"qlog\", skip_missing=True)\n", + "df = cv.get_measurement(df, \"first_pto\")\n", + "df = df.filter(\n", + " ~pl.col(\"scenario\").str.contains(\"droplist\"),\n", + " pl.col(\"meta_name\") == \"all_latencies\",\n", + " pl.col(\"rtt\") >= 1,\n", + " pl.col(\"rtt\") < 301,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "30f93b34-eab6-4c0b-9161-aea775ea64d2", + "metadata": {}, + "source": [ + "# Validation: Check completeness of data.\n", + "\n", + "Each line and RTT should have 100 repetitions" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "48e625d9-df90-44f6-8af7-08f2417b3fe3", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:49.167276Z", + "iopub.status.busy": "2024-09-10T22:48:49.167059Z", + "iopub.status.idle": "2024-09-10T22:48:50.231071Z", + "shell.execute_reply": "2024-09-10T22:48:50.230342Z", + "shell.execute_reply.started": "2024-09-10T22:48:49.167262Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (30, 50)
scenarioclientserver_group1.02.03.04.05.06.07.08.09.010.011.012.013.014.015.020.025.030.035.040.045.050.060.070.080.090.0100.0110.0120.0130.0140.0150.0160.0170.0180.0190.0200.0210.0220.0230.0240.0250.0260.0270.0280.0290.0300.0
strstrstru32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32
"goodput""aioquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""aioquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""go-x-net""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""go-x-net""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""mvfst""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""mvfst""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""neqo""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""neqo""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""ngtcp2""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""ngtcp2""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""picoquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""picoquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""quic-go""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""quic-go""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""quiche""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""quiche""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""aioquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""aioquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""mvfst""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""mvfst""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""neqo""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""neqo""WFC"10010010010010010010010010010010099100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""ngtcp2""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""ngtcp2""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""picoquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""picoquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""quic-go""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""quic-go""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""quiche""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""quiche""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
" + ], + "text/plain": [ + "shape: (30, 50)\n", + "┌──────────┬──────────┬──────────────┬─────┬───┬───────┬───────┬───────┬───────┐\n", + "│ scenario ┆ client ┆ server_group ┆ 1.0 ┆ … ┆ 270.0 ┆ 280.0 ┆ 290.0 ┆ 300.0 │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ u32 ┆ ┆ u32 ┆ u32 ┆ u32 ┆ u32 │\n", + "╞══════════╪══════════╪══════════════╪═════╪═══╪═══════╪═══════╪═══════╪═══════╡\n", + "│ goodput ┆ aioquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ aioquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ go-x-net ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ go-x-net ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ mvfst ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ mvfst ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ neqo ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ neqo ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ ngtcp2 ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ ngtcp2 ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ picoquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ picoquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ quic-go ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ quic-go ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ quiche ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ quiche ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ aioquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ aioquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ mvfst ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ mvfst ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ neqo ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ neqo ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ ngtcp2 ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ ngtcp2 ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ picoquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ picoquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ quic-go ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ quic-go ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ quiche ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ quiche ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "└──────────┴──────────┴──────────────┴─────┴───┴───────┴───────┴───────┴───────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=30):\n", + " display(\n", + " df.filter(pl.col(\"scenario\").is_in([\"goodput\", \"http3c\"]))\n", + " .group_by(\"rtt\", \"client\", \"scenario\", \"server_group\")\n", + " .len()\n", + " .sort(\"rtt\")\n", + " .collect()\n", + " .pivot(on=\"rtt\", index=[\"scenario\", \"client\", \"server_group\"])\n", + " .sort(\"scenario\", \"client\", \"server_group\")\n", + " )\n", + "# neqo http3 WFC 12 ms RTT: One qlog file is cut short in the middle" + ] + }, + { + "cell_type": "markdown", + "id": "0a0cb643-bd17-465d-9f25-dd0f292ff6c9", + "metadata": {}, + "source": [ + "# Statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3931becc-2fab-434e-a8b3-0070e947350d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:50.232522Z", + "iopub.status.busy": "2024-09-10T22:48:50.232354Z", + "iopub.status.idle": "2024-09-10T22:48:50.615797Z", + "shell.execute_reply": "2024-09-10T22:48:50.615231Z", + "shell.execute_reply.started": "2024-09-10T22:48:50.232507Z" + } + }, + "outputs": [], + "source": [ + "pagg = (\n", + " df.group_by(\"client\", \"server_group\", \"scenario\", \"rtt\")\n", + " .agg(pl.len(), pl.col(\"time_since_first_ms\").median())\n", + " .collect()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "610f18cc-fde3-46e8-bcdd-6c88234583de", + "metadata": {}, + "source": [ + "### IACK improvement: Section 4" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8a5ac10e-f52b-4b1f-b170-26b28cb31c1e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:50.616969Z", + "iopub.status.busy": "2024-09-10T22:48:50.616534Z", + "iopub.status.idle": "2024-09-10T22:48:50.632989Z", + "shell.execute_reply": "2024-09-10T22:48:50.632527Z", + "shell.execute_reply.started": "2024-09-10T22:48:50.616953Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (376, 6)
clientscenariorttWFCIACKdiff
strstrf64f64f64f64
"go-x-net""goodput"70.082.485582.3910.0945
"go-x-net""goodput"90.0108.069107.031.039
"go-x-net""goodput"250.0266.633264.6212.012
"neqo""goodput"100.0111.463108.60252.8605
"go-x-net""goodput"270.0285.7995282.85952.94
"go-x-net""goodput"260.0281.76274.0847.676
"mvfst""goodput"120.0173.503165.6887.815
"go-x-net""goodput"5.025.64815.171510.4765
"go-x-net""goodput"7.028.91518.116510.7985
"go-x-net""goodput"8.037.47424.78612.688
" + ], + "text/plain": [ + "shape: (376, 6)\n", + "┌──────────┬──────────┬───────┬──────────┬──────────┬─────────┐\n", + "│ client ┆ scenario ┆ rtt ┆ WFC ┆ IACK ┆ diff │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════╪══════════╪═══════╪══════════╪══════════╪═════════╡\n", + "│ go-x-net ┆ goodput ┆ 70.0 ┆ 82.4855 ┆ 82.391 ┆ 0.0945 │\n", + "│ go-x-net ┆ goodput ┆ 90.0 ┆ 108.069 ┆ 107.03 ┆ 1.039 │\n", + "│ go-x-net ┆ goodput ┆ 250.0 ┆ 266.633 ┆ 264.621 ┆ 2.012 │\n", + "│ neqo ┆ goodput ┆ 100.0 ┆ 111.463 ┆ 108.6025 ┆ 2.8605 │\n", + "│ go-x-net ┆ goodput ┆ 270.0 ┆ 285.7995 ┆ 282.8595 ┆ 2.94 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ go-x-net ┆ goodput ┆ 260.0 ┆ 281.76 ┆ 274.084 ┆ 7.676 │\n", + "│ mvfst ┆ goodput ┆ 120.0 ┆ 173.503 ┆ 165.688 ┆ 7.815 │\n", + "│ go-x-net ┆ goodput ┆ 5.0 ┆ 25.648 ┆ 15.1715 ┆ 10.4765 │\n", + "│ go-x-net ┆ goodput ┆ 7.0 ┆ 28.915 ┆ 18.1165 ┆ 10.7985 │\n", + "│ go-x-net ┆ goodput ┆ 8.0 ┆ 37.474 ┆ 24.786 ┆ 12.688 │\n", + "└──────────┴──────────┴───────┴──────────┴──────────┴─────────┘" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Result section introduction earlier IACK arrival\n", + "pagg.pivot(\n", + " \"server_group\", index=[\"client\", \"scenario\", \"rtt\"], values=\"time_since_first_ms\"\n", + ").with_columns(diff=pl.col(\"WFC\") - pl.col(\"IACK\")).filter(\n", + " # pl.col(\"client\") != \"go-x-net\",\n", + " pl.col(\"scenario\")\n", + " == \"goodput\"\n", + ").sort(\n", + " \"diff\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f6067070-cdba-42e5-9452-955ae001ef26", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:50.662564Z", + "iopub.status.busy": "2024-09-10T22:48:50.662426Z", + "iopub.status.idle": "2024-09-10T22:48:50.687211Z", + "shell.execute_reply": "2024-09-10T22:48:50.686742Z", + "shell.execute_reply.started": "2024-09-10T22:48:50.662552Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (329, 6)
clientscenariorttWFCIACKdiff
strstrf64f64f64f64
"ngtcp2""http3c"70.082.079.03.0
"ngtcp2""http3c"6.017.014.03.0
"ngtcp2""http3c"4.015.012.03.0
"ngtcp2""http3c"180.0191.0188.03.0
"ngtcp2""http3c"5.016.013.03.0
"picoquic""http3c"190.0203.5495198.2595.2905
"neqo""http3c"200.0213.865208.56055.3045
"picoquic""http3c"210.0223.776218.2365.54
"quic-go""http3c"290.0303.4765297.8925.5845
"picoquic""http3c"45.059.23852.51556.7225
" + ], + "text/plain": [ + "shape: (329, 6)\n", + "┌──────────┬──────────┬───────┬──────────┬──────────┬────────┐\n", + "│ client ┆ scenario ┆ rtt ┆ WFC ┆ IACK ┆ diff │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════╪══════════╪═══════╪══════════╪══════════╪════════╡\n", + "│ ngtcp2 ┆ http3c ┆ 70.0 ┆ 82.0 ┆ 79.0 ┆ 3.0 │\n", + "│ ngtcp2 ┆ http3c ┆ 6.0 ┆ 17.0 ┆ 14.0 ┆ 3.0 │\n", + "│ ngtcp2 ┆ http3c ┆ 4.0 ┆ 15.0 ┆ 12.0 ┆ 3.0 │\n", + "│ ngtcp2 ┆ http3c ┆ 180.0 ┆ 191.0 ┆ 188.0 ┆ 3.0 │\n", + "│ ngtcp2 ┆ http3c ┆ 5.0 ┆ 16.0 ┆ 13.0 ┆ 3.0 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ picoquic ┆ http3c ┆ 190.0 ┆ 203.5495 ┆ 198.259 ┆ 5.2905 │\n", + "│ neqo ┆ http3c ┆ 200.0 ┆ 213.865 ┆ 208.5605 ┆ 5.3045 │\n", + "│ picoquic ┆ http3c ┆ 210.0 ┆ 223.776 ┆ 218.236 ┆ 5.54 │\n", + "│ quic-go ┆ http3c ┆ 290.0 ┆ 303.4765 ┆ 297.892 ┆ 5.5845 │\n", + "│ picoquic ┆ http3c ┆ 45.0 ┆ 59.238 ┆ 52.5155 ┆ 6.7225 │\n", + "└──────────┴──────────┴───────┴──────────┴──────────┴────────┘" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pagg.pivot(\n", + " \"server_group\", index=[\"client\", \"scenario\", \"rtt\"], values=\"time_since_first_ms\"\n", + ").with_columns(diff=pl.col(\"WFC\") - pl.col(\"IACK\")).filter(\n", + " pl.col(\"client\") != \"go-x-net\", pl.col(\"scenario\") == \"http3c\"\n", + ").sort(\n", + " \"diff\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "afcfff1e-2852-4faa-ad4f-a1f553de0cfb", + "metadata": {}, + "source": [ + "# Use own PTO calculation based on RFC 9002" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cf9cf24b-b945-4d59-98d8-d21fef9ffef2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:50.687890Z", + "iopub.status.busy": "2024-09-10T22:48:50.687752Z", + "iopub.status.idle": "2024-09-10T22:48:51.068396Z", + "shell.execute_reply": "2024-09-10T22:48:51.067886Z", + "shell.execute_reply.started": "2024-09-10T22:48:50.687878Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 5)
server_groupclientscenariorttcc_pto
strstrstrf64f64
"WFC""neqo""http3c"110.0392.1035
"WFC""ngtcp2""http3c"210.0695.0
"WFC""quic-go""http3c"3.068.7725
"WFC""mvfst""goodput"7.079.769
"WFC""quiche""http3c"170.0573.347
" + ], + "text/plain": [ + "shape: (5, 5)\n", + "┌──────────────┬─────────┬──────────┬───────┬──────────┐\n", + "│ server_group ┆ client ┆ scenario ┆ rtt ┆ cc_pto │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ f64 ┆ f64 │\n", + "╞══════════════╪═════════╪══════════╪═══════╪══════════╡\n", + "│ WFC ┆ neqo ┆ http3c ┆ 110.0 ┆ 392.1035 │\n", + "│ WFC ┆ ngtcp2 ┆ http3c ┆ 210.0 ┆ 695.0 │\n", + "│ WFC ┆ quic-go ┆ http3c ┆ 3.0 ┆ 68.7725 │\n", + "│ WFC ┆ mvfst ┆ goodput ┆ 7.0 ┆ 79.769 │\n", + "│ WFC ┆ quiche ┆ http3c ┆ 170.0 ┆ 573.347 │\n", + "└──────────────┴─────────┴──────────┴───────┴──────────┘" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_wfc = (\n", + " df.filter(pl.col(\"server_group\") == \"WFC\")\n", + " .group_by([\"server_group\", \"client\", \"scenario\", \"rtt\"])\n", + " .agg(pl.col(\"cc_pto\").median())\n", + " .collect()\n", + ")\n", + "df_wfc.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4d9e675e-7c0b-4a5d-8cbb-975372a8c4bf", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:51.069230Z", + "iopub.status.busy": "2024-09-10T22:48:51.069080Z", + "iopub.status.idle": "2024-09-10T22:48:51.432926Z", + "shell.execute_reply": "2024-09-10T22:48:51.432414Z", + "shell.execute_reply.started": "2024-09-10T22:48:51.069217Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 5)
server_groupclientscenariorttcc_pto
strstrstrf64f64
"IACK""picoquic""goodput"10.078.8675
"IACK""mvfst""http3c"20.0108.3515
"IACK""quic-go""goodput"40.0169.529
"IACK""mvfst""goodput"260.0828.689
"IACK""aioquic""goodput"4.060.848
" + ], + "text/plain": [ + "shape: (5, 5)\n", + "┌──────────────┬──────────┬──────────┬───────┬──────────┐\n", + "│ server_group ┆ client ┆ scenario ┆ rtt ┆ cc_pto │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ f64 ┆ f64 │\n", + "╞══════════════╪══════════╪══════════╪═══════╪══════════╡\n", + "│ IACK ┆ picoquic ┆ goodput ┆ 10.0 ┆ 78.8675 │\n", + "│ IACK ┆ mvfst ┆ http3c ┆ 20.0 ┆ 108.3515 │\n", + "│ IACK ┆ quic-go ┆ goodput ┆ 40.0 ┆ 169.529 │\n", + "│ IACK ┆ mvfst ┆ goodput ┆ 260.0 ┆ 828.689 │\n", + "│ IACK ┆ aioquic ┆ goodput ┆ 4.0 ┆ 60.848 │\n", + "└──────────────┴──────────┴──────────┴───────┴──────────┘" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_iack = (\n", + " df.filter(pl.col(\"server_group\") != \"WFC\")\n", + " .group_by([\"server_group\", \"client\", \"scenario\", \"rtt\"])\n", + " .agg(pl.col(\"cc_pto\").median())\n", + " .collect()\n", + ")\n", + "df_iack.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ac0947f8-b59b-4651-bd05-629e970f2bd9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:51.434091Z", + "iopub.status.busy": "2024-09-10T22:48:51.433652Z", + "iopub.status.idle": "2024-09-10T22:48:51.478359Z", + "shell.execute_reply": "2024-09-10T22:48:51.477893Z", + "shell.execute_reply.started": "2024-09-10T22:48:51.434076Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 9)
server_groupclientscenariorttcc_ptoserver_group_iackcc_pto_iackdifferencemedian_improvement_factor
strstrstrf64f64strf64f64f64
"WFC""picoquic""goodput"10.091.478"IACK"78.867512.61051.26105
"WFC""mvfst""http3c"20.0119.4485"IACK"108.351511.0970.55485
"WFC""quic-go""goodput"40.0180.287"IACK"169.52910.7580.26895
"WFC""mvfst""goodput"260.0839.2805"IACK"828.68910.59150.040737
"WFC""aioquic""goodput"4.071.129"IACK"60.84810.2812.57025
" + ], + "text/plain": [ + "shape: (5, 9)\n", + "┌────────────┬──────────┬──────────┬───────┬───┬────────────┬────────────┬────────────┬────────────┐\n", + "│ server_gro ┆ client ┆ scenario ┆ rtt ┆ … ┆ server_gro ┆ cc_pto_iac ┆ difference ┆ median_imp │\n", + "│ up ┆ --- ┆ --- ┆ --- ┆ ┆ up_iack ┆ k ┆ --- ┆ rovement_f │\n", + "│ --- ┆ str ┆ str ┆ f64 ┆ ┆ --- ┆ --- ┆ f64 ┆ actor │\n", + "│ str ┆ ┆ ┆ ┆ ┆ str ┆ f64 ┆ ┆ --- │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ f64 │\n", + "╞════════════╪══════════╪══════════╪═══════╪═══╪════════════╪════════════╪════════════╪════════════╡\n", + "│ WFC ┆ picoquic ┆ goodput ┆ 10.0 ┆ … ┆ IACK ┆ 78.8675 ┆ 12.6105 ┆ 1.26105 │\n", + "│ WFC ┆ mvfst ┆ http3c ┆ 20.0 ┆ … ┆ IACK ┆ 108.3515 ┆ 11.097 ┆ 0.55485 │\n", + "│ WFC ┆ quic-go ┆ goodput ┆ 40.0 ┆ … ┆ IACK ┆ 169.529 ┆ 10.758 ┆ 0.26895 │\n", + "│ WFC ┆ mvfst ┆ goodput ┆ 260.0 ┆ … ┆ IACK ┆ 828.689 ┆ 10.5915 ┆ 0.040737 │\n", + "│ WFC ┆ aioquic ┆ goodput ┆ 4.0 ┆ … ┆ IACK ┆ 60.848 ┆ 10.281 ┆ 2.57025 │\n", + "└────────────┴──────────┴──────────┴───────┴───┴────────────┴────────────┴────────────┴────────────┘" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_diff = df_wfc.join(\n", + " df_iack, on=[\"client\", \"scenario\", \"rtt\"], suffix=\"_iack\"\n", + ").with_columns(\n", + " (pl.col(\"cc_pto\") - pl.col(\"cc_pto_iack\")).alias(\"difference\"),\n", + " ((pl.col(\"cc_pto\") - pl.col(\"cc_pto_iack\")) / pl.col(\"rtt\")).alias(\n", + " \"median_improvement_factor\"\n", + " ),\n", + ")\n", + "df_diff.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "bd26997e-469a-48ee-9df4-cf1410730037", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:51.479222Z", + "iopub.status.busy": "2024-09-10T22:48:51.479083Z", + "iopub.status.idle": "2024-09-10T22:48:51.492696Z", + "shell.execute_reply": "2024-09-10T22:48:51.492222Z", + "shell.execute_reply.started": "2024-09-10T22:48:51.479210Z" + } + }, + "outputs": [], + "source": [ + "iack_theo = cv.get_theoretical_improvement(\n", + " 3.3, range=np.arange(0.5, df_diff[\"rtt\"].max(), 0.5)\n", + ")\n", + "iack_theo2 = cv.get_theoretical_improvement(\n", + " 6.8, range=np.arange(0.5, df_diff[\"rtt\"].max(), 0.5)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bd28b68b-470f-4946-bdb2-e25b6361b74a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:51.494553Z", + "iopub.status.busy": "2024-09-10T22:48:51.494403Z", + "iopub.status.idle": "2024-09-10T22:48:52.180102Z", + "shell.execute_reply": "2024-09-10T22:48:52.179472Z", + "shell.execute_reply.started": "2024-09-10T22:48:51.494540Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.scatter_improvement_factors(\n", + " df_diff.filter(pl.col(\"scenario\") == \"goodput\").sort(\"client\"),\n", + " iack_theo,\n", + " iack_theo2,\n", + " dest_file=\"sca_improvement-factor_at_RTT,source=RFC,goodput\",\n", + " ylim=(-1, 25),\n", + " xlim=(-2, 302),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "de608a8d-b1e9-413f-9f10-67484b3ca3c1", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:52.181043Z", + "iopub.status.busy": "2024-09-10T22:48:52.180857Z", + "iopub.status.idle": "2024-09-10T22:48:52.738559Z", + "shell.execute_reply": "2024-09-10T22:48:52.737927Z", + "shell.execute_reply.started": "2024-09-10T22:48:52.181028Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.scatter_improvement_factors(\n", + " df_diff.filter(pl.col(\"scenario\") == \"http3c\").sort(\"client\"),\n", + " iack_theo,\n", + " iack_theo2,\n", + " dest_file=\"sca_improvement-factor_at_RTT,source=RFC,http3\",\n", + " ylim=(-1, 25),\n", + " xlim=(-2, 302),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "620b2602-049b-4387-8683-cb4597515f6c", + "metadata": {}, + "source": [ + "# Use client information from Qlog" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8ec7d017-1370-4c9a-b66a-642c3c63a72b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:52.739518Z", + "iopub.status.busy": "2024-09-10T22:48:52.739345Z", + "iopub.status.idle": "2024-09-10T22:48:52.754833Z", + "shell.execute_reply": "2024-09-10T22:48:52.754331Z", + "shell.execute_reply.started": "2024-09-10T22:48:52.739503Z" + } + }, + "outputs": [], + "source": [ + "df_c = cv.load_data(\"qlog\", skip_missing=True).filter(\n", + " (pl.col(\"name\") == \"recovery:metrics_updated\") | pl.col(\"cc_pto\").is_not_null(),\n", + " pl.col(\"rtt\") > 0.95,\n", + " pl.col(\"rtt\") < 500,\n", + ")\n", + "\n", + "df_c = cv.get_measurement(df_c, \"all_latencies\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "324f9d16-6c5d-478d-b0a2-5dd00b8688b2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:52.755627Z", + "iopub.status.busy": "2024-09-10T22:48:52.755482Z", + "iopub.status.idle": "2024-09-10T22:48:52.773122Z", + "shell.execute_reply": "2024-09-10T22:48:52.772618Z", + "shell.execute_reply.started": "2024-09-10T22:48:52.755614Z" + } + }, + "outputs": [], + "source": [ + "def calculate_pto_from_client_information(df):\n", + "\n", + " df = (\n", + " df.filter(\n", + " # Some implementations have an initial log, which contains the default informations, we remove those\n", + " ~(\n", + " (pl.col(\"client\") == \"quic-go\")\n", + " & (pl.col(\"data_smoothed_rtt\") == 0)\n", + " & (pl.col(\"data_rtt_variance\") == 0)\n", + " ),\n", + " ~(\n", + " (pl.col(\"client\") == \"quiche\")\n", + " & (pl.col(\"data_smoothed_rtt\") == 333)\n", + " & (pl.col(\"data_rtt_variance\") == 166.5)\n", + " ),\n", + " ~(\n", + " (pl.col(\"client\") == \"ngtcp2\")\n", + " & (pl.col(\"data_smoothed_rtt\") == 100)\n", + " & (pl.col(\"data_rtt_variance\") == 50)\n", + " ),\n", + " pl.col(\"time_since_first_ms\") != 0,\n", + " )\n", + " .with_columns(\n", + " pl.col(\n", + " [\n", + " \"data_smoothed_rtt\",\n", + " \"data_rtt_variance\",\n", + " \"cc_smoothed_rtt\",\n", + " \"cc_rtt_var\",\n", + " \"cc_handshake_done\",\n", + " ]\n", + " )\n", + " .forward_fill()\n", + " .over(\"file\"),\n", + " )\n", + " .with_columns(\n", + " pl.coalesce([\"data_smoothed_rtt\", \"cc_smoothed_rtt\"]).alias(\"smoothed_rtt\"),\n", + " pl.coalesce([\"data_rtt_variance\", \"cc_rtt_var\"]).alias(\"rtt_var\"),\n", + " )\n", + " .with_columns(\n", + " rtt_var_4=pl.col(\"rtt_var\") * 4,\n", + " cc_kGranularity=pl.lit(1), # ms\n", + " max_ack_delay=pl.when(pl.col(\"cc_handshake_done\"))\n", + " .then(pl.lit(26))\n", + " .otherwise(pl.lit(0)),\n", + " )\n", + " )\n", + "\n", + " df = (\n", + " df.filter(\n", + " # Both must be non null\n", + " pl.col(\"smoothed_rtt\").is_not_null() & pl.col(\"rtt_var\").is_not_null(),\n", + " pl.col(\"name\") == \"recovery:metrics_updated\",\n", + " )\n", + " .with_row_index(\"idx\")\n", + " .filter(\n", + " # We consider an update when either data_smoothed_rtt changes or data_rtt_variance does so\n", + " (pl.col(\"smoothed_rtt\") != pl.col(\"smoothed_rtt\").shift()).over(\"file\")\n", + " | (pl.col(\"rtt_var\") != pl.col(\"rtt_var\").shift()).over(\"file\")\n", + " | (pl.col(\"idx\") == pl.col(\"idx\").min().over(\"file\")),\n", + " # Must contain a client provided update\n", + " pl.col(\"data_smoothed_rtt\").is_not_null(),\n", + " )\n", + " .with_columns(\n", + " pto=pl.col(\"smoothed_rtt\")\n", + " + pl.max_horizontal([\"rtt_var_4\", \"cc_kGranularity\"])\n", + " + pl.col(\"max_ack_delay\")\n", + " )\n", + " )\n", + "\n", + " return df\n", + "\n", + "\n", + "df_c = calculate_pto_from_client_information(df_c)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "849e7ba5-2616-499e-9a5e-2d5071770da9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:52.773937Z", + "iopub.status.busy": "2024-09-10T22:48:52.773773Z", + "iopub.status.idle": "2024-09-10T22:48:56.653547Z", + "shell.execute_reply": "2024-09-10T22:48:56.652878Z", + "shell.execute_reply.started": "2024-09-10T22:48:52.773925Z" + } + }, + "outputs": [], + "source": [ + "first = (\n", + " df_c.with_row_index(\"id\")\n", + " .filter(\n", + " pl.col(\"id\") == pl.col(\"id\").min().over(\"file\"),\n", + " )\n", + " .collect()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "8535e667-8b9b-4221-8d73-3a0101a1ce23", + "metadata": {}, + "source": [ + "### Validate the number of samples" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b643a86d-189a-4b1c-a4a7-164d5c9339a1", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:56.654462Z", + "iopub.status.busy": "2024-09-10T22:48:56.654300Z", + "iopub.status.idle": "2024-09-10T22:48:56.849637Z", + "shell.execute_reply": "2024-09-10T22:48:56.849089Z", + "shell.execute_reply.started": "2024-09-10T22:48:56.654448Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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"goodput""aioquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""aioquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""go-x-net""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""go-x-net""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""mvfst""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""mvfst""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""neqo""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""neqo""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""ngtcp2""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""ngtcp2""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""picoquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""picoquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""quic-go""IACK"1001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001009792899289889189929286
"goodput""quic-go""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100988591969494949589939595
"goodput""quiche""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"goodput""quiche""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""aioquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""aioquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""mvfst""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""mvfst""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""neqo""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""neqo""WFC"10010010010010010010010010010010099100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""ngtcp2""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""ngtcp2""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""picoquic""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""picoquic""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""quic-go""IACK"1001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001009597979898979994989797
"http3c""quic-go""WFC"1001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001001009497989396989894999599
"http3c""quiche""IACK"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
"http3c""quiche""WFC"100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100100
" + ], + "text/plain": [ + "shape: (30, 50)\n", + "┌──────────┬──────────┬──────────────┬─────┬───┬───────┬───────┬───────┬───────┐\n", + "│ scenario ┆ client ┆ server_group ┆ 1.0 ┆ … ┆ 270.0 ┆ 280.0 ┆ 290.0 ┆ 300.0 │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ u32 ┆ ┆ u32 ┆ u32 ┆ u32 ┆ u32 │\n", + "╞══════════╪══════════╪══════════════╪═════╪═══╪═══════╪═══════╪═══════╪═══════╡\n", + "│ goodput ┆ aioquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ aioquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ go-x-net ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ go-x-net ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ mvfst ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ mvfst ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ neqo ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ neqo ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ ngtcp2 ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ ngtcp2 ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ picoquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ picoquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ quic-go ┆ IACK ┆ 100 ┆ … ┆ 89 ┆ 92 ┆ 92 ┆ 86 │\n", + "│ goodput ┆ quic-go ┆ WFC ┆ 100 ┆ … ┆ 89 ┆ 93 ┆ 95 ┆ 95 │\n", + "│ goodput ┆ quiche ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ goodput ┆ quiche ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ aioquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ aioquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ mvfst ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ mvfst ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ neqo ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ neqo ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ ngtcp2 ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ ngtcp2 ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ picoquic ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ picoquic ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ quic-go ┆ IACK ┆ 100 ┆ … ┆ 94 ┆ 98 ┆ 97 ┆ 97 │\n", + "│ http3c ┆ quic-go ┆ WFC ┆ 100 ┆ … ┆ 94 ┆ 99 ┆ 95 ┆ 99 │\n", + "│ http3c ┆ quiche ┆ IACK ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "│ http3c ┆ quiche ┆ WFC ┆ 100 ┆ … ┆ 100 ┆ 100 ┆ 100 ┆ 100 │\n", + "└──────────┴──────────┴──────────────┴─────┴───┴───────┴───────┴───────┴───────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pl.Config(tbl_rows=30):\n", + " display(\n", + " first.filter(pl.col(\"scenario\").is_in([\"goodput\", \"http3c\"]))\n", + " .group_by(\"rtt\", \"client\", \"scenario\", \"server_group\")\n", + " .len()\n", + " .sort(\"rtt\")\n", + " .pivot(on=\"rtt\", index=[\"scenario\", \"client\", \"server_group\"])\n", + " .sort(\"scenario\", \"client\", \"server_group\")\n", + " )\n", + "# neqo similar issue as above\n", + "# quic-go does not log any RTT update for some repetitions of RTT >= 190, hence values below 100" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "3698c3aa-90fd-44bb-9d49-fd7653a5a71f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:56.850498Z", + "iopub.status.busy": "2024-09-10T22:48:56.850333Z", + "iopub.status.idle": "2024-09-10T22:48:57.009166Z", + "shell.execute_reply": "2024-09-10T22:48:57.008607Z", + "shell.execute_reply.started": "2024-09-10T22:48:56.850484Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 7)
clientscenariorttWFCIACKimprovementmedian_improvement_factor
strstrf64f64f64f64f64
"aioquic""http3c"4.045.60473935.05113710.5536012.6384
"aioquic""goodput"4.045.22554734.92058710.3049612.57624
"aioquic""goodput"210.0633.735868633.7277570.0081120.000039
"aioquic""goodput"130.0426.984019414.15140112.8326180.098712
"aioquic""http3c"160.0513.725274503.180910.5443740.065902
" + ], + "text/plain": [ + "shape: (5, 7)\n", + "┌─────────┬──────────┬───────┬────────────┬────────────┬─────────────┬───────────────────────────┐\n", + "│ client ┆ scenario ┆ rtt ┆ WFC ┆ IACK ┆ improvement ┆ median_improvement_factor │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞═════════╪══════════╪═══════╪════════════╪════════════╪═════════════╪═══════════════════════════╡\n", + "│ aioquic ┆ http3c ┆ 4.0 ┆ 45.604739 ┆ 35.051137 ┆ 10.553601 ┆ 2.6384 │\n", + "│ aioquic ┆ goodput ┆ 4.0 ┆ 45.225547 ┆ 34.920587 ┆ 10.304961 ┆ 2.57624 │\n", + "│ aioquic ┆ goodput ┆ 210.0 ┆ 633.735868 ┆ 633.727757 ┆ 0.008112 ┆ 0.000039 │\n", + "│ aioquic ┆ goodput ┆ 130.0 ┆ 426.984019 ┆ 414.151401 ┆ 12.832618 ┆ 0.098712 │\n", + "│ aioquic ┆ http3c ┆ 160.0 ┆ 513.725274 ┆ 503.1809 ┆ 10.544374 ┆ 0.065902 │\n", + "└─────────┴──────────┴───────┴────────────┴────────────┴─────────────┴───────────────────────────┘" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Aggregate improvement\n", + "pagg = (\n", + " first.group_by(\"client\", \"server_group\", \"scenario\", \"rtt\")\n", + " .agg(pl.col(\"pto\").median())\n", + " .pivot(on=\"server_group\", index=[\"client\", \"scenario\", \"rtt\"], values=\"pto\")\n", + " .with_columns(improvement=pl.col(\"WFC\") - pl.col(\"IACK\"))\n", + " .with_columns(median_improvement_factor=pl.col(\"improvement\") / pl.col(\"rtt\"))\n", + " .sort(\"client\")\n", + ")\n", + "pagg.head()" + ] + }, + { + "cell_type": "markdown", + "id": "3978b354-e74d-4037-8cc1-959cac043572", + "metadata": {}, + "source": [ + "### Median improvement factors" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "78757dea-1fa9-4c84-9b25-5874bf082cb2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:57.009994Z", + "iopub.status.busy": "2024-09-10T22:48:57.009821Z", + "iopub.status.idle": "2024-09-10T22:48:57.026493Z", + "shell.execute_reply": "2024-09-10T22:48:57.026019Z", + "shell.execute_reply.started": "2024-09-10T22:48:57.009980Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (610, 7)
clientscenariorttWFCIACKimprovementmedian_improvement_factor
strstrf64f64f64f64f64
"ngtcp2""goodput"80.0271.0264.07.00.0875
"ngtcp2""http3c"8.055.048.07.00.875
"ngtcp2""http3c"180.0571.0564.07.00.038889
"ngtcp2""goodput"190.0601.0594.07.00.036842
"ngtcp2""http3c"220.0691.0684.07.00.031818
"quiche""goodput"190.0613.507637596.76110516.7465320.08814
"quiche""goodput"160.0521.552027503.96956317.5824640.10989
"picoquic""http3c"45.0177.714157.546520.16750.448167
"neqo""goodput"230.0735.932714.18821.7440.094539
"mvfst""goodput"120.0522.551497.898524.65250.205438
" + ], + "text/plain": [ + "shape: (610, 7)\n", + "┌──────────┬──────────┬───────┬────────────┬────────────┬─────────────┬───────────────────────────┐\n", + "│ client ┆ scenario ┆ rtt ┆ WFC ┆ IACK ┆ improvement ┆ median_improvement_factor │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════╪══════════╪═══════╪════════════╪════════════╪═════════════╪═══════════════════════════╡\n", + "│ ngtcp2 ┆ goodput ┆ 80.0 ┆ 271.0 ┆ 264.0 ┆ 7.0 ┆ 0.0875 │\n", + "│ ngtcp2 ┆ http3c ┆ 8.0 ┆ 55.0 ┆ 48.0 ┆ 7.0 ┆ 0.875 │\n", + "│ ngtcp2 ┆ http3c ┆ 180.0 ┆ 571.0 ┆ 564.0 ┆ 7.0 ┆ 0.038889 │\n", + "│ ngtcp2 ┆ goodput ┆ 190.0 ┆ 601.0 ┆ 594.0 ┆ 7.0 ┆ 0.036842 │\n", + "│ ngtcp2 ┆ http3c ┆ 220.0 ┆ 691.0 ┆ 684.0 ┆ 7.0 ┆ 0.031818 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ quiche ┆ goodput ┆ 190.0 ┆ 613.507637 ┆ 596.761105 ┆ 16.746532 ┆ 0.08814 │\n", + "│ quiche ┆ goodput ┆ 160.0 ┆ 521.552027 ┆ 503.969563 ┆ 17.582464 ┆ 0.10989 │\n", + "│ picoquic ┆ http3c ┆ 45.0 ┆ 177.714 ┆ 157.5465 ┆ 20.1675 ┆ 0.448167 │\n", + "│ neqo ┆ goodput ┆ 230.0 ┆ 735.932 ┆ 714.188 ┆ 21.744 ┆ 0.094539 │\n", + "│ mvfst ┆ goodput ┆ 120.0 ┆ 522.551 ┆ 497.8985 ┆ 24.6525 ┆ 0.205438 │\n", + "└──────────┴──────────┴───────┴────────────┴────────────┴─────────────┴───────────────────────────┘" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pagg.filter(\n", + " # default PTO influences median improvement\n", + " ~((pl.col(\"client\") == \"aioquic\") & (pl.col(\"rtt\") >= 190)),\n", + " ~((pl.col(\"client\") == \"quic-go\") & (pl.col(\"rtt\") >= 190)),\n", + " # Unreliable initialization of smoothed RTT\n", + " ~(pl.col(\"client\") == \"go-x-net\"),\n", + ").sort(\"improvement\")" + ] + }, + { + "cell_type": "markdown", + "id": "05a58cab-da69-42a6-b4b7-5d8c2533d074", + "metadata": {}, + "source": [ + "### Median IACK improvement: Section 4.1, Appendix G, Figure 16" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ea23ba17-0d17-4a69-81ab-f5ecdaace4ed", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:57.027220Z", + "iopub.status.busy": "2024-09-10T22:48:57.027079Z", + "iopub.status.idle": "2024-09-10T22:48:57.610760Z", + "shell.execute_reply": "2024-09-10T22:48:57.609763Z", + "shell.execute_reply.started": "2024-09-10T22:48:57.027207Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax(figsize=(6, 2))\n", + "\n", + "sns.scatterplot(\n", + " pagg.filter(\n", + " pl.col(\"scenario\") == \"goodput\",\n", + " ).sort(\"client\"),\n", + " y=\"improvement\",\n", + " x=\"rtt\",\n", + " hue=\"client\",\n", + " style=\"client\",\n", + " alpha=0.8,\n", + ")\n", + "\n", + "ax.set(xlim=(-5, 305), ylim=(-20, 50))\n", + "ax.yaxis.set_major_locator(ticker.MultipleLocator(10))\n", + "ax.yaxis.set_minor_locator(ticker.MultipleLocator(2))\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(20))\n", + "ax.xaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + "ax.legend(title=None, ncol=4, loc=\"upper center\", bbox_to_anchor=(0.5, 1.4))\n", + "ax.set(xlabel=\"Network RTT [ms]\")\n", + "ax.set(ylabel=\"Median\\nIACK Improvement [ms]\")\n", + "vh.save_plot(fig, destination=\"interop-runner/sca_first_pto_improvement_goodput\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "9f25a515-db42-474f-a9fd-bed22aab3304", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:57.611668Z", + "iopub.status.busy": "2024-09-10T22:48:57.611503Z", + "iopub.status.idle": "2024-09-10T22:48:57.648871Z", + "shell.execute_reply": "2024-09-10T22:48:57.648077Z", + "shell.execute_reply.started": "2024-09-10T22:48:57.611654Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (200, 159)
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"shell.execute_reply.started": "2024-09-10T22:48:57.699395Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax(figsize=(6, 2))\n", + "\n", + "sns.scatterplot(\n", + " pagg.filter(\n", + " pl.col(\"scenario\") == \"http3c\",\n", + " ).sort(\"client\"),\n", + " y=\"improvement\",\n", + " x=\"rtt\",\n", + " hue=\"client\",\n", + " style=\"client\",\n", + " alpha=0.8,\n", + ")\n", + "ax.set(xlim=(-5, 305), ylim=(-20, 50))\n", + "ax.yaxis.set_major_locator(ticker.MultipleLocator(10))\n", + "ax.yaxis.set_minor_locator(ticker.MultipleLocator(2))\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(20))\n", + "ax.xaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + "ax.legend(title=None, ncol=4, loc=\"upper center\", bbox_to_anchor=(0.5, 1.4))\n", + "ax.set(xlabel=\"Network RTT [ms]\")\n", + "ax.set(ylabel=\"Median\\nIACK Improvement [ms]\")\n", + "vh.save_plot(fig, destination=\"interop-runner/sca_first_pto_improvement_http3\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "bccd5373-c1c9-4b2b-b2bf-f6b3738f83f4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:58.208403Z", + "iopub.status.busy": "2024-09-10T22:48:58.208244Z", + "iopub.status.idle": "2024-09-10T22:48:58.717248Z", + "shell.execute_reply": "2024-09-10T22:48:58.716239Z", + "shell.execute_reply.started": "2024-09-10T22:48:58.208389Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.scatter_improvement_factors(\n", + " pagg.filter(\n", + " pl.col(\"scenario\") == \"goodput\",\n", + " pl.col(\"client\").is_in([\"aioquic\", \"go-x-net\", \"mvfst\", \"neqo\"]),\n", + " ).sort(\"client\"),\n", + " iack_theo,\n", + " iack_theo2,\n", + " dest_file=\"interop-runner/sca_improvement-factor_at_RTT,source=client-1\",\n", + " ylim=(-1, 25),\n", + " xlim=(-2, 302),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "4f1126b3-bf31-4eaf-b220-5bbd8263104d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T22:48:58.718799Z", + "iopub.status.busy": "2024-09-10T22:48:58.718120Z", + "iopub.status.idle": "2024-09-10T22:48:59.221934Z", + "shell.execute_reply": "2024-09-10T22:48:59.221325Z", + "shell.execute_reply.started": "2024-09-10T22:48:58.718783Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.scatter_improvement_factors(\n", + " pagg.filter(\n", + " pl.col(\"scenario\") == \"goodput\",\n", + " ~pl.col(\"client\").is_in([\"aioquic\", \"go-x-net\", \"mvfst\", \"neqo\"]),\n", + " ).sort(\"client\"),\n", + " iack_theo,\n", + " iack_theo2,\n", + " dest_file=\"interop-runner/sca_improvement-factor_at_RTT,source=client-2\",\n", + " ylim=(-1, 25),\n", + " xlim=(-2, 302),\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/04-second-rtt-vs-first-rtt.html b/05-instant-ack-ccds/notebooks/02-interop-runner/04-second-rtt-vs-first-rtt.html new file mode 100644 index 0000000..40c7861 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/04-second-rtt-vs-first-rtt.html @@ -0,0 +1,7787 @@ + + + + + +04-second-rtt-vs-first-rtt + + + + + + + + + + + + +
+ + +
+ + diff --git a/05-instant-ack-ccds/notebooks/02-interop-runner/04-second-rtt-vs-first-rtt.ipynb b/05-instant-ack-ccds/notebooks/02-interop-runner/04-second-rtt-vs-first-rtt.ipynb new file mode 100644 index 0000000..358075f --- /dev/null +++ b/05-instant-ack-ccds/notebooks/02-interop-runner/04-second-rtt-vs-first-rtt.ipynb @@ -0,0 +1,368 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "47ed9cd1-5ec6-44ef-b15b-5fcc66264ab5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:44.852592Z", + "iopub.status.busy": "2024-09-10T14:57:44.852045Z", + "iopub.status.idle": "2024-09-10T14:57:45.917160Z", + "shell.execute_reply": "2024-09-10T14:57:45.916239Z", + "shell.execute_reply.started": "2024-09-10T14:57:44.852562Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-10 16:57:44.878\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "aa5636e7-ec98-4e59-86a1-94398a135e68", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-04T10:38:38.757011Z", + "iopub.status.busy": "2024-09-04T10:38:38.756163Z", + "iopub.status.idle": "2024-09-04T10:38:38.785992Z", + "shell.execute_reply": "2024-09-04T10:38:38.785268Z", + "shell.execute_reply.started": "2024-09-04T10:38:38.756983Z" + } + }, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d463735f-8ba2-40bd-8636-d7e0cce8a45b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:45.918702Z", + "iopub.status.busy": "2024-09-10T14:57:45.918327Z", + "iopub.status.idle": "2024-09-10T14:57:47.804467Z", + "shell.execute_reply": "2024-09-10T14:57:47.803733Z", + "shell.execute_reply.started": "2024-09-10T14:57:45.918669Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 11)
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"mvfst""WFC""http3c"169.784"all_latencies"120.0"/data/instant-ack/data/raw/int…"/data/instant-ack/data/raw/int…0.0true169.784
"mvfst""WFC""http3c"298.789"all_latencies"120.0"/data/instant-ack/data/raw/int…"/data/instant-ack/data/raw/int…176.395false122.394
"mvfst""WFC""http3c"211.542"all_latencies"200.0"/data/instant-ack/data/raw/int…"/data/instant-ack/data/raw/int…0.0true211.542
"mvfst""WFC""http3c"414.201"all_latencies"200.0"/data/instant-ack/data/raw/int…"/data/instant-ack/data/raw/int…213.071false201.13
"aioquic""WFC""goodput"41.259"all_latencies"30.0"/data/instant-ack/data/raw/int…"/data/instant-ack/data/raw/int…0.0true41.259
" + ], + "text/plain": [ + "shape: (5, 11)\n", + "┌─────────┬─────────────┬──────────┬─────────────┬───┬─────────────┬─────────────┬───────┬─────────┐\n", + "│ client ┆ server_grou ┆ scenario ┆ time_since_ ┆ … ┆ file ┆ cc_max_ack_ ┆ first ┆ diff │\n", + "│ --- ┆ p ┆ --- ┆ first_ms ┆ ┆ --- ┆ sent_time_s ┆ --- ┆ --- │\n", + "│ str ┆ --- ┆ str ┆ --- ┆ ┆ str ┆ ince_fir… ┆ bool ┆ f64 │\n", + "│ ┆ str ┆ ┆ f64 ┆ ┆ ┆ --- ┆ ┆ │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ │\n", + "╞═════════╪═════════════╪══════════╪═════════════╪═══╪═════════════╪═════════════╪═══════╪═════════╡\n", + "│ mvfst ┆ WFC ┆ http3c ┆ 169.784 ┆ … ┆ /data/insta ┆ 0.0 ┆ true ┆ 169.784 │\n", + "│ ┆ ┆ ┆ ┆ ┆ nt-ack/data ┆ ┆ ┆ │\n", + "│ ┆ ┆ ┆ ┆ ┆ /raw/int… ┆ ┆ ┆ │\n", + "│ mvfst ┆ WFC ┆ http3c ┆ 298.789 ┆ … ┆ /data/insta ┆ 176.395 ┆ false ┆ 122.394 │\n", + "│ ┆ ┆ ┆ ┆ ┆ nt-ack/data ┆ ┆ ┆ │\n", + "│ ┆ ┆ ┆ ┆ ┆ /raw/int… ┆ ┆ ┆ │\n", + "│ mvfst ┆ WFC ┆ http3c ┆ 211.542 ┆ … ┆ /data/insta ┆ 0.0 ┆ true ┆ 211.542 │\n", + "│ ┆ ┆ ┆ ┆ ┆ nt-ack/data ┆ ┆ ┆ │\n", + "│ ┆ ┆ ┆ ┆ ┆ /raw/int… ┆ ┆ ┆ │\n", + "│ mvfst ┆ WFC ┆ http3c ┆ 414.201 ┆ … ┆ /data/insta ┆ 213.071 ┆ false ┆ 201.13 │\n", + "│ ┆ ┆ ┆ ┆ ┆ nt-ack/data ┆ ┆ ┆ │\n", + "│ ┆ ┆ ┆ ┆ ┆ /raw/int… ┆ ┆ ┆ │\n", + "│ aioquic ┆ WFC ┆ goodput ┆ 41.259 ┆ … ┆ /data/insta ┆ 0.0 ┆ true ┆ 41.259 │\n", + "│ ┆ ┆ ┆ ┆ ┆ nt-ack/data ┆ ┆ ┆ │\n", + "│ ┆ ┆ ┆ ┆ ┆ /raw/int… ┆ ┆ ┆ │\n", + "└─────────┴─────────────┴──────────┴─────────────┴───┴─────────────┴─────────────┴───────┴─────────┘" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "required_cols = [\n", + " \"client\",\n", + " \"server_group\",\n", + " \"scenario\",\n", + " \"time_since_first_ms\",\n", + " \"meta_name\",\n", + " \"rtt\",\n", + " \"folder\",\n", + " \"file\",\n", + " \"cc_max_ack_sent_time_since_first_ms\",\n", + "]\n", + "\n", + "df = cv.load_data(\"qlog\", skip_missing=True)\n", + "df = cv.get_measurement(df, \"all_latencies\")\n", + "df = df.filter(\n", + " ~pl.col(\"scenario\").str.contains(\"droplist\"),\n", + " pl.col(\"rtt\") >= 1,\n", + " pl.col(\"rtt\") < 305,\n", + " pl.col(\"cc_max_ack_sent_time_since_first_ms\").is_not_null(),\n", + ")\n", + "df = (\n", + " df.filter(\n", + " (\n", + " pl.col(\"time_since_first_ms\").is_in(\n", + " pl.col(\"time_since_first_ms\").bottom_k(2)\n", + " )\n", + " ).over(\"file\")\n", + " )\n", + " .group_by(\"file\")\n", + " .head(2)\n", + " .select(required_cols)\n", + " .collect()\n", + " .with_columns(\n", + " first=pl.col(\"time_since_first_ms\")\n", + " == pl.col(\"time_since_first_ms\").min().over(\"file\"),\n", + " diff=pl.col(\"time_since_first_ms\")\n", + " - pl.col(\"cc_max_ack_sent_time_since_first_ms\"),\n", + " )\n", + ")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a8e2948b-ab00-44e6-9cad-b6d8436a5da9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:47.805719Z", + "iopub.status.busy": "2024-09-10T14:57:47.805458Z", + "iopub.status.idle": "2024-09-10T14:57:47.839263Z", + "shell.execute_reply": "2024-09-10T14:57:47.838323Z", + "shell.execute_reply.started": "2024-09-10T14:57:47.805699Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (140_999, 2)
filelen
stru32
"/data/instant-ack/data/raw/int…2
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"/data/instant-ack/data/raw/int…2
"/data/instant-ack/data/raw/int…2
"/data/instant-ack/data/raw/int…2
"/data/instant-ack/data/raw/int…2
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" + ], + "text/plain": [ + "shape: (140_999, 2)\n", + "┌─────────────────────────────────┬─────┐\n", + "│ file ┆ len │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞═════════════════════════════════╪═════╡\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ … ┆ … │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "│ /data/instant-ack/data/raw/int… ┆ 2 │\n", + "└─────────────────────────────────┴─────┘" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.group_by(\"file\").len().sort(\"len\")" + ] + }, + { + "cell_type": "markdown", + "id": "b37f9b72-1d8c-4d37-aaba-b7cfdd739c47", + "metadata": {}, + "source": [ + "# First RTT samples RTT vs. second RTT sample RTT" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6b7424eb-0894-4ab7-bb5b-5f91ec877ad7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:47.840346Z", + "iopub.status.busy": "2024-09-10T14:57:47.840184Z", + "iopub.status.idle": "2024-09-10T14:57:48.123918Z", + "shell.execute_reply": "2024-09-10T14:57:48.123203Z", + "shell.execute_reply.started": "2024-09-10T14:57:47.840330Z" + } + }, + "outputs": [], + "source": [ + "pagg = df.pivot(\n", + " on=\"first\",\n", + " # One value for each file\n", + " index=[\"client\", \"server_group\", \"scenario\", \"rtt\", \"file\"],\n", + " values=\"diff\",\n", + " # true: first RTT sample, false: second RTT sample\n", + ").with_columns(diff=pl.col(\"true\") - pl.col(\"false\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "aa7c25a0-6a0d-44a1-812e-6212604e5471", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:48.125052Z", + "iopub.status.busy": "2024-09-10T14:57:48.124827Z", + "iopub.status.idle": "2024-09-10T14:57:48.162356Z", + "shell.execute_reply": "2024-09-10T14:57:48.161830Z", + "shell.execute_reply.started": "2024-09-10T14:57:48.125032Z" + } + }, + "outputs": [], + "source": [ + "# Aggregate by client\n", + "pagg2 = pagg.group_by([\"client\", \"server_group\", \"scenario\", \"rtt\"]).agg(\n", + " pl.col(\"diff\").median()\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7c1d1e7d-9646-4056-a8e0-fbb2fcf56a13", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:48.163782Z", + "iopub.status.busy": "2024-09-10T14:57:48.163600Z", + "iopub.status.idle": "2024-09-10T14:57:48.377398Z", + "shell.execute_reply": "2024-09-10T14:57:48.376492Z", + "shell.execute_reply.started": "2024-09-10T14:57:48.163766Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax(figsize=(6, 4))\n", + "\n", + "sns.scatterplot(\n", + " pagg2.filter(pl.col(\"scenario\") == \"goodput\", pl.col(\"server_group\") == \"WFC\"),\n", + " x=\"rtt\",\n", + " y=\"diff\",\n", + " hue=\"client\",\n", + ")\n", + "\n", + "ax.legend(ncol=2)\n", + "ax.set(ylabel=\"Difference between first and second\\nRTT sample [ms]\")\n", + "ax.set(xlabel=\"Network RTT\")\n", + "ax.yaxis.set_minor_locator(ticker.MultipleLocator(2))\n", + "ax.set(ylim=(0, 50))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1e5735da-aacd-4caf-a42d-40db4744d8c2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T14:57:48.378558Z", + "iopub.status.busy": "2024-09-10T14:57:48.378362Z", + "iopub.status.idle": "2024-09-10T14:57:53.533280Z", + "shell.execute_reply": "2024-09-10T14:57:53.532699Z", + "shell.execute_reply.started": "2024-09-10T14:57:48.378540Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(\n", + " df.filter(pl.col(\"scenario\") == \"goodput\", pl.col(\"server_group\") == \"WFC\"),\n", + " x=\"rtt\",\n", + " y=\"diff\",\n", + " hue=\"client\",\n", + " col=\"first\",\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/03-toplist/01-first-payload.html b/05-instant-ack-ccds/notebooks/03-toplist/01-first-payload.html new file mode 100644 index 0000000..daedecf --- /dev/null +++ b/05-instant-ack-ccds/notebooks/03-toplist/01-first-payload.html @@ -0,0 +1,9261 @@ + + + + + +01-first-payload + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + + + +
+ + diff --git a/05-instant-ack-ccds/notebooks/03-toplist/01-first-payload.ipynb b/05-instant-ack-ccds/notebooks/03-toplist/01-first-payload.ipynb new file mode 100644 index 0000000..dd2782b --- /dev/null +++ b/05-instant-ack-ccds/notebooks/03-toplist/01-first-payload.ipynb @@ -0,0 +1,2086 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "d579cb73-5b9c-4f24-8c8d-0622a065f818", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:10:57.969155Z", + "iopub.status.busy": "2024-10-10T14:10:57.968703Z", + "iopub.status.idle": "2024-10-10T14:11:00.542317Z", + "shell.execute_reply": "2024-10-10T14:11:00.538698Z", + "shell.execute_reply.started": "2024-10-10T14:10:57.969100Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-10-10 16:10:58.009\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "from datetime import datetime\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "7ed4017f-9834-4137-9d6e-61540b40f0f5", + "metadata": {}, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4691480e-901f-4934-8daa-608a15053565", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:11:00.545267Z", + "iopub.status.busy": "2024-10-10T14:11:00.544546Z", + "iopub.status.idle": "2024-10-10T14:11:00.597628Z", + "shell.execute_reply": "2024-10-10T14:11:00.595846Z", + "shell.execute_reply.started": "2024-10-10T14:11:00.545230Z" + } + }, + "outputs": [], + "source": [ + "cols = [\n", + " \"quic.frame_type\",\n", + " \"quic.dcid\",\n", + " \"quic.scid\",\n", + " \"ip.src\",\n", + " \"ip.dst\",\n", + " \"kind\",\n", + " \"ts\",\n", + " \"sni\",\n", + " \"location\",\n", + " \"file\",\n", + " \"measurement_ts\",\n", + " \"quic.ack.ack_delay\",\n", + " \"quic.version\",\n", + " \"tls.quic.parameter.ack_delay_exponent\",\n", + " \"quic.ack.first_ack_range\",\n", + " \"quic.long.packet_type\",\n", + " \"tls.handshake.type\",\n", + "]\n", + "\n", + "unique_responses = [\"measurement_ts\", \"quic.dcid\", \"location\"]\n", + "unique_requests = [\"measurement_ts\", \"quic.scid\", \"location\"]\n", + "\n", + "req = cv.load_data(\"toplist\").filter(pl.col(\"kind\") == \"requests\")\n", + "send_ts = req.group_by(unique_requests).agg(pl.col(\"ts\").min())" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "24fd87d3-49d9-4e34-a4c7-280b668938a9", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:11:00.599880Z", + "iopub.status.busy": "2024-10-10T14:11:00.599456Z", + "iopub.status.idle": "2024-10-10T14:24:07.325847Z", + "shell.execute_reply": "2024-10-10T14:24:07.325214Z", + "shell.execute_reply.started": "2024-10-10T14:11:00.599850Z" + } + }, + "outputs": [], + "source": [ + "tl_responses = (\n", + " cv.load_data(\"toplist\")\n", + " .select(cols)\n", + " .filter(\n", + " pl.col(\"kind\") == \"responses\",\n", + " )\n", + ")\n", + "tl_responses = preprocess_qscanner.translate_frame_types(\n", + " tl_responses, \"quic.frame_type\", \"frame_type\"\n", + ")\n", + "tl_responses = preprocess_qscanner.location_to_titlecase(tl_responses)\n", + "\n", + "tl_responses = (\n", + " cv.classify_ack_and_sh_frames(tl_responses, unique_responses)\n", + " .join(\n", + " # Keep only if request was sent\n", + " send_ts,\n", + " how=\"semi\",\n", + " left_on=unique_responses,\n", + " right_on=unique_requests,\n", + " )\n", + " .collect()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "2494ed65-792e-4ecc-b29c-bdcf98214fa0", + "metadata": {}, + "source": [ + "## Assign CDN" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "aa87cc75-38bd-4972-90ce-b7d231935ac7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:07.327748Z", + "iopub.status.busy": "2024-10-10T14:24:07.327514Z", + "iopub.status.idle": "2024-10-10T14:24:08.117005Z", + "shell.execute_reply": "2024-10-10T14:24:08.116523Z", + "shell.execute_reply.started": "2024-10-10T14:24:07.327724Z" + } + }, + "outputs": [], + "source": [ + "file = config.INTERIM_DATA_DIR / \"rib.20240807.0600.pyasn\"\n", + "asndb = pyasn.pyasn(str(file))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4c26e94b-9282-43f7-96ef-a86aed313c3b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:08.117767Z", + "iopub.status.busy": "2024-10-10T14:24:08.117593Z", + "iopub.status.idle": "2024-10-10T14:24:09.334431Z", + "shell.execute_reply": "2024-10-10T14:24:09.333727Z", + "shell.execute_reply.started": "2024-10-10T14:24:08.117751Z" + } + }, + "outputs": [], + "source": [ + "# Look up each address only once and then join\n", + "source_addresses_cdn = (\n", + " tl_responses.select(\"ip.src\")\n", + " .unique(\"ip.src\")\n", + " .with_columns(\n", + " pl.col(\"ip.src\")\n", + " .map_elements(lambda x: asndb.lookup(x)[0], return_dtype=pl.UInt64)\n", + " .alias(\"asn\")\n", + " )\n", + " .with_columns(\n", + " pl.col(\"asn\")\n", + " .replace_strict(c.cdn_dict, default=\"Others\", return_dtype=pl.String)\n", + " .alias(\"CDN\")\n", + " )\n", + ")\n", + "tl_responses = tl_responses.join(\n", + " source_addresses_cdn,\n", + " on=\"ip.src\",\n", + " how=\"left\",\n", + " validate=\"m:1\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "9c5cff33-6422-4083-9f01-e8cb3031267e", + "metadata": {}, + "source": [ + "### Composition of Others: Section 4.3" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3e4f87a1-a6b1-40a4-a0a2-ca7f3325714c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:09.335317Z", + "iopub.status.busy": "2024-10-10T14:24:09.335146Z", + "iopub.status.idle": "2024-10-10T14:24:10.229813Z", + "shell.execute_reply": "2024-10-10T14:24:10.229193Z", + "shell.execute_reply.started": "2024-10-10T14:24:09.335303Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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locationmeasurement_tsasnlen
strdatetime[μs]u64u32
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"hamburg"2024-08-07 11:23:37.11736826351523
"hamburg"2024-08-07 11:23:37.117368162761328
"hamburg"2024-08-07 11:23:37.117368399566836
"hamburg"2024-08-07 11:23:37.117368509111
"hamburg"2024-08-07 11:23:37.1173681995451
"hamburg"2024-08-07 11:23:37.1173681379591
"hamburg"2024-08-07 11:23:37.11736820471
"los_angeles"2024-08-07 11:23:37.1755021376881
" + ], + "text/plain": [ + "shape: (1_595, 4)\n", + "┌─────────────┬────────────────────────────┬────────┬──────┐\n", + "│ location ┆ measurement_ts ┆ asn ┆ len │\n", + "│ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ datetime[μs] ┆ u64 ┆ u32 │\n", + "╞═════════════╪════════════════════════════╪════════╪══════╡\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 47583 ┆ 6309 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 24940 ┆ 2111 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 2635 ┆ 1523 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 16276 ┆ 1328 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 399566 ┆ 836 │\n", + "│ … ┆ … ┆ … ┆ … │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 50911 ┆ 1 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 199545 ┆ 1 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 137959 ┆ 1 │\n", + "│ hamburg ┆ 2024-08-07 11:23:37.117368 ┆ 2047 ┆ 1 │\n", + "│ los_angeles ┆ 2024-08-07 11:23:37.175502 ┆ 137688 ┆ 1 │\n", + "└─────────────┴────────────────────────────┴────────┴──────┘" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tl_responses.filter(pl.col(\"CDN\") == \"Others\").unique(\"quic.dcid\").group_by(\n", + " [\"location\", \"measurement_ts\", \"asn\"]\n", + ").len().sort(\"len\", descending=True)\n", + "# The top Ases are hosters: hostinger, ovh, hetzner, automattic (wordpress), bigcommerce (ecommerce)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2fef3d63-43db-447f-94ea-0a07e11532b0", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:10.230785Z", + "iopub.status.busy": "2024-10-10T14:24:10.230612Z", + "iopub.status.idle": "2024-10-10T14:24:13.146675Z", + "shell.execute_reply": "2024-10-10T14:24:13.145900Z", + "shell.execute_reply.started": "2024-10-10T14:24:10.230771Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (8, 2)
CDNsni
stru32
"Cloudflare"287934
"Microsoft"61
"Others"33232
"Amazon"18588
"Akamai"5567
"Fastly"3969
"Meta"113
"Google"6110
" + ], + "text/plain": [ + "shape: (8, 2)\n", + "┌────────────┬────────┐\n", + "│ CDN ┆ sni │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞════════════╪════════╡\n", + "│ Cloudflare ┆ 287934 │\n", + "│ Microsoft ┆ 61 │\n", + "│ Others ┆ 33232 │\n", + "│ Amazon ┆ 18588 │\n", + "│ Akamai ┆ 5567 │\n", + "│ Fastly ┆ 3969 │\n", + "│ Meta ┆ 113 │\n", + "│ Google ┆ 6110 │\n", + "└────────────┴────────┘" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tl_responses.group_by(\"CDN\").agg(pl.col(\"sni\").n_unique())" + ] + }, + { + "cell_type": "markdown", + "id": "2c9687bf-1eda-4484-b108-37e78d0c0968", + "metadata": {}, + "source": [ + "### Distribution of first frames per CDN, location and measurement" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "dabe8766-13c4-4fd5-b759-1bd7fbdd8c04", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:13.147817Z", + "iopub.status.busy": "2024-10-10T14:24:13.147625Z", + "iopub.status.idle": "2024-10-10T14:24:17.288887Z", + "shell.execute_reply": "2024-10-10T14:24:17.288266Z", + "shell.execute_reply.started": "2024-10-10T14:24:13.147801Z" + } + }, + "outputs": [], + "source": [ + "tl_ack_sh = (\n", + " tl_responses.filter(\n", + " pl.col(\"ack_first\") | pl.col(\"sh_first\"),\n", + " pl.col(\"first_ack_number\"),\n", + " )\n", + " .filter(\n", + " (pl.col(\"ack_first\") & pl.col(\"sh_first\"))\n", + " | (pl.len().over(unique_responses) == 2)\n", + " )\n", + " .with_columns(\n", + " ack_contained=pl.col(\"ack_first\").any().over(unique_responses),\n", + " sh_contained=pl.col(\"sh_first\").any().over(unique_responses),\n", + " )\n", + " .filter(\n", + " # Filter again to remove now smaller than 2 groups\n", + " (pl.col(\"ack_first\") & pl.col(\"sh_first\"))\n", + " | (pl.len().over(unique_responses) == 2)\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3c839791-ff30-4bba-8582-bb1e370a6958", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:17.289797Z", + "iopub.status.busy": "2024-10-10T14:24:17.289622Z", + "iopub.status.idle": "2024-10-10T14:24:19.564200Z", + "shell.execute_reply": "2024-10-10T14:24:19.563215Z", + "shell.execute_reply.started": "2024-10-10T14:24:17.289782Z" + } + }, + "outputs": [], + "source": [ + "# Sort shifts ACK packets to the front, if they have the same timestamp\n", + "tl_first = (\n", + " tl_ack_sh.sort(\"ts\", \"frame_type\")\n", + " .with_row_index(\"id\")\n", + " .filter(pl.col(\"id\") == pl.col(\"id\").min().over(unique_responses))\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6aa7e64f-e22c-4a45-9d78-f5acc3dc754a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:19.565247Z", + "iopub.status.busy": "2024-10-10T14:24:19.565054Z", + "iopub.status.idle": "2024-10-10T14:24:19.582402Z", + "shell.execute_reply": "2024-10-10T14:24:19.581823Z", + "shell.execute_reply.started": "2024-10-10T14:24:19.565232Z" + } + }, + "outputs": [], + "source": [ + "def get_cdn_stats(tl_first):\n", + " cdn_stats = tl_first.group_by([\"CDN\", \"frame_type\"]).len()\n", + "\n", + " cdn_stats = (\n", + " cdn_stats.sort(\"CDN\")\n", + " .pivot(on=\"CDN\", values=\"len\", index=\"frame_type\")\n", + " .with_columns(\n", + " # Add column for sorting CRYPTO towards the end\n", + " pl.col(\"frame_type\")\n", + " .str.contains(\"CRYPTO\")\n", + " .alias(\"ack_contained\")\n", + " )\n", + " .sort([\"ack_contained\", \"frame_type\"])\n", + " .drop(\"ack_contained\")\n", + " )\n", + "\n", + " totals = (\n", + " cdn_stats.sum()\n", + " .drop(\"frame_type\")\n", + " .transpose(include_header=True, header_name=\"CDN\")\n", + " .rename({\"column_0\": \"Total\"})\n", + " )\n", + " totals = totals.with_columns(\n", + " (pl.col(\"CDN\") + \"\\n(\" + pl.col(\"Total\").cast(str) + \")\").alias(\n", + " \"CDN (# domains)\"\n", + " )\n", + " )\n", + "\n", + " map_cdns = {}\n", + " for cdn, val in totals[\"CDN\", \"CDN (# domains)\"].iter_rows():\n", + " map_cdns[cdn] = val\n", + "\n", + " return cdn_stats, map_cdns" + ] + }, + { + "cell_type": "markdown", + "id": "e44b9ad3-47d1-4dd4-aa17-aad8d19e96da", + "metadata": {}, + "source": [ + "## Heatmaps of the first packet content" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e9785880-8a10-4da6-9d2b-7474f485fe08", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:19.583486Z", + "iopub.status.busy": "2024-10-10T14:24:19.583099Z", + "iopub.status.idle": "2024-10-10T14:24:25.078209Z", + "shell.execute_reply": "2024-10-10T14:24:25.077069Z", + "shell.execute_reply.started": "2024-10-10T14:24:19.583469Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hamburg, 2024-08-07\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for name, group in tl_first.sort(\"location\").group_by(\n", + " [\"location\", \"measurement_ts\"], maintain_order=True\n", + "):\n", + " print(f\"{name[0]}, {name[1].strftime(\"%Y-%m-%d\")}\")\n", + " cdn_stats, map_cdns = get_cdn_stats(group)\n", + " plot.ack_hm(\n", + " cdn_stats.rename(map_cdns),\n", + " figsize=(5.5, 1.5),\n", + " dest=f\"toplist/hm-first-packet-{name[0]}-{name[1].strftime(\"%Y-%m-%d\")}\",\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e1bbcd88-73a3-4da4-bc60-76449d91568c", + "metadata": {}, + "source": [ + "### Delay between ACK and SH" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "81caa247-0264-472a-8da6-a22ada65e84e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:25.081140Z", + "iopub.status.busy": "2024-10-10T14:24:25.080951Z", + "iopub.status.idle": "2024-10-10T14:24:28.051282Z", + "shell.execute_reply": "2024-10-10T14:24:28.050548Z", + "shell.execute_reply.started": "2024-10-10T14:24:25.081122Z" + } + }, + "outputs": [], + "source": [ + "ack_sh_delay = (\n", + " tl_ack_sh.with_columns(\n", + " diff_ms=(pl.col(\"ts\").max() - pl.col(\"ts\").min())\n", + " .over(unique_responses)\n", + " .dt.total_microseconds()\n", + " / 1000\n", + " ).sort(\"frame_type\")\n", + " # required to do make sure every domain has weight 1\n", + " .unique(unique_responses, keep=\"first\")\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "be840246-9d5e-4b56-849c-b0d96a705a6b", + "metadata": {}, + "source": [ + "### Delay between ACK and SH" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7d84c39f-6f7c-46ec-9d19-16f178a63b2c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:28.052614Z", + "iopub.status.busy": "2024-10-10T14:24:28.052148Z", + "iopub.status.idle": "2024-10-10T14:24:28.408251Z", + "shell.execute_reply": "2024-10-10T14:24:28.407596Z", + "shell.execute_reply.started": "2024-10-10T14:24:28.052597Z" + } + }, + "outputs": [], + "source": [ + "data = ack_sh_delay.filter(\n", + " # Show data of a single day\n", + " pl.col(\"measurement_ts\").dt.date()\n", + " == datetime(2024, 8, 7),\n", + ").sort(\"location\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fccb825c-6401-436b-b6a9-b88d6d2f3fee", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:28.409490Z", + "iopub.status.busy": "2024-10-10T14:24:28.409303Z", + "iopub.status.idle": "2024-10-10T14:24:28.424324Z", + "shell.execute_reply": "2024-10-10T14:24:28.423806Z", + "shell.execute_reply.started": "2024-10-10T14:24:28.409474Z" + } + }, + "outputs": [], + "source": [ + "no_instant_ack_cdns = [\"Meta\", \"Microsoft\", \"Fastly\"]" + ] + }, + { + "cell_type": "markdown", + "id": "33cbceab-01a6-498f-82b7-ee3eedf71357", + "metadata": {}, + "source": [ + "### Delay between ACK and SH, all vantage points: Appendix G, Figure 14" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e7bb35d9-61ed-4823-9eb7-439b0dce4e8d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:28.425352Z", + "iopub.status.busy": "2024-10-10T14:24:28.424996Z", + "iopub.status.idle": "2024-10-10T14:24:50.267609Z", + "shell.execute_reply": "2024-10-10T14:24:50.266893Z", + "shell.execute_reply.started": "2024-10-10T14:24:28.425337Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.multi(\n", + " data.filter(\n", + " ~pl.col(\"CDN\").is_in(no_instant_ack_cdns),\n", + " ).with_columns(pl.col(\"geo_location\").replace(\"Hongkong\", \"Hong Kong\")),\n", + " \"geo_location\",\n", + " figsize=(6, 1.7 * 3),\n", + " x=\"diff_ms\",\n", + " y=None,\n", + " dest=\"toplist/cdf_toplist_all_locations\",\n", + " inner=plot.ecdf,\n", + " anc_loc=\"lower right\",\n", + " anc_text_prefix=\"\",\n", + " anc_text_suffix=\"\",\n", + " legend_ncol=5,\n", + " legend_pos=\"upper center\",\n", + " bbox_to_anchor=(0.5, 1.45),\n", + " sharex=True,\n", + " xlim=(0.0001, 10**4),\n", + " xlabel=\"Delay between ACK and SH [ms]\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "da32a324-54a8-4fee-abc0-49667dbb435a", + "metadata": {}, + "source": [ + "### Delay between ACK and SH, vantage point Sao Paulo: Section 4.3, Figure 8" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "31c7eae4-b73e-4ef3-a931-d0e70a5cb3c3", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:50.268485Z", + "iopub.status.busy": "2024-10-10T14:24:50.268318Z", + "iopub.status.idle": "2024-10-10T14:24:55.929231Z", + "shell.execute_reply": "2024-10-10T14:24:55.928586Z", + "shell.execute_reply.started": "2024-10-10T14:24:50.268470Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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pvsKXC7XYZYOpdQEtBhYOUnb2D2eykurWaRitSs3MTk8R61H64GNPdG7C+Pub4e1S/ae0Rd0mHVOricbeDo2mik10O/0C7rplb2fR+ri90s539rKVK76pWzKQQ/ez1ri4OgLg6lN4KiMnw5oCS1/MmlZkvTW/vVscWvB+05BS59tamLBsdCc6etXNU0ei7pEkpAwt/vij2i7RFUKIW13JvsLOH4NBgWdeXE5zJz/ISIJPW4MWLJ5dQfMWweVXVENyC7T8deIKVzPyWPznv5xIyihWZmp/P0Z19cLCVI4ai8qTJEQIIYxk7cm1aBUtbV3a4ufkVzhx64egzQOPe6B571qJo0CrIyEth4PnU4n99wrf7jyHWgWljUP3aIfGTOzZAi851SJukyQhQghhBIqi8NOJnwB41PfRwon52XCwcKwQek2rkTFBFEUhcscZvok9S0MHC1So+OvklWLlbk1AvF2ssbUw4ePHAvFxq0KHfSFKIEnITWTYdiFEbdmTsIfz6eexNrUmxOt6P4tj6wtvTmffBJr1qpb1pOXks/7QJf4+d40/jl3mSsaN6/P+vZJpUNZUoyJfqxDs74qHgyWPd2pCc1druWxW1BhJQm4SFhZGWFiYvmevEELUlDUn1wDQ37s/VqZWhZfKbp9XODNgCKirPkbR3+euMfG7v7mQUvJ9gor09nNlYKAHUDhGRwtXmyqvU4iqkCRECCFqWVpeGr+d/Q2A0BahhRPjN0DCYdCYQ9CEStV3PjmLIxfT2PDPJX4+cLHEMuYmato2tqdVQzue6tKUFq5ySkUYnyQhQghRyzae3kiuNpcWDi1o69K2cOKBlYX/dhoLdoVHJy6n5/LXycscOJfC+sOXaOpsbXAFcHl3lO3Q1JGnu3nT299Vrl4RdZIkIUIIUcvWnCg8FTO4+WBUKhVK8mnWH7lKqtKLJQd64PjvdvafSym23JWMvHLrdrezYHQ3L0Z2aSq3rhd1noyYepObO6YeP368QqO9CSFEWRRFYd2hS6w7dJH4hHRMNFr+TTuBSqXC38mfvAI4nlh8/I1bNXGyore/K529DQcCMzfR0L6JI/ZW1XPHbyFuV2VGTK0TScjChQuZM2cOCQkJBAYG8vnnnxMUFFRi2R49erB169Zi0x988EHWr18PwOjRo1m+fLnB/JCQEDZu3FiheCrTgEKIu9fZq5mkZRdwISWbKxm5aNQqTiZl8MexJGwtTDj0X2ql6+zu24DGjpZ0922AuamG+1u4oFbLnZlF/VGvhm2PiooiPDycRYsW0blzZ+bNm0dISAjx8fG4uroWK//TTz+Rl3fjkOTVq1cJDAzkscceMyjXr18/li1bpn9tbl637r0ghKhbdNcHxkjOyuN4Yjpxl9IxNzG8QmX7ySvYW5qiUsH3u89Xeh33+TiyL3kjimU8k+4Jo6V9C/j9bXRXTxHQ3IuGo5dWy7YIUV8YPQn55JNPGD9+PGPGjAFg0aJFrF+/nqVLl/L6668XK+/kZHgoctWqVVhZWRVLQszNzXF3d6+5wIWopxRFoaC0oTDrkIsp2Ww+koiFqWEikJ2vJSb+MrtPJ1fboFlxl9Jua/mG9hZcSs3hfh8XLEw1ZOdp6e3vSlNnKxyszGjpZou1uQmR/0RycN8amtk34/ku96H6fhikbAZTEwiZVy3bIkR9YtQkJC8vj3379jF16lT9NLVaTXBwMLGxsRWqIyIigscffxxra8Phg2NiYnB1dcXR0ZFevXrx/vvv4+zsXGIdubm55ObeGMAnLa3wC+nNNYcxt5Lr5kX9ptUprPn7An7utmTmFXA+ueyxI+qT200eymJhqsbNzgI/d8NEJyEtlz7+hUdp7SxNeSKoCSaa8sf0yNfm823ctwCMbDUS1Zb34cTmwpmDv4CGbat3A4SoB4yahFy5cgWtVoubm5vBdDc3N44dO1bu8rt37+aff/4hIiLCYHq/fv145JFH8Pb25tSpU7zxxhv079+f2NhYNJril6nNnj2bGTNmFJv+84GLqM2tKrlVQtRNxxLSjR1Clfi42uDjZvhjIDdfh0atoktzZ5o3qJ4fCuYmanzcbFEBDlamqKp5yPRf/v2FxKxE3C2cCD3+F+y9fuql93QIHFat6xKivjD66ZjbERERQUBAQLFOrI8//rj+eUBAAG3btqV58+bExMTQu3fxG0JNnTqV8PBw/eu0tDQ8PT15sY8PltYyoI+o/3SKgpWpBh83WxQFmjWwxroeXL5pZ2lS7cmAMeTr8vn60Nc0zs8n6vJ/aDIOFM7oMhHuf8mosQlhTEb9FnJxcUGj0ZCYmGgwPTExsdz+HJmZmaxatYp333233PU0a9YMFxcXTp48WWISYm5uXmLH1bH3NZOrY4QQt23D4eU8du4IY1Ovnz4ys4WHPoG2Q40bmBBGZtQkxMzMjA4dOhAdHU1oaCgAOp2O6OhoJk6cWOayP/74I7m5uTz55JPlrue///7j6tWrNGzYsDrCFkKIkikKZF6BC/vg/E7461MABt1cxsQCntsOjk2NEqIQdYnRj8eGh4czatQoOnbsSFBQEPPmzSMzM1N/tczIkSNp1KgRs2fPNlguIiKC0NDQYp1NMzIymDFjBkOGDMHd3Z1Tp07x6quv0qJFC0JCQioX3IbXwKqyl/ZW8aqDKg/XUl/WV8XV1Zvtk/XddevLSYH8bFCbwNnthdNUalB0JRbPUqsxDZ6BadAzYCJDBggBdSAJGTZsGJcvX2b69OkkJCTQrl07Nm7cqO+seu7cOdS33E0yPj6ev/76i82bNxerT6PRcOjQIZYvX05KSgoeHh707duX9957r9yxQm4eMRUovJeDef0/Hy2EqCVFCYhdI/AMosC1FW+dimKnks2Ebm8x3G+4ceMToo6pEyOm1jX60d7WvYOdtUXlFq5SJ7oqLFPl3Kgq66qlbarNdVW5s6O0X9XXU5vrqqX20+aBuR3YuBaeZnFoArbuYGoJwMq4lXyw+wPcrNxY/8h6zDVyBETc+erViKl12v0vgnRMFUJUQU5BDosPLQZgfMB4SUCEKEH5I+wIIYSotNUnVnM15yru1u484vOIscMRok6SIyG3QavVkp+fb+wwhLgjmJqaljiYYH2Up81j6eHCwcjGtRmHqUbucCtESSQJqQJFUUhISCAlJcXYoQhxR3FwcMDd3b3eD1C29uRakrKTcLV0JdQn1NjhCFFnSRJyk2JXx5SiKAFxdXXFysqq3n9hCmFsiqKQlZVFUlISQL0e00er0xJ5JBKAMW3GSF8QIcogSchNwsLCCAsL0/fsLYlWq9UnIKXdEE8IUXmWloVXlCQlJeHq6lpvT81sOb+F8+nnsTOzk74gQpRDOqZWUlEfECsrubGdENWt6O+qPve1+uboNwAMazkMK1P5nhCiLJKEVJGcghGi+tX3v6t/rvzD/qT9mKhNGNZS7owrRHkqlYSMHDmS9PQbtwM/ePBgvf7FIoQQ1Wn5keUA9PPqh5u1m5GjEaLuq1QSsnLlSrKzs/Wv77//fs6fP1/tQRnLwoULadWqFZ06dTJ2KEYRExODSqWqk1f9jB49Wn+TQ1E3nTlzBpVKxYEDB4wdilEkZiby29nfAHiq1VNGjkaI+qFSScitI7zfaSO+h4WFcfToUfbs2WPsUGpUbGwsGo2GAQMGGDuUCvvss8+IjIw0dhh1UkJCApMnT6ZFixZYWFjg5uZGt27d+PLLL8nKyjJ2eHeNVfGr0Cpa2ru2p5VzK2OHI0S9IFfH3IUiIiKYNGkSERERXLx4EQ8PD2OHVK7Srla62/37779069YNBwcHZs2aRUBAAObm5hw+fJivv/6aRo0aMWjQoPIrErclX5fPTyd+AmCE/wgjRyNE/VHpjqlHjx7l0KFDHDp0CEVROHbsmP510UPUXRkZGURFRfHcc88xYMCAMo8uZGVl0b9/f7p160ZKSgpXr15l+PDhNGrUCCsrKwICAvj+++8NlunRoweTJk1iypQpODo64ubmxuLFi8nMzGTMmDHY2trSokULNmzYoF9Gq9UyduxYvL29sbS0pGXLlnz22WcG9crpmJI9//zzmJiYsHfvXoYOHYq/vz/NmjVj8ODBrF+/noEDBwKFd6MePHgwNjY22NnZMXToUBITEw3q+vLLL2nevDlmZma0bNmSb775xmD+sWPHuO+++7CwsKBVq1b8/vvvqFQq1q5dW2p8//zzD/3798fGxgY3Nzeeeuoprly5Uu3tYGxbzm0hOScZF0sXejbpaexwhKg3Kn0kpHfv3ganYR566CGgsFe7oiioVKpyB/u60yiKQnZ+7W+zpamm0lcT/PDDD/j5+dGyZUuefPJJpkyZwtSpU4vVk5KSwoABA7CxseG3337DysqKCxcu0KFDB1577TXs7OxYv349Tz31FM2bNycoKEi/7PLly3n11VfZvXu3PuFZs2YNDz/8MG+88QaffvopTz31FOfOncPKygqdTkfjxo358ccfcXZ2ZseOHUyYMIGGDRsydOjQammrylIUBeWm/k+1RWVpWeH39OrVq2zevJlZs2ZhbW1dcn0qFTqdTp+AbN26lYKCAsLCwhg2bBgxMTEArFmzhsmTJzNv3jyCg4NZt24dY8aMoXHjxvTs2ROtVktoaChNmjRh165dpKen89JLL5UZX0pKCr169WLcuHF8+umnZGdn89prrzF06FD++OOPSrVLXVd0FCS0RSimahmiXYiKqlQScvr06ZqKo06o6Iipt8rO19Jq+qYaiqp0R98NwcqscnlkREQETz75JAD9+vUjNTWVrVu30qNHD32ZhIQEhg0bho+PD9999x1mZmYANGrUiJdffllfbtKkSWzatIkffvjBIAkJDAxk2rRpAEydOpUPPvgAFxcXxo8fD8D06dP58ssvOXToEPfeey+mpqbMmDFDv7y3tzexsbH88MMPxktCsrOJb9+h1tfbcv8+VBUcg+bkyZMoikLLli0Npru4uJCTkwMU9nMKDg7m8OHDnD59Gk9PTwBWrFhB69at2bNnD506dWLu3LmMHj2a559/HoDw8HB27tzJ3Llz6dmzJ7/99hunTp0iJiYGd3d3AGbOnEmfPn1KjW/BggXcc889zJo1Sz9t6dKleHp6cvz4cXx9fSveMHXY5azLxF6KBQqTECFExVVqD9a0adOaiqNOqMiIqfVZfHw8u3fvZs2aNQCYmJgwbNgwIiIiDJKQPn36EBQURFRUlMGolVqtllmzZvHDDz9w4cIF8vLyyM3NLTZwW9u2bfXPNRoNzs7OBAQE6Ke5uRVeulg0RDcUJoBLly7l3LlzZGdnk5eXR7t27apz8+8au3fvRqfTMWLECHJzc4mLi8PT01OfgAC0atUKBwcH4uLi6NSpE3FxcUyYMMGgnm7duulPi8XHx+Pp6alPQACDxLMkBw8eZMuWLdjY2BSbd+rUqTsmCfn19K/oFB1tG7Slqd2d/R0pRHWrUsfUEydO8PPPP+svyfP29iY0NJRmzZpVKYiFCxcyZ84cEhISCAwM5PPPPy/1Cy4yMpIxY8YYTDM3N9f/8oPCQ+lvv/02ixcvJiUlRX+lgI+PT5XiK4+lqYaj74bUSN3lrbcyIiIiKCgoMOiIqigK5ubmLFiwQD9twIABrF69mqNHjxokD3PmzOGzzz5j3rx5BAQEYG1tzZQpU8jLyzNYj6mp4eFolUplMK3odINOpwNg1apVvPzyy3z88cd06dIFW1tb5syZw65duyq1fdVJZWlJy/37jLLeimrRogUqlYr4+HiD6UV/h5aVqKsmZGRkMHDgQD788MNi8+rzvWFutf7f9QA81OwhI0ciRP1T6SRk9uzZTJ8+HZ1Oh6urK4qicPnyZV5//XVmzZplcLi+IqKioggPD2fRokV07tyZefPmERISQnx8PK6uriUuY2dnZ/DFe+s59I8++oj58+ezfPlyvL29eeuttwgJCeHo0aNYWFhUdpPLpVKpKn1apLYVFBSwYsUKPv74Y/r27WswLzQ0lO+//x4/Pz8APvjgA2xsbOjduzcxMTG0alV4ueH27dsZPHiw/nSOTqfj+PHj+vlVtX37drp27ao/FQCFv5SNSaVSVfi0iLE4OzvTp08fFixYwKRJk0rtF+Lv78/58+c5f/68/mjI0aNHSUlJ0b93/v7+bN++nVGjRumX2759u35+y5YtOX/+PImJifojWeVdyt6+fXtWr16Nl5cXJiZ1+++jqs6mnSUuOQ6NSkOIV+3/EBGivqvU1TFbtmxh2rRpvPnmm1y5coVLly6RkJCgT0Jef/11tm3bVqkAPvnkE8aPH8+YMWNo1aoVixYtwsrKiqVLl5a6jEqlwt3dXf8o+lKEwl/28+bNY9q0aQwePJi2bduyYsUKLl68WGov/tzcXNLS0gwed5p169Zx7do1xo4dS5s2bQweQ4YMISIiwqD83LlzGTFiBL169eLYsWMA+Pj48Ntvv7Fjxw7i4uJ45plnil1hURU+Pj7s3buXTZs2cfz4cd566607fqyW6vLFF19QUFBAx44diYqKIi4ujvj4eL799luOHTuGRqMhODiYgIAARowYwf79+9m9ezcjR46ke/fudOzYEYBXXnmFyMhIvvzyS06cOMEnn3zCTz/9pP9R0adPH5o3b86oUaM4dOgQ27dv1/f7Ka0jbVhYGMnJyQwfPpw9e/Zw6tQpNm3axJgxY+6YzuubzhT2BQtyD8LJwsnI0QhR/1QqCVm0aBHjxo3jnXfewdHRUT/dycmJd999l6effpovv/yywvXl5eWxb98+goODbwSkVhMcHExsbGypy2VkZNC0aVM8PT0ZPHgwR44c0c87ffo0CQkJBnXa29vTuXPnUuucPXs29vb2+sfN587vFBEREQQHB5fY12XIkCHs3bu32OXVn376KUOHDqVXr14cP36cadOm0b59e0JCQujRowfu7u7VctnsM888wyOPPMKwYcPo3LkzV69eNTgqIkrXvHlz/v77b4KDg5k6dSqBgYF07NiRzz//nJdffpn33nsPlUrFzz//jKOjIw888ADBwcE0a9aMqKgofT2hoaF89tlnzJ07l9atW/PVV1+xbNkyfV8hjUbD2rVrycjIoFOnTowbN44333wToNSjix4eHmzfvh2tVkvfvn0JCAhgypQpODg4oFbfGbetKkpC+nr1LaekEKIkKqUSw556e3vzzTffcN9995U4/88//2TkyJEVvorm4sWLNGrUiB07dtClSxf99FdffZWtW7eW2CcgNjaWEydO0LZtW1JTU5k7dy7btm3jyJEjNG7cmB07dtCtWzcuXrxocN556NChqFQqgy/eIrm5ueTm5upfp6Wl4enpSWpqKnZ2dgZlc3JyOH36NN7e3jVyakeI+mL79u3cd999nDx5kubNm1dLnfXp7+t8+nke/OlB1Co1MUNjcLRwLH8hIe4CRRd3lLQPvVWlTtQmJibi5eVV6nxvb28SEhIqU2WldenSxSBh6dq1K/7+/nz11Ve89957VarT3Nwcc3Pz6gpRiDvSmjVrsLGxwcfHh5MnTzJ58mS6detWbQlIfbP1/FYAOrp1lAREiCqq1DHRnJwc/ZgRJTE1NS12pURZXFxc0Gg0xfoVJCYmGlwKWBZTU1PuueceTp48CaBf7nbqFEIUl56eTlhYGH5+fowePZpOnTrx888/Gzsso4n5LwaA7o27GzcQIeqxSndZX7JkSYnX/UPhl1RlmJmZ0aFDB6Kjo/V9C3Q6HdHR0UycOLFCdWi1Wg4fPsyDDz4IFB6NcXd3Jzo6Wj/ORFpaGrt27eK5556rVHxCiBtGjhzJyJEjjR1GnZCVn8W+xMJLuB9o/ICRoxGi/qpUEtKkSRMWL15cbpnKCA8PZ9SoUXTs2JGgoCDmzZunv88IFH7xNWrUiNmzZwPw7rvvcu+999KiRQtSUlKYM2cOZ8+eZdy4cUBhT/0pU6bw/vvv4+Pjo79E18PDQ+49IoSoFrsTdlOgK6CxTWMZoEyI21CpJOTMmTPVHsCwYcO4fPky06dPJyEhgXbt2rFx40b9Zbfnzp0z6El/7do1xo8fT0JCAo6OjnTo0IEdO3YYjFXx6quvkpmZyYQJE0hJSeG+++5j48aN5XZ0q+qw7UKIu8uOizsA6OrRtdL3bxJC3FCpq2P++OMPJk6cyM6dO4v1eE1NTaVr164sWrSI+++/v9oDrU1l9eytT733hahv6svf18A1AzmTdoZPe3xKcNPg8hcQ4i5SmatjKtUxdd68eYwfP77ESu3t7XnmmWf45JNPKhetEELUI0lZSZxJO4MKFZ3cOxk7HCHqtUolIQcPHqRfv36lzu/bty/79tX+/TaEEKK27EkoHM3Xz8kPe/M770aXQtSmSiUhiYmJxW5OdjMTExMuX75820EJIURdVZSEBLmXfRdhIUT5KpWENGrUiH/++afU+YcOHarXd8dcuHAhrVq1olMnOcQq7nyRkZE4ODgYO4x6pygJkVMxQty+SiUhDz74IG+99RY5OTnF5mVnZ/P222/z0EP193bWYWFhHD169I6/eVpsbCwajYYBAwYYOxRRDc6fP8/TTz+Nh4cHZmZmNG3alMmTJ3P16lV9GS8vL+bNm2e8IO8QSVlJnEs/hwoV7d3aGzscIeq9SiUh06ZNIzk5GV9fXz766CN+/vlnfv75Zz788ENatmxJcnKy/qZWou6KiIhg0qRJbNu2jYsXLxo7HHEb/v33Xzp27MiJEyf4/vvvOXnyJIsWLSI6OpouXbqQnJxc6zHl5+fX+jpry/6k/QC0dGqJrZmtkaMRov6rVBLi5ubGjh07aNOmDVOnTuXhhx/m4Ycf5o033qBNmzb89ddf+vE9RN2UkZFBVFQUzz33HAMGDCAyMlI/LyYmBpVKxaZNm7jnnnuwtLSkV69eJCUlsWHDBvz9/bGzs+OJJ54gKytLv9zGjRu57777cHBwwNnZmYceeohTp07p57/zzjuoVKpij6J15+bm8sILL+Dq6oqFhQX33XefwdGooriio6Pp2LEjVlZWdO3alfj4+Bpvr7ouLCwMMzMzNm/eTPfu3WnSpAn9+/fn999/58KFC7z55pv06NGDs2fP8uKLL+rb/mabNm3C398fGxsb+vXrx6VLlwzmL1myBH9/fywsLPDz8+OLL77Qzztz5oz+xpDdu3fHwsKClStXcvbsWQYOHIijoyPW1ta0bt2aX3/9tVbapCbtSyjseN/eVY6CCFEtlCpKTk5Wdu/erezatUtJTk6uajV1UmpqqgIoqampxeZlZ2crR48eVbKzs29M1OkUJTej9h86XaW3LSIiQunYsaOiKIryyy+/KM2bN1d01+vZsmWLAij33nuv8tdffyn79+9XWrRooXTv3l3p27evsn//fmXbtm2Ks7Oz8sEHH+jr/N///qesXr1aOXHihPL3338rAwcOVAICAhStVqsoiqKkp6crly5d0j/mzp2rWFlZKYcPH1YURVFeeOEFxcPDQ/n111+VI0eOKKNGjVIcHR2Vq1evGsTVuXNnJSYmRjly5Ihy//33K127dq309leUTqdT8nIKav2hq8R7evXqVUWlUimzZs0qcf748eMVR0dH5cqVK0rjxo2Vd999V/8eKIqiLFu2TDE1NVWCg4OVPXv2KPv27VP8/f2VJ554Ql/Ht99+qzRs2FBZvXq18u+//yqrV69WnJyclMjISEVRFOX06dMKoHh5eenLXLx4URkwYIDSp08f5dChQ8qpU6eUX375Rdm6dWu521Ti31cdMuTnIUqbyDbKxtMbjR2KEHVWWfvQW1X63jFFHB0d77gOnFUeMTU/C2Z51ExQZXnjIphZV2qRiIgInnzySQD69etHamoqW7dupUePHvoy77//Pt26dQNg7NixTJ06lVOnTtGsWTMAHn30UbZs2cJrr70GwJAhQwzWsXTpUho0aMDRo0dp06YNNjY2+vsN7dy5k2nTprF8+XLatGlDZmYmX375JZGRkfTv3x+AxYsX89tvvxEREcErr7yir3fmzJl07154s7DXX3+dAQMGkJOTUyODWhXk6fh68tZqr7c8Ez7rjqm5pkJlT5w4gaIo+Pv7lzjf39+fa9euodVq0Wg02NraFruJY35+PosWLdLfCXfixIm8++67+vlvv/02H3/8MY888ghQeG+mo0eP8tVXXzFq1Ch9uSlTpujLQOFIx0OGDCEgIABA/9mpz9Lz0jl+7TggR0KEqC6VOh1zp7vTO6bGx8eze/duhg8fDhReUj1s2DAiIiIMyrVt21b/3M3NDSsrK4OdiJubG0lJSfrXJ06cYPjw4TRr1gw7Ozu8vLyAwh3Rzc6dO0doaCgvv/wyQ4cOBeDUqVPk5+frkx4ovDNyUFAQcXFxpcZVdBXWzXHcrZSKD3pcjJWVlT4BgcJ2LWrTzMxMTp06xdixY/WJpI2NDe+//77B6TaAjh07Grx+4YUX9Mns22+/zaFDh6ocY11x8PJBFBQa2zSmgVUDY4cjxB2hykdCxE1MrQqPShhjvZUQERFBQUEBHh43jtooioK5uTkLFiy4Ue1NY8GoVKpiY8OoVCp0Op3+9cCBA2natCmLFy/Gw8MDnU5HmzZtyMvL05fJzMxk0KBBdOnSxeCXdmXcGhdgEEd1MjFTM+Gz2r9Fu4lZxX8XtGjRApVKRVxcHA8//HCx+XFxcTg6OtKgQek7zJLe26KkJiMjAyg8MtW5c2eDchqN4dEaa2vDI3Ljxo0jJCSE9evXs3nzZmbPns3HH3/MpEmTKrx9dc3+xMJOqXJVjBDVR5KQ6qBSVfq0SG0rKChgxYoVfPzxx/Tt29dgXmhoKN9//z1+fn6Vrvfq1avEx8ezePFi/T2D/vrrL4MyiqLw5JNPotPp+Oabbww6RjZv3hwzMzO2b99O06aFdyPNz89nz549TJkypdLxVBeVSlXh0yLG4uzsTJ8+ffjiiy948cUXsbS01M9LSEhg5cqVjBw5EpVKhZmZWaVPM7q5ueHh4cG///7LiBEjKh2fp6cnzz77LM8++yxTp05l8eLF9TsJuX5ljJyKEaL6SBJyl1i3bh3Xrl1j7Nix2NsbDjU9ZMgQIiIimDNnTqXrdXR0xNnZma+//pqGDRty7tw5Xn/9dYMy77zzDr///jubN28mIyND/wvb3t4ea2trnnvuOV555RWcnJxo0qQJH330EVlZWYwdO7bqG3yXWLBgAV27diUkJIT3338fb29vjhw5wiuvvEKjRo2YOXMmUDhOyLZt23j88ccxNzfHxcWlQvXPmDGDF154AXt7e/r160dubi579+7l2rVrhIeHl7rclClT6N+/P76+vly7do0tW7aU2nelPsjT5vHPlcKBGu9xu8fI0Qhx55A+ITe5k0dMjYiIIDg4uFgCAoVJyN69e6t03l6tVrNq1Sr27dtHmzZtePHFF4slM1u3biUjI4OuXbvSsGFD/SMqKgqADz74gCFDhvDUU0/Rvn17Tp48yaZNm3B0dKzaxt5FfHx82Lt3L82aNWPo0KE0b96cCRMm0LNnT2JjY3FycgLg3Xff5cyZMzRv3rzM0zO3GjduHEuWLGHZsmUEBATQvXt3IiMj8fb2LnM5rVZLWFgY/v7+9OvXD19fX4NLe+ubo1ePkqvNxcnCCW+7srddCFFxKuV2erXdocq6DXF9udW4EPVRXf37WvrPUj7d9yk9PXsyv9d8Y4cjRJ1W1j70VnXiSMjChQvx8vLCwsKCzp07s3v37lLLFvU9cHR0xNHRkeDg4GLlR48eXWxgrLLu/iuEEGUp6pTawa2DkSMR4s5i9CQkKiqK8PBw3n77bfbv309gYCAhISGlXnoZExPD8OHD2bJlC7GxsXh6etK3b18uXLhgUK5o5Meix/fff18bmyOEuMPoFB0HLh8A4B5X6Q8iRHUyehLyySefMH78eMaMGUOrVq1YtGgRVlZWLF26tMTyK1eu5Pnnn6ddu3b4+fmxZMkSdDod0dHRBuXMzc1xd3fXP6R/gRCiKv5N+ZfU3FQsNBb4O9ffzrVC1EVGTULy8vLYt28fwcHB+mlqtZrg4GBiY2MrVEdWVhb5+fn6DnhFYmJicHV1pWXLljz33HMGdxS9VW5uLmlpaQYPIYSAG5fmBjQIwFRtWk5pIURlGDUJuXLlClqttthN79zc3EhISKhQHa+99hoeHh4GiUy/fv1YsWIF0dHRfPjhh2zdupX+/fuXOk7C7Nmzsbe31z88PT2rvlFCiDvKwcsHARkfRIiaUK/HCfnggw9YtWoVMTExBj3pH3/8cf3zgIAA2rZtS/PmzYmJiaF3797F6pk6darBmAdpaWmSiAghANiTUHgbB+kPIkT1M+qREBcXFzQaDYmJiQbTExMTi91o61Zz587lgw8+YPPmzQb3FClJs2bNcHFx4eTJkyXONzc3x87OzuAhhBAXMi5wKfMSGpVGkhAhaoBRkxAzMzM6dOhg0Km0qJNply5dSl3uo48+4r333mPjxo3FbpxVkv/++4+rV6/qb3omhBAVUXQUpI1LG6wqea8mIUT5jH51THh4OIsXL2b58uXExcXx3HPPkZmZyZgxYwAYOXIkU6dO1Zf/8MMPeeutt1i6dCleXl4kJCSQkJCgHwo8IyODV155hZ07d3LmzBmio6MZPHgwLVq0ICQkxCjbKISon4qSkE7ud94oykLUBUZPQoYNG8bcuXOZPn067dq148CBA2zcuFHfWfXcuXNcunRJX/7LL78kLy+PRx991GAI8Llz5wKFd/c8dOgQgwYNwtfXl7Fjx9KhQwf+/PNPzM3Ny4zlTh62vaJUKhVr166t8fV4eXkxb948/euEhAT69OmDtbU1Dg4OtRqLECVRFIWdl3YCEOQeZORohLgz1YmOqRMnTmTixIklzouJiTF4febMmTLrsrS0ZNOmTVWKIywsjLCwMP2Qs3eihIQEZs6cyfr167lw4QKurq60a9eOKVOmlNhpt7Z8+umnXLp0iQMHDtyxbS/qlzNpZ0jKSsJUbSr9QYSoIXUiCRG148yZM3Tr1g0HBwfmzJlDQEAA+fn5bNq0ibCwMI4dO2a02E6dOkWHDh3w8fGptjrz8vIwMzOrtvrE3SX2YuFYRfe43oOFSd25j40QdxKjn44Rtef5559HpVKxe/duhgwZgq+vL61btyY8PJydO3eWuMzhw4fp1asXlpaWODs7M2HCBH3/G4AePXowZcoUg2VCQ0MZPXq0/nVSUhIDBw7E0tISb29vVq5caVDey8uL1atXs2LFClQqlcGyN3vttdfw9fXFysqKZs2a8dZbb5Gfn6+f/84779CuXTuWLFlicAO0lJQUxo0bR4MGDbCzs6NXr14cPHiwEi0n7kY7Lu4AoItH6Z3khRC3R46EVANFUcguyK719VqaWKJSqSpUNjk5mY0bNzJz5kysra2LzS/qh3GzzMxMQkJC6NKlC3v27CEpKYlx48YxceJEIiMjKxzn6NGjuXjxIlu2bMHU1JQXXnjB4N5Ae/bsYeTIkdjZ2fHZZ59haWlZYj22trZERkbi4eHB4cOHGT9+PLa2trz66qv6MidPnmT16tX89NNPaDQaAB577DEsLS3ZsGED9vb2fPXVV/Tu3Zvjx48XG2lXCIBcba6+P8j9je43cjRC3LkkCbnJwoULWbhwYakjq5YmuyCbzt91rqGoSrfriV0Vvmzw5MmTKIqCn59fhev/7rvvyMnJYcWKFfrEZcGCBQwcOJAPP/yw2Ei3JTl+/DgbNmxg9+7d+g6/ERER+PvfuAdHgwYNMDc3x9LSsszxYaZNm6Z/7uXlxcsvv8yqVasMkpC8vDxWrFhBgwYNAPjrr7/YvXs3SUlJ+o7Jc+fOZe3atfzvf/9jwoQJFW4PcffYdWkXudpcXK1c8XX0NXY4QtyxJAm5yZ3cMVVRlEovExcXR2BgoMGRk27duqHT6YiPj69QEhIXF4eJiQkdOty4Bbqfn1+JR17KExUVxfz58zl16hQZGRkUFBQUG1iuadOm+gQE4ODBg2RkZODs7GxQLjs7m1OnTlU6BnF32HJ+CwA9Gveo8NFGIUTlSRJSDSxNLNn1xC6jrLeifHx8UKlU1d75VK1WF0twbu6nUV1iY2MZMWIEM2bMICQkBHt7e1atWsXHH39sUO7WU00ZGRk0bNiw2FVWUPIpKCEKdAX8ce4PAHo26WnkaIS4s0kSUg1UKlWdH03RycmJkJAQFi5cyAsvvFBsZ52SklJsp+zv709kZCSZmZn68tu3b0etVtOyZUug8FTKzeO4aLVa/vnnH3r2LPzy9vPzo6CggH379ulPx8THx5OSklKp+Hfs2EHTpk1588039dPOnj1b7nLt27cnISEBExMTvLy8KrVOcXfanbCb5Jxk7M3t6exe+6dZhbibyNUxd5Gi/i5BQUGsXr2aEydOEBcXx/z580scJn/EiBFYWFgwatQo/vnnH7Zs2cKkSZN46qmn9KdievXqxfr161m/fj3Hjh3jueeeM0gwWrZsSb9+/XjmmWfYtWsX+/btY9y4caV2Pi2Nj48P586dY9WqVZw6dYr58+ezZs2acpcLDg6mS5cuhIaGsnnzZs6cOcOOHTt488032bt3b6ViEHeH9f+uByC4STCmGlMjRyPEnU2SkJvc6SOmNmvWjP3799OzZ09eeukl2rRpQ58+fYiOjubLL78sVt7KyopNmzaRnJxMp06dePTRR+nduzcLFizQl3n66acZNWoUI0eOpHv37jRr1kx/FKTIsmXL8PDwoHv37jzyyCNMmDABV1fXSsU+aNAgXnzxRSZOnEi7du3YsWMHb731VrnLqVQqfv31Vx544AHGjBmDr68vjz/+OGfPnq1QnxZxd0nNTWXj6Y0AhLYINW4wQtwFVEpVeize4Yo6pqamphbr+JiTk8Pp06cNxqEQQlQPY/99RRyOYN7+efg6+vK/gf+TTqlCVEFZ+9BbyZEQIYQAcgpyWH5kOQBP+j8pCYgQtUCSECGEAL6N+5ZruddoaN2QAc0GGDscIe4KkoQIIe56iZmJLD60GIDnAp/DTCP3HBKiNkgSIoS4q+kUHa9se4WsgiwCXAIY1HyQsUMS4q4hSchNKnN1jPTnFaL61fbflaIoTP1zKn8n/Y2ViRXvd3sfjVpTqzEIcTerE0nIwoUL8fLywsLCgs6dO7N79+4yy//444/4+flhYWFBQEAAv/76q8F8RVGYPn06DRs2xNLSkuDgYE6cOFFuHGFhYRw9epQ9e/aUWsbUtHDcgKysrApsmRCiMor+ror+zmpSam4qozeO5tfTv6JRaZh530yaOTSr8fUKIW4w+oipUVFRhIeHs2jRIjp37sy8efMICQkhPj6+xLEkduzYwfDhw5k9ezYPPfQQ3333HaGhoezfv582bdoA8NFHHzF//nyWL1+Ot7c3b731FiEhIRw9evS2L/vTaDQ4ODjo7wJrZWUlveiFuE2KopCVlUVSUhIODg76OyBXN52iY+elnczdO5cT1278MHm+3fMENw2ukXUKIUpn9HFCOnfuTKdOnfQDYOl0Ojw9PZk0aRKvv/56sfLDhg0jMzOTdevW6afde++9tGvXjkWLFqEoCh4eHrz00ku8/PLLAKSmpuLm5kZkZCSPP/54uTEVXeO8OW4z1rbFb3uPAppMDaZ5pqiu/1cRCnIK504h72X1UlDQKToyNZlkWGRQ1p+UohSW1Sk6tIrW8F/djdf5unyyCrLIys9id8JuTqeeLrG+xX0Xc2/De2toy4S4+1RmnBCjHgnJy8tj3759TJ06VT9NrVYTHBxMbGxsicvExsYSHh5uMC0kJIS1a9cCcPr0aRISEggOvvGrxt7ens6dOxMbG1tiEpKbm0tubq7+dVpaGgCTYyajsSz9F5mF2gJ7E3vUdeOslhD1lg4dqQWp5OhyamV9ThZOjAsYx+N+j2OqlqHZhTAWoyYhV65cQavVFhs+283NrdS7vSYkJJRYPiEhQT+/aFppZW41e/ZsZsyYUWy6r6Mvplblf0FV9EhIZVTmFE9F11+ZOCu6/kptewWLVirOim57DbRnZdREe9ZInRV/k6q9zsrEqVar0ag0qFWl/2uiNsHa1BpLE0scLRyxMrHCz8kPH0cfTNRGPxMthKAO9AmpC6ZOnWpwdCUtLQ1PT09W9F9R7qEkIYQQQlSNUc8juLi4oNFoSExMNJiemJiIu7t7icu4u7uXWb7o38rUaW5ujp2dncFDCCGEEDXLqEmImZkZHTp0IDo6Wj9Np9MRHR1d4q3lAbp06WJQHuC3337Tl/f29sbd3d2gTFpaGrt27Sq1TiGEEELUPqOfjgkPD2fUqFF07NiRoKAg5s2bR2ZmJmPGjAFg5MiRNGrUiNmzZwMwefJkunfvzscff8yAAQNYtWoVe/fu5euvvwYKz5NPmTKF999/Hx8fH/0luh4eHoSGhlYopqILhoo6qAohhBCiYor2nRW6+FapAz7//HOlSZMmipmZmRIUFKTs3LlTP6979+7KqFGjDMr/8MMPiq+vr2JmZqa0bt1aWb9+vcF8nU6nvPXWW4qbm5tibm6u9O7dW4mPjy83jgULFij+/v5K8+bNFUAe8pCHPOQhD3lU8XH+/Ply97tGHyekLtLpdFy8eBFbW9tiVyB06tTJYETVir4u6ux6/vz5au1zcuv6qmuZ0spUZnpZbXPz87rSNrfTLqXNq2y73Py6rrRLRZapbLuUNr0in5maapeyYr2d8vKZqfz8in5mymsr+cwY5zOjKAodOnTg+PHjqNVl9/ow+umYukitVtO4ceMS52k0GoM3qrKvq7vj6631V9cypZWpzPSy2qKk8sZum9tpl9LmVbZdSnpt7HapyDKVbZfSplfmM1MTncjlM1OyuvqZKa+t5DNjvM+MmZlZuQkI1JF7x9QnYWFht/W6puOprmVKK1OZ6WW1RU23S1XWcTvtUtq8yrZLReO4HTXxmalsu5Q2XT4z8pkpa15Ftls+MyVPq6ufGTkdU0sqM4zt3UbapmTSLiWTdimdtE3JpF1KZ+y2kSMhtcTc3Jy3334bc3NzY4dS50jblEzapWTSLqWTtimZtEvpjN02ciRECCGEEEYhR0KEEEIIYRSShAghhBDCKCQJEUIIIYRRSBIihBBCCKOQJEQIIYQQRiFJSB2UkpJCx44dadeuHW3atGHx4sXGDqlOOH/+PD169KBVq1a0bduWH3/80dgh1RkPP/wwjo6OPProo8YOxejWrVtHy5Yt8fHxYcmSJcYOp86Qz0jJ5HulZLW1H5JLdOsgrVZLbm4uVlZWZGZm0qZNG/bu3Yuzs7OxQzOqS5cukZiYSLt27UhISNDfm8Da2trYoRldTEwM6enpLF++nP/973/GDsdoCgoKaNWqFVu2bMHe3p4OHTqwY8eOu/5vB+QzUhr5XilZbe2H5EhIHaTRaLCysgIgNzcXRVEqdkvkO1zDhg1p164dAO7u7ri4uJCcnGzcoOqIHj16YGtra+wwjG737t20bt2aRo0aYWNjQ//+/dm8ebOxw6oT5DNSMvleKVlt7YckCamCbdu2MXDgQDw8PFCpVKxdu7ZYmYULF+Ll5YWFhQWdO3dm9+7dlVpHSkoKgYGBNG7cmFdeeQUXF5dqir7m1Ea7FNm3bx9arRZPT8/bjLrm1Wa71He321YXL16kUaNG+teNGjXiwoULtRF6jZLPUOmqs23q0/dKeaqjXWpjPyRJSBVkZmYSGBjIwoULS5wfFRVFeHg4b7/9Nvv37ycwMJCQkBCSkpL0ZYrOs936uHjxIgAODg4cPHiQ06dP891335GYmFgr23Y7aqNdAJKTkxk5ciRff/11jW9TdaitdrkTVEdb3YmkXUpXXW1T375XylMd7VIr+yFF3BZAWbNmjcG0oKAgJSwsTP9aq9UqHh4eyuzZs6u0jueee0758ccfbyfMWldT7ZKTk6Pcf//9yooVK6or1FpVk5+XLVu2KEOGDKmOMOuEqrTV9u3bldDQUP38yZMnKytXrqyVeGvL7XyG7rTPyK2q2jb1/XulPNXxvVNT+yE5ElLN8vLy2LdvH8HBwfpparWa4OBgYmNjK1RHYmIi6enpAKSmprJt2zZatmxZI/HWlupoF0VRGD16NL169eKpp56qqVBrVXW0y92iIm0VFBTEP//8w4ULF8jIyGDDhg2EhIQYK+RaIZ+h0lWkbe7E75XyVKRdams/ZFLtNd7lrly5glarxc3NzWC6m5sbx44dq1AdZ8+eZcKECfqOQJMmTSIgIKAmwq011dEu27dvJyoqirZt2+rPb37zzTf1um2qo10AgoODOXjwIJmZmTRu3Jgff/yRLl26VHe4RlWRtjIxMeHjjz+mZ8+e6HQ6Xn311Tv+ypiKfobuhs/IrSrSNnfi90p5KtIutbUfkiSkDgoKCuLAgQPGDqPOue+++9DpdMYOo076/fffjR1CnTFo0CAGDRpk7DDqHPmMlEy+V0pWW/shOR1TzVxcXNBoNMU68CQmJuLu7m6kqIxP2qVk0i4VJ21VMmmX0knblKwutYskIdXMzMyMDh06EB0drZ+m0+mIjo6+4w99lkXapWTSLhUnbVUyaZfSSduUrC61i5yOqYKMjAxOnjypf3369GkOHDiAk5MTTZo0ITw8nFGjRtGxY0eCgoKYN28emZmZjBkzxohR1zxpl5JJu1SctFXJpF1KJ21TsnrTLtV+vc1dYMuWLQpQ7DFq1Ch9mc8//1xp0qSJYmZmpgQFBSk7d+40XsC1RNqlZNIuFSdtVTJpl9JJ25SsvrSL3DtGCCGEEEYhfUKEEEIIYRSShAghhBDCKCQJEUIIIYRRSBIihBBCCKOQJEQIIYQQRiFJiBBCCCGMQpIQIYQQQhiFJCFCCCGEMApJQoQQQghhFJKECHGb3nnnHdq1a1ej64iMjMTBwaFG1yGMIyYmBpVKRUpKilHW/84776BSqVCpVMybN6/G1lO0nSqVitDQ0Bpbj6hfJAkRd6XRo0frvxBNTU1xc3OjT58+LF26FJ1OZ+zwaoxKpWLt2rXGDuO2zJ49G41Gw5w5c0qcn5CQwKRJk2jWrBnm5uZ4enoycOBAgzuGenl5GexwFUXh5Zdfxs7OjpiYmBregso7ePAggwYNwtXVFQsLC7y8vBg2bBhJSUkAnDlzBpVKxYEDB4ot26NHD6ZMmVJm/a1bt+bSpUtMmDChBqIv1LVrVy5dusTQoUNrbB2i/pEkRNy1+vXrx6VLlzhz5gwbNmygZ8+eTJ48mYceeoiCggJjhydKsXTpUl599VWWLl1abN6ZM2fo0KEDf/zxB3PmzOHw4cNs3LiRnj17EhYWVmJ9Wq2WsWPHsmLFCrZs2UKPHj1qeAsq5/Lly/Tu3RsnJyc2bdpEXFwcy5Ytw8PDg8zMzGpZh4mJCe7u7lhZWVVLfSUxMzPD3d0dS0vLGluHqH8kCRF3LXNzc9zd3WnUqBHt27fnjTfe4Oeff2bDhg1ERkbqy6WkpDBu3DgaNGiAnZ0dvXr14uDBg6XWu2fPHvr06YOLiwv29vZ0796d/fv36+c//fTTPPTQQwbL5Ofn4+rqSkRERJkxr127Fh8fHywsLAgJCeH8+fMG83/++Wfat2+PhYUFzZo1Y8aMGfqEysvLC4CHH34YlUqFl5cXqampaDQa9u7dC4BOp8PJyYl7771XX+e3336Lp6en/vX58+cZOnQoDg4OODk5MXjwYM6cOWMQx5IlS/D398fCwgI/Pz+++OIL/byiX+0//fQTPXv2xMrKisDAQGJjY8vcdoCtW7eSnZ3Nu+++S1paGjt27DCY//zzz6NSqdi9ezdDhgzB19eX1q1bEx4ezs6dO4vVl5uby2OPPcbvv//On3/+SYcOHUpdd3nvKxQeaVqyZAkPP/wwVlZW+Pj48H//938GZX799Vd8fX2xtLSkZ8+exdruVtu3byc1NZUlS5Zwzz334O3tTc+ePfn000/x9vYup8WqTqVS8dVXX/HQQw9hZWWFv78/sbGxnDx5kh49emBtbU3Xrl05deqUfpmDBw/Ss2dPbG1tsbOzo0OHDvrPlhAlkSREiJv06tWLwMBAfvrpJ/20xx57jKSkJDZs2MC+ffto3749vXv3Jjk5ucQ60tPTGTVqFH/99Rc7d+7Ex8eHBx98kPT0dADGjRvHxo0buXTpkn6ZdevWkZWVxbBhw0qNLSsri5kzZ7JixQq2b99OSkoKjz/+uH7+n3/+yciRI5k8eTJHjx7lq6++IjIykpkzZwKFO1GAZcuWcenSJfbs2YO9vT3t2rXTn4I4fPgwKpWKv//+m4yMDKBwx9+9e3egMFkKCQnB1taWP//8k+3bt2NjY0O/fv3Iy8sDYOXKlUyfPp2ZM2cSFxfHrFmzeOutt1i+fLnB9rz55pu8/PLLHDhwAF9fX4YPH17uEaiIiAiGDx+Oqakpw4cPN0jakpOT2bhxI2FhYVhbWxdb9tY+NRkZGQwYMICjR4+yfft2WrZsWea6y3tfi8yYMYOhQ4dy6NAhHnzwQUaMGKH/rJw/f55HHnmEgQMHcuDAAcaNG8frr79e5nrd3d0pKChgzZo11PZNz9977z1GjhzJgQMH8PPz44knnuCZZ55h6tSp7N27F0VRmDhxor78iBEjaNy4MXv27GHfvn28/vrrmJqa1mrMop5RhLgLjRo1Shk8eHCJ84YNG6b4+/sriqIof/75p2JnZ6fk5OQYlGnevLny1VdfKYqiKG+//bYSGBhY6rq0Wq1ia2ur/PLLL/pprVq1Uj788EP964EDByqjR48utY5ly5YpgLJz5079tLi4OAVQdu3apSiKovTu3VuZNWuWwXLffPON0rBhQ/1rQFmzZo1BmfDwcGXAgAGKoijKvHnzlGHDhimBgYHKhg0bFEVRlBYtWihff/21vr6WLVsqOp1Ov3xubq5iaWmpbNq0Sd823333ncE63nvvPaVLly6KoijK6dOnFUBZsmSJfv6RI0cUQImLiyu1DVJTUxVLS0vlwIEDiqIoyt9//63Y2Ngo6enpiqIoyq5duxRA+emnn0qto0jTpk0VMzMzxdnZWUlKSiq3fElKel8BZdq0afrXGRkZCqBvy6lTpyqtWrUyqOe1115TAOXatWulruuNN95QTExMFCcnJ6Vfv37KRx99pCQkJOjnF7WppaWlYm1tbfBQq9XK5MmTS627tM/vrdsSGxurAEpERIR+2vfff69YWFjoX9va2iqRkZGlrktRyv7bE3cfORIixC0URUGlUgGFh5czMjJwdnbGxsZG/zh9+rTBYeibJSYmMn78eHx8fLC3t8fOzo6MjAzOnTunLzNu3DiWLVumL79hwwaefvrpMuMyMTGhU6dO+td+fn44ODgQFxenj/Xdd981iHP8+PFcunSJrKysUuvt3r07f/31F1qtlq1bt9KjRw969OhBTEwMFy9e1B9+L1rHyZMnsbW11a/DycmJnJwcTp06RWZmJqdOnWLs2LEGcbz//vvF2qtt27b65w0bNgTQd7Qsyffff0/z5s0JDAwEoF27djRt2pSoqCiASh8l6Nu3L5mZmcyaNatC5Svyvt66XdbW1tjZ2em3Ky4ujs6dOxuU79KlS7nrnjlzJgkJCSxatIjWrVuzaNEi/Pz8OHz4sEG5qKgoDhw4YPDo2LFjhbavJDdvi5ubGwABAQEG03JyckhLSwMgPDyccePGERwczAcffFDq34gQRUyMHYAQdU1cXJz+XHtGRgYNGzYs8YqJ0i6ZHTVqFFevXuWzzz6jadOmmJub06VLF/3pCoCRI0fy+uuvExsby44dO/D29ub++++/rbgzMjKYMWMGjzzySLF5FhYWpS73wAMPkJ6ezv79+9m2bRuzZs3C3d2dDz74gMDAQDw8PPDx8dGvo0OHDqxcubJYPQ0aNNCfwlm8eHGxna1GozF4ffNh+qKkr6wrkyIiIjhy5AgmJje+tnQ6HUuXLmXs2LH4+PigUqk4duxYqXXcrHfv3kyaNInBgwej0+n47LPPyixfkff11u0q2rbquOLK2dmZxx57jMcee4xZs2Zxzz33MHfuXIPTXJ6enrRo0cJgudvpCFrSe1TW+/bOO+/wxBNPsH79ejZs2MDbb7/NqlWrePjhh6scg7izSRIixE3++OMPDh8+zIsvvghA+/btSUhIwMTERN+xszzbt2/niy++4MEHHwQK+wFcuXLFoIyzszOhoaEsW7aM2NhYxowZU269BQUF7N27l6CgIADi4+NJSUnB399fH2t8fHyxndDNTE1N0Wq1BtMcHBxo27YtCxYswNTUFD8/P1xdXRk2bBjr1q3T9wcpWkdUVBSurq7Y2dkVq9/e3h4PDw/+/fdfRowYUe42VdThw4fZu3cvMTExODk56acnJyfTo0cPjh07hp+fHyEhISxcuJAXXnihWL+QlJSUYolj3759+eWXXxg0aBCKojB//vxSY6jI+1oef3//Yh1VS+owWx4zMzOaN29ebVfHVCdfX198fX158cUXGT58OMuWLZMkRJRKTseIu1Zubi4JCQlcuHCB/fv3M2vWLAYPHsxDDz3EyJEjAQgODqZLly6EhoayefNmzpw5w44dO3jzzTdL7fXv4+PDN998Q1xcHLt27WLEiBEl/hodN24cy5cvJy4ujlGjRpUbr6mpKZMmTWLXrl3s27eP0aNHc++99+qTkunTp7NixQpmzJjBkSNHiIuLY9WqVUybNk1fh5eXF9HR0SQkJHDt2jX99B49erBy5Up9wuHk5IS/vz9RUVEGSciIESNwcXFh8ODB/Pnnn5w+fZqYmBheeOEF/vvvP6CwY+bs2bOZP38+x48f5/DhwyxbtoxPPvmk3G0sTUREBEFBQTzwwAO0adNG/3jggQfo1KmTvoPqwoUL0Wq1BAUFsXr1ak6cOEFcXBzz588v9bRHcHAw69atIyIiwqCT5a0q+r6W5dlnn+XEiRO88sorxMfH89133xlciVWSdevW8eSTT7Ju3TqOHz9OfHw8c+fO5ddff2Xw4MGVWn9Nys7OZuLEicTExHD27Fm2b9/Onj179EmyECWRJETctTZu3EjDhg3x8vKiX79+bNmyhfnz5/Pzzz/rTx2oVCp+/fVXHnjgAcaMGYOvry+PP/44Z8+e1Z8jv1VERATXrl2jffv2PPXUU7zwwgu4uroWKxccHEzDhg0JCQnBw8Oj3HitrKx47bXXeOKJJ+jWrRs2Njb6/hAAISEhrFu3js2bN9OpUyfuvfdePv30U5o2baov8/HHH/Pbb7/h6enJPffco5/evXt3tFqtwRgZPXr0KDbNysqKbdu20aRJEx555BH8/f0ZO3YsOTk5+iMj48aNY8mSJSxbtoyAgAC6d+9OZGRklS8nzcvL49tvv2XIkCElzh8yZAgrVqwgPz+fZs2asX//fnr27MlLL71EmzZt6NOnD9HR0Xz55ZelrqNXr16sX7+eyMhIwsLCSuxfUtH3tSxNmjRh9erVrF27lsDAQBYtWlRun5RWrVphZWXFSy+9RLt27bj33nv54YcfWLJkCU899VSl1l+TNBoNV69eZeTIkfj6+jJ06FD69+/PjBkzjB2aqMNUSmV7cwkhqkVGRgaNGjVi2bJlJfbjEKI2vPPOO6xdu7bE0VZrwujRo0lJSan3I/eK6iFHQoSoZTqdjqSkJN577z0cHBwYNGiQsUMSd7nDhw9jY2NjMKhcdfvzzz+xsbEpsVOzuHvJkRAhatmZM2fw9vamcePGREZG0rt3b2OHJO5iycnJ+sHUGjRogL29fY2sJzs7mwsXLgBgY2ODu7t7jaxH1C+ShAghhBDCKOR0jBBCCCGMQpIQIYQQQhiFJCFCCCGEMApJQoQQQghhFJKECCGEEMIoJAkRQgghhFFIEiKEEEIIo5AkRAghhBBG8f8usR8UKXF8uQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for loc in [\"Sao Paulo\"]:\n", + " plot.ecdf(\n", + " data.filter(\n", + " ~pl.col(\"CDN\").is_in(no_instant_ack_cdns), pl.col(\"geo_location\") == loc\n", + " ),\n", + " dest=f\"toplist/cdf-toplist-{loc.replace(\" \", \"_\")}\",\n", + " legend_pos=\"lower left\",\n", + " legend=True,\n", + " legend_ncol=2,\n", + " figsize=(6, 1.5),\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a6ed79d2-9631-4c7a-b2e0-8a424fd36dcb", + "metadata": {}, + "source": [ + "### Delay between ACK and SH, all vantage points and repetitions" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "958fa8bc-1dbb-4ecc-ba30-8475e336da37", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:24:55.930184Z", + "iopub.status.busy": "2024-10-10T14:24:55.930007Z", + "iopub.status.idle": "2024-10-10T14:26:03.764151Z", + "shell.execute_reply": "2024-10-10T14:26:03.763037Z", + "shell.execute_reply.started": "2024-10-10T14:24:55.930158Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hamburg, 2024-08-07\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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smMjISBYuXEhiYiJBQUH85z//ISQkxGzZnj17sn379mLLH3roIdavXw/AmDFjWLlypcn6sLAwNm3aZFlgy/uBQzmbyOJczsLyFqeKltZf3fFL/VJ/Zeq3sPrqjN+QB+lJ4OAO+jzQ5xY8SuPSCBp3hsGRRO16DYCHmj1EA8cGFl0mXXo7xO3G6klITEwMERERLF26lK5du7J48WLCwsI4efIkDRs2LFb+m2++ITf371/469evExQUxGOPPWZSrl+/fqxYscL43M7OzvLgko6CnfySCyHMyLppfrlTA/C9G2wdIKAHBPRA9WxOVp6ei6l/EnvuZ1RsGdpiJBk5+RZdx8NRJ4mHuL1Y/XRM165d6dKlC0uWLAHAYDDg5+fH5MmTmT59epnbL168mFmzZpGQkICTkxNQ0BOSnJzM2rVrKxSTsSvp4FpcnJ3Kv6HFnw0WbmDxh4/UL/XfTvVbWH11xq+qoNWBzqngf60ObOzArh4oSoUvjV6U9HqIuqrOnI7Jzc3lwIEDzJgxw7hMo9EQGhrK7t27y1VHVFQUjz/+uDEBKbRt2zYaNmyIu7s7vXv35o033sDT09NsHTk5OeTk5Bifp6b+9WHRvBfImBAhhBm3nkYBwIKrlBYll0kXdyqrJiHXrl1Dr9fj5eVlstzLy4sTJ06Uuf3evXs5evQoUVFRJsv79evHo48+SkBAAPHx8bzyyiv079+f3bt3o9Vqi9WzYMEC5s6dW7mDEULcdswmGlSsd8PHQ09ag7n4OTfm64e/RqNojOsk4RB3KquPCamMqKgo2rdvX2wQ6+OPP278uX379nTo0IHmzZuzbds2+vTpU6yeGTNmEBERYXyempqKn59f9QUuhLCqkpIL0zIVO41SqGjvhqqqjNg4lPSUXEbc9RjOdroK1SnE7caqSUj9+vXRarUkJSWZLE9KSsLb27vUbTMyMli9ejXz5s0rcz/NmjWjfv36nDlzxmwSYmdnV7GBq0KIKlWe5KDy+6hcclGUudMohYr2bhxIOkB8yhnstfY83OLhSu9XiNuFVZMQnU5Hp06diI2NJTw8HCgYmBobG8ukSZNK3fbrr78mJyeHJ598ssz9/Pnnn1y/fh0fH5+qCFuIO0JNJASm+6u65KAqlTfRKM1XJ78CoH9Af1x0Ms5MiEJWPx0TERHB6NGj6dy5MyEhISxevJiMjAzGjh0LwKhRo2jUqBELFiww2S4qKorw8PBig03T09OZO3cuQ4YMwdvbm/j4eKZNm0aLFi0ICwuzKLbM3HxscvMrd4BC1EG1NSGoSqUlF0VVdrzGjewbbDm/BYBhrYZVuB4hbkdWT0KGDRvG1atXmTVrFomJiQQHB7Np0ybjYNULFy6g0WhMtjl58iS//PILW7ZsKVafVqvl999/Z+XKlSQnJ+Pr68uDDz7I66+/bvEpl5A3Y9HYOVb84IQQFitvclBZNTUY9Pv478k35NPWsy131b+r2vcnRF1i9euE1CZF7x1z6tQp/KZ+JUmIuKPVVEJQ1O00U0RVVR79v0c5k3yG1+55jaGthlo7JCGqnSXXCZEkxIzCBky4el3uHSPuaLdTQmANx64f4/F1j6PT6Ng6bKuMBxF3hDpzsbLazlFng6NOmkgIUTH/d+b/AOjVpJckIEKYoSm7iBBCCEvlG/LZdK7gppkPN5dpuUKYI0mIEEJUg72Je7mRfQM3Oze6+XazdjhC1EqShAghRDXY8McGAEKbhmKrsbVyNELUTpKEFBEZGUnbtm3p0qWLtUMRQtRhOfocfrrwEwADAgZYORohai9JQoqYOHEix48fZ9++fdYORQhRh+28tJO0vDQaOjbk7oZ3WzscIWotSUKEEKKK/XD+BwAebPogWk3xO3cLIQpIEiKEEFUoz5DH9ovbAejbtK+VoxGidpMkRAghqtD+xP2k5aXhYe9BUIMga4cjRK0mSYgQQlShbRe3AdCjcQ85FSNEGSQJKUJmxwghKkNVVXb8uQOAHn49rByNELWfRUnIqFGjSEtLMz4/fPgweXl5VR6UtcjsGCFEZZxPPc+f6X9iq7Glm49coEyIslh0Y5TPP/+cRYsWUa9ePQDuv/9+Dh06RLNmzaolOCGEqAp6vb5G/mDa9+c+fHQ+dGjQAY1eQ7Y+u9r3KURNs7W1RautmlONFiUht95wV27AK4SozVRVJTExkeTk5BrZn0+uDy+3eBkXnQtnz56tkX0KYQ1ubm54e3tX+i7bcotYIcRtqzABadiwIY6OjpX+wCyNQTVgSDZgwECTek2ws7Grtn0JYS2qqpKZmcmVK1cA8PHxqVR9Fichx48fJzEx0RjMiRMnSE9PNynToUOHSgUlhBCVpdfrjQmIp6dnte8vIy8DbMFWY4uLk0u1JjxCWJODgwMAV65coWHDhpU6NWNxEtKnTx+T0zADBw4EQFEUVFVFURT0en2FA7KmyMhIIiMj62z8Qoi/FY4BcXR0rJH9pecV/DHmbOssCYi47RX+XuXl5dVcEnK7n+OcOHEiEydOJDU1FVdXV2uHI4SoAjWVEGTkZQDgZOtUI/sTwpqq6vfKoim6TZs2LdfDUpGRkfj7+2Nvb0/Xrl3Zu3dviWWjo6NRFMXkYW9vb1JGVVVmzZqFj48PDg4OhIaGcvr0aYvjEkKI8tAb9GTlZQGShAhhiQoNTD19+jTfffcd586dQ1EUAgICCA8Pr9BU3ZiYGCIiIli6dCldu3Zl8eLFhIWFcfLkSRo2bGh2GxcXF06ePGl8fmtG9s477/DBBx+wcuVKAgICeO211wgLC+P48ePFEhYhhKiszPxMAHRaHTqtzsrRCFGHqBaaP3++amNjo2o0GtXb21v18vJSNRqNamtrqy5cuNDS6tSQkBB14sSJxud6vV719fVVFyxYYLb8ihUrVFdX1xLrMxgMqre3t0ksycnJqp2dnfrll1+WK6aUlBQVUFNSUsp3EEKIWicrK0s9fvy4mpWVVe37SkhPUI9ePapeSrtU7ftSVVXdunWrCqg3b96skf1ZYvTo0ergwYOtHYYoxdmzZ1VA/e233ypcR2m/X5Z8h1p0Ombr1q3MnDmTV199lWvXrpGQkEBiYiJXr15l+vTpTJ8+nR07dpS7vtzcXA4cOEBoaKhxmUajITQ0lN27d5e4XXp6Ok2bNsXPz4/Bgwdz7Ngx47qzZ8+SmJhoUqerqytdu3Ytsc6cnBxSU1NNHkIIUV6F40Ecbat2EOzu3bvRarUMGDCgSuutTu+//z7R0dHWDqNWSkxM5LnnnqNFixbY29vj5eXFvffey0cffURmZqa1w7MKi5KQpUuXMn78eObMmYO7u7txuYeHB/PmzeOpp57io48+Knd9165dQ6/X4+XlZbLcy8vLOA34Vq1atWL58uV89913fPbZZxgMBrp3786ff/4JYNzOkjoXLFiAq6ur8eHn51fuYxBC3Nn0Bj3Z+QVXRnWyqdrxIFFRUUyePJkdO3Zw+fLlKq27uri6uuLm5mbtMGqdP/74g7vvvpstW7Ywf/58fvvtN3bv3s20adNYt24dP/74o7VDtAqLkpC9e/cycuTIEtePHDmSX3/9tdJBlaZbt26MGjWK4OBgevTowTfffEODBg34+OOPK1znjBkzSElJMT4uXrxYhRELIWoLVVXJzM2v0se1zDSycw3k67Xk6RWzZdQKXF06PT2dmJgYnnnmGQYMGFBq70JmZib9+/fn3nvvJTk5mevXrzN8+HAaNWqEo6Mj7du358svvzTZpmfPnkyePJmpU6fi7u6Ol5cXn3zyCRkZGYwdO5Z69erRokULNm7caNxGr9czbtw4AgICcHBwoFWrVrz//vsm9Y4ZM4bw8HCLj7eiVFXFkJlZ4w9LX9Nnn30WGxsb9u/fz9ChQ2nTpg3NmjVj8ODBrF+/nkGDBgFw4cIFBg8ejLOzMy4uLgwdOpSkpCSTuj766COaN2+OTqejVatWfPrppybrT5w4wX333Ye9vT1t27blxx9/RFEU1q5dW2J8R48epX///jg7O+Pl5cXIkSO5du2aRcdYERYNTE1KSsLf37/E9QEBASX2NphTv359tFptsQZOSkrC29u7XHXY2tpy9913c+bMGQDjdklJSSZXcktKSiI4ONhsHXZ2dtjZydUNhbjdZeXpaTtrczXuId7s0uPzwnDUWTYP4KuvvqJ169a0atWKJ598kqlTpzJjxoxiA/GTk5MZMGAAzs7O/PDDDzg6OnLp0iU6derEyy+/jIuLC+vXr2fkyJE0b96ckJAQ47YrV65k2rRp7N2715jwfPvttzzyyCO88sorvPfee4wcOZILFy7g6OiIwWCgcePGfP3113h6erJr1y4mTJiAj48PQ4cOtby5qoCalcXJjp1qfL+tDh5AKec1aK5fv27sAXFyMt9bpigKBoPBmIBs376d/Px8Jk6cyLBhw9i2bRsA3377Lc899xyLFy8mNDSUdevWMXbsWBo3bkyvXr3Q6/WEh4fTpEkT9uzZQ1paGi+88EKp8SUnJ9O7d2/Gjx/Pe++9R1ZWFi+//DJDhw7lp59+sqhdLGVRT0h2djY6Xckjv21tbcnNzS13fTqdjk6dOhEbG2tcZjAYiI2NpVu38t2BUq/Xc+TIEWPCERAQgLe3t0mdqamp7Nmzp9x1CiGEtUVFRfHkk08C0K9fP1JSUti+fbtJmcTERHr06IGPjw/ff/+98QJSjRo14sUXXyQ4OJhmzZoxefJk+vXrx1dffWWyfVBQEDNnziQwMJAZM2Zgb29P/fr1efrppwkMDGTWrFlcv36d33//HSj4jJ87dy6dO3cmICCAESNGMHbs2GL1ClNnzpxBVVVatWplsrx+/fo4Ozvj7OzMyy+/TGxsLEeOHOGLL76gU6dOdO3alVWrVrF9+3bj3d0XLVrEmDFjePbZZ2nZsiURERE8+uijLFq0CIAffviB+Ph4Vq1aRVBQEPfddx9vvvlmqfEtWbKEu+++m/nz59O6dWvuvvtuli9fztatWzl16lT1NMpfLJ6iu2zZMpydnc2uS0tLsziAiIgIRo8eTefOnQkJCWHx4sXG7kCAUaNG0ahRIxYsWADAvHnzuOeee2jRogXJycksXLiQ8+fPM378eKAgm5w6dSpvvPEGgYGBxim6vr6+NdpFKISofRxstRyfF1Zl9RlUA6dunEJVVZq5NcfOxvwfaQ62ll1R8uTJk+zdu5dvv/0WABsbG4YNG0ZUVBQ9e/Y0luvbty8hISHExMSYXLVSr9czf/58vvrqKy5dukRubi45OTnFrh5b9BYbWq0WT09P2rdvb1xWOLau8D4hUHBdp+XLl3PhwgWysrLIzc0tsZe5JigODrQ6eMAq+62svXv3YjAYGDFiBDk5OcTFxeHn52cyLrFt27a4ubkRFxdHly5diIuLY8KECSb13HvvvcbTYidPnsTPz8/kbELR3i9zDh8+zNatW81+t8fHx9OyZcvKHGapLEpCmjRpwieffFJmGUsMGzaMq1evMmvWLBITEwkODmbTpk3GN/+FCxfQaP7usLl58yZPP/00iYmJuLu706lTJ3bt2kXbtm2NZaZNm0ZGRgYTJkwgOTmZ++67j02bNsk1QoS4wymKYvFpkdJk5mViZ6ug1djg5uBQZVeRjIqKIj8/H19fX+MyVVWxs7NjyZIlxmUDBgxgzZo1HD9+3CR5WLhwIe+//z6LFy+mffv2ODk5MXXq1GI91ba2tibPFUUxWVZ4PAaDAYDVq1fz4osv8u6779KtWzfq1avHwoUL2bNnT5Ucd0UoilLu0yLW0qJFCxRFMbm+FWC8tpZDFSQ0lZGens6gQYN4++23i62r7A3qymLRb+O5c+eqJYhJkyYxadIks+sKz4MVeu+993jvvfdKrU9RFObNm8e8efMsikPuHSOEsEThRcocbaruDr35+fmsWrWKd999lwcffNBkXXh4OF9++SWtW7cG4K233sLZ2Zk+ffqwbds24x9jO3fuZPDgwcbTOQaDgVOnTpn8sVYRO3fupHv37jz77LPGZfHx5sfBiL95enrSt29flixZwuTJk0scF9KmTRsuXrzIxYsXjb0hx48fJzk52fjatWnThp07dzJ69Gjjdjt37jSub9WqFRcvXiQpKcn4x3zhqZySdOzYkTVr1uDv74+NTdUl6eVh0ZiQn376ibZt25q9jkZKSgp33XUXP//8c5UFV9MmTpzI8ePHy3zBhBACCnpCoGqvD7Ju3Tpu3rzJuHHjaNeuncljyJAhREVFmZRftGgRI0aMoHfv3pw4cQKAwMBAfvjhB3bt2kVcXBz//Oc/i00AqIjAwED279/P5s2bOXXqFK+99pp8XpbThx9+SH5+Pp07dyYmJoa4uDhOnjzJZ599xokTJ9BqtYSGhtK+fXtGjBjBwYMH2bt3L6NGjaJHjx507twZgJdeeono6Gg++ugjTp8+zb///W+++eYbXnzxRaDgFF3z5s0ZPXo0v//+Ozt37mTmzJlAyfd7mThxIjdu3GD48OHs27eP+Ph4Nm/ezNixY6v9j3KLkpDFixfz9NNP4+LiUmydq6sr//znP/n3v/9dZcEJIURtpaqqSU9IVYmKiiI0NNTsTTSHDBnC/v37jQNFC7333nsMHTqU3r17c+rUKWbOnEnHjh0JCwujZ8+eeHt7V8mYuH/+8588+uijDBs2jK5du3L9+nWTXhFRsubNm/Pbb78RGhrKjBkzCAoKonPnzvznP//hxRdf5PXXX0dRFL777jvc3d154IEHCA0NpVmzZsTExBjrCQ8P5/3332fRokXcddddfPzxx6xYscI4Vkir1bJ27VrS09Pp0qUL48eP59VXXwUocUiCr68vO3fuRK/X8+CDD9K+fXumTp2Km5ubyXCI6qCoFkx2btq0KZs2baJNmzZm1584cYIHH3yQCxcuVFmA1lB4F92UlBSzCZcQovbLzs7m7NmzBAQEVMt4sBx9DmdunkFRFFp7tEajVO+HtRAVtXPnTu677z7OnDlD8+bNq6TO0n6/LPkOtfg6IbcOZDKpzMaGq1evWlKlEELUSYV3zbW3sZcERNQq3377Lc7OzgQGBnLmzBmee+457r333ipLQKqSRb85jRo14ujRoyWu//3336t9JK0QQtQG1XEqRoiqkJaWxsSJE2ndujVjxoyhS5cufPfdd9YOyyyLekIeeughXnvtNfr161es+yUrK4vZs2czcODAKg2wJsnsGCFEeWXlF/SEONhYd3qlELcaNWoUo0aNsnYY5WLRmJCkpCQ6duyIVqtl0qRJxqu/nThxwvjlffDgwWI3j6trZEyIEHVfdY4JMagG4q7HARDoHohOW/KVpIW4HVllTIiXlxe7du3imWeeYcaMGcYb+CiKQlhYGJGRkXU+ARFCiLIU3jXXRmMjCYgQlWDxVUmaNm3Khg0buHnzpvF6+IGBgbi7u1dHfEIIUevIqRghqkaFL43m7u5Oly5dqjIWIYSoEwoHpUoSIkTlyLwyIYSwkPSECFE1JAkpIjIykrZt20oPjxCiRPmGfPL0eYAkIaJmREdH4+bmZu0wqoUkIUXIvWOEEGUp7AXRaXVoNdpq3dfu3bvRarUMGDCgWvcjasbFixd56qmn8PX1RafT0bRpU5577jmuX79uLOPv78/ixYutF2QNkyRECCEsUJMXKYuKimLy5Mns2LGDy5cvV/v+RPX5448/6Ny5M6dPn+bLL7/kzJkzLF26lNjYWLp168aNGzdqPKa8vLwa3+etJAkRQggLFF6u3cG2ek/FpKenExMTwzPPPMOAAQOIjo42rtu2bRuKorB582buvvtuHBwc6N27N1euXGHjxo20adMGFxcXnnjiCTIzM43bbdq0ifvuuw83Nzc8PT0ZOHAg8fHxxvVz5sxBUZRij8J95+TkMGXKFBo2bIi9vT333XefSc9xYVyxsbF07twZR0dHunfvzsmTJ6u1reqCiRMnotPp2LJlCz169KBJkyb079+fH3/8kUuXLvHqq6/Ss2dPzp8/z/PPP29s+6I2b95MmzZtcHZ2pl+/fiQkJJisX7ZsGW3atMHe3p7WrVvz4YcfGtedO3cORVGIiYmhR48e2Nvb8/nnn3P+/HkGDRqEu7s7Tk5O3HXXXWzYsKFG2gQAVRSTkpKiAmpKSoq1QxFCVFBWVpZ6/PhxNSsr6++FBoOq5qRX+GHITlNPJBxUj13ep2ZmXC3/tgaDxfFHRUWpnTt3VlVVVb///nu1efPmquGverZu3aoC6j333KP+8ssv6sGDB9UWLVqoPXr0UB988EH14MGD6o4dO1RPT0/1rbfeMtb5v//9T12zZo16+vRp9bffflMHDRqktm/fXtXr9aqqqmpaWpqakJBgfCxatEh1dHRUjxw5oqqqqk6ZMkX19fVVN2zYoB47dkwdPXq06u7url6/ft0krq5du6rbtm1Tjx07pt5///1q9+7dK/QalofBYFBzs/Nr/GGw4DW9fv26qiiKOn/+fLPrn376adXd3V29du2a2rhxY3XevHnG10BVVXXFihWqra2tGhoaqu7bt089cOCA2qZNG/WJJ54w1vHZZ5+pPj4+6po1a9Q//vhDXbNmjerh4aFGR0erqqqqZ8+eVQHV39/fWOby5cvqgAED1L59+6q///67Gh8fr37//ffq9u3byzwms79ff7HkO7TCU3RvR3LZdiFuc3mZMN+3wpsrQKuKbPjKZdA5WbRJVFQUTz75JAD9+vUjJSWF7du3G2/ZDvDGG29w7733AjBu3DhmzJhBfHw8zZo1A+Af//gHW7du5eWXXwZgyJAhJvtYvnw5DRo04Pjx47Rr1w5nZ2ecnZ0B+PXXX5k5cyYrV66kXbt2ZGRk8NFHHxEdHU3//v0B+OSTT/jhhx+IioripZdeMtb75ptv0qNHDwCmT5/OgAEDyM7Orpa7GefnGvjvc9urvN6yTHi/B7Z25RsTdPr0aVRVLfEO9G3atOHmzZvo9Xq0Wi316tXD29vbpExeXh5Lly413oRu0qRJzJs3z7h+9uzZvPvuuzz66KMABAQEcPz4cT7++GNGjx5tLDd16lRjGYALFy4wZMgQ2rdvD2B879QUOR1ThAxMFULUBidPnmTv3r0MHz4cKLhD+bBhw4iKijIp16FDB+PPXl5eODo6mnyJeHl5ceXKFePz06dPM3z4cJo1a4aLiwv+/v5AwRdRURcuXCA8PJwXX3yRoUOHAhAfH09eXp4x6QGwtbUlJCSEuLi4EuMqvKlp0TjuVGr575JSjKOjo8ldcH18fIxtmpGRQXx8POPGjTMmks7Ozrzxxhsmp9sAOnfubPJ8ypQpxmR29uzZ/P777xWOsSKkJ0QIceewdSzolaighPQEbuYk42nvgZeTBbeosLVsEGtUVBT5+fn4+v7da6OqKnZ2dixZsuTvam1tjT8rimLyvHCZwWAwPh80aBBNmzblk08+wdfXF4PBQLt27cjNzTWWycjI4OGHH6Zbt24mf2lb4ta4AJM4qpKNTsOE93tUS91l7be8WrRogaIoxMXF8cgjjxRbHxcXh7u7Ow0aNCixDnOvbWFSk56eDhT0THXt2tWknFZr2lvj5GTaIzd+/HjCwsJYv349W7ZsYcGCBbz77rtMnjy53MdXGbWiJyQyMhJ/f3/s7e3p2rUre/fuLbHsJ598wv3334+7uzvu7u6EhoYWKz9mzJhiA6v69etX3YchhKjtFKXgtEgFH5kaBdXWAXtHT8u2vWWAYWny8/NZtWoV7777LocOHTI+Dh8+jK+vL19++WWFDv369eucPHmSmTNn0qdPH+MpgKJUVeXJJ5/EYDDw6aefmgyMbN68OTqdjp07dxqX5eXlsW/fPtq2bVuhmKqCoijY2mlr/HHroNHSeHp60rdvXz788EOysrJM1iUmJvL5558zbNgwFEVBp9NZPCTAy8sLX19f/vjjD1q0aGHyCAgIKHN7Pz8//vWvf/HNN9/wwgsv8Mknn1i0/8qwek9ITEwMERERLF26lK5du7J48WLCwsI4efIkDRs2LFZ+27ZtDB8+nO7du2Nvb8/bb7/Ngw8+yLFjx2jUqJGxXL9+/VixYoXxuZ2dXY0cjxDi9qQ36I03rqvO6bnr1q3j5s2bjBs3DldXV5N1Q4YMISoqioULF1pcr7u7O56envz3v//Fx8eHCxcuMH36dJMyc+bM4ccff2TLli2kp6cb/8J2dXXFycmJZ555hpdeegkPDw+aNGnCO++8Q2ZmJuPGjav4Ad8hlixZQvfu3QkLC+ONN94gICCAY8eO8dJLL9GoUSPefPNNoOA6ITt27ODxxx/Hzs6O+vXrl6v+uXPnMmXKFFxdXenXrx85OTns37+fmzdvEhERUeJ2U6dOpX///rRs2ZKbN2+ydevWEseuVAer94T8+9//5umnn2bs2LG0bduWpUuX4ujoyPLly82W//zzz3n22WcJDg6mdevWLFu2DIPBQGxsrEk5Ozs7vL29jY/SbrCXk5NDamqqyUMIIYrK1v9951wbTfX9/RYVFUVoaGixBAQKkpD9+/dX6Ly9RqNh9erVHDhwgHbt2vH8888XS2a2b99Oeno63bt3x8fHx/iIiYkB4K233mLIkCGMHDmSjh07cubMGTZv3iw3MC2HwMBA9u/fT7NmzRg6dCjNmzdnwoQJ9OrVi927d+Ph4QHAvHnzOHfuHM2bNy/19Mytxo8fz7Jly1ixYgXt27enR48eREdHl9kTotfrmThxIm3atKFfv360bNnSZGpvdVPUyoyUqaTc3FwcHR353//+R3h4uHH56NGjSU5O5rvvviuzjrS0NBo2bMjXX3/NwIEDgYLTMWvXrkWn0+Hu7k7v3r1544038PT0NFvHnDlzmDt3brHlKSkpuLi4VOzghBBWlZ2dzdmzZwkICKiSWRlXM69yJfMKLnYu+NXzq4IIhai7Svv9Sk1NxdXVtVzfoVbtCbl27Rp6vR4vL9MBXl5eXiQmJparjpdffhlfX19CQ0ONy/r168eqVauIjY3l7bffZvv27fTv37/E82wzZswgJSXF+Lh48WLFD0oIcVuqySulCnGnsPqYkMp46623WL16Ndu2bTPJxB5//HHjz+3bt6dDhw40b96cbdu20adPn2L12NnZyZgRIUSJVFUlM0+SECGqmlV7QurXr49WqyUpKclkeVJSUrELtdxq0aJFvPXWW2zZssVkTro5zZo1o379+pw5c6bSMQsh7jw5+hwMqgGNosHepuovuCXEncqqSYhOp6NTp04mg0oLB5l269atxO3eeecdXn/9dTZt2lTswivm/Pnnn1y/ft140RwhhLBERl4GAA42DhZNzRRClM7qs2MiIiL45JNPWLlyJXFxcTzzzDNkZGQwduxYAEaNGsWMGTOM5d9++21ee+01li9fjr+/P4mJiSQmJhqnkqWnp/PSSy/x66+/cu7cOWJjYxk8eDAtWrQgLCzMKscohKjbCk/FONladul1IUTprD4mZNiwYVy9epVZs2aRmJhIcHAwmzZtMg5WvXDhAhrN37nSRx99RG5uLv/4xz9M6pk9ezZz5sxBq9Xy+++/s3LlSpKTk/H19eXBBx/k9ddfL3Pch9w7RghxK1VVycgv6AmRJESIqmXVKbq1lSXTi4QQtVNVTdHNzs8mPjkejaKhlUcrNIrVO5CFsLrbYoquEELUdul5Bad6HW0dJQERoorJb5QQQpSicFCqnIoRoupJEiKEECUwqAZjEuJs62zlaEwpisLatWurfT/+/v4sXrzY+DwxMZG+ffvi5OSEm5tbjcYibj+ShAghRAky8jJQVRVbjS122pq9oGFiYiKTJ0+mWbNm2NnZ4efnx6BBg4rdJ6umvffeeyQkJHDo0CFOnTpl1VhE3Wf12TG1icyOEUIUVTgexFnnXKPXBzl37hz33nsvbm5uLFy4kPbt25OXl8fmzZuZOHEiJ06cqLFYbhUfH0+nTp0IDAyssjpzc3PR6XRVVp+oO6QnpIiJEydy/Phx9u3bZ+1QhBC1QFpuGlDzp2KeffZZFEVh7969DBkyhJYtW3LXXXcRERHBr7/+anabI0eO0Lt3bxwcHPD09GTChAnG6ycB9OzZk6lTp5psEx4ezpgxY4zPr1y5wqBBg3BwcCAgIIDPP//cpLy/vz9r1qxh1apVKIpism1RL7/8Mi1btsTR0ZFmzZrx2muvkZeXZ1w/Z84cgoODWbZsmcnsiuTkZMaPH0+DBg1wcXGhd+/eHD582IKWE3WN9IQIIe4YqqqSlZ9VrrI5+hzSctJQFAUNGuMFyyrCkiut3rhxg02bNvHmm2/i5FR8MGzhOIyiMjIyCAsLo1u3buzbt48rV64wfvx4Jk2aRHR0dLnjHDNmDJcvX2br1q3Y2toyZcoUrly5Yly/b98+Ro0ahYuLC++//z4ODg5m66lXrx7R0dH4+vpy5MgRnn76aerVq8e0adOMZc6cOcOaNWv45ptv0Gq1ADz22GM4ODiwceNGXF1d+fjjj+nTpw+nTp0y3upe3F4kCRFC3DGy8rPo+kXXGt/vnif24GhbvhvfnTlzBlVVad26dbnr/+KLL8jOzmbVqlXGxGXJkiUMGjSIt99+u9idys05deoUGzduZO/evXTp0gWAqKgo2rRpYyzToEED7OzscHBwKPX+XjNnzjT+7O/vz4svvsjq1atNkpDc3FxWrVpFgwYNAPjll1/Yu3cvV65cMV5YctGiRaxdu5b//e9/TJgwodztIeoOSUKEEKIWqcj1I+Pi4ggKCjLpObn33nsxGAycPHmyXElIXFwcNjY2dOrUybisdevWZnteyhITE8MHH3xAfHw86enp5OfnF7toVdOmTY0JCMDhw4dJT0/H09PTpFxWVhbx8fEWxyDqBklChBB3DAcbB/Y8safMcln5WZxLOYdG0RDoFmhy64iK7re8AgMDURSlygefajSaYglO0XEaVWX37t2MGDGCuXPnEhYWhqurK6tXr+bdd981KXfrqab09HR8fHzYtm1bsTorkgiJukGSkCJkdowQtzdFUcp1WuRm9k3sbexxs3PD2a5mB6V6eHgQFhZGZGQkU6ZMKfZlnZycXOxLuU2bNkRHR5ORkWEsv3PnTjQaDa1atQIKTqUkJCQYt9Hr9Rw9epRevXoBBb0e+fn5HDhwwHg65uTJkyQnJ1sU/65du2jatCmvvvqqcdn58+fL3K5jx44kJiZiY2ODv7+/RfsUdZfMjilCZscIIfIN+aTkpgDgbu9ulRgK/xgKCQlhzZo1nD59mri4OD744AO6detWrPyIESOwt7dn9OjRHD16lK1btzJ58mRGjhxpPBXTu3dv1q9fz/r16zlx4gTPPPOMSYLRqlUr+vXrxz//+U/27NnDgQMHGD9+fImDT0sSGBjIhQsXWL16NfHx8XzwwQd8++23ZW4XGhpKt27dCA8PZ8uWLZw7d45du3bx6quvsn//fotiEHWHJCFCCFHEjewbqKqKvY29RadRqlKzZs04ePAgvXr14oUXXqBdu3b07duX2NhYPvroo2LlHR0d2bx5Mzdu3KBLly784x//oE+fPixZssRY5qmnnmL06NGMGjWKHj160KxZM2MvSKEVK1bg6+tLjx49ePTRR5kwYQINGza0KPaHH36Y559/nkmTJhEcHMyuXbt47bXXytxOURQ2bNjAAw88wNixY2nZsiWPP/4458+fL9eYFlE3yV10zZC76ApR91XkLrp6g55TN09hUA00cm6Em71b9QYpRB0ld9EVQogqlpSZhEE1YKe1w9XO1drhCHHbkyRECCEouE/MzeybAHg7edfoZdqFuFNJElJEZGQkbdu2NY4MF0LcGfIMefyZ9icArnauOOtq1x1zhbhdSRJShMyOEeLOk2/I51zKOfIN+ei0OnycfKwdkhB3jFqRhERGRuLv74+9vT1du3Zl7969pZb/+uuvad26Nfb29rRv354NGzaYrFdVlVmzZuHj44ODgwOhoaGcPn26Og9BCFFLlTb2PjUnldM3T5Orz8VGY0OTek3QarQ1GJ0QdVNVzWmxehISExNDREQEs2fP5uDBgwQFBREWFmZy06Sidu3axfDhwxk3bhy//fYb4eHhhIeHc/ToUWOZd955hw8++IClS5eyZ88enJycCAsLIzs7u6YOSwhhZba2tgBkZpreeC5Xn0tiRiLHrh3jYtpFDKoBgCYuTbCzsavxOIWoiwp/rwp/zyrK6lN0u3btSpcuXYzz2Q0GA35+fkyePJnp06cXKz9s2DAyMjJYt26dcdk999xDcHAwS5cuRVVVfH19eeGFF3jxxRcBSElJwcvLi+joaB5//PEyYyqcXnT52uUypxeVt/lUqrhcNbxs1jqW6th3Ve/Xkn1b61iqY9/V8X4sb535hnxUVPQGPfmGfPRqwf/5hnzy1fy/f/7rkWfII8+QR44+h1x9Lrn6XDzyPPCz8cOtvht5mjwMGIrtx05rh4+zD7aayn2YCnEnUFWVzMxMrly5gpubGz4+xU9fWjJF16qXbc/NzeXAgQPMmDHDuEyj0RAaGsru3bvNbrN7924iIiJMloWFhbF27VoAzp49S2JiIqGhocb1rq6udO3ald27d5tNQnJycsjJyTE+T01NBaDP133QOkjXrBB1lYLCwAYDeSD7AWw0Nij8PePF3sYeF50Leo2eP6//acUohah73NzcSr2TcnlZNQm5du0aer2+2NXwvLy8Srx5U2JiotnyiYmJxvWFy0oqc6sFCxYwd+7cCh2DqB2KfrmUWbacUy8tqtOCsuUtWl37t2TqaXnrrY7prFn5WQB42Htgo9ig1WjRKlpsNDbYaGyw1dgaf7bR2GCj2KDT6tBpddhqbLHT2uFo64ijjSPX7a7T0K4h7vbu+Lv446RzKmPvQoiS2NraotVWzR/ocgM7YMaMGSa9K6mpqfj5+bF92PZyXTFVvqys+2UlhBCibrJqElK/fn20Wi1JSUkmy5OSkkrs5vH29i61fOH/SUlJJueqkpKSCA4ONlunnZ0ddnbFB6TZae2w08pANSGEEKI6WHV2jE6no1OnTsTGxhqXGQwGYmNjzd4pEqBbt24m5QF++OEHY/mAgAC8vb1NyqSmprJnz54S6xRCCCFEzbP66ZiIiAhGjx5N586dCQkJYfHixWRkZDB27FgARo0aRaNGjViwYAEAzz33HD169ODdd99lwIABrF69mv379/Pf//4XKOjunzp1Km+88QaBgYEEBATw2muv4evrS3h4uLUOUwghhBC3sHoSMmzYMK5evcqsWbNITEwkODiYTZs2GQeWXrhwAY3m7w6b7t2788UXXzBz5kxeeeUVAgMDWbt2Le3atTOWmTZtGhkZGUyYMIHk5GTuu+8+Nm3aVO47aRZONyycJSOEEEKI8in87izP1H2rXyekNomMjCQyMpLc3Fzi4+OtHY4QQghRZ128eJHGjRuXWkaSEDMMBgOXL1+mXr16xWZzdOnSxeTeMuV9Xjjj5uLFi+WacVNet+6vqrYpqYwly0trm6I/15a2qUy7lLTO0nYp+ry2tEt5trG0XUpaXp73THW1S2mxVqb8nfieqY52Mbe8rrVLebep65+/qqrSqVMnTp06ZXImwxyrn46pjTQaTYnZm1arNXmhLH3u4uJSpb8Et9ZfVduUVMaS5aW1hbny1m6byrRLSessbRdzz63dLuXZxtJ2KWm5Je+Zqm6X0mKtTPk78T1THe1ibnlda5fybnM7fP7qdLoyExCoBfeOqWsmTpxYqefVHU9VbVNSGUuWl9YW1d0uFdlHZdqlpHWWtkt546iM6njPWNouJS2X98zt8Z6pjnYxt7yutUt5t7mTPn/ldEwNseRa+ncaaRvzpF3Mk3YpmbSNedIuJbN220hPSA2xs7Nj9uzZZi+KdqeTtjFP2sU8aZeSSduYJ+1SMmu3jfSECCGEEMIqpCdECCGEEFYhSYgQQgghrEKSECGEEEJYhSQhQgghhLAKSUKEEEIIYRWShNRCycnJdO7cmeDgYNq1a8cnn3xi7ZBqhYsXL9KzZ0/atm1Lhw4d+Prrr60dUq3xyCOP4O7uzj/+8Q9rh2J169ato1WrVgQGBrJs2TJrh1NryHvEPPlcMa+mvodkim4tpNfrycnJwdHRkYyMDNq1a8f+/fvx9PS0dmhWlZCQQFJSEsHBwSQmJhrvTeDk5GTt0Kxu27ZtpKWlsXLlSv73v/9ZOxyryc/Pp23btmzduhVXV1c6derErl277vjfHZD3SEnkc8W8mvoekp6QWkir1eLo6AhATk4OqqqW65bItzsfHx+Cg4MB8Pb2pn79+ty4ccO6QdUSPXv2pF69etYOw+r27t3LXXfdRaNGjXB2dqZ///5s2bLF2mHVCvIeMU8+V8yrqe8hSUIqYMeOHQwaNAhfX18URWHt2rXFykRGRuLv74+9vT1du3Zl7969Fu0jOTmZoKAgGjduzEsvvUT9+vWrKPrqUxPtUujAgQPo9Xr8/PwqGXX1q8l2qesq21aXL1+mUaNGxueNGjXi0qVLNRF6tZL3UMmqsm3q0udKWaqiXWrie0iSkArIyMggKCiIyMhIs+tjYmKIiIhg9uzZHDx4kKCgIMLCwrhy5YqxTOF5tlsfly9fBsDNzY3Dhw9z9uxZvvjiC5KSkmrk2CqjJtoF4MaNG4waNYr//ve/1X5MVaGm2uV2UBVtdTuSdilZVbVNXftcKUtVtEuNfA+polIA9dtvvzVZFhISok6cONH4XK/Xq76+vuqCBQsqtI9nnnlG/frrrysTZo2rrnbJzs5W77//fnXVqlVVFWqNqs73y9atW9UhQ4ZURZi1QkXaaufOnWp4eLhx/XPPPad+/vnnNRJvTanMe+h2e4/cqqJtU9c/V8pSFZ871fU9JD0hVSw3N5cDBw4QGhpqXKbRaAgNDWX37t3lqiMpKYm0tDQAUlJS2LFjB61ataqWeGtKVbSLqqqMGTOG3r17M3LkyOoKtUZVRbvcKcrTViEhIRw9epRLly6Rnp7Oxo0bCQsLs1bINULeQyUrT9vcjp8rZSlPu9TU95BNldd4h7t27Rp6vR4vLy+T5V5eXpw4caJcdZw/f54JEyYYBwJNnjyZ9u3bV0e4NaYq2mXnzp3ExMTQoUMH4/nNTz/9tE63TVW0C0BoaCiHDx8mIyODxo0b8/XXX9OtW7eqDteqytNWNjY2vPvuu/Tq1QuDwcC0adNu+5kx5X0P3QnvkVuVp21ux8+VspSnXWrqe0iSkFooJCSEQ4cOWTuMWue+++7DYDBYO4xa6ccff7R2CLXGww8/zMMPP2ztMGodeY+YJ58r5tXU95Ccjqli9evXR6vVFhvAk5SUhLe3t5Wisj5pF/OkXcpP2so8aZeSSduYV5vaRZKQKqbT6ejUqROxsbHGZQaDgdjY2Nu+67M00i7mSbuUn7SVedIuJZO2Ma82tYucjqmA9PR0zpw5Y3x+9uxZDh06hIeHB02aNCEiIoLRo0fTuXNnQkJCWLx4MRkZGYwdO9aKUVc/aRfzpF3KT9rKPGmXkknbmFdn2qXK59vcAbZu3aoCxR6jR482lvnPf/6jNmnSRNXpdGpISIj666+/Wi/gGiLtYp60S/lJW5kn7VIyaRvz6kq7yL1jhBBCCGEVMiZECCGEEFYhSYgQQgghrEKSECGEEEJYhSQhQgghhLAKSUKEEEIIYRWShAghhBDCKiQJEUIIIYRVSBIihBBCCKuQJEQIIYQQViFJiBCVNGfOHIKDg6t1H9HR0bi5uVXrPoR1bNu2DUVRSE5Otsr+58yZg6IoKIrC4sWLq20/hcepKArh4eHVth9Rt0gSIu5IY8aMMX4g2tra4uXlRd++fVm+fDkGg8Ha4VUbRVFYu3attcOolAULFqDValm4cKHZ9YmJiUyePJlmzZphZ2eHn58fgwYNMrljqL+/v8kXrqqqvPjii7i4uLBt27ZqPgLLHT58mIcffpiGDRtib2+Pv78/w4YN48qVKwCcO3cORVE4dOhQsW179uzJ1KlTS63/rrvuIiEhgQkTJlRD9AW6d+9OQkICQ4cOrbZ9iLpHkhBxx+rXrx8JCQmcO3eOjRs30qtXL5577jkGDhxIfn6+tcMTJVi+fDnTpk1j+fLlxdadO3eOTp068dNPP7Fw4UKOHDnCpk2b6NWrFxMnTjRbn16vZ9y4caxatYqtW7fSs2fPaj4Cy1y9epU+ffrg4eHB5s2biYuLY8WKFfj6+pKRkVEl+7CxscHb2xtHR8cqqc8cnU6Ht7c3Dg4O1bYPUfdIEiLuWHZ2dnh7e9OoUSM6duzIK6+8wnfffcfGjRuJjo42lktOTmb8+PE0aNAAFxcXevfuzeHDh0usd9++ffTt25f69evj6upKjx49OHjwoHH9U089xcCBA022ycvLo2HDhkRFRZUa89q1awkMDMTe3p6wsDAuXrxosv67776jY8eO2Nvb06xZM+bOnWtMqPz9/QF45JFHUBQFf39/UlJS0Gq17N+/HwCDwYCHhwf33HOPsc7PPvsMPz8/4/OLFy8ydOhQ3Nzc8PDwYPDgwZw7d84kjmXLltGmTRvs7e1p3bo1H374oXFd4V/t33zzDb169cLR0ZGgoCB2795d6rEDbN++naysLObNm0dqaiq7du0yWf/ss8+iKAp79+5lyJAhtGzZkrvuuouIiAh+/fXXYvXl5OTw2GOP8eOPP/Lzzz/TqVOnEvdd1usKBT1Ny5Yt45FHHsHR0ZHAwED+7//+z6TMhg0baNmyJQ4ODvTq1atY291q586dpKSksGzZMu6++24CAgLo1asX7733HgEBAWW0WMUpisLHH3/MwIEDcXR0pE2bNuzevZszZ87Qs2dPnJyc6N69O/Hx8cZtDh8+TK9evahXrx4uLi506tTJ+N4SwhxJQoQoonfv3gQFBfHNN98Ylz322GNcuXKFjRs3cuDAATp27EifPn24ceOG2TrS0tIYPXo0v/zyC7/++iuBgYE89NBDpKWlATB+/Hg2bdpEQkKCcZt169aRmZnJsGHDSowtMzOTN998k1WrVrFz506Sk5N5/PHHjet//vlnRo0axXPPPcfx48f5+OOPiY6O5s033wQKvkQBVqxYQUJCAvv27cPV1ZXg4GDjKYgjR46gKAq//fYb6enpQMEXf48ePYCCZCksLIx69erx888/s3PnTpydnenXrx+5ubkAfP7558yaNYs333yTuLg45s+fz2uvvcbKlStNjufVV1/lxRdf5NChQ7Rs2ZLhw4eX2QMVFRXF8OHDsbW1Zfjw4SZJ240bN9i0aRMTJ07Eycmp2La3jqlJT09nwIABHD9+nJ07d9KqVatS913W61po7ty5DB06lN9//52HHnqIESNGGN8rFy9e5NFHH2XQoEEcOnSI8ePHM3369FL36+3tTX5+Pt9++y01fdPz119/nVGjRnHo0CFat27NE088wT//+U9mzJjB/v37UVWVSZMmGcuPGDGCxo0bs2/fPg4cOMD06dOxtbWt0ZhFHaMKcQcaPXq0OnjwYLPrhg0bprZp00ZVVVX9+eefVRcXFzU7O9ukTPPmzdWPP/5YVVVVnT17thoUFFTivvR6vVqvXj31+++/Ny5r27at+vbbbxufDxo0SB0zZkyJdaxYsUIF1F9//dW4LC4uTgXUPXv2qKqqqn369FHnz59vst2nn36q+vj4GJ8D6rfffmtSJiIiQh0wYICqqqq6ePFiddiwYWpQUJC6ceNGVVVVtUWLFup///tfY32tWrVSDQaDcfucnBzVwcFB3bx5s7FtvvjiC5N9vP7662q3bt1UVVXVs2fPqoC6bNky4/pjx46pgBoXF1diG6SkpKgODg7qoUOHVFVV1d9++011dnZW09LSVFVV1T179qiA+s0335RYR6GmTZuqOp1O9fT0VK9cuVJmeXPMva6AOnPmTOPz9PR0FTC25YwZM9S2bdua1PPyyy+rgHrz5s0S9/XKK6+oNjY2qoeHh9qvXz/1nXfeURMTE43rC9vUwcFBdXJyMnloNBr1ueeeK7Hukt6/tx7L7t27VUCNiooyLvvyyy9Ve3t74/N69eqp0dHRJe5LVUv/3RN3HukJEeIWqqqiKApQ0L2cnp6Op6cnzs7OxsfZs2dNuqGLSkpK4umnnyYwMBBXV1dcXFxIT0/nwoULxjLjx49nxYoVxvIbN27kqaeeKjUuGxsbunTpYnzeunVr3NzciIuLM8Y6b948kziffvppEhISyMzMLLHeHj168Msvv6DX69m+fTs9e/akZ8+ebNu2jcuXLxu73wv3cebMGerVq2fch4eHB9nZ2cTHx5ORkUF8fDzjxo0zieONN94o1l4dOnQw/uzj4wNgHGhpzpdffknz5s0JCgoCIDg4mKZNmxITEwNgcS/Bgw8+SEZGBvPnzy9X+fK8rrcel5OTEy4uLsbjiouLo2vXriblu3XrVua+33zzTRITE1m6dCl33XUXS5cupXXr1hw5csSkXExMDIcOHTJ5dO7cuVzHZ07RY/Hy8gKgffv2Jsuys7NJTU0FICIigvHjxxMaGspbb71V4u+IEIVsrB2AELVNXFyc8Vx7eno6Pj4+ZmdMlDRldvTo0Vy/fp3333+fpk2bYmdnR7du3YynKwBGjRrF9OnT2b17N7t27SIgIID777+/UnGnp6czd+5cHn300WLr7O3tS9zugQceIC0tjYMHD7Jjxw7mz5+Pt7c3b731FkFBQfj6+hIYGGjcR6dOnfj888+L1dOgQQPjKZxPPvmk2JetVqs1eV60m74w6SttZlJUVBTHjh3Dxubvjy2DwcDy5csZN24cgYGBKIrCiRMnSqyjqD59+jB58mQGDx6MwWDg/fffL7V8eV7XW4+r8NiqYsaVp6cnjz32GI899hjz58/n7rvvZtGiRSanufz8/GjRooXJdpUZCGruNSrtdZszZw5PPPEE69evZ+PGjcyePZvVq1fzyCOPVDgGcXuTJESIIn766SeOHDnC888/D0DHjh1JTEzExsbGOLCzLDt37uTDDz/koYceAgrGAVy7ds2kjKenJ+Hh4axYsYLdu3czduzYMuvNz89n//79hISEAHDy5EmSk5Np06aNMdaTJ08W+xIqytbWFr1eb7LMzc2NDh06sGTJEmxtbWndujUNGzZk2LBhrFu3zjgepHAfMTExNGzYEBcXl2L1u7q64uvryx9//MGIESPKPKbyOnLkCPv372fbtm14eHgYl9+4cYOePXty4sQJWrduTVhYGJGRkUyZMqXYuJDk5ORiieODDz7I999/z8MPP4yqqnzwwQclxlCe17Usbdq0KTZQ1dyA2bLodDqaN29eZbNjqlLLli1p2bIlzz//PMOHD2fFihWShIgSyekYccfKyckhMTGRS5cucfDgQebPn8/gwYMZOHAgo0aNAiA0NJRu3boRHh7Oli1bOHfuHLt27eLVV18tcdR/YGAgn376KXFxcezZs4cRI0aY/Wt0/PjxrFy5kri4OEaPHl1mvLa2tkyePJk9e/Zw4MABxowZwz333GNMSmbNmsWqVauYO3cux44dIy4ujtWrVzNz5kxjHf7+/sTGxpKYmMjNmzeNy3v27Mnnn39uTDg8PDxo06YNMTExJknIiBEjqF+/PoMHD+bnn3/m7NmzbNu2jSlTpvDnn38CBQMzFyxYwAcffMCpU6c4cuQIK1as4N///neZx1iSqKgoQkJCeOCBB2jXrp3x8cADD9ClSxfjANXIyEj0ej0hISGsWbOG06dPExcXxwcffFDiaY/Q0FDWrVtHVFSUySDLW5X3dS3Nv/71L06fPs1LL73EyZMn+eKLL0xmYpmzbt06nnzySdatW8epU6c4efIkixYtYsOGDQwePNii/VenrKwsJk2axLZt2zh//jw7d+5k3759xiRZCHMkCRF3rE2bNuHj44O/vz/9+vVj69atfPDBB3z33XfGUweKorBhwwYeeOABxo4dS8uWLXn88cc5f/688Rz5raKiorh58yYdO3Zk5MiRTJkyhYYNGxYrFxoaio+PD2FhYfj6+pYZr6OjIy+//DJPPPEE9957L87OzsbxEABhYWGsW7eOLVu20KVLF+655x7ee+89mjZtaizz7rvv8sMPP+Dn58fdd99tXN6jRw/0er3JNTJ69uxZbJmjoyM7duygSZMmPProo7Rp04Zx48aRnZ1t7BkZP348y5YtY8WKFbRv354ePXoQHR1d4emkubm5fPbZZwwZMsTs+iFDhrBq1Sry8vJo1qwZBw8epFevXrzwwgu0a9eOvn37Ehsby0cffVTiPnr37s369euJjo5m4sSJZseXlPd1LU2TJk1Ys2YNa9euJSgoiKVLl5Y5JqVt27Y4OjrywgsvEBwczD333MNXX33FsmXLGDlypEX7r05arZbr168zatQoWrZsydChQ+nfvz9z5861dmiiFlNUS0dzCSGqRHp6Oo0aNWLFihVmx3EIURPmzJnD2rVrzV5ttTqMGTOG5OTkOn/lXlE1pCdEiBpmMBi4cuUKr7/+Om5ubjz88MPWDknc4Y4cOYKzs7PJReWq2s8//4yzs7PZQc3iziU9IULUsHPnzhEQEEDjxo2Jjo6mT58+1g5J3MFu3LhhvJhagwYNcHV1rZb9ZGVlcenSJQCcnZ3x9vaulv2IukWSECGEEEJYhZyOEUIIIYRVSBIihBBCCKuQJEQIIYQQViFJiBBCCCGsQpIQIYQQQliFJCFCCCGEsApJQoQQQghhFZKECCGEEMIq/h+6l9gtIGO4qgAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for name, group in ack_sh_delay.sort(\"location\").group_by(\n", + " [\"geo_location\", \"measurement_ts\"], maintain_order=True\n", + "):\n", + " print(f\"{name[0]}, {name[1].strftime(\"%Y-%m-%d\")}\")\n", + " plot.ecdf(\n", + " group.filter(\n", + " ~pl.col(\"CDN\").is_in(no_instant_ack_cdns),\n", + " ),\n", + " legend_ncol=2,\n", + " dest=f\"toplist/cdf-ack-sh-delay-{name[0].replace(\" \", \"_\")}-{name[1].strftime(\"%Y-%m-%d\")}\",\n", + " legend_pos=\"lower right\",\n", + " legend=True,\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e62451cc-5c8b-41f7-b901-3a49aec7f7a2", + "metadata": {}, + "source": [ + "### What are the changes between measurements and locations in IACK deployment?" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2ce37d20-10a1-4c7e-a9b7-fe89da79e9b8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:03.765335Z", + "iopub.status.busy": "2024-10-10T14:26:03.765120Z", + "iopub.status.idle": "2024-10-10T14:26:03.840337Z", + "shell.execute_reply": "2024-10-10T14:26:03.839404Z", + "shell.execute_reply.started": "2024-10-10T14:26:03.765317Z" + } + }, + "outputs": [], + "source": [ + "dates = ack_sh_delay.select(\n", + " pl.col(\"measurement_ts\").dt.date().unique().dt.to_string(format=\"%Y-%m-%d\")\n", + ")[\"measurement_ts\"].to_list()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "859ac7a7-f0ec-4b34-a6be-f8846e6b4a25", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:03.841057Z", + "iopub.status.busy": "2024-10-10T14:26:03.840899Z", + "iopub.status.idle": "2024-10-10T14:26:03.971988Z", + "shell.execute_reply": "2024-10-10T14:26:03.971468Z", + "shell.execute_reply.started": "2024-10-10T14:26:03.841043Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (32, 6)
geo_locationCDN2024-08-092024-08-082024-08-07max_difference
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"Sao Paulo""Microsoft"0.00.00.00.0
"Sao Paulo""Others"21.08708521.29927321.443710.356625
" + ], + "text/plain": [ + "shape: (32, 6)\n", + "┌──────────────┬────────────┬────────────┬────────────┬────────────┬────────────────┐\n", + "│ geo_location ┆ CDN ┆ 2024-08-09 ┆ 2024-08-08 ┆ 2024-08-07 ┆ max_difference │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════════╪════════════╪════════════╪════════════╪════════════╪════════════════╡\n", + "│ Hamburg ┆ Akamai ┆ 21.20075 ┆ 25.703565 ┆ 20.075047 ┆ 5.628518 │\n", + "│ Hamburg ┆ Amazon ┆ 35.989836 ┆ 39.242844 ┆ 40.952161 ┆ 4.962325 │\n", + "│ Hamburg ┆ Cloudflare ┆ 99.944588 ┆ 99.92359 ┆ 99.941392 ┆ 0.020999 │\n", + "│ Hamburg ┆ Fastly ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ 0.0 │\n", + "│ Hamburg ┆ Google ┆ 0.033036 ┆ 0.049562 ┆ 0.033041 ┆ 0.016526 │\n", + "│ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ Sao Paulo ┆ Fastly ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ 0.0 │\n", + "│ Sao Paulo ┆ Google ┆ 11.493302 ┆ 11.511743 ┆ 11.495203 ┆ 0.018441 │\n", + "│ Sao Paulo ┆ Meta ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ 0.0 │\n", + "│ Sao Paulo ┆ Microsoft ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ 0.0 │\n", + "│ Sao Paulo ┆ Others ┆ 21.087085 ┆ 21.299273 ┆ 21.44371 ┆ 0.356625 │\n", + "└──────────────┴────────────┴────────────┴────────────┴────────────┴────────────────┘" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diff_dates = (\n", + " ack_sh_delay.with_columns(\n", + " pl.col(\"measurement_ts\").dt.date(),\n", + " iack_share=~(pl.col(\"ack_first\") & pl.col(\"sh_first\")),\n", + " )\n", + " .group_by(\"geo_location\", \"measurement_ts\", \"CDN\")\n", + " .agg(pl.sum(\"iack_share\") / pl.len() * 100)\n", + " .pivot(on=\"measurement_ts\", values=\"iack_share\")\n", + " .sort(\"geo_location\", \"CDN\")\n", + " .with_columns(max_difference=pl.max_horizontal(dates) - pl.min_horizontal(dates))\n", + ")\n", + "diff_dates" + ] + }, + { + "cell_type": "markdown", + "id": "3c750855-ed21-4143-8851-8a596ac9810c", + "metadata": {}, + "source": [ + "### Section 4.3 and Appendix G" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7c1dd141-83d3-4556-b1fd-09e6de18afb2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:03.972883Z", + "iopub.status.busy": "2024-10-10T14:26:03.972711Z", + "iopub.status.idle": "2024-10-10T14:26:03.989876Z", + "shell.execute_reply": "2024-10-10T14:26:03.989310Z", + "shell.execute_reply.started": "2024-10-10T14:26:03.972868Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 6)
geo_locationCDN2024-08-092024-08-082024-08-07max_difference
strstrf64f64f64f64
"Sao Paulo""Amazon"35.52328338.59527130.2583038.336969
" + ], + "text/plain": [ + "shape: (1, 6)\n", + "┌──────────────┬────────┬────────────┬────────────┬────────────┬────────────────┐\n", + "│ geo_location ┆ CDN ┆ 2024-08-09 ┆ 2024-08-08 ┆ 2024-08-07 ┆ max_difference │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════════╪════════╪════════════╪════════════╪════════════╪════════════════╡\n", + "│ Sao Paulo ┆ Amazon ┆ 35.523283 ┆ 38.595271 ┆ 30.258303 ┆ 8.336969 │\n", + "└──────────────┴────────┴────────────┴────────────┴────────────┴────────────────┘" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diff_dates.filter(pl.col(\"max_difference\").max() == pl.col(\"max_difference\"))\n", + "# Up to 8.3% difference between same location and different date" + ] + }, + { + "cell_type": "markdown", + "id": "69848e53-8e28-4db9-8d38-47c9fad0c4d6", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-08T11:13:25.312106Z", + "iopub.status.busy": "2024-09-08T11:13:25.311564Z", + "iopub.status.idle": "2024-09-08T11:13:25.328080Z", + "shell.execute_reply": "2024-09-08T11:13:25.327711Z", + "shell.execute_reply.started": "2024-09-08T11:13:25.312087Z" + } + }, + "source": [ + "### Maximum Share of instant ACKs and variations between measurements: Section 4.3, Table 1" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "8f4488a8-3b69-4cbe-987f-e9ceadb76d8a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:03.990840Z", + "iopub.status.busy": "2024-10-10T14:26:03.990676Z", + "iopub.status.idle": "2024-10-10T14:26:04.146303Z", + "shell.execute_reply": "2024-10-10T14:26:04.145556Z", + "shell.execute_reply.started": "2024-10-10T14:26:03.990825Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (3, 9)
columnAkamaiAmazonCloudflareFastlyGoogleMetaMicrosoftOthers
strf64f64f64f64f64f64f64f64
"difference"12.918.00.10.011.50.00.02.3
"domains"533.04338.0247407.03960.06062.0112.034.026404.0
"max_iack_share"32.241.099.90.011.50.00.021.5
" + ], + "text/plain": [ + "shape: (3, 9)\n", + "┌────────────────┬────────┬────────┬────────────┬───┬────────┬───────┬───────────┬─────────┐\n", + "│ column ┆ Akamai ┆ Amazon ┆ Cloudflare ┆ … ┆ Google ┆ Meta ┆ Microsoft ┆ Others │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞════════════════╪════════╪════════╪════════════╪═══╪════════╪═══════╪═══════════╪═════════╡\n", + "│ difference ┆ 12.9 ┆ 18.0 ┆ 0.1 ┆ … ┆ 11.5 ┆ 0.0 ┆ 0.0 ┆ 2.3 │\n", + "│ domains ┆ 533.0 ┆ 4338.0 ┆ 247407.0 ┆ … ┆ 6062.0 ┆ 112.0 ┆ 34.0 ┆ 26404.0 │\n", + "│ max_iack_share ┆ 32.2 ┆ 41.0 ┆ 99.9 ┆ … ┆ 11.5 ┆ 0.0 ┆ 0.0 ┆ 21.5 │\n", + "└────────────────┴────────┴────────┴────────────┴───┴────────┴───────┴───────────┴─────────┘" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diff_dates = (\n", + " ack_sh_delay.with_columns(\n", + " pl.col(\"measurement_ts\").dt.date(),\n", + " iack_share=~(pl.col(\"ack_first\") & pl.col(\"sh_first\")),\n", + " )\n", + " .group_by(\"geo_location\", \"measurement_ts\", \"CDN\")\n", + " .agg(pl.sum(\"iack_share\") / pl.len() * 100, domains=pl.col(\"sni\").n_unique())\n", + ")\n", + "diff = (\n", + " diff_dates.group_by(\"CDN\")\n", + " .agg(\n", + " difference=(pl.col(\"iack_share\").max() - pl.col(\"iack_share\").min()).round(1),\n", + " max_iack_share=pl.col(\"iack_share\").max().round(1),\n", + " domains=pl.col(\"domains\").max().cast(pl.Int64),\n", + " )\n", + " .sort(\"CDN\")\n", + " .transpose(column_names=\"CDN\", include_header=True)\n", + " .sort(\"column\")\n", + ")\n", + "# Up to 18% difference between different dates and locations\n", + "diff" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b99d2a02-c493-4244-b286-9cafa48aa5e5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:04.147830Z", + "iopub.status.busy": "2024-10-10T14:26:04.147535Z", + "iopub.status.idle": "2024-10-10T14:26:04.281896Z", + "shell.execute_reply": "2024-10-10T14:26:04.281217Z", + "shell.execute_reply.started": "2024-10-10T14:26:04.147803Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\begin{table}\n", + "\\caption{Domains, share of instant ACK deployment and maximum difference between measurement of different CDN deployments.}\n", + "\\label{tab:cdn-toplist-observations}\n", + "\\begin{tabular}{lrrrrrrrr}\n", + "\\toprule\n", + " & Akamai & Amazon & Cloudflare & Fastly & Google & Meta & Microsoft & Others \\\\\n", + "column & & & & & & & & \\\\\n", + "\\midrule\n", + "difference & 12.9 & 18.0 & 0.1 & 0.0 & 11.5 & 0.0 & 0.0 & 2.3 \\\\\n", + "domains & 533.0 & 4338.0 & 247407.0 & 3960.0 & 6062.0 & 112.0 & 34.0 & 26404.0 \\\\\n", + "max_iack_share & 32.2 & 41.0 & 99.9 & 0.0 & 11.5 & 0.0 & 0.0 & 21.5 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\end{table}\n", + "\n" + ] + } + ], + "source": [ + "label = \"tab:cdn-toplist-observations\"\n", + "caption = \"Domains, share of instant ACK deployment and maximum difference between measurement of different CDN deployments.\"\n", + "print(\n", + " diff.to_pandas()\n", + " .set_index(\"column\")\n", + " .to_latex(label=label, caption=caption, float_format=\"{:.1f}\".format)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3d038863-28a1-48ca-a48b-b70e90c9f720", + "metadata": {}, + "source": [ + "### Median Interval betweeen ACK and SH: Section 4.3" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9d2c4921-11ef-40f3-83c5-f0924e235d35", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:04.283191Z", + "iopub.status.busy": "2024-10-10T14:26:04.282837Z", + "iopub.status.idle": "2024-10-10T14:26:05.158477Z", + "shell.execute_reply": "2024-10-10T14:26:05.157391Z", + "shell.execute_reply.started": "2024-10-10T14:26:04.283158Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 7)
CDNmeanmedianstd50%95%99%
strf64f64f64f64f64f64
"Cloudflare"4.2699323.1851.6015943.186.6529.359
"Amazon"6.8977816.3756.0819516.3759.81314.222
"Akamai"54.22269920.932106.24780720.932209.659445.182
"Google"29.92569430.31454.76262830.31635.80837.285
"Others"2.7107710.023.8419410.06.03519.495
" + ], + "text/plain": [ + "shape: (5, 7)\n", + "┌────────────┬───────────┬─────────┬────────────┬────────┬─────────┬─────────┐\n", + "│ CDN ┆ mean ┆ median ┆ std ┆ 50% ┆ 95% ┆ 99% │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞════════════╪═══════════╪═════════╪════════════╪════════╪═════════╪═════════╡\n", + "│ Cloudflare ┆ 4.269932 ┆ 3.18 ┆ 51.601594 ┆ 3.18 ┆ 6.652 ┆ 9.359 │\n", + "│ Amazon ┆ 6.897781 ┆ 6.375 ┆ 6.081951 ┆ 6.375 ┆ 9.813 ┆ 14.222 │\n", + "│ Akamai ┆ 54.222699 ┆ 20.932 ┆ 106.247807 ┆ 20.932 ┆ 209.659 ┆ 445.182 │\n", + "│ Google ┆ 29.925694 ┆ 30.3145 ┆ 4.762628 ┆ 30.316 ┆ 35.808 ┆ 37.285 │\n", + "│ Others ┆ 2.710771 ┆ 0.0 ┆ 23.841941 ┆ 0.0 ┆ 6.035 ┆ 19.495 │\n", + "└────────────┴───────────┴─────────┴────────────┴────────┴─────────┴─────────┘" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ack_sh_delay.filter(pl.col(\"ack_first\") & ~pl.col(\"sh_first\")).group_by(\"CDN\").agg(\n", + " pl.col(\"diff_ms\").mean().alias(\"mean\"),\n", + " pl.col(\"diff_ms\").median().alias(\"median\"),\n", + " pl.col(\"diff_ms\").std().alias(\"std\"),\n", + " pl.col(\"diff_ms\").quantile(0.5).alias(\"50%\"),\n", + " pl.col(\"diff_ms\").quantile(0.95).alias(\"95%\"),\n", + " pl.col(\"diff_ms\").quantile(0.99).alias(\"99%\"),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "7fdd0ae3-1188-4393-90bd-e79c8d07a7f7", + "metadata": {}, + "source": [ + "## Acknowledgment delay" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8988d44d-099e-4660-8726-af37ef03b45e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:05.159592Z", + "iopub.status.busy": "2024-10-10T14:26:05.159415Z", + "iopub.status.idle": "2024-10-10T14:26:07.254755Z", + "shell.execute_reply": "2024-10-10T14:26:07.253612Z", + "shell.execute_reply.started": "2024-10-10T14:26:05.159576Z" + } + }, + "outputs": [], + "source": [ + "ack_delays = ack_sh_delay.filter(\n", + " pl.col(\"ack\"),\n", + " pl.col(\"quic.ack.ack_delay\").is_not_null(),\n", + ").with_columns(\n", + " pl.col(\"quic.ack.ack_delay\").str.split(\",\").list.get(0).cast(pl.UInt32),\n", + " pl.col(\"tls.quic.parameter.ack_delay_exponent\")\n", + " .forward_fill()\n", + " .over(unique_responses),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b329167f-f784-4af9-aa3b-aac4581674c8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:07.255901Z", + "iopub.status.busy": "2024-10-10T14:26:07.255733Z", + "iopub.status.idle": "2024-10-10T14:26:07.286329Z", + "shell.execute_reply": "2024-10-10T14:26:07.285837Z", + "shell.execute_reply.started": "2024-10-10T14:26:07.255886Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (0, 32)
quic.frame_typequic.dcidquic.scidip.srcip.dstkindtssnilocationfilemeasurement_tsquic.ack.ack_delayquic.versiontls.quic.parameter.ack_delay_exponentquic.ack.first_ack_rangequic.long.packet_typetls.handshake.typeframe_typegeo_locationcc_in_groupshacksh_anyack_anyack_firstsh_firstfirst_ack_numberasnCDNack_containedsh_containeddiff_ms
strstrstrstrstrstrdatetime[μs]strstrstrdatetime[μs]strstru32strstrstrstrstrboolboolboolboolboolboolboolboolu64strboolboolf64
" + ], + "text/plain": [ + "shape: (0, 32)\n", + "┌───────────────┬───────────┬───────────┬────────┬───┬─────┬──────────────┬──────────────┬─────────┐\n", + "│ quic.frame_ty ┆ quic.dcid ┆ quic.scid ┆ ip.src ┆ … ┆ CDN ┆ ack_containe ┆ sh_contained ┆ diff_ms │\n", + "│ pe ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ d ┆ --- ┆ --- │\n", + "│ --- ┆ str ┆ str ┆ str ┆ ┆ str ┆ --- ┆ bool ┆ f64 │\n", + "│ str ┆ ┆ ┆ ┆ ┆ ┆ bool ┆ ┆ │\n", + "╞═══════════════╪═══════════╪═══════════╪════════╪═══╪═════╪══════════════╪══════════════╪═════════╡\n", + "└───────────────┴───────────┴───────────┴────────┴───┴─────┴──────────────┴──────────────┴─────────┘" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Are there multiple ack delays per packet?\n", + "ack_sh_delay.filter(pl.col(\"quic.ack.ack_delay\").str.contains(\",\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "3435ce2f-df1b-4dd4-a8f9-d027dcee2972", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:07.287143Z", + "iopub.status.busy": "2024-10-10T14:26:07.286984Z", + "iopub.status.idle": "2024-10-10T14:26:07.518117Z", + "shell.execute_reply": "2024-10-10T14:26:07.517462Z", + "shell.execute_reply.started": "2024-10-10T14:26:07.287129Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 2)
lencount
u32u32
13448697
" + ], + "text/plain": [ + "shape: (1, 2)\n", + "┌─────┬─────────┐\n", + "│ len ┆ count │\n", + "│ --- ┆ --- │\n", + "│ u32 ┆ u32 │\n", + "╞═════╪═════════╡\n", + "│ 1 ┆ 3448697 │\n", + "└─────┴─────────┘" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ack_sh_delay.group_by(unique_responses).len()[\"len\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "4528733e-de09-4164-a4c3-e97a25c0bb68", + "metadata": {}, + "source": [ + "### Compare ACK delay with the actual delay observed on the wire\n", + "\n", + "We now aggregate across measurements" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b1c2a2d2-efb6-437e-bf6c-fe1cc7d1a6d4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:07.519526Z", + "iopub.status.busy": "2024-10-10T14:26:07.518916Z", + "iopub.status.idle": "2024-10-10T14:26:08.581305Z", + "shell.execute_reply": "2024-10-10T14:26:08.580418Z", + "shell.execute_reply.started": "2024-10-10T14:26:07.519508Z" + } + }, + "outputs": [], + "source": [ + "ack_delays = (\n", + " ack_delays.with_columns(\n", + " ack_delay_ms=pl.when(\n", + " pl.col(\"tls.quic.parameter.ack_delay_exponent\").is_not_null()\n", + " )\n", + " .then(\n", + " pl.col(\"quic.ack.ack_delay\")\n", + " * 2 ** pl.col(\"tls.quic.parameter.ack_delay_exponent\")\n", + " )\n", + " .otherwise(\n", + " # This will always be the case for the first ACK of a connection\n", + " # since he server handshake packet with the parameters are not handled yet\n", + " pl.col(\"quic.ack.ack_delay\")\n", + " * 2**3\n", + " )\n", + " / 1000,\n", + " )\n", + " .with_columns(\n", + " diff=pl.col(\"diff_ms\") - pl.col(\"ack_delay_ms\"),\n", + " classification=pl.when(pl.col(\"sh\"))\n", + " .then(pl.lit(\"ACK,SH\"))\n", + " .otherwise(pl.lit(\"IACK\")),\n", + " )\n", + " .sort(\"CDN\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "dd149fd9-e5bd-4f0d-ade9-5cdae25f5fdb", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:08.582492Z", + "iopub.status.busy": "2024-10-10T14:26:08.582301Z", + "iopub.status.idle": "2024-10-10T14:26:08.657574Z", + "shell.execute_reply": "2024-10-10T14:26:08.656918Z", + "shell.execute_reply.started": "2024-10-10T14:26:08.582477Z" + } + }, + "outputs": [], + "source": [ + "ack_delays_wfc = ack_delays.filter(pl.col(\"ack_first\") & pl.col(\"sh_first\"))\n", + "ack_delays_iack = ack_delays.filter(pl.col(\"ack_first\") & ~pl.col(\"sh_first\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "718ef8a0-f848-4678-860c-6ca378ecb8d8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:08.658977Z", + "iopub.status.busy": "2024-10-10T14:26:08.658404Z", + "iopub.status.idle": "2024-10-10T14:26:08.704147Z", + "shell.execute_reply": "2024-10-10T14:26:08.703457Z", + "shell.execute_reply.started": "2024-10-10T14:26:08.658960Z" + } + }, + "outputs": [], + "source": [ + "# Generate fixed color palette, to ease comparison\n", + "cdns = sorted(ack_delays.select(pl.col(\"CDN\").unique())[\"CDN\"].to_list())\n", + "palette = {}\n", + "for i, cdn in enumerate(cdns):\n", + " palette[cdn] = sns.color_palette(\"tab10\")[i]" + ] + }, + { + "cell_type": "markdown", + "id": "08d95eb4-3888-4303-850c-1733d86d5324", + "metadata": {}, + "source": [ + "### WFC Communicated ACK delay vs. measured ACK delay: Appendix D, Figure 10" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "cd443547-2f7e-4346-afae-c63694f9a5c4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:08.705030Z", + "iopub.status.busy": "2024-10-10T14:26:08.704874Z", + "iopub.status.idle": "2024-10-10T14:26:16.480710Z", + "shell.execute_reply": "2024-10-10T14:26:16.480017Z", + "shell.execute_reply.started": "2024-10-10T14:26:08.705016Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax()\n", + "sns.boxenplot(\n", + " ack_delays_wfc,\n", + " x=\"diff\",\n", + " y=\"CDN\",\n", + " color=\"white\",\n", + " linecolor=\"black\",\n", + " showfliers=False,\n", + ")\n", + "ax.set(xlim=(-140, 5))\n", + "ax.xaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + "ax.set(xlabel=\"Difference between client↔frontend RTT and ACK delay [ms]\")\n", + "vh.save_plot(fig, \"toplist/box_toplist_ack_delay_ms_difference_ack_sh\")" + ] + }, + { + "cell_type": "markdown", + "id": "1e7a4d3c-9ab6-4215-834c-54a7cafba19a", + "metadata": {}, + "source": [ + "### Share of Frontend delay - ACK delay < 0" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c83f4cd2-87da-4930-9e09-7a86cd6f912a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:16.481693Z", + "iopub.status.busy": "2024-10-10T14:26:16.481525Z", + "iopub.status.idle": "2024-10-10T14:26:16.575635Z", + "shell.execute_reply": "2024-10-10T14:26:16.574947Z", + "shell.execute_reply.started": "2024-10-10T14:26:16.481678Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (2, 9)
classificationAkamaiAmazonCloudflareFastlyGoogleMetaMicrosoftOthers
strf64f64f64f64f64f64f64f64
"ACK,SH"99.76709787.27608899.92325460.54183934.759055100.041.89526271.02017
"IACK"60.0379990.7632220.15182null5.829384nullnull77.937786
" + ], + "text/plain": [ + "shape: (2, 9)\n", + "┌─────────────┬───────────┬───────────┬────────────┬───┬───────────┬───────┬───────────┬───────────┐\n", + "│ classificat ┆ Akamai ┆ Amazon ┆ Cloudflare ┆ … ┆ Google ┆ Meta ┆ Microsoft ┆ Others │\n", + "│ ion ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ --- ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "│ str ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "╞═════════════╪═══════════╪═══════════╪════════════╪═══╪═══════════╪═══════╪═══════════╪═══════════╡\n", + "│ ACK,SH ┆ 99.767097 ┆ 87.276088 ┆ 99.923254 ┆ … ┆ 34.759055 ┆ 100.0 ┆ 41.895262 ┆ 71.02017 │\n", + "│ IACK ┆ 60.037999 ┆ 0.763222 ┆ 0.15182 ┆ … ┆ 5.829384 ┆ null ┆ null ┆ 77.937786 │\n", + "└─────────────┴───────────┴───────────┴────────────┴───┴───────────┴───────┴───────────┴───────────┘" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ack_delays.with_columns(lower_zero=pl.col(\"diff\") < 0).group_by(\n", + " \"CDN\", \"classification\"\n", + ").agg(pl.sum(\"lower_zero\") / pl.len() * 100,).sort(\"CDN\").pivot(\n", + " \"CDN\", index=\"classification\"\n", + ").sort(\n", + " \"classification\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ddaa5aa9-94c3-4df8-8d3b-60e859e8c6c4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-08T11:25:36.942799Z", + "iopub.status.busy": "2024-09-08T11:25:36.942026Z", + "iopub.status.idle": "2024-09-08T11:25:36.957408Z", + "shell.execute_reply": "2024-09-08T11:25:36.956851Z", + "shell.execute_reply.started": "2024-09-08T11:25:36.942781Z" + } + }, + "source": [ + "### Share of Frontend delay - ACK delay < 1: Appendix G" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ba1fa8e7-ce1f-4f76-823c-63c8deba53bf", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:16.576616Z", + "iopub.status.busy": "2024-10-10T14:26:16.576448Z", + "iopub.status.idle": "2024-10-10T14:26:16.674873Z", + "shell.execute_reply": "2024-10-10T14:26:16.674195Z", + "shell.execute_reply.started": "2024-10-10T14:26:16.576601Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (2, 9)
classificationAkamaiAmazonCloudflareFastlyGoogleMetaMicrosoftOthers
strf64f64f64f64f64f64f64f64
"ACK,SH"99.76709799.963037100.0100.0100.0100.0100.099.999583
"IACK"60.9879671.2819751.461395null13.649289nullnull79.087249
" + ], + "text/plain": [ + "shape: (2, 9)\n", + "┌─────────────┬───────────┬───────────┬────────────┬───┬───────────┬───────┬───────────┬───────────┐\n", + "│ classificat ┆ Akamai ┆ Amazon ┆ Cloudflare ┆ … ┆ Google ┆ Meta ┆ Microsoft ┆ Others │\n", + "│ ion ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ --- ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "│ str ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "╞═════════════╪═══════════╪═══════════╪════════════╪═══╪═══════════╪═══════╪═══════════╪═══════════╡\n", + "│ ACK,SH ┆ 99.767097 ┆ 99.963037 ┆ 100.0 ┆ … ┆ 100.0 ┆ 100.0 ┆ 100.0 ┆ 99.999583 │\n", + "│ IACK ┆ 60.987967 ┆ 1.281975 ┆ 1.461395 ┆ … ┆ 13.649289 ┆ null ┆ null ┆ 79.087249 │\n", + "└─────────────┴───────────┴───────────┴────────────┴───┴───────────┴───────┴───────────┴───────────┘" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ack_delays.with_columns(lower_one=pl.col(\"diff\") < 1).group_by(\n", + " \"CDN\", \"classification\"\n", + ").agg(pl.sum(\"lower_one\") / pl.len() * 100,).sort(\"CDN\").pivot(\n", + " \"CDN\", index=\"classification\"\n", + ").sort(\n", + " \"classification\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "5cb73da1-6b02-4c55-b9ac-57396f900c8b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-08T11:26:58.334965Z", + "iopub.status.busy": "2024-09-08T11:26:58.334668Z", + "iopub.status.idle": "2024-09-08T11:26:58.352386Z", + "shell.execute_reply": "2024-09-08T11:26:58.351819Z", + "shell.execute_reply.started": "2024-09-08T11:26:58.334946Z" + } + }, + "source": [ + "### IACK Communicated ACK delay vs. measured ACK delay: Appendix D, Figure 10" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "a49fe3d4-45e0-4093-ae8b-5fa6e53d8dd3", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:26:16.676250Z", + "iopub.status.busy": "2024-10-10T14:26:16.675704Z", + "iopub.status.idle": "2024-10-10T14:27:08.360103Z", + "shell.execute_reply": "2024-10-10T14:27:08.359476Z", + "shell.execute_reply.started": "2024-10-10T14:26:16.676233Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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2ICAgoEhSBbxIrC5evIhr166Vu16xWIydO3fi0qVLaNKkCaZOnVokQTt58iSysrLQvn17ODk5Ca+wsDAAwPLly9G/f38MGTIELVq0QGxsLA4fPgxra+uK7SxjFSAWi2FhYaExbWtrC4VCweMuGGNMj2r07RbeZHr9qSgzCLm5uRqXBLOzsyGXy7nHijH2xtPnOZT/dGXMQL2aQPH4KcYY0z9OrBhjjDHGdKRcg9e1vbXAggULKhQMY0x3xGIxzM3NkZWVBXNzcx5bxRhjVaBcY6yaN29eckUiEWJiYpCbmwuVSqWT4FjJeIwV04ZKpYJareZ7UzHG2Ev0eQ4tV4/VlStXip0fGRmJ2bNn4/r16xg9erROAmOMVZ42NxZljDGmO5W6NhAfH48PPvgArVu3hqWlJW7cuIHvvvtOV7ExxipIpVIhPz+fe48ZY6yKVSixevLkCSZOnAgPDw8kJibizJkzCAsLQ8OGDXUdH2OsnFQqFaysrCCTyWBlZcXJFWOMVaFyXQrMzs7GqlWrsGbNGjRo0AB//PEHunfvrq/YGGMVoFarhScCZGVlQa1W8+VAxhirIuVKrNzc3PDs2TNMnDgRAwcOhEgkKvYO5z4+PjoLkDHGGGOspijXpcCUlBQ8f/4cK1asQIsWLdCsWTPh1bx5c+FfXRKJRNi7d69O6yyOq6sr1q5dK0wnJSWhW7duMDMzg5WVVZXGwhhjjLGaqVw9VvHx8ToPICkpCUuXLsX+/fvx8OFDODg4oFmzZpgyZQq6du2q8+1p66uvvkJiYiIiIyOLfSYhY6+rV8dU5efn8+0WGGOsipQrsXJxcdHpxu/du4cOHTrAysoKK1euhLe3N/Lz83H48GGMHz8et27d0un2yiMuLg4tW7bU6YB8pVIJmUyms/oYe5VKpYKDg4MwLRaLYWZmBoVCgbS0NE6uGGNMzyr0q8A7d+5g1apVmDBhAiZOnIg1a9bg7t275a5n3LhxEIlEuHDhAvr3749GjRrBy8sL06ZNw7lz54pdJyoqCm+//TZMTExga2uLMWPGCAN1AcDf3x9TpkzRWKdfv34YPny4MJ2SkoKgoCCYmJigXr162L59u0Z5V1dX7Nq1C1u3boVIJNJY92WffPIJGjVqBFNTU9SvXx/z589Hfn6+sHzRokVo1qwZfvjhB9SrVw/GxsYAgPT0dIwaNQr29vZQKBR4++23cfXq1XK0HGPFU6vVePbsmcZ0amoqMjMzNY5Nxhhj+lGuHisAWLZsGRYsWAC1Wg0HBwcQER4/fozZs2fjiy++wIwZM7SqJy0tDYcOHcLSpUthZmZWZHnhuKaXZWdnIzAwEL6+voiIiEBKSgpGjRqFCRMmIDQ0VOt9GD58OB49eoQTJ05AKpVi0qRJSElJEZZHRERg6NChUCgU+Prrr2FiYlJsPRYWFggNDYWzszOioqIwevRoWFhYYNasWUKZ2NhY7Nq1C7t37xZ6C95//32YmJjg4MGDsLS0xPfff4+uXbvi9u3bsLGx0Xo/GHtVcbdWKLwM6ODggOTkZMhkMu65YowxPSlXYnXixAnMmzcP8+fPx+TJk2FtbQ3gRZK0du1azJ49G23atEHnzp3LrCs2NhZEBA8PD623//PPPyM3Nxdbt24VkrH169cjKCgIX375JRwdHcus4/bt2zh48CAuXLiA1q1bAwC2bNkCT09PoYy9vT3kcjlMTExQq1atEuuaN2+e8H9XV1fMmDEDO3fu1EislEoltm7dCnt7ewDA33//jQsXLiAlJQVyuRwAsGrVKuzduxe//fYbxowZU+y28vLykJeXJ0xnZmaWua9MNwofC1NeRASRSKT1/JKWlzb96hOpijsu1Go1VCoVsrOzoVAoYGJigpSUFIjF4iJxlBXbm47bhzHDoM8e/HIlVt999x1GjRqFRYsWacy3sbHBZ599hqSkJGzcuFGrxKocjygUREdHo2nTpho9XB06dIBarUZMTIxWiVV0dDSMjIzQsmVLYZ6Hh0exPWRlCQsLw7p16xAXF4esrCwUFBQUeeaQi4uLkFQBwNWrV5GVlQVbW1uNcs+fP0dcXFyJ21q2bBkWL15c7hhZ5S1ZsqRCbe/n54eTJ09qPb+k5aVN+/n5aaz7cvL9KrVaDZFIhLy8PJiYmBQbR1mxvem4fRhjZSlXYnXhwgVs27atxOVDhgzB0KFDtaqrYcOGEIlEOh+gLhaLiyRt+shMz549i8GDB2Px4sUIDAyEpaUldu7cidWrV2uUe/UyZ1ZWFpycnBAeHl6kztKSuzlz5mDatGnCdGZmJurUqVOpfWDamT9/PubOnVvu9aqjx+rZs2ews7Mrtl6JRAJTU1MkJyfDyMio2Di4R6Z03D6MGYbMzMwSvysrq1yJVXJyMlxdXUtcXq9ePSQlJWlVl42NDQIDA7FhwwZMmjSpSAKSnp5eJNHw9PREaGgosrOzhfKnT5+GWCyGu7s7gBeX8RITE4V1VCoVrl+/ji5dugB40TtVUFCAS5cuCZcCY2JikJ6erlXchc6cOQMXFxeNE+79+/fLXK9FixZISkqCkZFRqW35KrlcLlw6ZFWrJj3IuLjxioVjrExNTfHkyRP+ZSpj7I0nlUr1Vne5fhWYm5tb6peyVCqFUqnUur4NGzZApVKhTZs22LVrF+7cuYPo6GisW7cOvr6+RcoPHjwYxsbGGDZsGK5fv44TJ05g4sSJGDJkiHAZ8O2338b+/fuxf/9+3Lp1C2PHjtVImtzd3dGjRw989NFHOH/+PC5duoRRo0aVOEC9JA0bNkRCQgJ27tyJuLg4rFu3Dnv27ClzvYCAAPj6+qJfv344cuQI7t27hzNnzmDu3Lm4ePFiuWJg7FXFJYCFY6xSUlI4qWKMMT0r968Cf/jhB5ibmxe77OWfeWujfv36uHz5MpYuXYrp06cjMTER9vb2aNmyJTZu3FikvKmpKQ4fPozJkyejdevWMDU1Rf/+/bFmzRqhzIcffoirV69i6NChMDIywtSpU4XeqkIhISEYNWoU/Pz84OjoiM8//xzz588vV+x9+vTB1KlTMWHCBOTl5aFXr16YP39+kfFnrxKJRDhw4ADmzp2LESNG4PHjx6hVqxY6d+6s1RgxxkojFothYWEhfBbFYjFsbW2hUCj0+hcaY4yxF0RUjlHkrq6uWo0v0Mcd2pmmzMxMWFpaIiMjo8iAefZmy83N1eiBzc7OhlwurzGXMxljTN/0eQ4tV4/VvXv3dLpxxpjuvZpASaVSTqoYY6yKlGuM1fHjx9G4ceNi75WTkZEBLy8v/PXXXzoLjjHGGGOsJilXYrV27VqMHj262G4zS0tLfPTRRxrjnRhjVU8sFgvjIM3NzSEWV+jJVYwxxiqgXN+4V69eRY8ePUpc3r17d1y6dKnSQTHGKk4ikSA9PR1KpRLp6el8GZAxxqpQue9jVdovi4yMjPD48eNKB8UYq5yadO8txhgzJOXqsXrrrbdw/fr1Epdfu3YNTk5OlQ6KMcYYY6wmKldi9c4772D+/PnIzc0tsuz58+dYuHAhevfurbPgGGMVo1KpkJ+fX+xLpVJVd3iMMWawynUfq+TkZLRo0QISiQQTJkwQHiNz69Yt4S7qly9f5htdVgG+jxUriUqlgo2NTbG/3gUAhUKBtLQ0vlTIGHtjvTb3sXJ0dMSZM2cwduxYzJkzR3gArEgkEp77x0kVY9VLrVYjMzMT2dnZkEqliImJgbe3N6KiolC/fn2YmZlBrVZzYsUYY3pQ7kfauLi44MCBA3j69CliY2NBRGjYsCGsra31ER9jrIKkUqnwenmaMcaY/lT4BjfW1tZo3bo12rRpw0lVGe7duweRSITIyMjqDoW9AbQZQ8VjrRhjTD8M+s6BSUlJmDx5Mho0aABjY2M4OjqiQ4cO2LhxI3Jycqo7PMZ0TqVSwcHBodTlEokEZmZmsLGx4eSKMcZ0rNyXAmuKu3fvokOHDrCyssIXX3wBb29vyOVyREVFYdOmTXjrrbfQp0+f6g6TMZ1RqVTIy8vDs2fPSiyjVquhUqmQmpoKW1tb5OXl8QOaGWNMhwy2x2rcuHEwMjLCxYsXMWDAAHh6eqJ+/fro27cv9u/fj6CgIABAQkIC+vbtC3NzcygUCgwYMADJyckadW3cuBFubm6QyWRwd3fHtm3bNJbfunULHTt2hLGxMRo3boxjx45BJBJh7969JcZ3/fp19OzZE+bm5nB0dMSQIUPw5MkTnbcDezMU/hLQzMxMq/JisVjoubK2toZSqdRzhIwx9mYwyMQqNTUVR44cwfjx40s80YhEIqjVavTt2xdpaWk4efIkjh49irt37yI4OFgot2fPHkyePBnTp0/H9evX8dFHH2HEiBE4ceIEgBcntH79+sHU1BTnz5/Hpk2bMHfu3FLjS09Px9tvv43mzZvj4sWLOHToEJKTkzFgwIAS18nLy0NmZqbGi9Vspd1rqriXUqkscX52djYyMzPx6NEjrbZd2HOVlJSEnJwc2NnZ4fnz5xrbeHV7fNmQMca0QAbo3LlzBIB2796tMd/W1pbMzMzIzMyMZs2aRUeOHCGJREIJCQlCmRs3bhAAunDhAhERtW/fnkaPHq1Rz/vvv0/vvPMOEREdPHiQjIyMKDExUVh+9OhRAkB79uwhIqL4+HgCQFeuXCEioiVLllD37t016nzw4AEBoJiYmGL3aeHChQSgyCsjI6P8DcReCyW9pyW9TExMip0vkUhILBYTAHr8+LEwX6lUEhHRrVu3CADdunWLsrOzCQClpqZqlBeLxSSRSMjIyEhYXyaTaWxn4cKF1dtgjDGmIxkZGXo7hxpkj1VJLly4gMjISHh5eSEvLw/R0dGoU6cO6tSpI5Rp3LgxrKysEB0dDQCIjo5Ghw4dNOrp0KGDsDwmJgZ16tRBrVq1hOVt2rQpNY6rV6/ixIkTMDc3F14eHh4AgLi4uGLXmTNnDjIyMoTXgwcPyt8A7LUyf/58KJVKrV7Pnz/Xy60SxGIxxGIxRCJRkWVyuVzoxVIqlZg/f77Ot88YY4bGIAevN2jQACKRCDExMRrz69evDwAwMTGpjrAEWVlZCAoKwpdffllkWUnPWpTL5ZDL5foOjVWh8jwoWSqVIi0tDWq1usgyIkJ+fj7Mzc2Rn59frhjUajXUajWysrKExK0wySoch8UYY0x7BtljZWtri27dumH9+vXIzs4usZynpycePHig0ftz8+ZNpKeno3HjxkKZ06dPa6x3+vRpYbm7uzsePHigMeA9IiKi1PhatGiBGzduwNXVFQ0aNNB4aTv4mL15JBKJxk0/C18ymQzGxsZQKBRwdnbWqq7CpMne3h4KhQLGxsaQyWSQyWRCvZxUMcZY+RlkYgUA3377LQoKCtCqVSuEhYUhOjoaMTEx+M9//oNbt25BIpEgICAA3t7eGDx4MC5fvowLFy5g6NCh8PPzQ6tWrQAAM2fORGhoKDZu3Ig7d+5gzZo12L17N2bMmAEA6NatG9zc3DBs2DBcu3YNp0+fxrx58wCg2MsrADB+/HikpaVh4MCBiIiIQFxcHA4fPowRI0bwAGFWIRKJBGlpaaX+IfGywsHr2dnZ/NxAxhjTIYNNrNzc3HDlyhUEBARgzpw5aNq0KVq1aoVvvvkGM2bMwJIlSyASifD777/D2toanTt3RkBAAOrXr4+wsDChnn79+uHrr7/GqlWr4OXlhe+//x4hISHw9/cH8OKEtnfvXmRlZaF169YYNWqU8KtAY2PjYmNzdnbG6dOnoVKp0L17d3h7e2PKlCmwsrKCWGywbwnTM4lEArlcDgsLixLLFPZU2draQqFQ8D2sGGNMx0RE//8kZaYzp0+fRseOHREbGws3Nze9bEOfT+ZmNVtubi5MTEygVCqFhzB7eHjg1q1bqF+/PmQyGbKzszmpYoy9sfR5DjXIwetVbc+ePTA3N0fDhg0RGxuLyZMno0OHDnpLqhgrjTbJEo+hYowx/eDESgeePXuGTz75BAkJCbCzs0NAQABWr15d3WGxN1zhLwRf/re8vxpkjDFWPnwpsIbiS4GsJIWPtynp7vwKhYIHrDPG3mh8KZAxprXCXwgWd88rgO9PxRhj+sSJFWMGqDw3H2WMMaY7/Nt+xhhjjDEd4cSKMQOQnJwMf39/jScAMMYYq3qcWDFmAB4/foyTJ0/i8ePH1R0KY4y90TixYowxxhjTEU6sGGOMMcZ0hBOrUoSGhsLKyqq6w2CsTIW3VigoKBBuBMoP9GaMsar3RiRWDx48wIcffghnZ2fIZDK4uLhg8uTJSE1NFcq4urpi7dq11RckYxWkUqng6+sLAGjevDlkMhlkMhlsbGw4uWKMsSpm8InV3bt30apVK9y5cwc7duxAbGwsvvvuO/z555/w9fVFWlpalcfEjxVhuqRWq5GTkwMAuHTpEp4/f47MzExkZmYiLy+Pe68YY6wKGXxiNX78eMhkMhw5cgR+fn6oW7cuevbsiWPHjuHhw4eYO3cu/P39cf/+fUydOhUikQgikUijjsOHD8PT0xPm5ubo0aMHEhMTNZb/8MMP8PT0hLGxMTw8PPDtt98Ky+7duweRSISwsDD4+fnB2NgY27dvx/379xEUFARra2uYmZnBy8sLBw4cqJI2YYZFqVQK/zcyMoJUKhXurm5mZgaZTAZra2vk5uZCqVRyosUYY3pk0HdeT0tLw+HDh7F06VKYmJhoLKtVqxYGDx6MsLAw3LlzB82aNcOYMWMwevRojXI5OTlYtWoVtm3bBrFYjA8++AAzZszA9u3bAQDbt2/HggULsH79ejRv3hxXrlzB6NGjYWZmhmHDhgn1zJ49G6tXr0bz5s1hbGyM0aNHQ6lU4tSpUzAzM8PNmzdhbm5e4r7k5eUhLy9PmC7pOXCGQqVSlfhIlvIioiLJsq6VdxvalC+pTOF8IkJ+fj5sbW2LlFGr1VCpVEhPT4dKpYKDgwNMTExgZGSEgoICWFhYICUlhe/OXoaqOHYYqyhtj8+XvzP4eH5Br1eOyICdO3eOANCePXuKXb5mzRoCQMnJyeTi4kJfffWVxvKQkBACQLGxscK8DRs2kKOjozDt5uZGP//8s8Z6S5YsIV9fXyIiio+PJwC0du1ajTLe3t60aNEirfdl4cKFBKDIKyMjQ+s6apKS9rciLz8/P53VpattaFO+pDKF84tbfvXqVSooKKDMzEwCQNnZ2ZSenk4A6P79+ySRSAgAyWQyvbeJIbyq4tjhF78q+tL2+CztO+NNf+njHGrQPVaFiKjC65qamsLNzU2YdnJyQkpKCgAgOzsbcXFxGDlypEZPV0FBASwtLTXqadWqlcb0pEmTMHbsWBw5cgQBAQHo378/fHx8Soxjzpw5mDZtmjCdmZmJOnXqVHi/Xnfz58/H3LlzdVIXGXCPlVqthr29PbKysoqto/Cyn0QigYuLi9BTJRaL+S9XLVTFscNYRWl7fBL3WBWRmZkJOzs7vdRt0IlVgwYNIBKJEB0djXfffbfI8ujoaFhbW8Pe3r7EOqRSqcZ04cEJQDiZbd68GW3bttUo9+olFjMzM43pUaNGITAwEPv378eRI0ewbNkyrF69GhMnTiw2DrlcDrlcXmKchoYfIqy9pKSkIpeRC8dYFd4upDChkkql3K6MsTfeq+d2XTLoweu2trbo1q0bvv32Wzx//lxjWVJSErZv347g4GCIRCLIZLJyD+h1dHSEs7Mz7t69iwYNGmi86tWrV+b6derUwccff4zdu3dj+vTp2Lx5c7m2zxgAyGQy4f+F97EqHGOVnZ0NpVKJp0+fwtjYmJMqxhjTM4NOrABg/fr1yMvLQ2BgIE6dOoUHDx7g0KFD6NatG9566y0sXboUwIv7WJ06dQoPHz7EkydPtK5/8eLFWLZsGdatW4fbt28jKioKISEhWLNmTanrTZkyBYcPH0Z8fDwuX76MEydOwNPTs1L7yt5MYrEYpqamAICWLVvCxMQECoUCCoUCcrmce6kYY6wKGXxi1bBhQ1y8eBH169fHgAED4ObmhjFjxqBLly44e/YsbGxsAACfffYZ7t27Bzc3t1IvDb5q1KhR+OGHHxASEgJvb2/4+fkhNDS0zB4rlUqF8ePHw9PTEz169ECjRo00btPAmLYkEgnOnj0LALhy5QqUSiWUSiXS0tI4oWKMsSomosqM7GbVJjMzE5aWlsjIyIBCoajucFg1u379Ory9vREVFYUmTZpUdziMMfZa0+c51OB7rBhjjDHGqgonVowxxhhjOsKJFWMGwN7eHn5+fuUaH8gYY0z3DPo+VoascGicoT/ahmnHxMQE//3vfwHwMcEYY2Up/J7UxzBzTqxqqNTUVAAw6LuvM8YYY/qUmppa5EkplcWJVQ1VeJuIhISEch0UrVu3RkRERLm2VVXrVGS9wkf7PHjwoFy/7Kiq+KpqnYq2Q1XFV9F1KrJeVR4Tr/NxZKjHREXW4WPiBf6+/EdGRgbq1q0rnEt1iROrGkosfjE8ztLSslwfEIlEUu4v2apapzLrFd4QU9/bed3br7ztUNFt8TFR8XWqeluGdkxUtB0APiYK8fflPwrPpbrEg9ffMOPHj39t16nMelW1nde9/Sridd+n1/mYeN2Po4p6nY8JQ2yHqt5WVW3HEI8JbfANQmsovkHoC9wOL3A7/IPb4gVuh39wW7zA7fAPvkEoK0Iul2PhwoWQy+XVHUq14nZ4gdvhH9wWL3A7/IPb4gVuh3/osy24x4oxxhhjTEe4x4oxxhhjTEc4sWKMMcYY0xFOrBhjjDHGdIQTK8YYY4wxHeHE6jW3dOlStG/fHqamprCysiq2TEJCAnr16gVTU1M4ODhg5syZKCgo0CgTHh6OFi1aQC6Xo0GDBggNDdV/8Hrm6uoKkUik8Vq+fLlGmWvXrqFTp04wNjZGnTp1sGLFimqKVr82bNgAV1dXGBsbo23btrhw4UJ1h6RXixYtKvLee3h4CMtzc3Mxfvx42NrawtzcHP3790dycnI1Rqw7p06dQlBQEJydnSESibB3716N5USEBQsWwMnJCSYmJggICMCdO3c0yqSlpWHw4MFQKBSwsrLCyJEjkZWVVYV7UXlltcPw4cOLHCM9evTQKGMI7bBs2TK0bt0aFhYWcHBwQL9+/RATE6NRRpvPgzbnkdeZNu3g7+9f5Jj4+OOPNcrooh04sXrNKZVKvP/++xg7dmyxy1UqFXr16gWlUokzZ87gp59+QmhoKBYsWCCUiY+PR69evdClSxdERkZiypQpGDVqFA4fPlxVu6E3n332GRITE4XXxIkThWWZmZno3r07XFxccOnSJaxcuRKLFi3Cpk2bqjFi3QsLC8O0adOwcOFCXL58GU2bNkVgYCBSUlKqOzS98vLy0njv//77b2HZ1KlT8ccff+DXX3/FyZMn8ejRI7z33nvVGK3uZGdno2nTptiwYUOxy1esWIF169bhu+++w/nz52FmZobAwEDk5uYKZQYPHowbN27g6NGj2LdvH06dOoUxY8ZU1S7oRFntAAA9evTQOEZ27NihsdwQ2uHkyZMYP348zp07h6NHjyI/Px/du3dHdna2UKasz4M255HXnTbtAACjR4/WOCZe/mNbZ+1ArEYICQkhS0vLIvMPHDhAYrGYkpKShHkbN24khUJBeXl5REQ0a9Ys8vLy0lgvODiYAgMD9Rqzvrm4uNBXX31V4vJvv/2WrK2thXYgIvrkk0/I3d29CqKrOm3atKHx48cL0yqVipydnWnZsmXVGJV+LVy4kJo2bVrssvT0dJJKpfTrr78K86KjowkAnT17tooirBoAaM+ePcK0Wq2mWrVq0cqVK4V56enpJJfLaceOHUREdPPmTQJAERERQpmDBw+SSCSihw8fVlnsuvRqOxARDRs2jPr27VviOobYDkREKSkpBIBOnjxJRNp9HrQ5j9Q0r7YDEZGfnx9Nnjy5xHV01Q7cY1XDnT17Ft7e3nB0dBTmBQYGIjMzEzdu3BDKBAQEaKwXGBiIs2fPVmms+rB8+XLY2tqiefPmWLlypUaX7dmzZ9G5c2fIZDJhXmBgIGJiYvD06dPqCFfnlEolLl26pPH+isViBAQEGMT7W5o7d+7A2dkZ9evXx+DBg5GQkAAAuHTpEvLz8zXaxMPDA3Xr1jX4NomPj0dSUpLGvltaWqJt27bCvp89exZWVlZo1aqVUCYgIABisRjnz5+v8pj1KTw8HA4ODnB3d8fYsWORmpoqLDPUdsjIyAAA4eHC2nwetDmP1DSvtkOh7du3w87ODk2aNMGcOXOQk5MjLNNVO/BDmGu4pKQkjYMAgDCdlJRUapnMzEw8f/4cJiYmVROsjk2aNAktWrSAjY0Nzpw5gzlz5iAxMRFr1qwB8GK/69Wrp7HOy21jbW1d5THr2pMnT6BSqYp9f2/dulVNUelf27ZtERoaCnd3dyQmJmLx4sXo1KkTrl+/jqSkJMhksiJjEh0dHYXPhKEq3L/ijoeXvw8cHBw0lhsZGcHGxsag2qdHjx547733UK9ePcTFxeHTTz9Fz549cfbsWUgkEoNsB7VajSlTpqBDhw5o0qQJAGj1edDmPFKTFNcOADBo0CC4uLjA2dkZ165dwyeffIKYmBjs3r0bgO7agROrajB79mx8+eWXpZaJjo7WGIz7pihP20ybNk2Y5+PjA5lMho8++gjLli3jRzYYuJ49ewr/9/HxQdu2beHi4oJffvmlxv6hwHTr3//+t/B/b29v+Pj4wM3NDeHh4ejatWs1RqY/48ePx/Xr1zXGG76JSmqHl8fPeXt7w8nJCV27dkVcXBzc3Nx0tn1OrKrB9OnTMXz48FLL1K9fX6u6atWqVeQXYIW/9qhVq5bw76u/AElOToZCoXjtTkKVaZu2bduioKAA9+7dg7u7e4n7DfzTNjWdnZ0dJBJJsftpKPuoDSsrKzRq1AixsbHo1q0blEol0tPTNf5KfxPapHD/kpOT4eTkJMxPTk5Gs2bNhDKv/rChoKAAaWlpBt0+9evXh52dHWJjY9G1a1eDa4cJEyYIA/Br164tzK9Vq1aZnwdtziM1RUntUJy2bdsCAGJjY+Hm5qazduAxVtXA3t4eHh4epb5eHhdUGl9fX0RFRWl8QRw9ehQKhQKNGzcWyvz5558a6x09ehS+vr662ykdqUzbREZGQiwWC937vr6+OHXqFPLz84UyR48ehbu7u0FcBgQAmUyGli1bary/arUaf/7552v5/upLVlYW4uLi4OTkhJYtW0IqlWq0SUxMDBISEgy+TerVq4datWpp7HtmZibOnz8v7Luvry/S09Nx6dIloczx48ehVquFE40h+t///ofU1FQh4TSUdiAiTJgwAXv27MHx48eLDH/Q5vOgzXnkdVdWOxQnMjISADSOCZ20QwUG27MqdP/+fbpy5QotXryYzM3N6cqVK3TlyhV69uwZEREVFBRQkyZNqHv37hQZGUmHDh0ie3t7mjNnjlDH3bt3ydTUlGbOnEnR0dG0YcMGkkgkdOjQoerarUo7c+YMffXVVxQZGUlxcXH0n//8h+zt7Wno0KFCmfT0dHJ0dKQhQ4bQ9evXaefOnWRqakrff/99NUauezt37iS5XE6hoaF08+ZNGjNmDFlZWWn8ssXQTJ8+ncLDwyk+Pp5Onz5NAQEBZGdnRykpKURE9PHHH1PdunXp+PHjdPHiRfL19SVfX99qjlo3nj17JnwPAKA1a9bQlStX6P79+0REtHz5crKysqLff/+drl27Rn379qV69erR8+fPhTp69OhBzZs3p/Pnz9Pff/9NDRs2pIEDB1bXLlVIae3w7NkzmjFjBp09e5bi4+Pp2LFj1KJFC2rYsCHl5uYKdRhCO4wdO5YsLS0pPDycEhMThVdOTo5QpqzPgzbnkdddWe0QGxtLn332GV28eJHi4+Pp999/p/r161Pnzp2FOnTVDpxYveaGDRtGAIq8Tpw4IZS5d+8e9ezZk0xMTMjOzo6mT59O+fn5GvWcOHGCmjVrRjKZjOrXr08hISFVuyM6dunSJWrbti1ZWlqSsbExeXp60hdffKHxpUlEdPXqVerYsSPJ5XJ66623aPny5dUUsX598803VLduXZLJZNSmTRs6d+5cdYekV8HBweTk5EQymYzeeustCg4OptjYWGH58+fPady4cWRtbU2mpqb07rvvUmJiYjVGrDsnTpwo9jth2LBhRPTilgvz588nR0dHksvl1LVrV4qJidGoIzU1lQYOHEjm5uakUChoxIgRwh9rNUVp7ZCTk0Pdu3cne3t7kkql5OLiQqNHjy7yx4YhtENxbQBA4ztem8+DNueR11lZ7ZCQkECdO3cmGxsbksvl1KBBA5o5cyZlZGRo1KOLdhD9f0CMMcYYY6ySeIwVY4wxxpiOcGLFGGOMMaYjnFgxxhhjjOkIJ1aMMcYYYzrCiRVjjDHGmI5wYsUYY4wxpiOcWDHGGGOM6QgnVqxSRCIR9u7dK0zfunUL7dq1g7GxsfBssuLmGZLQ0NAiT45n/3i1fRYtWvTaHgenT5+Gt7c3pFIp+vXrV93h6JS/vz+mTJlS3WFUmZr6uSzv+1QV+xkeHg6RSASRSKT3z0Xhdmrie1eIEytWxPDhw4WDWyqVwtHREd26dcOPP/4ItVqtUTYxMRE9e/YUphcuXAgzMzPExMQIz6Yqbh4r6tUk1VDNmDFD58eBrk4u06ZNQ7NmzRAfH4/Q0NBK11ea1y3BDA0NFT73YrEYTk5OCA4ORkJCAu7duycsK+nl6upa6vKyHq5enT766CNIJBL8+uuvxS6PjY3FiBEjULt2bcjlctSrVw8DBw7ExYsXhTKvfn7z8/MxcOBAvPXWW7h+/bq+d6FKxMTE6P1zkZiYiLVr1+p1G/rGiRUrVo8ePZCYmIh79+7h4MGD6NKlCyZPnozevXujoKBAKFerVi3I5XJhOi4uDh07doSLiwtsbW1LnFdeSqWycjvEXhvm5uYVPg70LS4uDm+//TZq165dbKJGRBrHv6FRKBRITEzEw4cPsWvXLsTExOD9999HnTp1kJiYKLymT58OLy8vjXl//fWX8P9du3YBeHEiLpz39ddfV/PeFS8nJwc7d+7ErFmz8OOPPxZZfvHiRbRs2RK3b9/G999/j5s3b2LPnj3w8PDA9OnTS6yzT58+iIiIwN9//40mTZroezeqhIODg957kmrVqgVLS0u9bkPvdPKQHmZQhg0bRn379i0y/88//yQAtHnzZmEeANqzZ4/w/5dfCxcuLHYe0YvnNr3//vtkaWlJ1tbW1KdPH4qPjy8Sw+eff05OTk7k6uparvVWrlxJtWrVIhsbGxo3bhwplUqhTG5uLs2aNYtq165NMpmM3Nzc6IcffhCWR0VFUY8ePcjMzIwcHBzogw8+oMePH5fYXiEhIWRpaUl79uyhBg0akFwup+7du1NCQoJGub1791Lz5s1JLpdTvXr1aNGiRcIzqFxcXDTaycXFhdLT00ksFlNERAQREalUKrK2tqa2bdsKdW7bto1q164tTJfVPkREmzdvJg8PD5LL5eTu7k4bNmwQlsXHxxMA2rVrF/n7+5OJiQn5+PjQmTNnStx/IqKnT5/SmDFjyMHBgeRyOXl5edEff/yh0T6FFi5cSE2bNtVZTMU9M67wOCtst5s3b2psLz8/n27dulVkG3jlGWOFdR84cIBatGhBUqmUTpw4Qbm5uTRx4kSyt7cnuVxOHTp0oAsXLgj1Fa537NgxatmyJZmYmJCvr6+wzZCQkBKfafb06VMaOXIk2dnZkYWFBXXp0oUiIyOLtN/WrVvJxcWFFAoFBQcHU2ZmplAmKyuLhgwZQmZmZlSrVi1atWoV+fn50eTJk0t8D199n4iI1q1bRwCKPE+tuPfwZYX7//Tp0xLLFDp48CB16NCBLC0tycbGhnr16qXx3Edtj8mQkBCqU6cOmZiYUL9+/WjVqlVF9qc4oaGh1K5dO0pPTydTU1ONz61arSYvLy9q2bIlqVSqIuu+vH+F34VPnz6l9u3bk4+PT5nPp9TmfcrNzaXp06eTs7MzmZqaUps2bTSeFfvq+xYbG0t9+vQhBwcHMjMzo1atWtHRo0eF5YsXLyYvL68isTRt2pTmzZtXbJwlvZ9+fn40YcIEmjx5MllZWZGDgwNt2rSJsrKyaPjw4WRubk5ubm504MABYZ20tDQaNGgQ2dnZkbGxMTVo0IB+/PFHjXqLOxZrEk6sWBElJVZELz58PXv2FKZfTqwSExPJy8uLpk+fTomJifTs2bNi5ymVSvL09KQPP/yQrl27Rjdv3qRBgwaRu7s75eXlCTGYm5vTkCFD6Pr163T9+nWt11MoFPTxxx9TdHQ0/fHHH2RqakqbNm0SYh4wYADVqVOHdu/eTXFxcXTs2DHauXMnEb34oix8mnl0dDRdvnyZunXrRl26dCmxvUJCQkgqlVKrVq3ozJkzdPHiRWrTpg21b99eKHPq1ClSKBQUGhpKcXFxdOTIEXJ1daVFixYREVFKSopwck1MTKSUlBQiImrRogWtXLmSiIgiIyPJxsaGZDKZ8KDYUaNG0eDBg4mItGqf//znP+Tk5ES7du2iu3fv0q5du8jGxoZCQ0OJ6J+TmIeHB+3bt49iYmLoX//6F7m4uJT4IFKVSkXt2rUjLy8vOnLkCMXFxdEff/whfJmWlVhVNqa8vDxau3YtKRQK4Yn2he2jUqloyJAh1LRpU1Kr1cI2w8LCyNrami5fvkxEL55qn5iYSAqFgtauXUuJiYmUk5MjnFB8fHzoyJEjFBsbS6mpqTRp0iRydnamAwcO0I0bN2jYsGFkbW1NqampRPTPiaht27YUHh5ON27coE6dOgnHRE5ODk2fPp28vLyEmHNycoiIKCAggIKCgigiIoJu375N06dPJ1tbW6HuhQsXkrm5Ob333nsUFRVFp06dolq1atGnn34q7N/YsWOpbt26dOzYMbp27Rr17t2bLCwsypVYJScnU5cuXUgikVBWVpZGWV0mVr/99hvt2rWL7ty5Q1euXKGgoCDy9vYWEhltjslz586RWCymL7/8kmJiYujrr78mKysrrU7OnTp1ovXr1xMRUf/+/emzzz4Tll2+fJkA0M8//1xmPQBo48aN5OPjQ+3bt9dq37V5n0aNGkXt27enU6dOUWxsLK1cuZLkcjndvn2biIq+b5GRkfTdd99RVFQU3b59m+bNm0fGxsZ0//59IiJ68OABicVijT8ELl++TCKRiOLi4oqNs7TEysLCgpYsWUK3b9+mJUuWkEQioZ49e9KmTZvo9u3bNHbsWLK1taXs7GwiIho/fjw1a9aMIiIiKD4+no4ePUr//e9/NerlxIoZnNISq+DgYPL09BSmX06siF4kXi/3FhQ3b9u2beTu7q5xosvLyyMTExM6fPiwEIOjo6OQEJRnPRcXFyooKBDKvP/++xQcHExERDExMQRA4y+4ly1ZsoS6d++uMe/BgwcEgGJiYopdp7D34dy5c8K86OhoAkDnz58nIqKuXbvSF198obHetm3byMnJSZh+tS2JiKZNm0a9evUiIqK1a9dScHAwNW3alA4ePEhERA0aNBCSRm3ax83NrchJYsmSJeTr60tE/5zEXu7Bu3HjBgGg6OjoYvf/8OHDJBaLS22f0hIrXcRU3BexSqWiYcOGkaurK927d69IXPPmzSMbGxuN3iBLS0uh54jonxPK3r17hXlZWVkklUpp+/btwjylUknOzs60YsUKjfWOHTsmlNm/fz8BoOfPnxfbDkREf/31FykUCsrNzdWY7+bmRt9//72wnqmpqUYP1cyZM4WezGfPnpFMJqNffvlFWJ6amkomJiZlJlYAyMzMjExNTYWetEmTJhUpq8vE6lWPHz8mABQVFUVE2r3/AwcOpHfeeUejnuDg4DJPzrdv3yapVCr0SO/Zs4fq1asnfIbCwsIIgJCAlwYAyWQy8vDwEJKI0mjzPt2/f58kEgk9fPhQY92uXbvSnDlziEi7JMTLy4u++eYbYbpnz540duxYYXrixInk7+9f4vqlJVYdO3YUpgsKCsjMzIyGDBkizEtMTCQAdPbsWSIiCgoKohEjRpQab01PrHiMFSsXIoJIJKpUHVevXkVsbCwsLCxgbm4Oc3Nz2NjYIDc3F3FxcUI5b29vyGSycq/n5eUFiUQiTDs5OSElJQUAEBkZCYlEAj8/vxJjO3HihFC/ubk5PDw8AEBjG68yMjJC69athWkPDw9YWVkhOjpaqPezzz7TqHf06NFITExETk5OifX6+fnh77//hkqlwsmTJ+Hv7w9/f3+Eh4fj0aNHiI2Nhb+/v1btk52djbi4OIwcOVIjjs8//7zIvvn4+Gi0HwChDV8VGRmJ2rVro1GjRiXuR0n0FRMAhIWF4aeffsK9e/eKHVj9+eefIy0tDYMGDSozzlatWgn/j4uLQ35+Pjp06CDMk0qlaNOmjfB+VzTmq1evIisrC7a2thrtER8fr9Eerq6usLCw0Ki7sN64uDgolUq0bdtWWG5jYwN3d/cy99PCwgKRkZG4ePEiVq9ejRYtWmDp0qVlrlcZd+7cwcCBA1G/fn0oFAq4uroCABISEjTKldaW0dHRGvsLAL6+vmVu+8cff0RgYCDs7OwAAO+88w4yMjJw/PhxAC++78qjd+/ewlissmjzPkVFRUGlUqFRo0Yax8PJkydL/D7KysrCjBkz4OnpCSsrK5ibmyM6OlqjPUePHo0dO3YgNzcXSqUSP//8Mz788MNy7Wuhl98XiUQCW1tbeHt7C/McHR0B/PNejR07Fjt37kSzZs0wa9YsnDlzpkLbfZ0ZVXcArGaJjo5GvXr1KlVHVlYWWrZsie3btxdZZm9vL/zfzMysQutJpVKNZSKRSPg1o4mJSZmxBQUF4csvvyyyrPDLvCKysrKwePFivPfee0WWGRsbl7he586d8ezZM1y+fBmnTp3CF198gVq1amH58uVo2rQpnJ2d0bBhQ2EbpbVPVlYWAGDz5s1FTkIvJ6KAZhsWJtKv/iK0UFltWhp9xQQAffv2hZ+fH+7fv4+wsDAoFAqN5du2bcOqVauKfa9f9eqxqK3yxpyVlQUnJyeEh4cXWfbyoOHSjvHKEIvFaNCgAQDA09MTcXFxGDt2LLZt21bpuksSFBQEFxcXbN68Gc7OzlCr1WjSpEmRH6yUty3LolKp8NNPPyEpKQlGRkYa83/88Ud07dpV+GPh1q1baN68eZl1DhkyBH369MGHH34IIsK0adMqHB/w4niQSCS4dOlSkc+Dubl5sevMmDEDR48exapVq9CgQQOYmJjgX//6l0Z7BgUFQS6XY8+ePZDJZMjPz8e//vWvCsVY3LFY2nvVs2dP3L9/HwcOHMDRo0fRtWtXjB8/HqtWrarQ9l9HnFgxrR0/fhxRUVGYOnVqpepp0aIFwsLC4ODgUORkp4/1Xubt7Q21Wo2TJ08iICCg2G3s2rULrq6uGl+2ZSkoKMDFixfRpk0bAC9+DZWeng5PT0+h3piYGOGkVRypVAqVSqUxz8rKCj4+Pli/fj2kUik8PDzg4OCA4OBg7Nu3T6Pnraz2sbS0hLOzM+7evYvBgwdrvW9l8fHxwf/+9z/cvn273L1Wjo6OOolJJpMVaTtTU1Ps378fPXv2xIwZM3Dy5EnhS37//v1Ys2YNfv31V/Tu3btc23Jzc4NMJsPp06fh4uIC4MVP6yMiIsp1/6HiYm7RooVwoi/suSkvNzc3SKVSnD9/HnXr1gUAPH36FLdv3y6xp7Yks2fPhpubG6ZOnYoWLVpUKJ7SpKamIiYmBps3b0anTp0AAH///Xe56/H09MT58+c15p07d67UdQ4cOIBnz57hypUrGknL9evXMWLECKSnp6NZs2Zo3LgxVq9ejeDgYIjFmhd50tPTi/xKbtiwYRCLxRgxYgTUajVmzJhR7Pa1eZ+aN28OlUqFlJQUoX3Kcvr0aQwfPhzvvvsugBfJ2b179zTKGBkZYdiwYQgJCYFMJsO///3vSv2BVF729vYYNmwYhg0bhk6dOmHmzJkGlVjxpUBWrLy8PCQlJeHhw4e4fPkyvvjiC/Tt2xe9e/fG0KFDK1X34MGDYWdnh759++Kvv/5CfHw8wsPDMWnSJPzvf//T+Xovc3V1xbBhw/Dhhx9i7969Qh2//PILAGD8+PFIS0vDwIEDERERgbi4OBw+fBgjRowochJ8mVQqxcSJE3H+/HlcunQJw4cPR7t27YREa8GCBdi6dSsWL16MGzduIDo6Gjt37sS8efM0Yvvzzz+RlJSEp0+fCvP9/f2xfft24cvWxsYGnp6eCAsL0zhRatM+ixcvxrJly7Bu3Trcvn0bUVFRCAkJwZo1a7Rqv+L4+fmhc+fO6N+/P44ePYr4+HgcPHgQhw4d0mp9XcTk6uqKrKws/Pnnn3jy5IlwedXMzAwHDhzAp59+qnEJu0OHDvjjjz/Qp0+f8u3s/9c5duxYzJw5E4cOHcLNmzcxevRo5OTkYOTIkeWKOT4+HpGRkXjy5Any8vIQEBAAX19f9OvXD0eOHMG9e/dw5swZzJ07V+OeSaUxNzfHyJEjMXPmTBw/fhzXr1/H8OHDiyQF2qhTpw7effddLFiwoNzrasPa2hq2trbYtGkTYmNjcfz48Qr18kyaNAmHDh3CqlWrcOfOHaxfv77M42/Lli3o1asXmjZtiiZNmgivAQMGwMrKCtu3b4dIJEJISAhu376NTp064cCBA7h79y6uXbuGpUuXom/fvsXWPWTIEPz000+YPXs2Vq5cWWwZbd6nRo0aYfDgwRg6dCh2796N+Ph4XLhwAcuWLcP+/fuLrbdhw4bYvXs3IiMjcfXqVQwaNKjYnr1Ro0bh+PHjOHToUIUvA1bEggUL8PvvvyM2NhY3btzAvn37hD9ADQUnVqxYhw4dgpOTE1xdXdGjRw+cOHEC69atw++//16kS7q8TE1NcerUKdStWxfvvfcePD09MXLkSOTm5pbaE1XR9V61ceNG/Otf/8K4cePg4eGB0aNHIzs7GwDg7OyM06dPQ6VSoXv37vD29saUKVNgZWVV6onJ1NQUn3zyCQYNGoQOHTrA3NwcYWFhwvLAwEDs27cPR44cQevWrdGuXTt89dVXQo8HAKxevRpHjx5FnTp1NC47+Pn5QaVSCWOpgBfJ1qvztGmfUaNG4YcffkBISAi8vb3h5+eH0NDQSl/e3bVrF1q3bo2BAweicePGmDVrVqmJ6Mt0EVP79u3x8ccfIzg4GPb29lixYoWwzNzcHD169NAob2VlVWyPpbaWL1+O/v37Y8iQIWjRogViY2Nx+PBhWFtba11H//790aNHD3Tp0gX29vbYsWMHRCIRDhw4gM6dO2PEiBFo1KgR/v3vf+P+/fvCWBVtrFy5Ep06dUJQUBACAgLQsWNHtGzZsiK7iqlTp2L//v24cOFChdYvjVgsxs6dO3Hp0iU0adIEU6dOLTERKU27du2wefNmfP3112jatCmOHDmi8UfLq5KTk7F//37079+/2JjeffddbNmyBQDQpk0bXLx4EQ0aNMDo0aPh6emJPn364MaNG6XeyHLw4MHYtm0b5syZU+LlZm3ep5CQEAwdOhTTp0+Hu7s7+vXrh4iICKGX61Vr1qyBtbU12rdvj6CgIAQGBhbb29iwYUO0b98eHh4eRS7D65NMJsOcOXPg4+ODzp07QyKRYOfOnVW2/aogovKOzmOMMcZYjUZEaNiwIcaNG1dmL2F4eDi6dOmCp0+fVsmjZkJDQzFlyhSkp6frfVv6wGOsGGOMsTfI48ePsXPnTiQlJWHEiBFar1e7dm0EBQVhx44deovN3NwcBQUFpf6o53XHiRVjjDH2BnFwcICdnR02bdqk1eXrtm3b4s6dOwBK/jWirkRGRgIo+qvgmoQvBTLGGGOM6QgPXmeMMcYY0xFOrBhjjDHGdIQTK8YYY4wxHeHEijHGGGNMRzixYowxxhjTEU6sGGOMMcZ0hBMrxhhjjDEd4cSKMcYYY0xHOLFijDHGGNOR/wPU+cZqSi8bewAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax()\n", + "\n", + "sns.boxenplot(\n", + " ack_delays_iack,\n", + " x=\"diff\",\n", + " y=\"CDN\",\n", + " color=\"white\",\n", + " linecolor=\"black\",\n", + " showfliers=False,\n", + ")\n", + "ax.set(xlim=(-100, 250))\n", + "ax.set(xlabel=\"Difference between client↔frontend RTT and ACK delay [ms]\")\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(50))\n", + "ax.xaxis.set_minor_locator(ticker.MultipleLocator(10))\n", + "\n", + "\n", + "vh.save_plot(fig, \"toplist/box_toplist_ack_delay_ms_difference_iack_large\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "665e11de-3b57-44f5-b8c8-eef28a1058c2", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:27:08.361102Z", + "iopub.status.busy": "2024-10-10T14:27:08.360926Z", + "iopub.status.idle": "2024-10-10T14:27:59.962085Z", + "shell.execute_reply": "2024-10-10T14:27:59.960991Z", + "shell.execute_reply.started": "2024-10-10T14:27:08.361086Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = vh.fig_ax(figsize=(6, 0.9))\n", + "\n", + "sns.boxenplot(\n", + " ack_delays_iack,\n", + " x=\"diff\",\n", + " y=\"CDN\",\n", + " color=\"white\",\n", + " linecolor=\"black\",\n", + " showfliers=False,\n", + ")\n", + "ax.set(xlim=(-100, 250))\n", + "ax.set(xlabel=\"Difference between client↔frontend RTT and ACK delay [ms]\")\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(50))\n", + "ax.xaxis.set_minor_locator(ticker.MultipleLocator(10))\n", + "\n", + "\n", + "vh.save_plot(fig, \"toplist/box_toplist_ack_delay_ms_difference_iack\")" + ] + }, + { + "cell_type": "markdown", + "id": "4a5996f4-5a3a-40df-8d55-e9e39f423360", + "metadata": {}, + "source": [ + "### CDN AS numbers: Appendix G, Table 6" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "06c494a5-8f2f-4e81-b483-f31653acc540", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:27:59.963085Z", + "iopub.status.busy": "2024-10-10T14:27:59.962923Z", + "iopub.status.idle": "2024-10-10T14:28:00.078482Z", + "shell.execute_reply": "2024-10-10T14:28:00.077603Z", + "shell.execute_reply.started": "2024-10-10T14:27:59.963070Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (7, 2)
CDNAS numbers
strstr
"Akamai""16625, 20940"
"Amazon""14618, 16509"
"Cloudflare""13335, 209242"
"Fastly""54113"
"Google""15169, 396982"
"Meta""32934"
"Microsoft""8075"
" + ], + "text/plain": [ + "shape: (7, 2)\n", + "┌────────────┬───────────────┐\n", + "│ CDN ┆ AS numbers │\n", + "│ --- ┆ --- │\n", + "│ str ┆ str │\n", + "╞════════════╪═══════════════╡\n", + "│ Akamai ┆ 16625, 20940 │\n", + "│ Amazon ┆ 14618, 16509 │\n", + "│ Cloudflare ┆ 13335, 209242 │\n", + "│ Fastly ┆ 54113 │\n", + "│ Google ┆ 15169, 396982 │\n", + "│ Meta ┆ 32934 │\n", + "│ Microsoft ┆ 8075 │\n", + "└────────────┴───────────────┘" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "label = \"tab:cdn-as\"\n", + "caption = \"CDN inference by AS number.\"\n", + "\n", + "\n", + "cdn_as = (\n", + " ack_delays.group_by(\"CDN\")\n", + " .agg(pl.col(\"asn\").unique().cast(pl.String).alias(\"AS numbers\"))\n", + " .with_columns(pl.col(\"AS numbers\").list.join(\", \"))\n", + " .filter(pl.col(\"CDN\") != \"Others\")\n", + " .sort(\"CDN\")\n", + ")\n", + "cdn_as" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "8abbf591-0c2a-4765-aece-0b606ba71b9f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-10T14:28:00.082076Z", + "iopub.status.busy": "2024-10-10T14:28:00.081523Z", + "iopub.status.idle": "2024-10-10T14:28:00.101829Z", + "shell.execute_reply": "2024-10-10T14:28:00.101290Z", + "shell.execute_reply.started": "2024-10-10T14:28:00.082059Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\begin{table}\n", + "\\caption{CDN inference by AS number.}\n", + "\\label{tab:cdn-as}\n", + "\\begin{tabular}{ll}\n", + "\\toprule\n", + " & AS numbers \\\\\n", + "CDN & \\\\\n", + "\\midrule\n", + "Akamai & 16625, 20940 \\\\\n", + "Amazon & 14618, 16509 \\\\\n", + "Cloudflare & 13335, 209242 \\\\\n", + "Fastly & 54113 \\\\\n", + "Google & 15169, 396982 \\\\\n", + "Meta & 32934 \\\\\n", + "Microsoft & 8075 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\end{table}\n", + "\n" + ] + } + ], + "source": [ + "print(cdn_as.to_pandas().set_index(\"CDN\").to_latex(label=label, caption=caption))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/04-cloudflare/01-iack-timing-cloudflare.html b/05-instant-ack-ccds/notebooks/04-cloudflare/01-iack-timing-cloudflare.html new file mode 100644 index 0000000..178be99 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/04-cloudflare/01-iack-timing-cloudflare.html @@ -0,0 +1,8266 @@ + + + + + +01-iack-timing-cloudflare + + + + + + + + + + + + +
+ + + + + + + + +
+ + diff --git a/05-instant-ack-ccds/notebooks/04-cloudflare/01-iack-timing-cloudflare.ipynb b/05-instant-ack-ccds/notebooks/04-cloudflare/01-iack-timing-cloudflare.ipynb new file mode 100644 index 0000000..7f1ca5a --- /dev/null +++ b/05-instant-ack-ccds/notebooks/04-cloudflare/01-iack-timing-cloudflare.ipynb @@ -0,0 +1,885 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "888063f2-8947-48d1-9d35-73c993361a4c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:01.040242Z", + "iopub.status.busy": "2024-09-11T23:18:01.039824Z", + "iopub.status.idle": "2024-09-11T23:18:02.666340Z", + "shell.execute_reply": "2024-09-11T23:18:02.665589Z", + "shell.execute_reply.started": "2024-09-11T23:18:01.040207Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-12 01:18:01.068\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "import dateutil\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "2bce953a-942d-41e5-b1df-c2fe9056f7ef", + "metadata": {}, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bc45d9fa-10eb-4238-bc44-bb254f4ae95c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:02.667617Z", + "iopub.status.busy": "2024-09-11T23:18:02.667269Z", + "iopub.status.idle": "2024-09-11T23:18:02.693250Z", + "shell.execute_reply": "2024-09-11T23:18:02.692618Z", + "shell.execute_reply.started": "2024-09-11T23:18:02.667592Z" + } + }, + "outputs": [], + "source": [ + "df = (\n", + " preprocess_qscanner.translate_frame_types(\n", + " cv.load_data(\"cloudflare\"), \"quic.frame_type\", \"frame_type\"\n", + " )\n", + " .filter(~pl.col(\"quic.scid\").is_null())\n", + " .drop_nulls(\"quic.frame_type\")\n", + " .sort([\"measurement_ts\", \"location\"])\n", + ")\n", + "\n", + "df = preprocess_qscanner.location_to_titlecase(df)\n", + "\n", + "unique_responses = [\"measurement_ts\", \"quic.dcid\", \"location\"]\n", + "unique_requests = [\"measurement_ts\", \"quic.scid\", \"location\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "67ad972d-c3a9-481e-8245-3b42012d7ca4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:02.694373Z", + "iopub.status.busy": "2024-09-11T23:18:02.694133Z", + "iopub.status.idle": "2024-09-11T23:18:02.717673Z", + "shell.execute_reply": "2024-09-11T23:18:02.717022Z", + "shell.execute_reply.started": "2024-09-11T23:18:02.694336Z" + } + }, + "outputs": [], + "source": [ + "req = df.filter(pl.col(\"kind\") == \"requests\")\n", + "\n", + "responses = (\n", + " cv.classify_ack_and_sh_frames(df, unique_responses)\n", + " .filter(\n", + " pl.col(\"ack_first\") | pl.col(\"sh_first\"),\n", + " # Use only packets where the first ack from the server is received\n", + " pl.col(\"first_ack_number\"),\n", + " )\n", + " .filter(\n", + " (pl.col(\"ack_first\") & pl.col(\"sh_first\"))\n", + " | (pl.len().over(unique_responses) == 2),\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "34dd891d-b98c-411a-abc8-f9d251e49864", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:02.720072Z", + "iopub.status.busy": "2024-09-11T23:18:02.719840Z", + "iopub.status.idle": "2024-09-11T23:18:02.741100Z", + "shell.execute_reply": "2024-09-11T23:18:02.740297Z", + "shell.execute_reply.started": "2024-09-11T23:18:02.720052Z" + } + }, + "outputs": [], + "source": [ + "# Add request packet sent time\n", + "send_ts = req.group_by(unique_requests).agg(pl.col(\"ts\").min())\n", + "\n", + "responses = responses.join(\n", + " send_ts,\n", + " how=\"inner\",\n", + " left_on=unique_responses,\n", + " right_on=unique_requests,\n", + " validate=\"m:1\",\n", + " suffix=\"_sent\",\n", + ").with_columns(\n", + " ts_diff=(pl.col(\"ts\") - pl.col(\"ts_sent\")).dt.total_microseconds() / 1000\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "df747898-bb59-430d-9056-beb3832e69d8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:02.742491Z", + "iopub.status.busy": "2024-09-11T23:18:02.742239Z", + "iopub.status.idle": "2024-09-11T23:18:02.762435Z", + "shell.execute_reply": "2024-09-11T23:18:02.761767Z", + "shell.execute_reply.started": "2024-09-11T23:18:02.742470Z" + } + }, + "outputs": [], + "source": [ + "airport_to_city = {\n", + " \"HAM\": \"Hamburg\",\n", + " \"LAX\": \"Los Angeles\",\n", + " \"HKG\": \"Hongkong\",\n", + " \"GRU\": \"Sao Paulo\",\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5531be98-8ec8-45c7-ae96-f7b946d7703c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:02.765162Z", + "iopub.status.busy": "2024-09-11T23:18:02.764639Z", + "iopub.status.idle": "2024-09-11T23:18:03.772852Z", + "shell.execute_reply": "2024-09-11T23:18:03.772060Z", + "shell.execute_reply.started": "2024-09-11T23:18:02.765140Z" + } + }, + "outputs": [], + "source": [ + "# Add Response Cf-Ray response headers\n", + "# https://developers.cloudflare.com/fundamentals/reference/http-request-headers/#cf-ray\n", + "headers = (\n", + " cv.load_data(\"cloudflare.header\", skip_missing=True)\n", + " .collect()\n", + " .filter(pl.col(\"Header\") == \"Cf-Ray\")\n", + " .with_columns(\n", + " pl.col(\"measurement_ts\")\n", + " .str.replace_all(\",\", \".\")\n", + " .str.to_datetime()\n", + " .dt.replace_time_zone(None),\n", + " ray_location=pl.col(\"Value\").str.reverse().str.slice(1, 3).str.reverse(),\n", + " )\n", + ")\n", + "\n", + "responses = (\n", + " responses.with_columns(\n", + " pl.col(\"measurement_ts\").dt.round(every=\"1h\").name.suffix(\"_round\"),\n", + " targetid=pl.col(\"quic.dcid\").str.slice(2).str.to_integer(base=16),\n", + " )\n", + " .join(\n", + " headers.lazy().select(\"ray_location\", \"targetid\", \"measurement_ts\", \"location\"),\n", + " on=[\"targetid\", \"measurement_ts\", \"location\"],\n", + " how=\"left\",\n", + " validate=\"m:1\",\n", + " )\n", + " .with_columns(pl.col(\"ray_location\").replace(airport_to_city).name.suffix(\"_name\"))\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0976fc1a-56d5-46fe-ae03-3a368fe49f62", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:18:03.774156Z", + "iopub.status.busy": "2024-09-11T23:18:03.773887Z", + "iopub.status.idle": "2024-09-11T23:36:49.255581Z", + "shell.execute_reply": "2024-09-11T23:36:49.254338Z", + "shell.execute_reply.started": "2024-09-11T23:18:03.774134Z" + } + }, + "outputs": [], + "source": [ + "filtered_responses = (\n", + " responses.filter(\n", + " # Use only responses from the same location as the measurement node\n", + " pl.col(\"geo_location\")\n", + " == pl.col(\"ray_location_name\"),\n", + " )\n", + " .filter(\n", + " # ACK and SH in one packet or ack and sh in separate packets, but definitely two packets then\n", + " (pl.col(\"ack_first\") & pl.col(\"sh_first\"))\n", + " | (pl.len().over(unique_responses) == 2),\n", + " )\n", + " .with_columns(pl.col(\"frame_type\").str.replace(\"CRYPTO\", \"SH\"))\n", + " .select(\n", + " \"measurement_ts\",\n", + " \"frame_type\",\n", + " \"ts_diff\",\n", + " \"location\",\n", + " \"geo_location\",\n", + " \"ray_location_name\",\n", + " \"sni\",\n", + " \"sh\",\n", + " \"ts\",\n", + " \"quic.dcid\",\n", + " )\n", + " .collect()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "65a5ded5-7760-4433-af4e-3c4d3e387e87", + "metadata": {}, + "source": [ + "# Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "831b7fd7-476b-4320-9200-b4f4f541002d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:36:49.257351Z", + "iopub.status.busy": "2024-09-11T23:36:49.257037Z", + "iopub.status.idle": "2024-09-11T23:38:05.417044Z", + "shell.execute_reply": "2024-09-11T23:38:05.416170Z", + "shell.execute_reply.started": "2024-09-11T23:36:49.257329Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hamburg\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for gname, group in (\n", + " filtered_responses.select(\"measurement_ts\", \"frame_type\", \"ts_diff\", \"geo_location\")\n", + " .with_columns(pl.col(\"measurement_ts\").dt.round(every=\"1h\"))\n", + " .filter(\n", + " pl.col(\"measurement_ts\") >= datetime(2024, 8, 15),\n", + " pl.col(\"measurement_ts\") <= datetime(2024, 8, 22),\n", + " )\n", + " .group_by(\"geo_location\", maintain_order=True)\n", + "):\n", + " print(gname[0])\n", + "\n", + " if \"Hongkong\" in gname[0]:\n", + " fig, ax = vh.fig_ax()\n", + " plot.line(\n", + " group.filter(pl.col(\"measurement_ts\") <= datetime(2024, 8, 19, 21)),\n", + " x=\"measurement_ts\",\n", + " y=\"ts_diff\",\n", + " hue=\"frame_type\",\n", + " estimator=\"median\",\n", + " errorbar=(\"pi\", 50),\n", + " xlim=(datetime(2024, 8, 15), datetime(2024, 8, 22)),\n", + " fig=fig,\n", + " ax=ax,\n", + " legend=False,\n", + " )\n", + " plot.line(\n", + " group.filter(\n", + " pl.col(\"measurement_ts\") >= datetime(2024, 8, 20, 10),\n", + " pl.col(\"measurement_ts\") <= datetime(2024, 8, 21, 19),\n", + " ),\n", + " x=\"measurement_ts\",\n", + " y=\"ts_diff\",\n", + " hue=\"frame_type\",\n", + " estimator=\"median\",\n", + " errorbar=(\"pi\", 50),\n", + " dest=f\"cloudflare/lin_cloudflare_ack_sh_{gname[0].replace(\" \", \"_\")}\",\n", + " xlim=(datetime(2024, 8, 15), datetime(2024, 8, 22)),\n", + " fig=fig,\n", + " ax=ax,\n", + " legend=True,\n", + " legend_pos=\"upper left\",\n", + " )\n", + " else:\n", + " plot.line(\n", + " group,\n", + " x=\"measurement_ts\",\n", + " y=\"ts_diff\",\n", + " hue=\"frame_type\",\n", + " dest=f\"cloudflare/lin_cloudflare_ack_sh_{gname[0].replace(\" \", \"_\")}\",\n", + " estimator=\"median\",\n", + " errorbar=(\"pi\", 50),\n", + " xlim=(datetime(2024, 8, 15), datetime(2024, 8, 22)),\n", + " legend=True,\n", + " legend_pos=\"upper left\",\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "09d3bb3a-dd1d-4b85-9fcc-a4f5f7f3ea0d", + "metadata": {}, + "source": [ + "### ACK-SH delay for vantage point Sao Paulo: Section 4.3, Figure 9" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1cd720db-d72d-4da1-ba32-c58bccdec6f3", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:38:05.418754Z", + "iopub.status.busy": "2024-09-11T23:38:05.418404Z", + "iopub.status.idle": "2024-09-11T23:38:05.861672Z", + "shell.execute_reply": "2024-09-11T23:38:05.860861Z", + "shell.execute_reply.started": "2024-09-11T23:38:05.418725Z" + } + }, + "outputs": [], + "source": [ + "location = \"Sao Paulo\"\n", + "group = (\n", + " filtered_responses.select(\"measurement_ts\", \"frame_type\", \"ts_diff\", \"geo_location\")\n", + " .with_columns(pl.col(\"measurement_ts\").dt.round(every=\"1h\"))\n", + " .filter(\n", + " pl.col(\"measurement_ts\") >= datetime(2024, 8, 15),\n", + " pl.col(\"measurement_ts\") <= datetime(2024, 8, 22),\n", + " pl.col(\"geo_location\") == location,\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "dc0571a4-53ff-4b51-9dd0-d1eb712892ae", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:38:05.864085Z", + "iopub.status.busy": "2024-09-11T23:38:05.863689Z", + "iopub.status.idle": "2024-09-11T23:38:29.452277Z", + "shell.execute_reply": "2024-09-11T23:38:29.451394Z", + "shell.execute_reply.started": "2024-09-11T23:38:05.864067Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.line(\n", + " group,\n", + " x=\"measurement_ts\",\n", + " y=\"ts_diff\",\n", + " hue=\"frame_type\",\n", + " dest=f\"cloudflare/lin_cloudflare_ack_sh_{location.replace(\" \", \"_\")}\",\n", + " estimator=\"median\",\n", + " errorbar=(\"pi\", 50),\n", + " ylabel=\"Median time since\\nClientHello [ms]\",\n", + " xlim=(datetime(2024, 8, 15), datetime(2024, 8, 22)),\n", + " ylim=(2, 8),\n", + " yMajorLocator=ticker.MultipleLocator(2),\n", + " yMinorLocator=ticker.MultipleLocator(1),\n", + " legend=True,\n", + " legend_pos=\"upper left\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c91dfe2e-bd52-49ce-a1d3-5ac3c401a81f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-08T11:48:25.805445Z", + "iopub.status.busy": "2024-09-08T11:48:25.804677Z", + "iopub.status.idle": "2024-09-08T11:48:25.808783Z", + "shell.execute_reply": "2024-09-08T11:48:25.808094Z", + "shell.execute_reply.started": "2024-09-08T11:48:25.805410Z" + } + }, + "source": [ + "### ACK-SH delay for all vantage points: Appendix G, Figure 13" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7a9db6cb-001a-4f60-8ecc-776d2a0ae521", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:38:29.453574Z", + "iopub.status.busy": "2024-09-11T23:38:29.453355Z", + "iopub.status.idle": "2024-09-11T23:39:48.421743Z", + "shell.execute_reply": "2024-09-11T23:39:48.421033Z", + "shell.execute_reply.started": "2024-09-11T23:38:29.453556Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.multi(\n", + " filtered_responses.select(\"measurement_ts\", \"frame_type\", \"ts_diff\", \"geo_location\")\n", + " .with_columns(\n", + " pl.col(\"measurement_ts\").dt.round(every=\"1h\"),\n", + " pl.col(\"geo_location\").replace(\"Hongkong\", \"Hong Kong\"),\n", + " )\n", + " .filter(\n", + " pl.col(\"measurement_ts\") >= datetime(2024, 8, 15),\n", + " pl.col(\"measurement_ts\") <= datetime(2024, 8, 22),\n", + " )\n", + " .sort(\"geo_location\"),\n", + " \"geo_location\",\n", + " figsize=(6, 3 * 1.7),\n", + " x=\"measurement_ts\",\n", + " y=\"ts_diff\",\n", + " hue=\"frame_type\",\n", + " xlabel=\"Date MM-DD [h]\",\n", + " legend_pos=\"upper center\",\n", + " legend_ncol=3,\n", + " bbox_to_anchor=(0.5, 1.5),\n", + " auto_scale_x=False,\n", + " inner=plot.line,\n", + " anc_text_prefix=\"\",\n", + " anc_text_suffix=\"\",\n", + " ylim=(0, 14),\n", + " yMajorLocator=ticker.MultipleLocator(3),\n", + " yMinorLocator=ticker.MultipleLocator(1),\n", + " ylabel=None,\n", + " supylabel=f\"Median time since ClientHello [ms]\",\n", + " anc_loc=\"upper right\",\n", + " first_anc_loc=\"lower right\",\n", + " estimator=\"median\",\n", + " errorbar=(\"pi\", 50),\n", + " dest=\"cloudflare/lin_cloudflare_ack_sh_intervals_all_locations_with_pi_50\",\n", + " hk_special=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c322a5e3-6460-4a11-844e-20cb114669ef", + "metadata": {}, + "source": [ + "## Details" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "785cf833-f8ba-4c7c-b5b5-d13c18f23c6f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:39:48.422847Z", + "iopub.status.busy": "2024-09-11T23:39:48.422641Z", + "iopub.status.idle": "2024-09-11T23:39:54.748254Z", + "shell.execute_reply": "2024-09-11T23:39:54.747206Z", + "shell.execute_reply.started": "2024-09-11T23:39:48.422828Z" + } + }, + "outputs": [], + "source": [ + "ack_sh_delay = (\n", + " filtered_responses.with_columns(\n", + " diff_ms=(pl.col(\"ts\").max() - pl.col(\"ts\").min())\n", + " .over(unique_responses)\n", + " .dt.total_microseconds()\n", + " / 1000,\n", + " classification=pl.when(pl.col(\"sh\"))\n", + " .then(pl.lit(\"ACK,SH\"))\n", + " .otherwise(pl.lit(\"IACK\")),\n", + " ).sort(\"frame_type\")\n", + " # required to make sure every domain has weight 1\n", + " .unique(unique_responses, keep=\"first\")\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "59960d10-177f-43d4-8741-cecc9b9d8fe7", + "metadata": {}, + "source": [ + "### Median delay between ACK and SH: Section 4.3" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d5ace249-e496-40bd-a8e5-2ed1229ae1e5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:39:54.749328Z", + "iopub.status.busy": "2024-09-11T23:39:54.749126Z", + "iopub.status.idle": "2024-09-11T23:39:55.392970Z", + "shell.execute_reply": "2024-09-11T23:39:55.392224Z", + "shell.execute_reply.started": "2024-09-11T23:39:54.749312Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (1, 6)
meanmedianstd50%95%99%
f64f64f64f64f64f64
2.6077432.2716.0776032.2714.5036.695
" + ], + "text/plain": [ + "shape: (1, 6)\n", + "┌──────────┬────────┬──────────┬───────┬───────┬───────┐\n", + "│ mean ┆ median ┆ std ┆ 50% ┆ 95% ┆ 99% │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════╪════════╪══════════╪═══════╪═══════╪═══════╡\n", + "│ 2.607743 ┆ 2.271 ┆ 6.077603 ┆ 2.271 ┆ 4.503 ┆ 6.695 │\n", + "└──────────┴────────┴──────────┴───────┴───────┴───────┘" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ack_sh_delay.filter(pl.col(\"classification\") == \"IACK\").select(\n", + " pl.col(\"diff_ms\").mean().alias(\"mean\"),\n", + " pl.col(\"diff_ms\").median().alias(\"median\"),\n", + " pl.col(\"diff_ms\").std().alias(\"std\"),\n", + " pl.col(\"diff_ms\").quantile(0.5).alias(\"50%\"),\n", + " pl.col(\"diff_ms\").quantile(0.95).alias(\"95%\"),\n", + " pl.col(\"diff_ms\").quantile(0.99).alias(\"99%\"),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "af1e0f48-e8fe-4c80-83b1-485d416653f0", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:39:55.394083Z", + "iopub.status.busy": "2024-09-11T23:39:55.393893Z", + "iopub.status.idle": "2024-09-11T23:39:56.127947Z", + "shell.execute_reply": "2024-09-11T23:39:56.127262Z", + "shell.execute_reply.started": "2024-09-11T23:39:55.394065Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (4, 13)
geo_locationiack_meaniack_medianiack_stdiack_50%iack_95%iack_99%rtt_meanrtt_medianrtt_stdrtt_50%rtt_95%rtt_99%
strf64f64f64f64f64f64f64f64f64f64f64f64
"Hamburg"2.4499842.1242.0000012.1244.9557.4959.3287339.0855.6192479.08510.52811.785
"Sao Paulo"2.391532.086.0398812.083.9225.8712.7047142.4858.3588912.4853.3014.189
"Los Angeles"2.786822.3878.4343042.3874.1115.7572.4765382.2886.2843382.2883.1894.021
"Hongkong"3.0158832.636.9564662.634.9597.2133.5316943.24319.807263.2434.3555.499
" + ], + "text/plain": [ + "shape: (4, 13)\n", + "┌──────────────┬───────────┬─────────────┬──────────┬───┬──────────┬─────────┬─────────┬─────────┐\n", + "│ geo_location ┆ iack_mean ┆ iack_median ┆ iack_std ┆ … ┆ rtt_std ┆ rtt_50% ┆ rtt_95% ┆ rtt_99% │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n", + "╞══════════════╪═══════════╪═════════════╪══════════╪═══╪══════════╪═════════╪═════════╪═════════╡\n", + "│ Hamburg ┆ 2.449984 ┆ 2.124 ┆ 2.000001 ┆ … ┆ 5.619247 ┆ 9.085 ┆ 10.528 ┆ 11.785 │\n", + "│ Sao Paulo ┆ 2.39153 ┆ 2.08 ┆ 6.039881 ┆ … ┆ 8.358891 ┆ 2.485 ┆ 3.301 ┆ 4.189 │\n", + "│ Los Angeles ┆ 2.78682 ┆ 2.387 ┆ 8.434304 ┆ … ┆ 6.284338 ┆ 2.288 ┆ 3.189 ┆ 4.021 │\n", + "│ Hongkong ┆ 3.015883 ┆ 2.63 ┆ 6.956466 ┆ … ┆ 19.80726 ┆ 3.243 ┆ 4.355 ┆ 5.499 │\n", + "└──────────────┴───────────┴─────────────┴──────────┴───┴──────────┴─────────┴─────────┴─────────┘" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ack_sh_delay.filter(pl.col(\"classification\") == \"IACK\").group_by(\"geo_location\").agg(\n", + " pl.col(\"diff_ms\").mean().alias(\"iack_mean\"),\n", + " pl.col(\"diff_ms\").median().alias(\"iack_median\"),\n", + " pl.col(\"diff_ms\").std().alias(\"iack_std\"),\n", + " pl.col(\"diff_ms\").quantile(0.5).alias(\"iack_50%\"),\n", + " pl.col(\"diff_ms\").quantile(0.95).alias(\"iack_95%\"),\n", + " pl.col(\"diff_ms\").quantile(0.99).alias(\"iack_99%\"),\n", + " pl.col(\"ts_diff\").mean().alias(\"rtt_mean\"),\n", + " pl.col(\"ts_diff\").median().alias(\"rtt_median\"),\n", + " pl.col(\"ts_diff\").std().alias(\"rtt_std\"),\n", + " pl.col(\"ts_diff\").quantile(0.5).alias(\"rtt_50%\"),\n", + " pl.col(\"ts_diff\").quantile(0.95).alias(\"rtt_95%\"),\n", + " pl.col(\"ts_diff\").quantile(0.99).alias(\"rtt_99%\"),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "3be66487-3ab2-4923-beda-b165adadee7b", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-08T11:52:37.873800Z", + "iopub.status.busy": "2024-09-08T11:52:37.873482Z", + "iopub.status.idle": "2024-09-08T11:52:37.877121Z", + "shell.execute_reply": "2024-09-08T11:52:37.876536Z", + "shell.execute_reply.started": "2024-09-08T11:52:37.873779Z" + } + }, + "source": [ + "### IACK response share: Section 4.3, Appendix G, Table 5" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e2d4634a-a757-4ac6-a118-8e19647061f7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:39:56.128932Z", + "iopub.status.busy": "2024-09-11T23:39:56.128752Z", + "iopub.status.idle": "2024-09-11T23:39:56.586742Z", + "shell.execute_reply": "2024-09-11T23:39:56.586073Z", + "shell.execute_reply.started": "2024-09-11T23:39:56.128916Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (16, 2)
sniiack
strf64
"cloudflare.com"49.515787
"discord.com"8.103872
"docker.com"99.353488
"netd-research-eight.de"100.0
"netd-research-eleven.de"99.993847
"netd-research-five.de"92.509521
"netd-research-four.de"92.522609
"netd-research-nine.de"100.0
"netd-research-one.de"92.538638
"netd-research-seven.de"100.0
"netd-research-six.de"92.513125
"netd-research-ten.de"99.996921
"netd-research-three.de"92.550732
"netd-research-twelve.de"99.996922
"netd-research-two.de"92.517025
"tinyurl.com"82.357464
" + ], + "text/plain": [ + "shape: (16, 2)\n", + "┌─────────────────────────┬───────────┐\n", + "│ sni ┆ iack │\n", + "│ --- ┆ --- │\n", + "│ str ┆ f64 │\n", + "╞═════════════════════════╪═══════════╡\n", + "│ cloudflare.com ┆ 49.515787 │\n", + "│ discord.com ┆ 8.103872 │\n", + "│ docker.com ┆ 99.353488 │\n", + "│ netd-research-eight.de ┆ 100.0 │\n", + "│ netd-research-eleven.de ┆ 99.993847 │\n", + "│ netd-research-five.de ┆ 92.509521 │\n", + "│ netd-research-four.de ┆ 92.522609 │\n", + "│ netd-research-nine.de ┆ 100.0 │\n", + "│ netd-research-one.de ┆ 92.538638 │\n", + "│ netd-research-seven.de ┆ 100.0 │\n", + "│ netd-research-six.de ┆ 92.513125 │\n", + "│ netd-research-ten.de ┆ 99.996921 │\n", + "│ netd-research-three.de ┆ 92.550732 │\n", + "│ netd-research-twelve.de ┆ 99.996922 │\n", + "│ netd-research-two.de ┆ 92.517025 │\n", + "│ tinyurl.com ┆ 82.357464 │\n", + "└─────────────────────────┴───────────┘" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pagg = (\n", + " ack_sh_delay.with_columns(\n", + " iack=pl.col(\"frame_type\") == \"ACK\",\n", + " )\n", + " .group_by(\"sni\")\n", + " .agg(pl.sum(\"iack\") / pl.len() * 100)\n", + ")\n", + "with pl.Config(tbl_rows=30):\n", + " display(pagg.sort(\"sni\"))" + ] + }, + { + "cell_type": "markdown", + "id": "db7677d1-32ba-48ba-87b4-48eb5f2fd3f3", + "metadata": {}, + "source": [ + "### WFC responses for low request speed: Section 4.3, Appendix G" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "cb5e7b2c-caca-4356-9cf5-beae7f61520d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-11T23:39:56.587699Z", + "iopub.status.busy": "2024-09-11T23:39:56.587508Z", + "iopub.status.idle": "2024-09-11T23:39:58.323325Z", + "shell.execute_reply": "2024-09-11T23:39:58.322815Z", + "shell.execute_reply.started": "2024-09-11T23:39:56.587684Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (3, 2)
snicount
stru32
"netd-research-eleven.de"2
"netd-research-ten.de"1
"netd-research-twelve.de"1
" + ], + "text/plain": [ + "shape: (3, 2)\n", + "┌─────────────────────────┬───────┐\n", + "│ sni ┆ count │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞═════════════════════════╪═══════╡\n", + "│ netd-research-eleven.de ┆ 2 │\n", + "│ netd-research-ten.de ┆ 1 │\n", + "│ netd-research-twelve.de ┆ 1 │\n", + "└─────────────────────────┴───────┘" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered_responses.group_by(unique_responses + [\"sni\"]).len().filter(\n", + " pl.col(\"len\") == 1\n", + ")[\"sni\"].value_counts(sort=True).tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc0da0a4-556f-40e7-af08-a1a37e3c0a29", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/notebooks/05-all-interop-servers/01-ack_delay.html b/05-instant-ack-ccds/notebooks/05-all-interop-servers/01-ack_delay.html new file mode 100644 index 0000000..1f3a3ce --- /dev/null +++ b/05-instant-ack-ccds/notebooks/05-all-interop-servers/01-ack_delay.html @@ -0,0 +1,7898 @@ + + + + + +01-ack_delay + + + + + + + + + + + + +
+ + + + +
+ + diff --git a/05-instant-ack-ccds/notebooks/05-all-interop-servers/01-ack_delay.ipynb b/05-instant-ack-ccds/notebooks/05-all-interop-servers/01-ack_delay.ipynb new file mode 100644 index 0000000..c865f84 --- /dev/null +++ b/05-instant-ack-ccds/notebooks/05-all-interop-servers/01-ack_delay.ipynb @@ -0,0 +1,457 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "bc338624-2b3a-4646-9ba4-2de71fc21ed7", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T15:53:53.226476Z", + "iopub.status.busy": "2024-09-10T15:53:53.226289Z", + "iopub.status.idle": "2024-09-10T15:53:54.281205Z", + "shell.execute_reply": "2024-09-10T15:53:54.280623Z", + "shell.execute_reply.started": "2024-09-10T15:53:53.226455Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m2024-09-10 17:53:53.272\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36minstant_ack.config\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m11\u001b[0m - \u001b[1mPROJ_ROOT path is: /data/instant-ack\u001b[0m\n" + ] + } + ], + "source": [ + "from instant_ack import *\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "4cbc5fa2-732b-43fa-b20d-d56b99102731", + "metadata": {}, + "source": [ + "# Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1827a675-3128-4113-b38c-2cf49dee2cd6", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T15:53:54.282333Z", + "iopub.status.busy": "2024-09-10T15:53:54.281940Z", + "iopub.status.idle": "2024-09-10T15:53:54.425970Z", + "shell.execute_reply": "2024-09-10T15:53:54.424902Z", + "shell.execute_reply.started": "2024-09-10T15:53:54.282315Z" + } + }, + "outputs": [], + "source": [ + "unique = [\n", + " \"server\",\n", + " \"packet_type\",\n", + " \"measurement_ts\",\n", + "]\n", + "\n", + "df_responses = (\n", + " cv.load_data(\"all-interop-servers\")\n", + " .filter(\n", + " # Server responses\n", + " pl.col(\"udp.srcport\") == 443,\n", + " pl.col(\"quic.ack.ack_delay\").is_not_null(),\n", + " # Initial or Handshake packet\n", + " pl.col(\"quic.long.packet_type\").str.contains(\"0|2\"),\n", + " )\n", + " .with_columns(\n", + " # Extract available ack_delay exponenets\n", + " # Before the handshake is finished, the default should be used\n", + " pl.col([\"quic.ack.ack_delay\", \"tls.quic.parameter.ack_delay_exponent\"]).cast(\n", + " pl.UInt32\n", + " ),\n", + " packet_type=pl.when(pl.col(\"quic.long.packet_type\").str.contains(\"0\"))\n", + " .then(pl.lit(\"Initial\"))\n", + " .otherwise(pl.lit(\"Handshake\")),\n", + " )\n", + " .with_columns(\n", + " pl.col(\"tls.quic.parameter.ack_delay_exponent\").forward_fill().backward_fill(),\n", + " )\n", + " .with_columns(\n", + " ack_delay_ms=pl.when(\n", + " pl.col(\"tls.quic.parameter.ack_delay_exponent\").is_not_null()\n", + " )\n", + " .then(\n", + " pl.col(\n", + " [\n", + " \"quic.ack.ack_delay\",\n", + " ]\n", + " )\n", + " * 2 ** pl.col(\"tls.quic.parameter.ack_delay_exponent\")\n", + " )\n", + " .otherwise(\n", + " # This will always be the case for the first ACK of a connection\n", + " # since he server handshake packet with the parameters is not yet received\n", + " pl.col(\"quic.ack.ack_delay\")\n", + " * 2**3\n", + " )\n", + " / 1000 # raw unit is microseconds,\n", + " )\n", + " .collect()\n", + " .group_by(unique)\n", + " .first()\n", + ")\n", + "# Grouping by packet_type yield the first handshake packet received" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8363dc1f-3d29-4d10-80c2-b632ae0ca845", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T15:53:54.427907Z", + "iopub.status.busy": "2024-09-10T15:53:54.426895Z", + "iopub.status.idle": "2024-09-10T15:53:54.493706Z", + "shell.execute_reply": "2024-09-10T15:53:54.492615Z", + "shell.execute_reply.started": "2024-09-10T15:53:54.427887Z" + } + }, + "outputs": [], + "source": [ + "df_requests = (\n", + " cv.load_data(\"all-interop-servers\")\n", + " .filter(\n", + " pl.col(\"udp.srcport\") != 443,\n", + " )\n", + " .with_columns(\n", + " packet_type=pl.when(pl.col(\"quic.long.packet_type\").str.contains(\"0\"))\n", + " .then(pl.lit(\"Initial\"))\n", + " .otherwise(pl.lit(\"Handshake\"))\n", + " )\n", + " .filter(pl.col(\"ts\") == pl.col(\"ts\").min().over(unique))\n", + " .collect()\n", + ")\n", + "df_responses = df_responses.join(\n", + " df_requests.select(\"server\", \"ts\", \"measurement_ts\", \"packet_type\"),\n", + " how=\"left\",\n", + " on=[\"server\", \"measurement_ts\", \"packet_type\"],\n", + " validate=\"1:1\",\n", + " suffix=\"_sent\",\n", + ").with_columns(rtt=(pl.col(\"ts\") - pl.col(\"ts_sent\")).dt.total_microseconds() / 1000)" + ] + }, + { + "cell_type": "markdown", + "id": "abb75cab-6308-4f43-aa07-05bea1e552a8", + "metadata": {}, + "source": [ + "## Limit to required columns" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "e1d99984-9c95-4de1-a89d-9b3af7d4a62e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T16:08:34.151908Z", + "iopub.status.busy": "2024-09-10T16:08:34.151382Z", + "iopub.status.idle": "2024-09-10T16:08:34.177245Z", + "shell.execute_reply": "2024-09-10T16:08:34.176058Z", + "shell.execute_reply.started": "2024-09-10T16:08:34.151887Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 9)
servermeasurement_tsquic.ack.ack_delaytls.quic.parameter.ack_delay_exponentack_delay_msrttquic.ack.ack_rangequic.ack.first_ack_rangepacket_type
strstru32u32f64f64strstrstr
"lsquic""1"14831.18438.775null"0""Initial"
"nginx""2"030.039.267null"0""Initial"
"quinn""3"5130.40837.818null"0""Initial"
"aioquic""3"41233.29641.184null"0""Initial"
"s2n-quic""2"1895315.1640.057null"0""Initial"
" + ], + "text/plain": [ + "shape: (5, 9)\n", + "┌──────────┬────────────┬────────────┬────────────┬───┬────────┬───────────┬───────────┬───────────┐\n", + "│ server ┆ measuremen ┆ quic.ack.a ┆ tls.quic.p ┆ … ┆ rtt ┆ quic.ack. ┆ quic.ack. ┆ packet_ty │\n", + "│ --- ┆ t_ts ┆ ck_delay ┆ arameter.a ┆ ┆ --- ┆ ack_range ┆ first_ack ┆ pe │\n", + "│ str ┆ --- ┆ --- ┆ ck_delay_e ┆ ┆ f64 ┆ --- ┆ _range ┆ --- │\n", + "│ ┆ str ┆ u32 ┆ … ┆ ┆ ┆ str ┆ --- ┆ str │\n", + "│ ┆ ┆ ┆ --- ┆ ┆ ┆ ┆ str ┆ │\n", + "│ ┆ ┆ ┆ u32 ┆ ┆ ┆ ┆ ┆ │\n", + "╞══════════╪════════════╪════════════╪════════════╪═══╪════════╪═══════════╪═══════════╪═══════════╡\n", + "│ lsquic ┆ 1 ┆ 148 ┆ 3 ┆ … ┆ 38.775 ┆ null ┆ 0 ┆ Initial │\n", + "│ nginx ┆ 2 ┆ 0 ┆ 3 ┆ … ┆ 39.267 ┆ null ┆ 0 ┆ Initial │\n", + "│ quinn ┆ 3 ┆ 51 ┆ 3 ┆ … ┆ 37.818 ┆ null ┆ 0 ┆ Initial │\n", + "│ aioquic ┆ 3 ┆ 412 ┆ 3 ┆ … ┆ 41.184 ┆ null ┆ 0 ┆ Initial │\n", + "│ s2n-quic ┆ 2 ┆ 1895 ┆ 3 ┆ … ┆ 40.057 ┆ null ┆ 0 ┆ Initial │\n", + "└──────────┴────────────┴────────────┴────────────┴───┴────────┴───────────┴───────────┴───────────┘" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = df_responses.select(\n", + " \"server\",\n", + " \"measurement_ts\",\n", + " \"quic.ack.ack_delay\",\n", + " \"tls.quic.parameter.ack_delay_exponent\",\n", + " \"ack_delay_ms\",\n", + " \"rtt\",\n", + " \"quic.ack.ack_range\",\n", + " \"quic.ack.first_ack_range\",\n", + " \"packet_type\",\n", + ").with_columns(\n", + " pl.col(\"measurement_ts\").replace(\n", + " {\n", + " \"2024-08-14T01:43\": \"1\",\n", + " \"2024-08-16T01:42\": \"2\",\n", + " \"2024-08-15T01:36\": \"3\",\n", + " }\n", + " )\n", + ")\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "c7e55ab4-c594-4931-934a-01c19d257f33", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T16:08:30.803553Z", + "iopub.status.busy": "2024-09-10T16:08:30.803159Z", + "iopub.status.idle": "2024-09-10T16:08:30.839571Z", + "shell.execute_reply": "2024-09-10T16:08:30.838357Z", + "shell.execute_reply.started": "2024-09-10T16:08:30.803530Z" + } + }, + "outputs": [], + "source": [ + "# msquic does not send ACKs in Initial or Handshake packets\n", + "msquic = pl.DataFrame(\n", + " {\n", + " \"packet_type\": [\"Initial\", \"Handshake\"],\n", + " \"server\": [\"msquic\", \"msquic\"],\n", + " \"ack_delay_ms\": [None, None],\n", + " }\n", + ").join(data.select(\"measurement_ts\").unique(\"measurement_ts\"), how=\"cross\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "46f86a1a-5e51-42b9-b235-a66d05babe4c", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T16:08:36.625836Z", + "iopub.status.busy": "2024-09-10T16:08:36.625435Z", + "iopub.status.idle": "2024-09-10T16:08:36.660633Z", + "shell.execute_reply": "2024-09-10T16:08:36.659424Z", + "shell.execute_reply.started": "2024-09-10T16:08:36.625809Z" + } + }, + "outputs": [], + "source": [ + "data = pl.concat([data, msquic], how=\"diagonal\")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "34c67a17-e22d-4645-9d7c-a382b69b6bc4", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T16:11:05.699505Z", + "iopub.status.busy": "2024-09-10T16:11:05.697499Z", + "iopub.status.idle": "2024-09-10T16:11:05.743590Z", + "shell.execute_reply": "2024-09-10T16:11:05.742637Z", + "shell.execute_reply.started": "2024-09-10T16:11:05.699469Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (16, 7)
server{"Initial","1"}{"Initial","2"}{"Initial","3"}{"Handshake","1"}{"Handshake","2"}{"Handshake","3"}
strstrstrstrstrstrstr
"s2n-quic""14.0""15.2""14.1"nullnullnull
"mvfst""0.8"null"0.7""0.2"null"0.1"
"ngtcp2""0.0""0.0""0.0"nullnullnull
"go-x-net""0.0""0.0"nullnullnullnull
"quic-go""0.0""0.0""0.0"nullnullnull
"nginx""0.0""0.0""0.0"nullnullnull
"lsquic""1.2""1.1""1.2""0.2""0.2""0.2"
"xquic""1.3""1.1""1.2"null"0.5""0.5"
"aioquic""3.3""3.4""3.3"nullnullnull
"picoquic""0.8""0.7""0.8"nullnullnull
" + ], + "text/plain": [ + "shape: (16, 7)\n", + "┌──────────┬──────────────┬──────────────┬──────────────┬──────────────┬─────────────┬─────────────┐\n", + "│ server ┆ {\"Initial\",\" ┆ {\"Initial\",\" ┆ {\"Initial\",\" ┆ {\"Handshake\" ┆ {\"Handshake ┆ {\"Handshake │\n", + "│ --- ┆ 1\"} ┆ 2\"} ┆ 3\"} ┆ ,\"1\"} ┆ \",\"2\"} ┆ \",\"3\"} │\n", + "│ str ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ ┆ str ┆ str ┆ str ┆ str ┆ str ┆ str │\n", + "╞══════════╪══════════════╪══════════════╪══════════════╪══════════════╪═════════════╪═════════════╡\n", + "│ s2n-quic ┆ 14.0 ┆ 15.2 ┆ 14.1 ┆ null ┆ null ┆ null │\n", + "│ mvfst ┆ 0.8 ┆ null ┆ 0.7 ┆ 0.2 ┆ null ┆ 0.1 │\n", + "│ ngtcp2 ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ null ┆ null ┆ null │\n", + "│ go-x-net ┆ 0.0 ┆ 0.0 ┆ null ┆ null ┆ null ┆ null │\n", + "│ quic-go ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ null ┆ null ┆ null │\n", + "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", + "│ nginx ┆ 0.0 ┆ 0.0 ┆ 0.0 ┆ null ┆ null ┆ null │\n", + "│ lsquic ┆ 1.2 ┆ 1.1 ┆ 1.2 ┆ 0.2 ┆ 0.2 ┆ 0.2 │\n", + "│ xquic ┆ 1.3 ┆ 1.1 ┆ 1.2 ┆ null ┆ 0.5 ┆ 0.5 │\n", + "│ aioquic ┆ 3.3 ┆ 3.4 ┆ 3.3 ┆ null ┆ null ┆ null │\n", + "│ picoquic ┆ 0.8 ┆ 0.7 ┆ 0.8 ┆ null ┆ null ┆ null │\n", + "└──────────┴──────────────┴──────────────┴──────────────┴──────────────┴─────────────┴─────────────┘" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.group_by(\"server\", \"packet_type\", \"measurement_ts\").agg(\n", + " pl.col(\"ack_delay_ms\").round(1).str.join(\", \")\n", + ").sort(\"packet_type\", \"measurement_ts\", descending=[True, False]).pivot(\n", + " on=[\"packet_type\", \"measurement_ts\"], index=\"server\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "17b65009-083f-4c1f-8132-39a18b926b53", + "metadata": {}, + "source": [ + "### Acknowledgment delay of QUIC server implementations: Appendix D" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "c680770b-6ede-4c22-a13b-50dfcad1e936", + "metadata": { + "execution": { + "iopub.execute_input": "2024-09-10T16:12:10.238530Z", + "iopub.status.busy": "2024-09-10T16:12:10.238121Z", + "iopub.status.idle": "2024-09-10T16:12:10.298913Z", + "shell.execute_reply": "2024-09-10T16:12:10.297019Z", + "shell.execute_reply.started": "2024-09-10T16:12:10.238505Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\begin{table}\n", + "\\caption{Acknowledgment Delay of the first acknowledgment received from server in the Initial and Handshake packet number space.}\n", + "\\label{tab:server_ack_delays}\n", + "\\begin{tabular}{lllllll}\n", + "\\toprule\n", + "Server & {\"Initial\",\"1\"} & {\"Initial\",\"2\"} & {\"Initial\",\"3\"} & {\"Handshake\",\"1\"} & {\"Handshake\",\"2\"} & {\"Handshake\",\"3\"} \\\\\n", + "\\midrule\n", + "aioquic & 3.3 & 3.4 & 3.3 & - & - & - \\\\\n", + "go-x-net & 0.0 & 0.0 & - & - & - & - \\\\\n", + "haproxy & 1.0 & 1.0 & - & 0.0 & 0.0 & - \\\\\n", + "kwik & 0.0 & 0.0 & 0.0 & - & - & - \\\\\n", + "lsquic & 1.2 & 1.1 & 1.2 & 0.2 & 0.2 & 0.2 \\\\\n", + "msquic & - & - & - & - & - & - \\\\\n", + "mvfst & 0.8 & - & 0.7 & 0.2 & - & 0.1 \\\\\n", + "neqo & 0.0 & 0.0 & - & 0.0 & 0.0 & - \\\\\n", + "nginx & 0.0 & 0.0 & 0.0 & - & - & - \\\\\n", + "ngtcp2 & 0.0 & 0.0 & 0.0 & - & - & - \\\\\n", + "picoquic & 0.8 & 0.7 & 0.8 & - & - & - \\\\\n", + "quic-go & 0.0 & 0.0 & 0.0 & - & - & - \\\\\n", + "quiche & 1.4 & 1.4 & 1.5 & - & - & - \\\\\n", + "quinn & 0.4 & - & 0.4 & - & - & - \\\\\n", + "s2n-quic & 14.0 & 15.2 & 14.1 & - & - & - \\\\\n", + "xquic & 1.3 & 1.1 & 1.2 & - & 0.5 & 0.5 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\end{table}\n", + "\n" + ] + } + ], + "source": [ + "label = \"tab:server_ack_delays\"\n", + "caption = \"Acknowledgment Delay of the first acknowledgment received from server in the Initial and Handshake packet number space.\"\n", + "\n", + "\n", + "print(\n", + " data.group_by(\"server\", \"packet_type\", \"measurement_ts\")\n", + " .agg(pl.col(\"ack_delay_ms\").round(1).str.join(\", \"))\n", + " .sort(\"packet_type\", \"measurement_ts\", descending=[True, False])\n", + " .pivot(on=[\"packet_type\", \"measurement_ts\"], index=\"server\")\n", + " .with_columns(pl.col(\"*\").replace(\"\", pl.lit(None)))\n", + " .sort(\"server\")\n", + " .rename({\"server\": \"Server\"})\n", + " .to_pandas()\n", + " .fillna(\"-\")\n", + " .to_latex(label=label, caption=caption, index=False)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "bd4f3920-4fc7-448f-858a-f26794e555a5", + "metadata": {}, + "source": [ + "### ACK delay exponent of server implementations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98f7ef83-7480-4666-856b-e10d5dac004f", + "metadata": { + "execution": { + "iopub.status.busy": "2024-09-10T15:53:55.376869Z", + "iopub.status.idle": "2024-09-10T15:53:55.377081Z", + "shell.execute_reply": "2024-09-10T15:53:55.376992Z", + "shell.execute_reply.started": "2024-09-10T15:53:55.376980Z" + } + }, + "outputs": [], + "source": [ + "cv.load_data(\"all-interop-servers\").filter(\n", + " pl.col(\"tls.quic.parameter.ack_delay_exponent\").is_not_null(),\n", + ").group_by(\"server\").agg(\n", + " pl.col(\"tls.quic.parameter.ack_delay_exponent\").unique(),\n", + ").collect()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/05-instant-ack-ccds/pyproject.toml b/05-instant-ack-ccds/pyproject.toml new file mode 100644 index 0000000..7a8f236 --- /dev/null +++ b/05-instant-ack-ccds/pyproject.toml @@ -0,0 +1,32 @@ +[build-system] +requires = ["flit_core >=3.2,<4"] +build-backend = "flit_core.buildapi" + +[project] +name = "instant_ack" +version = "0.0.1" +description = "Analysis of instant ACK in QUIC" +authors = [ + { name = "Jonas M\u00fccke, TU Dresden" }, +] + +readme = "README.md" +classifiers = [ + "Programming Language :: Python :: 3", + +] +requires-python = "~=3.10" + +[tool.black] +line-length = 99 +include = '\.pyi?$' +exclude = ''' +/( + \.git + | \.venv +)/ +''' + +[tool.ruff.lint.isort] +known_first_party = ["instant_ack"] +force_sort_within_sections = true diff --git a/05-instant-ack-ccds/reports/.gitkeep b/05-instant-ack-ccds/reports/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/05-instant-ack-ccds/reports/figures/.gitkeep b/05-instant-ack-ccds/reports/figures/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/05-instant-ack-ccds/requirements.txt b/05-instant-ack-ccds/requirements.txt new file mode 100644 index 0000000..30ba04b --- /dev/null +++ b/05-instant-ack-ccds/requirements.txt @@ -0,0 +1,156 @@ +anyio==4.4.0 +argon2-cffi==23.1.0 +argon2-cffi-bindings==21.2.0 +arrow==1.3.0 +astroid==3.2.4 +asttokens==2.4.1 +async-lru==2.0.4 +attrs==23.2.0 +autopep8==2.0.4 +Babel==2.15.0 +beautifulsoup4==4.12.3 +black==24.4.2 +bleach==6.1.0 +certifi==2024.7.4 +cffi==1.16.0 +charset-normalizer==3.3.2 +click==8.1.7 +comm==0.2.2 +contourpy==1.2.1 +cycler==0.12.1 +debugpy==1.8.2 +decorator==5.1.1 +defusedxml==0.7.1 +dill==0.3.8 +docstring-to-markdown==0.15 +executing==2.0.1 +fastjsonschema==2.20.0 +flake8==7.0.0 +fonttools==4.53.1 +fqdn==1.5.1 +ghp-import==2.1.0 +h11==0.14.0 +httpcore==1.0.5 +httpx==0.27.0 +idna==3.7 +importlib_metadata==8.0.0 +# Editable install with no version control (instant_ack==0.0.1) +-e /data/instant-ack +ipykernel==6.29.5 +ipython==8.26.0 +ipywidgets==8.1.3 +isoduration==20.11.0 +isort==5.13.2 +jedi==0.19.1 +Jinja2==3.1.4 +json5==0.9.25 +jsonpointer==3.0.0 +jsonschema==4.23.0 +jsonschema-specifications==2023.12.1 +jupyter-events==0.10.0 +jupyter-lsp==2.2.5 +jupyter_client==8.6.2 +jupyter_core==5.7.2 +jupyter_server==2.14.2 +jupyter_server_terminals==0.5.3 +jupyterlab==4.2.4 +jupyterlab-execute-time==3.1.2 +jupyterlab-lsp==5.1.0 +jupyterlab_code_formatter==2.2.1 +jupyterlab_pygments==0.3.0 +jupyterlab_server==2.27.3 +jupyterlab_widgets==3.0.11 +kiwisolver==1.4.5 +loguru==0.7.2 +Markdown==3.6 +markdown-it-py==3.0.0 +MarkupSafe==2.1.5 +matplotlib==3.9.1 +matplotlib-inline==0.1.7 +mccabe==0.7.0 +mdurl==0.1.2 +mergedeep==1.3.4 +mistune==3.0.2 +mkdocs==1.6.0 +mkdocs-get-deps==0.2.0 +mypy-extensions==1.0.0 +nbclient==0.10.0 +nbconvert==7.16.4 +nbformat==5.10.4 +nest-asyncio==1.6.0 +notebook_shim==0.2.4 +numpy==2.0.1 +overrides==7.7.0 +packaging==24.1 +pandas==2.2.2 +pandocfilters==1.5.1 +parso==0.8.4 +pathspec==0.12.1 +pexpect==4.9.0 +pillow==10.4.0 +platformdirs==4.2.2 +pluggy==1.5.0 +polars==1.2.1 +prometheus_client==0.20.0 +prompt_toolkit==3.0.47 +psutil==6.0.0 +ptyprocess==0.7.0 +pure_eval==0.2.3 +pyarrow==17.0.0 +pyasn==1.6.2 +pycodestyle==2.11.1 +pycparser==2.22 +pydocstyle==6.3.0 +pyflakes==3.2.0 +Pygments==2.18.0 +pylint==3.2.6 +pyparsing==3.1.2 +python-dateutil==2.9.0.post0 +python-dotenv==1.0.1 +python-json-logger==2.0.7 +python-lsp-jsonrpc==1.1.2 +python-lsp-server==1.11.0 +pytoolconfig==1.3.1 +pytz==2024.1 +PyYAML==6.0.1 +pyyaml_env_tag==0.1 +pyzmq==26.0.3 +referencing==0.35.1 +requests==2.32.3 +rfc3339-validator==0.1.4 +rfc3986-validator==0.1.1 +rich==13.7.1 +rope==1.13.0 +rpds-py==0.19.0 +seaborn==0.13.2 +Send2Trash==1.8.3 +setuptools==71.1.0 +shellingham==1.5.4 +six==1.16.0 +sniffio==1.3.1 +snowballstemmer==2.2.0 +soupsieve==2.5 +stack-data==0.6.3 +terminado==0.18.1 +tinycss2==1.3.0 +tomli==2.0.1 +tomlkit==0.13.0 +tornado==6.4.1 +tqdm==4.66.4 +traitlets==5.14.3 +typer==0.12.3 +types-python-dateutil==2.9.0.20240316 +typing_extensions==4.12.2 +tzdata==2024.1 +ujson==5.10.0 +uri-template==1.3.0 +urllib3==2.2.2 +watchdog==4.0.1 +wcwidth==0.2.13 +webcolors==24.6.0 +webencodings==0.5.1 +websocket-client==1.8.0 +whatthepatch==1.0.6 +widgetsnbextension==4.0.11 +yapf==0.40.2 +zipp==3.19.2 diff --git a/05-instant-ack-ccds/setup.cfg b/05-instant-ack-ccds/setup.cfg new file mode 100644 index 0000000..7fb10f5 --- /dev/null +++ b/05-instant-ack-ccds/setup.cfg @@ -0,0 +1,4 @@ +[flake8] +ignore = E731,E266,E501,C901,W503 +max-line-length = 99 +exclude = .git,notebooks,references,models,data diff --git a/05-instant-ack-ccds/tools/add-pto-info b/05-instant-ack-ccds/tools/add-pto-info new file mode 100755 index 0000000000000000000000000000000000000000..6c9f648c0b96e0790813da22eeb27775b27fee38 GIT binary patch literal 2951575 zcmeFadwi2c_CKCp0s&f|ARt8w1c_P{wMD>2wwglG38Y$t)hhV4iq@*AwIl@urH~dH zLo_Pty7=8?*S)x_yX$R{iXVLJ~6t0xKKdo_x+xEo-`>%_w)Jv{@lJ^ z%`?x;oHJ+6oH=vm%;lLk&U;mAN{Yq&OSN2K;hW>$t7MehNQks&vA8YymM-}1Yw3-r z#gdMHGoRZCna>gf&U{+z3L#-xvL&j54exhV@kae7{?m86 zgj2CU`D^>h9RFDcQp5jv*><-AH0XN!k4F7fti@qG&Bx6M5I)t6i1SIoy?$FV_Z?fdXog1>86GXFcmuRjg^+~?1eh2D3D*|Lg;j_~_W1ON3aLnXlFXD34>zga9} 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+#!/bin/bash + + +IN="$1" +OUT="$2" +KEYS="$3" + +# We force quic evaluation for traffic on port 443. +tshark -2 -d udp.port==443,quic -r "$IN" -T fields \ + -o "tls.keylog_file:$KEYS" \ + -e _ws.col.Time -t ud \ + -e ip.src -e ip.dst \ + -e udp.length -e udp.srcport -e udp.dstport \ + -e quic.version \ + -e quic.long.packet_type \ + -e quic.scid -e quic.dcid \ + -e quic.frame_type -e quic.ack.ack_delay \ + -e quic.ack.ack_range \ + -e quic.ack.first_ack_range \ + -e tls.quic.parameter.ack_delay_exponent \ + -e tls.handshake.type -e tls.handshake.extensions_server_name \ + -e ip.ttl \ + -E separator=\| > "$OUT" + diff --git a/README.md b/README.md index 18abbc6..cc5ead6 100644 --- a/README.md +++ b/README.md @@ -4,15 +4,16 @@ Artifacts: ReACKed QUICer: Measuring the Performance of Instant Acknowledgments This repository contains the artifacts for the following paper: ``` ReACKed QUICer: Measuring the Performance of Instant Acknowledgments in QUIC Handshakes -Proc. of ACM Internet Measurement Conference (IMC), Madrid: ACM, 2024 +Jonas Mücke, Marcin Nawrocki, Raphael Hiesgen, Thomas C. Schmidt, Matthias Wählisch +Proc. of ACM Internet Measurement Conference (IMC), Madrid, Spain: ACM, 2024 https://doi.org/10.1145/3646547.3689022 ``` # Structure We include all software, data, and analysis scripts required to reproduce our results. ``` -├── 01-quic-go-instant-ack/ <- Fork of quic-go that implements instant ACK. -├── 02-quic-interop-runner-instant-ack/ <- Fork of quic-interop-runner (QIR) with additional configuration options +├── 01-quic-go-instant-ack/ <- Fork of `quic-go/quic-go` at e2622bfad865bf4633fb752187c9663402515c6f that implements instant ACK. +├── 02-quic-interop-runner-instant-ack/ <- Fork of `quic-interop/quic-interop-runner` (QIR) at ca27dcb5272a82d994337ae3d14533c318d81b76 with additional configuration options ├── 03-measurement-infra/ <- Ansible roles and playbook to configure QIR emulation nodes and vantage points of the paper. │ └── playbook.yaml <- run with: ansible-playbook -i inventory.yaml playbook.yaml -e @secrets_file.enc --ask-vault-pass ├── 04-go-pto-tool/ <- Go tool to link send and received packets in qlog files. @@ -20,7 +21,8 @@ We include all software, data, and analysis scripts required to reproduce our re └── 05-instant-ack-ccds/ <- Cookiecutter Data Science project, └── README.md <- Readme with instructions on how to reproduce the paper graphs. ``` -# Minimal Test Setup +# Reproduction of paper artifacts + Requirements: 256 GB of memory Clone this repository, then: @@ -28,14 +30,15 @@ Clone this repository, then: 1. `cd 05-instant-ack-ccds` 2. Make a virtual environment: `make python_env` 3. Activate python env: `source .venv/bin/activate` +4. Download required data from [https://doi.org/10.25532/OPARA-615](https://doi.org/10.25532/OPARA-615) and extract tars according to `05-instant-ack-ccds/README.md` Now you can execute the existing notebooks with: -4. `make nbconvert-execute` +5. `make nbconvert-execute` Or if you want to do all preprocessing steps: -4. `make data` +5. `make data` For details or processing only a subset see `05-instant-ack-ccds/README.md`

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