diff --git a/.gitattributes b/.gitattributes
index 0dcc975df6db68548644a9ea59fe3851cf2b9741..6158efc49f3e0e76ec186e410f327b48dbef487d 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -163,3 +163,5 @@ tuning-competition-baseline/.venv/lib/python3.11/site-packages/torch/_inductor/_
.venv/lib/python3.11/site-packages/ray/dag/__pycache__/compiled_dag_node.cpython-311.pyc filter=lfs diff=lfs merge=lfs -text
.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict/_multidict.cpython-311-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/frozenlist/_frozenlist.cpython-311-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/attr/__pycache__/_make.cpython-311.pyc filter=lfs diff=lfs merge=lfs -text
+.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp/_websocket/mask.cpython-311-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/__init__.py b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..768bc716c7c30c0ea64144052a16205531e9dec5
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/__init__.py
@@ -0,0 +1,377 @@
+import colorama
+from dataclasses import dataclass
+import logging
+import logging.handlers
+import os
+import re
+import sys
+import threading
+import time
+from typing import Callable, Dict, List, Set, Tuple, Any, Optional, Union, Iterable
+
+import ray
+from ray.experimental.tqdm_ray import RAY_TQDM_MAGIC
+from ray._private.ray_constants import (
+ RAY_DEDUP_LOGS,
+ RAY_DEDUP_LOGS_AGG_WINDOW_S,
+ RAY_DEDUP_LOGS_ALLOW_REGEX,
+ RAY_DEDUP_LOGS_SKIP_REGEX,
+)
+from ray.util.debug import log_once
+
+
+def setup_logger(
+ logging_level: int,
+ logging_format: str,
+):
+ """Setup default logging for ray."""
+ logger = logging.getLogger("ray")
+ if logging_format:
+ # Overwrite the formatters for all default handlers.
+ formatter = logging.Formatter(logging_format)
+ for handler in logger.handlers:
+ handler.setFormatter(formatter)
+ if type(logging_level) is str:
+ logging_level = logging.getLevelName(logging_level.upper())
+ logger.setLevel(logging_level)
+
+
+def setup_component_logger(
+ *,
+ logging_level,
+ logging_format,
+ log_dir,
+ filename: Union[str, Iterable[str]],
+ max_bytes,
+ backup_count,
+ logger_name=None,
+ propagate=True,
+):
+ """Configure the logger that is used for Ray's python components.
+
+ For example, it should be used for monitor, dashboard, and log monitor.
+ The only exception is workers. They use the different logging config.
+
+ Ray's python components generally should not write to stdout/stderr, because
+ messages written there will be redirected to the head node. For deployments where
+ there may be thousands of workers, this would create unacceptable levels of log
+ spam. For this reason, we disable the "ray" logger's handlers, and enable
+ propagation so that log messages that actually do need to be sent to the head node
+ can reach it.
+
+ Args:
+ logging_level: Logging level in string or logging enum.
+ logging_format: Logging format string.
+ log_dir: Log directory path. If empty, logs will go to
+ stderr.
+ filename: A single filename or an iterable of filenames to write logs to.
+ If empty, logs will go to stderr.
+ max_bytes: Same argument as RotatingFileHandler's maxBytes.
+ backup_count: Same argument as RotatingFileHandler's backupCount.
+ logger_name: Used to create or get the correspoding
+ logger in getLogger call. It will get the root logger by default.
+ propagate: Whether to propagate the log to the parent logger.
+ Returns:
+ the created or modified logger.
+ """
+ ray._private.log.clear_logger("ray")
+
+ logger = logging.getLogger(logger_name)
+ if isinstance(logging_level, str):
+ logging_level = logging.getLevelName(logging_level.upper())
+ logger.setLevel(logging_level)
+
+ filenames = [filename] if isinstance(filename, str) else filename
+
+ for filename in filenames:
+ if not filename or not log_dir:
+ handler = logging.StreamHandler()
+ else:
+ handler = logging.handlers.RotatingFileHandler(
+ os.path.join(log_dir, filename),
+ maxBytes=max_bytes,
+ backupCount=backup_count,
+ )
+ handler.setLevel(logging_level)
+ handler.setFormatter(logging.Formatter(logging_format))
+ logger.addHandler(handler)
+
+ logger.propagate = propagate
+ return logger
+
+
+def run_callback_on_events_in_ipython(event: str, cb: Callable):
+ """
+ Register a callback to be run after each cell completes in IPython.
+ E.g.:
+ This is used to flush the logs after each cell completes.
+
+ If IPython is not installed, this function does nothing.
+
+ Args:
+ cb: The callback to run.
+ """
+ if "IPython" in sys.modules:
+ from IPython import get_ipython
+
+ ipython = get_ipython()
+ # Register a callback on cell completion.
+ if ipython is not None:
+ ipython.events.register(event, cb)
+
+
+"""
+All components underneath here is used specifically for the default_worker.py.
+"""
+
+
+def get_worker_log_file_name(worker_type, job_id=None):
+ if job_id is None:
+ job_id = os.environ.get("RAY_JOB_ID")
+ if worker_type == "WORKER":
+ if job_id is None:
+ job_id = ""
+ worker_name = "worker"
+ else:
+ job_id = ""
+ worker_name = "io_worker"
+
+ # Make sure these values are set already.
+ assert ray._private.worker._global_node is not None
+ assert ray._private.worker.global_worker is not None
+ filename = f"{worker_name}-{ray.get_runtime_context().get_worker_id()}-"
+ if job_id:
+ filename += f"{job_id}-"
+ filename += f"{os.getpid()}"
+ return filename
+
+
+def configure_log_file(out_file, err_file):
+ # If either of the file handles are None, there are no log files to
+ # configure since we're redirecting all output to stdout and stderr.
+ if out_file is None or err_file is None:
+ return
+ stdout_fileno = sys.stdout.fileno()
+ stderr_fileno = sys.stderr.fileno()
+ # C++ logging requires redirecting the stdout file descriptor. Note that
+ # dup2 will automatically close the old file descriptor before overriding
+ # it.
+ os.dup2(out_file.fileno(), stdout_fileno)
+ os.dup2(err_file.fileno(), stderr_fileno)
+ # We also manually set sys.stdout and sys.stderr because that seems to
+ # have an effect on the output buffering. Without doing this, stdout
+ # and stderr are heavily buffered resulting in seemingly lost logging
+ # statements. We never want to close the stdout file descriptor, dup2 will
+ # close it when necessary and we don't want python's GC to close it.
+ sys.stdout = ray._private.utils.open_log(
+ stdout_fileno, unbuffered=True, closefd=False
+ )
+ sys.stderr = ray._private.utils.open_log(
+ stderr_fileno, unbuffered=True, closefd=False
+ )
+
+
+class WorkerStandardStreamDispatcher:
+ def __init__(self):
+ self.handlers = []
+ self._lock = threading.Lock()
+
+ def add_handler(self, name: str, handler: Callable) -> None:
+ with self._lock:
+ self.handlers.append((name, handler))
+
+ def remove_handler(self, name: str) -> None:
+ with self._lock:
+ new_handlers = [pair for pair in self.handlers if pair[0] != name]
+ self.handlers = new_handlers
+
+ def emit(self, data):
+ with self._lock:
+ for pair in self.handlers:
+ _, handle = pair
+ handle(data)
+
+
+global_worker_stdstream_dispatcher = WorkerStandardStreamDispatcher()
+
+
+# Regex for canonicalizing log lines.
+NUMBERS = re.compile(r"(\d+|0x[0-9a-fA-F]+)")
+
+# Batch of log lines including ip, pid, lines, etc.
+LogBatch = Dict[str, Any]
+
+
+def _canonicalise_log_line(line):
+ # Remove words containing numbers or hex, since those tend to differ between
+ # workers.
+ return " ".join(x for x in line.split() if not NUMBERS.search(x))
+
+
+@dataclass
+class DedupState:
+ # Timestamp of the earliest log message seen of this pattern.
+ timestamp: int
+
+ # The number of un-printed occurrances for this pattern.
+ count: int
+
+ # Latest instance of this log pattern.
+ line: int
+
+ # Latest metadata dict for this log pattern, not including the lines field.
+ metadata: LogBatch
+
+ # Set of (ip, pid) sources which have emitted this pattern.
+ sources: Set[Tuple[str, int]]
+
+ # The string that should be printed to stdout.
+ def formatted(self) -> str:
+ return self.line + _color(
+ f" [repeated {self.count}x across cluster]" + _warn_once()
+ )
+
+
+class LogDeduplicator:
+ def __init__(
+ self,
+ agg_window_s: int,
+ allow_re: Optional[str],
+ skip_re: Optional[str],
+ *,
+ _timesource=None,
+ ):
+ self.agg_window_s = agg_window_s
+ if allow_re:
+ self.allow_re = re.compile(allow_re)
+ else:
+ self.allow_re = None
+ if skip_re:
+ self.skip_re = re.compile(skip_re)
+ else:
+ self.skip_re = None
+ # Buffer of up to RAY_DEDUP_LOGS_AGG_WINDOW_S recent log patterns.
+ # This buffer is cleared if the pattern isn't seen within the window.
+ self.recent: Dict[str, DedupState] = {}
+ self.timesource = _timesource or (lambda: time.time())
+
+ run_callback_on_events_in_ipython("post_execute", self.flush)
+
+ def deduplicate(self, batch: LogBatch) -> List[LogBatch]:
+ """Rewrite a batch of lines to reduce duplicate log messages.
+
+ Args:
+ batch: The batch of lines from a single source.
+
+ Returns:
+ List of batches from this and possibly other previous sources to print.
+ """
+ if not RAY_DEDUP_LOGS:
+ return [batch]
+
+ now = self.timesource()
+ metadata = batch.copy()
+ del metadata["lines"]
+ source = (metadata.get("ip"), metadata.get("pid"))
+ output: List[LogBatch] = [dict(**metadata, lines=[])]
+
+ # Decide which lines to emit from the input batch. Put the outputs in the
+ # first output log batch (output[0]).
+ for line in batch["lines"]:
+ if RAY_TQDM_MAGIC in line or (self.allow_re and self.allow_re.search(line)):
+ output[0]["lines"].append(line)
+ continue
+ elif self.skip_re and self.skip_re.search(line):
+ continue
+ dedup_key = _canonicalise_log_line(line)
+
+ if dedup_key == "":
+ # Don't dedup messages that are empty after canonicalization.
+ # Because that's all the information users want to see.
+ output[0]["lines"].append(line)
+ continue
+
+ if dedup_key in self.recent:
+ sources = self.recent[dedup_key].sources
+ sources.add(source)
+ # We deduplicate the warnings/error messages from raylet by default.
+ if len(sources) > 1 or batch["pid"] == "raylet":
+ state = self.recent[dedup_key]
+ self.recent[dedup_key] = DedupState(
+ state.timestamp,
+ state.count + 1,
+ line,
+ metadata,
+ sources,
+ )
+ else:
+ # Don't dedup messages from the same source, just print.
+ output[0]["lines"].append(line)
+ else:
+ self.recent[dedup_key] = DedupState(now, 0, line, metadata, {source})
+ output[0]["lines"].append(line)
+
+ # Flush patterns from the buffer that are older than the aggregation window.
+ while self.recent:
+ if now - next(iter(self.recent.values())).timestamp < self.agg_window_s:
+ break
+ dedup_key = next(iter(self.recent))
+ state = self.recent.pop(dedup_key)
+ # we already logged an instance of this line immediately when received,
+ # so don't log for count == 0
+ if state.count > 1:
+ # (Actor pid=xxxx) [repeated 2x across cluster] ...
+ output.append(dict(**state.metadata, lines=[state.formatted()]))
+ # Continue aggregating for this key but reset timestamp and count.
+ state.timestamp = now
+ state.count = 0
+ self.recent[dedup_key] = state
+ elif state.count > 0:
+ # Aggregation wasn't fruitful, print the line and stop aggregating.
+ output.append(dict(state.metadata, lines=[state.line]))
+
+ return output
+
+ def flush(self) -> List[dict]:
+ """Return all buffered log messages and clear the buffer.
+
+ Returns:
+ List of log batches to print.
+ """
+ output = []
+ for state in self.recent.values():
+ if state.count > 1:
+ output.append(
+ dict(
+ state.metadata,
+ lines=[state.formatted()],
+ )
+ )
+ elif state.count > 0:
+ output.append(dict(state.metadata, **{"lines": [state.line]}))
+ self.recent.clear()
+ return output
+
+
+def _warn_once() -> str:
+ if log_once("log_dedup_warning"):
+ return (
+ " (Ray deduplicates logs by default. Set RAY_DEDUP_LOGS=0 to "
+ "disable log deduplication, or see https://docs.ray.io/en/master/"
+ "ray-observability/user-guides/configure-logging.html#log-deduplication "
+ "for more options.)"
+ )
+ else:
+ return ""
+
+
+def _color(msg: str) -> str:
+ return "{}{}{}".format(colorama.Fore.GREEN, msg, colorama.Style.RESET_ALL)
+
+
+stdout_deduplicator = LogDeduplicator(
+ RAY_DEDUP_LOGS_AGG_WINDOW_S, RAY_DEDUP_LOGS_ALLOW_REGEX, RAY_DEDUP_LOGS_SKIP_REGEX
+)
+stderr_deduplicator = LogDeduplicator(
+ RAY_DEDUP_LOGS_AGG_WINDOW_S, RAY_DEDUP_LOGS_ALLOW_REGEX, RAY_DEDUP_LOGS_SKIP_REGEX
+)
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diff --git a/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/constants.py b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/constants.py
new file mode 100644
index 0000000000000000000000000000000000000000..54552bdfe1d75a72a070a5bdb9b7d095ab3de697
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/constants.py
@@ -0,0 +1,57 @@
+from enum import Enum
+
+# A set containing the standard attributes of a LogRecord. This is used to
+# help us determine which attributes constitute Ray or user-provided context.
+# http://docs.python.org/library/logging.html#logrecord-attributes
+LOGRECORD_STANDARD_ATTRS = {
+ "args",
+ "asctime",
+ "created",
+ "exc_info",
+ "exc_text",
+ "filename",
+ "funcName",
+ "levelname",
+ "levelno",
+ "lineno",
+ "message",
+ "module",
+ "msecs",
+ "msg",
+ "name",
+ "pathname",
+ "process",
+ "processName",
+ "relativeCreated",
+ "stack_info",
+ "thread",
+ "threadName",
+ "taskName",
+}
+
+LOGGER_FLATTEN_KEYS = {
+ "ray_serve_extra_fields",
+}
+
+
+class LogKey(str, Enum):
+ # Core context
+ JOB_ID = "job_id"
+ WORKER_ID = "worker_id"
+ NODE_ID = "node_id"
+ ACTOR_ID = "actor_id"
+ TASK_ID = "task_id"
+ ACTOR_NAME = "actor_name"
+ TASK_NAME = "task_name"
+ TASK_FUNCTION_NAME = "task_func_name"
+
+ # Logger built-in context
+ ASCTIME = "asctime"
+ LEVELNAME = "levelname"
+ MESSAGE = "message"
+ FILENAME = "filename"
+ LINENO = "lineno"
+ EXC_TEXT = "exc_text"
+
+ # Ray logging context
+ TIMESTAMP_NS = "timestamp_ns"
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/default_impl.py b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/default_impl.py
new file mode 100644
index 0000000000000000000000000000000000000000..3901baaa956f3fd35cdfd8a3fa89ee5878137893
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/default_impl.py
@@ -0,0 +1,4 @@
+def get_logging_configurator():
+ from ray._private.ray_logging.logging_config import DefaultLoggingConfigurator
+
+ return DefaultLoggingConfigurator()
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/filters.py b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/filters.py
new file mode 100644
index 0000000000000000000000000000000000000000..91233a2b11c6a313f4ecaca2e5270e9154d71f47
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/filters.py
@@ -0,0 +1,32 @@
+import logging
+import ray
+from ray._private.ray_logging.constants import LogKey
+
+
+class CoreContextFilter(logging.Filter):
+ def filter(self, record):
+ if not ray.is_initialized():
+ # There is no additional context if ray is not initialized
+ return True
+
+ runtime_context = ray.get_runtime_context()
+ setattr(record, LogKey.JOB_ID.value, runtime_context.get_job_id())
+ setattr(record, LogKey.WORKER_ID.value, runtime_context.get_worker_id())
+ setattr(record, LogKey.NODE_ID.value, runtime_context.get_node_id())
+ if runtime_context.worker.mode == ray.WORKER_MODE:
+ actor_id = runtime_context.get_actor_id()
+ if actor_id is not None:
+ setattr(record, LogKey.ACTOR_ID.value, actor_id)
+ task_id = runtime_context.get_task_id()
+ if task_id is not None:
+ setattr(record, LogKey.TASK_ID.value, task_id)
+ task_name = runtime_context.get_task_name()
+ if task_name is not None:
+ setattr(record, LogKey.TASK_NAME.value, task_name)
+ task_function_name = runtime_context.get_task_function_name()
+ if task_function_name is not None:
+ setattr(record, LogKey.TASK_FUNCTION_NAME.value, task_function_name)
+ actor_name = runtime_context.get_actor_name()
+ if actor_name is not None:
+ setattr(record, LogKey.ACTOR_NAME.value, actor_name)
+ return True
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/formatters.py b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/formatters.py
new file mode 100644
index 0000000000000000000000000000000000000000..6324659dc4f029305baf529630a5a2e4656e5580
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/formatters.py
@@ -0,0 +1,92 @@
+import logging
+import json
+from ray._private.log import INTERNAL_TIMESTAMP_LOG_KEY
+from ray._private.ray_logging.constants import (
+ LogKey,
+ LOGRECORD_STANDARD_ATTRS,
+ LOGGER_FLATTEN_KEYS,
+)
+from ray._private.ray_constants import LOGGER_FORMAT
+from typing import Any, Dict
+
+
+def _append_flatten_attributes(formatted_attrs: Dict[str, Any], key: str, value: Any):
+ """Flatten the dictionary values for special keys and append the values in place.
+
+ If the key is in `LOGGER_FLATTEN_KEYS`, the value will be flattened and appended
+ to the `formatted_attrs` dictionary. Otherwise, the key-value pair will be appended
+ directly.
+ """
+ if key in LOGGER_FLATTEN_KEYS:
+ if not isinstance(value, dict):
+ raise ValueError(
+ f"Expected a dictionary passing into {key}, but got {type(value)}"
+ )
+ for k, v in value.items():
+ if k in formatted_attrs:
+ raise KeyError(f"Found duplicated key in the log record: {k}")
+ formatted_attrs[k] = v
+ else:
+ formatted_attrs[key] = value
+
+
+def generate_record_format_attrs(
+ formatter: logging.Formatter,
+ record: logging.LogRecord,
+ exclude_standard_attrs,
+) -> dict:
+ record_format_attrs = {}
+
+ # If `exclude_standard_attrs` is False, include the standard attributes.
+ # Otherwise, include only Ray and user-provided context.
+ if not exclude_standard_attrs:
+ record_format_attrs.update(
+ {
+ LogKey.ASCTIME.value: formatter.formatTime(record),
+ LogKey.LEVELNAME.value: record.levelname,
+ LogKey.MESSAGE.value: record.getMessage(),
+ LogKey.FILENAME.value: record.filename,
+ LogKey.LINENO.value: record.lineno,
+ }
+ )
+ if record.exc_info:
+ if not record.exc_text:
+ record.exc_text = formatter.formatException(record.exc_info)
+ record_format_attrs[LogKey.EXC_TEXT.value] = record.exc_text
+
+ for key, value in record.__dict__.items():
+ # Both Ray and user-provided context are stored in `record_format`.
+ if key not in LOGRECORD_STANDARD_ATTRS:
+ _append_flatten_attributes(record_format_attrs, key, value)
+
+ # Format the internal timestamp to the standardized `timestamp_ns` key.
+ if INTERNAL_TIMESTAMP_LOG_KEY in record_format_attrs:
+ record_format_attrs[LogKey.TIMESTAMP_NS.value] = record_format_attrs.pop(
+ INTERNAL_TIMESTAMP_LOG_KEY
+ )
+
+ return record_format_attrs
+
+
+class JSONFormatter(logging.Formatter):
+ def format(self, record):
+ record_format_attrs = generate_record_format_attrs(
+ self, record, exclude_standard_attrs=False
+ )
+ return json.dumps(record_format_attrs)
+
+
+class TextFormatter(logging.Formatter):
+ def __init__(self) -> None:
+ self._inner_formatter = logging.Formatter(LOGGER_FORMAT)
+
+ def format(self, record: logging.LogRecord) -> str:
+ s = self._inner_formatter.format(record)
+ record_format_attrs = generate_record_format_attrs(
+ self, record, exclude_standard_attrs=True
+ )
+
+ additional_attrs = " ".join(
+ [f"{key}={value}" for key, value in record_format_attrs.items()]
+ )
+ return f"{s} {additional_attrs}"
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/logging_config.py b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/logging_config.py
new file mode 100644
index 0000000000000000000000000000000000000000..3318c19afabbe3be3536b735cb94423324026541
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/ray_logging/logging_config.py
@@ -0,0 +1,112 @@
+from abc import ABC, abstractmethod
+from typing import Set
+
+from ray._private.ray_logging import default_impl
+from ray._private.ray_logging.formatters import TextFormatter
+from ray._private.ray_logging.filters import CoreContextFilter
+from ray.util.annotations import PublicAPI
+
+from dataclasses import dataclass
+
+import logging
+
+
+class LoggingConfigurator(ABC):
+ @abstractmethod
+ def get_supported_encodings(self) -> Set[str]:
+ raise NotImplementedError
+
+ @abstractmethod
+ def configure_logging(self, encoding: str, log_level: str):
+ raise NotImplementedError
+
+
+class DefaultLoggingConfigurator(LoggingConfigurator):
+ def __init__(self):
+ self._encoding_to_formatter = {
+ "TEXT": TextFormatter(),
+ }
+
+ def get_supported_encodings(self) -> Set[str]:
+ return self._encoding_to_formatter.keys()
+
+ def configure_logging(self, encoding: str, log_level: str):
+ formatter = self._encoding_to_formatter[encoding]
+ core_context_filter = CoreContextFilter()
+ handler = logging.StreamHandler()
+ handler.setLevel(log_level)
+ handler.setFormatter(formatter)
+ handler.addFilter(core_context_filter)
+
+ root_logger = logging.getLogger()
+ root_logger.setLevel(log_level)
+ root_logger.addHandler(handler)
+
+ ray_logger = logging.getLogger("ray")
+ ray_logger.setLevel(log_level)
+ # Remove all existing handlers added by `ray/__init__.py`.
+ for h in ray_logger.handlers[:]:
+ ray_logger.removeHandler(h)
+ ray_logger.addHandler(handler)
+ ray_logger.propagate = False
+
+
+_logging_configurator: LoggingConfigurator = default_impl.get_logging_configurator()
+
+
+@PublicAPI(stability="alpha")
+@dataclass
+class LoggingConfig:
+ encoding: str = "TEXT"
+ log_level: str = "INFO"
+
+ def __post_init__(self):
+ if self.encoding not in _logging_configurator.get_supported_encodings():
+ raise ValueError(
+ f"Invalid encoding type: {self.encoding}. "
+ "Valid encoding types are: "
+ f"{list(_logging_configurator.get_supported_encodings())}"
+ )
+
+ def _configure_logging(self):
+ """Set up the logging configuration for the current process."""
+ _logging_configurator.configure_logging(self.encoding, self.log_level)
+
+ def _apply(self):
+ """Set up the logging configuration."""
+ self._configure_logging()
+
+
+LoggingConfig.__doc__ = f"""
+ Logging configuration for a Ray job. These configurations are used to set up the
+ root logger of the driver process and all Ray tasks and actor processes that belong
+ to the job.
+
+ Examples:
+ .. testcode::
+
+ import ray
+ import logging
+
+ ray.init(
+ logging_config=ray.LoggingConfig(encoding="TEXT", log_level="INFO")
+ )
+
+ @ray.remote
+ def f():
+ logger = logging.getLogger(__name__)
+ logger.info("This is a Ray task")
+
+ ray.get(f.remote())
+
+ .. testoutput::
+ :options: +MOCK
+
+ 2024-06-03 07:53:50,815 INFO test.py:11 -- This is a Ray task job_id=01000000 worker_id=0dbbbd0f17d5343bbeee8228fa5ff675fe442445a1bc06ec899120a8 node_id=577706f1040ea8ebd76f7cf5a32338d79fe442e01455b9e7110cddfc task_id=c8ef45ccd0112571ffffffffffffffffffffffff01000000
+
+ Args:
+ encoding: Encoding type for the logs. The valid values are
+ {list(_logging_configurator.get_supported_encodings())}
+ log_level: Log level for the logs. Defaults to 'INFO'. You can set
+ it to 'DEBUG' to receive more detailed debug logs.
+ """ # noqa: E501
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/INSTALLER b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/INSTALLER
new file mode 100644
index 0000000000000000000000000000000000000000..a1b589e38a32041e49332e5e81c2d363dc418d68
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/INSTALLER
@@ -0,0 +1 @@
+pip
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/LICENSE b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..f26bcf4d2de6eb136e31006ca3ab447d5e488adf
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/LICENSE
@@ -0,0 +1,279 @@
+A. HISTORY OF THE SOFTWARE
+==========================
+
+Python was created in the early 1990s by Guido van Rossum at Stichting
+Mathematisch Centrum (CWI, see https://www.cwi.nl) in the Netherlands
+as a successor of a language called ABC. Guido remains Python's
+principal author, although it includes many contributions from others.
+
+In 1995, Guido continued his work on Python at the Corporation for
+National Research Initiatives (CNRI, see https://www.cnri.reston.va.us)
+in Reston, Virginia where he released several versions of the
+software.
+
+In May 2000, Guido and the Python core development team moved to
+BeOpen.com to form the BeOpen PythonLabs team. In October of the same
+year, the PythonLabs team moved to Digital Creations, which became
+Zope Corporation. In 2001, the Python Software Foundation (PSF, see
+https://www.python.org/psf/) was formed, a non-profit organization
+created specifically to own Python-related Intellectual Property.
+Zope Corporation was a sponsoring member of the PSF.
+
+All Python releases are Open Source (see https://opensource.org for
+the Open Source Definition). Historically, most, but not all, Python
+releases have also been GPL-compatible; the table below summarizes
+the various releases.
+
+ Release Derived Year Owner GPL-
+ from compatible? (1)
+
+ 0.9.0 thru 1.2 1991-1995 CWI yes
+ 1.3 thru 1.5.2 1.2 1995-1999 CNRI yes
+ 1.6 1.5.2 2000 CNRI no
+ 2.0 1.6 2000 BeOpen.com no
+ 1.6.1 1.6 2001 CNRI yes (2)
+ 2.1 2.0+1.6.1 2001 PSF no
+ 2.0.1 2.0+1.6.1 2001 PSF yes
+ 2.1.1 2.1+2.0.1 2001 PSF yes
+ 2.1.2 2.1.1 2002 PSF yes
+ 2.1.3 2.1.2 2002 PSF yes
+ 2.2 and above 2.1.1 2001-now PSF yes
+
+Footnotes:
+
+(1) GPL-compatible doesn't mean that we're distributing Python under
+ the GPL. All Python licenses, unlike the GPL, let you distribute
+ a modified version without making your changes open source. The
+ GPL-compatible licenses make it possible to combine Python with
+ other software that is released under the GPL; the others don't.
+
+(2) According to Richard Stallman, 1.6.1 is not GPL-compatible,
+ because its license has a choice of law clause. According to
+ CNRI, however, Stallman's lawyer has told CNRI's lawyer that 1.6.1
+ is "not incompatible" with the GPL.
+
+Thanks to the many outside volunteers who have worked under Guido's
+direction to make these releases possible.
+
+
+B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON
+===============================================================
+
+Python software and documentation are licensed under the
+Python Software Foundation License Version 2.
+
+Starting with Python 3.8.6, examples, recipes, and other code in
+the documentation are dual licensed under the PSF License Version 2
+and the Zero-Clause BSD license.
+
+Some software incorporated into Python is under different licenses.
+The licenses are listed with code falling under that license.
+
+
+PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2
+--------------------------------------------
+
+1. This LICENSE AGREEMENT is between the Python Software Foundation
+("PSF"), and the Individual or Organization ("Licensee") accessing and
+otherwise using this software ("Python") in source or binary form and
+its associated documentation.
+
+2. Subject to the terms and conditions of this License Agreement, PSF hereby
+grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce,
+analyze, test, perform and/or display publicly, prepare derivative works,
+distribute, and otherwise use Python alone or in any derivative version,
+provided, however, that PSF's License Agreement and PSF's notice of copyright,
+i.e., "Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,
+2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation;
+All Rights Reserved" are retained in Python alone or in any derivative version
+prepared by Licensee.
+
+3. In the event Licensee prepares a derivative work that is based on
+or incorporates Python or any part thereof, and wants to make
+the derivative work available to others as provided herein, then
+Licensee hereby agrees to include in any such work a brief summary of
+the changes made to Python.
+
+4. PSF is making Python available to Licensee on an "AS IS"
+basis. PSF MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
+IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, PSF MAKES NO AND
+DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
+FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON WILL NOT
+INFRINGE ANY THIRD PARTY RIGHTS.
+
+5. PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
+FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
+A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON,
+OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
+
+6. This License Agreement will automatically terminate upon a material
+breach of its terms and conditions.
+
+7. Nothing in this License Agreement shall be deemed to create any
+relationship of agency, partnership, or joint venture between PSF and
+Licensee. This License Agreement does not grant permission to use PSF
+trademarks or trade name in a trademark sense to endorse or promote
+products or services of Licensee, or any third party.
+
+8. By copying, installing or otherwise using Python, Licensee
+agrees to be bound by the terms and conditions of this License
+Agreement.
+
+
+BEOPEN.COM LICENSE AGREEMENT FOR PYTHON 2.0
+-------------------------------------------
+
+BEOPEN PYTHON OPEN SOURCE LICENSE AGREEMENT VERSION 1
+
+1. This LICENSE AGREEMENT is between BeOpen.com ("BeOpen"), having an
+office at 160 Saratoga Avenue, Santa Clara, CA 95051, and the
+Individual or Organization ("Licensee") accessing and otherwise using
+this software in source or binary form and its associated
+documentation ("the Software").
+
+2. Subject to the terms and conditions of this BeOpen Python License
+Agreement, BeOpen hereby grants Licensee a non-exclusive,
+royalty-free, world-wide license to reproduce, analyze, test, perform
+and/or display publicly, prepare derivative works, distribute, and
+otherwise use the Software alone or in any derivative version,
+provided, however, that the BeOpen Python License is retained in the
+Software, alone or in any derivative version prepared by Licensee.
+
+3. BeOpen is making the Software available to Licensee on an "AS IS"
+basis. BEOPEN MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
+IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, BEOPEN MAKES NO AND
+DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
+FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF THE SOFTWARE WILL NOT
+INFRINGE ANY THIRD PARTY RIGHTS.
+
+4. BEOPEN SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF THE
+SOFTWARE FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS
+AS A RESULT OF USING, MODIFYING OR DISTRIBUTING THE SOFTWARE, OR ANY
+DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
+
+5. This License Agreement will automatically terminate upon a material
+breach of its terms and conditions.
+
+6. This License Agreement shall be governed by and interpreted in all
+respects by the law of the State of California, excluding conflict of
+law provisions. Nothing in this License Agreement shall be deemed to
+create any relationship of agency, partnership, or joint venture
+between BeOpen and Licensee. This License Agreement does not grant
+permission to use BeOpen trademarks or trade names in a trademark
+sense to endorse or promote products or services of Licensee, or any
+third party. As an exception, the "BeOpen Python" logos available at
+http://www.pythonlabs.com/logos.html may be used according to the
+permissions granted on that web page.
+
+7. By copying, installing or otherwise using the software, Licensee
+agrees to be bound by the terms and conditions of this License
+Agreement.
+
+
+CNRI LICENSE AGREEMENT FOR PYTHON 1.6.1
+---------------------------------------
+
+1. This LICENSE AGREEMENT is between the Corporation for National
+Research Initiatives, having an office at 1895 Preston White Drive,
+Reston, VA 20191 ("CNRI"), and the Individual or Organization
+("Licensee") accessing and otherwise using Python 1.6.1 software in
+source or binary form and its associated documentation.
+
+2. Subject to the terms and conditions of this License Agreement, CNRI
+hereby grants Licensee a nonexclusive, royalty-free, world-wide
+license to reproduce, analyze, test, perform and/or display publicly,
+prepare derivative works, distribute, and otherwise use Python 1.6.1
+alone or in any derivative version, provided, however, that CNRI's
+License Agreement and CNRI's notice of copyright, i.e., "Copyright (c)
+1995-2001 Corporation for National Research Initiatives; All Rights
+Reserved" are retained in Python 1.6.1 alone or in any derivative
+version prepared by Licensee. Alternately, in lieu of CNRI's License
+Agreement, Licensee may substitute the following text (omitting the
+quotes): "Python 1.6.1 is made available subject to the terms and
+conditions in CNRI's License Agreement. This Agreement together with
+Python 1.6.1 may be located on the internet using the following
+unique, persistent identifier (known as a handle): 1895.22/1013. This
+Agreement may also be obtained from a proxy server on the internet
+using the following URL: http://hdl.handle.net/1895.22/1013".
+
+3. In the event Licensee prepares a derivative work that is based on
+or incorporates Python 1.6.1 or any part thereof, and wants to make
+the derivative work available to others as provided herein, then
+Licensee hereby agrees to include in any such work a brief summary of
+the changes made to Python 1.6.1.
+
+4. CNRI is making Python 1.6.1 available to Licensee on an "AS IS"
+basis. CNRI MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
+IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, CNRI MAKES NO AND
+DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
+FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON 1.6.1 WILL NOT
+INFRINGE ANY THIRD PARTY RIGHTS.
+
+5. CNRI SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
+1.6.1 FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
+A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON 1.6.1,
+OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
+
+6. This License Agreement will automatically terminate upon a material
+breach of its terms and conditions.
+
+7. This License Agreement shall be governed by the federal
+intellectual property law of the United States, including without
+limitation the federal copyright law, and, to the extent such
+U.S. federal law does not apply, by the law of the Commonwealth of
+Virginia, excluding Virginia's conflict of law provisions.
+Notwithstanding the foregoing, with regard to derivative works based
+on Python 1.6.1 that incorporate non-separable material that was
+previously distributed under the GNU General Public License (GPL), the
+law of the Commonwealth of Virginia shall govern this License
+Agreement only as to issues arising under or with respect to
+Paragraphs 4, 5, and 7 of this License Agreement. Nothing in this
+License Agreement shall be deemed to create any relationship of
+agency, partnership, or joint venture between CNRI and Licensee. This
+License Agreement does not grant permission to use CNRI trademarks or
+trade name in a trademark sense to endorse or promote products or
+services of Licensee, or any third party.
+
+8. By clicking on the "ACCEPT" button where indicated, or by copying,
+installing or otherwise using Python 1.6.1, Licensee agrees to be
+bound by the terms and conditions of this License Agreement.
+
+ ACCEPT
+
+
+CWI LICENSE AGREEMENT FOR PYTHON 0.9.0 THROUGH 1.2
+--------------------------------------------------
+
+Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam,
+The Netherlands. All rights reserved.
+
+Permission to use, copy, modify, and distribute this software and its
+documentation for any purpose and without fee is hereby granted,
+provided that the above copyright notice appear in all copies and that
+both that copyright notice and this permission notice appear in
+supporting documentation, and that the name of Stichting Mathematisch
+Centrum or CWI not be used in advertising or publicity pertaining to
+distribution of the software without specific, written prior
+permission.
+
+STICHTING MATHEMATISCH CENTRUM DISCLAIMS ALL WARRANTIES WITH REGARD TO
+THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND
+FITNESS, IN NO EVENT SHALL STICHTING MATHEMATISCH CENTRUM BE LIABLE
+FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
+WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
+ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT
+OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
+
+ZERO-CLAUSE BSD LICENSE FOR CODE IN THE PYTHON DOCUMENTATION
+----------------------------------------------------------------------
+
+Permission to use, copy, modify, and/or distribute this software for any
+purpose with or without fee is hereby granted.
+
+THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
+REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
+AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
+INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
+LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
+OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
+PERFORMANCE OF THIS SOFTWARE.
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/METADATA b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/METADATA
new file mode 100644
index 0000000000000000000000000000000000000000..80d83f76783213337cf3cd2aae32d9527e2b4b19
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/METADATA
@@ -0,0 +1,126 @@
+Metadata-Version: 2.1
+Name: aiohappyeyeballs
+Version: 2.4.4
+Summary: Happy Eyeballs for asyncio
+Home-page: https://github.com/aio-libs/aiohappyeyeballs
+License: PSF-2.0
+Author: J. Nick Koston
+Author-email: nick@koston.org
+Requires-Python: >=3.8
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: Python Software Foundation License
+Classifier: License :: Other/Proprietary License
+Classifier: Natural Language :: English
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Topic :: Software Development :: Libraries
+Project-URL: Bug Tracker, https://github.com/aio-libs/aiohappyeyeballs/issues
+Project-URL: Changelog, https://github.com/aio-libs/aiohappyeyeballs/blob/main/CHANGELOG.md
+Project-URL: Documentation, https://aiohappyeyeballs.readthedocs.io
+Project-URL: Repository, https://github.com/aio-libs/aiohappyeyeballs
+Description-Content-Type: text/markdown
+
+# aiohappyeyeballs
+
+
+
+ 
+
+
+ 
+
+
+ 
+
+
+
+
+ 
+
+
+ 
+
+
+ 
+
+
+
+
+ 
+
+ 
+ 
+
+
+---
+
+**Documentation**: https://aiohappyeyeballs.readthedocs.io
+
+**Source Code**: https://github.com/aio-libs/aiohappyeyeballs
+
+---
+
+[Happy Eyeballs](https://en.wikipedia.org/wiki/Happy_Eyeballs)
+([RFC 8305](https://www.rfc-editor.org/rfc/rfc8305.html))
+
+## Use case
+
+This library exists to allow connecting with
+[Happy Eyeballs](https://en.wikipedia.org/wiki/Happy_Eyeballs)
+([RFC 8305](https://www.rfc-editor.org/rfc/rfc8305.html))
+when you
+already have a list of addrinfo and not a DNS name.
+
+The stdlib version of `loop.create_connection()`
+will only work when you pass in an unresolved name which
+is not a good fit when using DNS caching or resolving
+names via another method such as `zeroconf`.
+
+## Installation
+
+Install this via pip (or your favourite package manager):
+
+`pip install aiohappyeyeballs`
+
+## License
+
+[aiohappyeyeballs is licensed under the same terms as cpython itself.](https://github.com/python/cpython/blob/main/LICENSE)
+
+## Example usage
+
+```python
+
+addr_infos = await loop.getaddrinfo("example.org", 80)
+
+socket = await start_connection(addr_infos)
+socket = await start_connection(addr_infos, local_addr_infos=local_addr_infos, happy_eyeballs_delay=0.2)
+
+transport, protocol = await loop.create_connection(
+ MyProtocol, sock=socket, ...)
+
+# Remove the first address for each family from addr_info
+pop_addr_infos_interleave(addr_info, 1)
+
+# Remove all matching address from addr_info
+remove_addr_infos(addr_info, "dead::beef::")
+
+# Convert a local_addr to local_addr_infos
+local_addr_infos = addr_to_addr_infos(("127.0.0.1",0))
+```
+
+## Credits
+
+This package contains code from cpython and is licensed under the same terms as cpython itself.
+
+This package was created with
+[Copier](https://copier.readthedocs.io/) and the
+[browniebroke/pypackage-template](https://github.com/browniebroke/pypackage-template)
+project template.
+
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/RECORD b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/RECORD
new file mode 100644
index 0000000000000000000000000000000000000000..1761e72df1be3cf6b544fe7731e62d45e49ea9d6
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/RECORD
@@ -0,0 +1,16 @@
+aiohappyeyeballs-2.4.4.dist-info/INSTALLER,sha256=zuuue4knoyJ-UwPPXg8fezS7VCrXJQrAP7zeNuwvFQg,4
+aiohappyeyeballs-2.4.4.dist-info/LICENSE,sha256=Oy-B_iHRgcSZxZolbI4ZaEVdZonSaaqFNzv7avQdo78,13936
+aiohappyeyeballs-2.4.4.dist-info/METADATA,sha256=CT9LuDMNOove0oCR6kFFKMoLkA-D_XuBVr_w4uCpcpY,6070
+aiohappyeyeballs-2.4.4.dist-info/RECORD,,
+aiohappyeyeballs-2.4.4.dist-info/WHEEL,sha256=Nq82e9rUAnEjt98J6MlVmMCZb-t9cYE2Ir1kpBmnWfs,88
+aiohappyeyeballs/__init__.py,sha256=64CUKZ1vpW6MnkJIyy-CHBU7o6c_TbKO7f6WAViSl9s,317
+aiohappyeyeballs/__pycache__/__init__.cpython-311.pyc,,
+aiohappyeyeballs/__pycache__/_staggered.cpython-311.pyc,,
+aiohappyeyeballs/__pycache__/impl.cpython-311.pyc,,
+aiohappyeyeballs/__pycache__/types.cpython-311.pyc,,
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index 0000000000000000000000000000000000000000..8b9b3a1bf3a91ed02f801f5487f2988a9aa4c454
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohappyeyeballs-2.4.4.dist-info/WHEEL
@@ -0,0 +1,4 @@
+Wheel-Version: 1.0
+Generator: poetry-core 1.9.1
+Root-Is-Purelib: true
+Tag: py3-none-any
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index 0000000000000000000000000000000000000000..7fffed17f39df50bd8c9ca134674b92d0b2626c2
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+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp/_websocket/mask.cpython-311-x86_64-linux-gnu.so
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+size 245952
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+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/attr/__pycache__/_make.cpython-311.pyc
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9f7584ed793a219388b2a29d569aa8e1dcac9bf86768b5ef9327ffa19f175ce
+size 105734
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/__init__.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..cfdc030a751b089fc7e38fc88093b791605d501d
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/__init__.py
@@ -0,0 +1,45 @@
+from .core import (
+ IDNABidiError,
+ IDNAError,
+ InvalidCodepoint,
+ InvalidCodepointContext,
+ alabel,
+ check_bidi,
+ check_hyphen_ok,
+ check_initial_combiner,
+ check_label,
+ check_nfc,
+ decode,
+ encode,
+ ulabel,
+ uts46_remap,
+ valid_contextj,
+ valid_contexto,
+ valid_label_length,
+ valid_string_length,
+)
+from .intranges import intranges_contain
+from .package_data import __version__
+
+__all__ = [
+ "__version__",
+ "IDNABidiError",
+ "IDNAError",
+ "InvalidCodepoint",
+ "InvalidCodepointContext",
+ "alabel",
+ "check_bidi",
+ "check_hyphen_ok",
+ "check_initial_combiner",
+ "check_label",
+ "check_nfc",
+ "decode",
+ "encode",
+ "intranges_contain",
+ "ulabel",
+ "uts46_remap",
+ "valid_contextj",
+ "valid_contexto",
+ "valid_label_length",
+ "valid_string_length",
+]
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/__pycache__/__init__.cpython-311.pyc b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/__pycache__/__init__.cpython-311.pyc
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diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/codec.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/codec.py
new file mode 100644
index 0000000000000000000000000000000000000000..913abfd6a23ce547f84de2adc41221012f1007d6
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/codec.py
@@ -0,0 +1,122 @@
+import codecs
+import re
+from typing import Any, Optional, Tuple
+
+from .core import IDNAError, alabel, decode, encode, ulabel
+
+_unicode_dots_re = re.compile("[\u002e\u3002\uff0e\uff61]")
+
+
+class Codec(codecs.Codec):
+ def encode(self, data: str, errors: str = "strict") -> Tuple[bytes, int]:
+ if errors != "strict":
+ raise IDNAError('Unsupported error handling "{}"'.format(errors))
+
+ if not data:
+ return b"", 0
+
+ return encode(data), len(data)
+
+ def decode(self, data: bytes, errors: str = "strict") -> Tuple[str, int]:
+ if errors != "strict":
+ raise IDNAError('Unsupported error handling "{}"'.format(errors))
+
+ if not data:
+ return "", 0
+
+ return decode(data), len(data)
+
+
+class IncrementalEncoder(codecs.BufferedIncrementalEncoder):
+ def _buffer_encode(self, data: str, errors: str, final: bool) -> Tuple[bytes, int]:
+ if errors != "strict":
+ raise IDNAError('Unsupported error handling "{}"'.format(errors))
+
+ if not data:
+ return b"", 0
+
+ labels = _unicode_dots_re.split(data)
+ trailing_dot = b""
+ if labels:
+ if not labels[-1]:
+ trailing_dot = b"."
+ del labels[-1]
+ elif not final:
+ # Keep potentially unfinished label until the next call
+ del labels[-1]
+ if labels:
+ trailing_dot = b"."
+
+ result = []
+ size = 0
+ for label in labels:
+ result.append(alabel(label))
+ if size:
+ size += 1
+ size += len(label)
+
+ # Join with U+002E
+ result_bytes = b".".join(result) + trailing_dot
+ size += len(trailing_dot)
+ return result_bytes, size
+
+
+class IncrementalDecoder(codecs.BufferedIncrementalDecoder):
+ def _buffer_decode(self, data: Any, errors: str, final: bool) -> Tuple[str, int]:
+ if errors != "strict":
+ raise IDNAError('Unsupported error handling "{}"'.format(errors))
+
+ if not data:
+ return ("", 0)
+
+ if not isinstance(data, str):
+ data = str(data, "ascii")
+
+ labels = _unicode_dots_re.split(data)
+ trailing_dot = ""
+ if labels:
+ if not labels[-1]:
+ trailing_dot = "."
+ del labels[-1]
+ elif not final:
+ # Keep potentially unfinished label until the next call
+ del labels[-1]
+ if labels:
+ trailing_dot = "."
+
+ result = []
+ size = 0
+ for label in labels:
+ result.append(ulabel(label))
+ if size:
+ size += 1
+ size += len(label)
+
+ result_str = ".".join(result) + trailing_dot
+ size += len(trailing_dot)
+ return (result_str, size)
+
+
+class StreamWriter(Codec, codecs.StreamWriter):
+ pass
+
+
+class StreamReader(Codec, codecs.StreamReader):
+ pass
+
+
+def search_function(name: str) -> Optional[codecs.CodecInfo]:
+ if name != "idna2008":
+ return None
+ return codecs.CodecInfo(
+ name=name,
+ encode=Codec().encode,
+ decode=Codec().decode,
+ incrementalencoder=IncrementalEncoder,
+ incrementaldecoder=IncrementalDecoder,
+ streamwriter=StreamWriter,
+ streamreader=StreamReader,
+ )
+
+
+codecs.register(search_function)
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/compat.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/compat.py
new file mode 100644
index 0000000000000000000000000000000000000000..1df9f2a70e6815908f2784e88897a9a359eef84c
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/compat.py
@@ -0,0 +1,15 @@
+from typing import Any, Union
+
+from .core import decode, encode
+
+
+def ToASCII(label: str) -> bytes:
+ return encode(label)
+
+
+def ToUnicode(label: Union[bytes, bytearray]) -> str:
+ return decode(label)
+
+
+def nameprep(s: Any) -> None:
+ raise NotImplementedError("IDNA 2008 does not utilise nameprep protocol")
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/core.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/core.py
new file mode 100644
index 0000000000000000000000000000000000000000..9115f123f0274832af5ba1cf3c5481cc5353eecd
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/core.py
@@ -0,0 +1,437 @@
+import bisect
+import re
+import unicodedata
+from typing import Optional, Union
+
+from . import idnadata
+from .intranges import intranges_contain
+
+_virama_combining_class = 9
+_alabel_prefix = b"xn--"
+_unicode_dots_re = re.compile("[\u002e\u3002\uff0e\uff61]")
+
+
+class IDNAError(UnicodeError):
+ """Base exception for all IDNA-encoding related problems"""
+
+ pass
+
+
+class IDNABidiError(IDNAError):
+ """Exception when bidirectional requirements are not satisfied"""
+
+ pass
+
+
+class InvalidCodepoint(IDNAError):
+ """Exception when a disallowed or unallocated codepoint is used"""
+
+ pass
+
+
+class InvalidCodepointContext(IDNAError):
+ """Exception when the codepoint is not valid in the context it is used"""
+
+ pass
+
+
+def _combining_class(cp: int) -> int:
+ v = unicodedata.combining(chr(cp))
+ if v == 0:
+ if not unicodedata.name(chr(cp)):
+ raise ValueError("Unknown character in unicodedata")
+ return v
+
+
+def _is_script(cp: str, script: str) -> bool:
+ return intranges_contain(ord(cp), idnadata.scripts[script])
+
+
+def _punycode(s: str) -> bytes:
+ return s.encode("punycode")
+
+
+def _unot(s: int) -> str:
+ return "U+{:04X}".format(s)
+
+
+def valid_label_length(label: Union[bytes, str]) -> bool:
+ if len(label) > 63:
+ return False
+ return True
+
+
+def valid_string_length(label: Union[bytes, str], trailing_dot: bool) -> bool:
+ if len(label) > (254 if trailing_dot else 253):
+ return False
+ return True
+
+
+def check_bidi(label: str, check_ltr: bool = False) -> bool:
+ # Bidi rules should only be applied if string contains RTL characters
+ bidi_label = False
+ for idx, cp in enumerate(label, 1):
+ direction = unicodedata.bidirectional(cp)
+ if direction == "":
+ # String likely comes from a newer version of Unicode
+ raise IDNABidiError("Unknown directionality in label {} at position {}".format(repr(label), idx))
+ if direction in ["R", "AL", "AN"]:
+ bidi_label = True
+ if not bidi_label and not check_ltr:
+ return True
+
+ # Bidi rule 1
+ direction = unicodedata.bidirectional(label[0])
+ if direction in ["R", "AL"]:
+ rtl = True
+ elif direction == "L":
+ rtl = False
+ else:
+ raise IDNABidiError("First codepoint in label {} must be directionality L, R or AL".format(repr(label)))
+
+ valid_ending = False
+ number_type: Optional[str] = None
+ for idx, cp in enumerate(label, 1):
+ direction = unicodedata.bidirectional(cp)
+
+ if rtl:
+ # Bidi rule 2
+ if direction not in [
+ "R",
+ "AL",
+ "AN",
+ "EN",
+ "ES",
+ "CS",
+ "ET",
+ "ON",
+ "BN",
+ "NSM",
+ ]:
+ raise IDNABidiError("Invalid direction for codepoint at position {} in a right-to-left label".format(idx))
+ # Bidi rule 3
+ if direction in ["R", "AL", "EN", "AN"]:
+ valid_ending = True
+ elif direction != "NSM":
+ valid_ending = False
+ # Bidi rule 4
+ if direction in ["AN", "EN"]:
+ if not number_type:
+ number_type = direction
+ else:
+ if number_type != direction:
+ raise IDNABidiError("Can not mix numeral types in a right-to-left label")
+ else:
+ # Bidi rule 5
+ if direction not in ["L", "EN", "ES", "CS", "ET", "ON", "BN", "NSM"]:
+ raise IDNABidiError("Invalid direction for codepoint at position {} in a left-to-right label".format(idx))
+ # Bidi rule 6
+ if direction in ["L", "EN"]:
+ valid_ending = True
+ elif direction != "NSM":
+ valid_ending = False
+
+ if not valid_ending:
+ raise IDNABidiError("Label ends with illegal codepoint directionality")
+
+ return True
+
+
+def check_initial_combiner(label: str) -> bool:
+ if unicodedata.category(label[0])[0] == "M":
+ raise IDNAError("Label begins with an illegal combining character")
+ return True
+
+
+def check_hyphen_ok(label: str) -> bool:
+ if label[2:4] == "--":
+ raise IDNAError("Label has disallowed hyphens in 3rd and 4th position")
+ if label[0] == "-" or label[-1] == "-":
+ raise IDNAError("Label must not start or end with a hyphen")
+ return True
+
+
+def check_nfc(label: str) -> None:
+ if unicodedata.normalize("NFC", label) != label:
+ raise IDNAError("Label must be in Normalization Form C")
+
+
+def valid_contextj(label: str, pos: int) -> bool:
+ cp_value = ord(label[pos])
+
+ if cp_value == 0x200C:
+ if pos > 0:
+ if _combining_class(ord(label[pos - 1])) == _virama_combining_class:
+ return True
+
+ ok = False
+ for i in range(pos - 1, -1, -1):
+ joining_type = idnadata.joining_types.get(ord(label[i]))
+ if joining_type == ord("T"):
+ continue
+ elif joining_type in [ord("L"), ord("D")]:
+ ok = True
+ break
+ else:
+ break
+
+ if not ok:
+ return False
+
+ ok = False
+ for i in range(pos + 1, len(label)):
+ joining_type = idnadata.joining_types.get(ord(label[i]))
+ if joining_type == ord("T"):
+ continue
+ elif joining_type in [ord("R"), ord("D")]:
+ ok = True
+ break
+ else:
+ break
+ return ok
+
+ if cp_value == 0x200D:
+ if pos > 0:
+ if _combining_class(ord(label[pos - 1])) == _virama_combining_class:
+ return True
+ return False
+
+ else:
+ return False
+
+
+def valid_contexto(label: str, pos: int, exception: bool = False) -> bool:
+ cp_value = ord(label[pos])
+
+ if cp_value == 0x00B7:
+ if 0 < pos < len(label) - 1:
+ if ord(label[pos - 1]) == 0x006C and ord(label[pos + 1]) == 0x006C:
+ return True
+ return False
+
+ elif cp_value == 0x0375:
+ if pos < len(label) - 1 and len(label) > 1:
+ return _is_script(label[pos + 1], "Greek")
+ return False
+
+ elif cp_value == 0x05F3 or cp_value == 0x05F4:
+ if pos > 0:
+ return _is_script(label[pos - 1], "Hebrew")
+ return False
+
+ elif cp_value == 0x30FB:
+ for cp in label:
+ if cp == "\u30fb":
+ continue
+ if _is_script(cp, "Hiragana") or _is_script(cp, "Katakana") or _is_script(cp, "Han"):
+ return True
+ return False
+
+ elif 0x660 <= cp_value <= 0x669:
+ for cp in label:
+ if 0x6F0 <= ord(cp) <= 0x06F9:
+ return False
+ return True
+
+ elif 0x6F0 <= cp_value <= 0x6F9:
+ for cp in label:
+ if 0x660 <= ord(cp) <= 0x0669:
+ return False
+ return True
+
+ return False
+
+
+def check_label(label: Union[str, bytes, bytearray]) -> None:
+ if isinstance(label, (bytes, bytearray)):
+ label = label.decode("utf-8")
+ if len(label) == 0:
+ raise IDNAError("Empty Label")
+
+ check_nfc(label)
+ check_hyphen_ok(label)
+ check_initial_combiner(label)
+
+ for pos, cp in enumerate(label):
+ cp_value = ord(cp)
+ if intranges_contain(cp_value, idnadata.codepoint_classes["PVALID"]):
+ continue
+ elif intranges_contain(cp_value, idnadata.codepoint_classes["CONTEXTJ"]):
+ try:
+ if not valid_contextj(label, pos):
+ raise InvalidCodepointContext(
+ "Joiner {} not allowed at position {} in {}".format(_unot(cp_value), pos + 1, repr(label))
+ )
+ except ValueError:
+ raise IDNAError(
+ "Unknown codepoint adjacent to joiner {} at position {} in {}".format(
+ _unot(cp_value), pos + 1, repr(label)
+ )
+ )
+ elif intranges_contain(cp_value, idnadata.codepoint_classes["CONTEXTO"]):
+ if not valid_contexto(label, pos):
+ raise InvalidCodepointContext(
+ "Codepoint {} not allowed at position {} in {}".format(_unot(cp_value), pos + 1, repr(label))
+ )
+ else:
+ raise InvalidCodepoint(
+ "Codepoint {} at position {} of {} not allowed".format(_unot(cp_value), pos + 1, repr(label))
+ )
+
+ check_bidi(label)
+
+
+def alabel(label: str) -> bytes:
+ try:
+ label_bytes = label.encode("ascii")
+ ulabel(label_bytes)
+ if not valid_label_length(label_bytes):
+ raise IDNAError("Label too long")
+ return label_bytes
+ except UnicodeEncodeError:
+ pass
+
+ check_label(label)
+ label_bytes = _alabel_prefix + _punycode(label)
+
+ if not valid_label_length(label_bytes):
+ raise IDNAError("Label too long")
+
+ return label_bytes
+
+
+def ulabel(label: Union[str, bytes, bytearray]) -> str:
+ if not isinstance(label, (bytes, bytearray)):
+ try:
+ label_bytes = label.encode("ascii")
+ except UnicodeEncodeError:
+ check_label(label)
+ return label
+ else:
+ label_bytes = label
+
+ label_bytes = label_bytes.lower()
+ if label_bytes.startswith(_alabel_prefix):
+ label_bytes = label_bytes[len(_alabel_prefix) :]
+ if not label_bytes:
+ raise IDNAError("Malformed A-label, no Punycode eligible content found")
+ if label_bytes.decode("ascii")[-1] == "-":
+ raise IDNAError("A-label must not end with a hyphen")
+ else:
+ check_label(label_bytes)
+ return label_bytes.decode("ascii")
+
+ try:
+ label = label_bytes.decode("punycode")
+ except UnicodeError:
+ raise IDNAError("Invalid A-label")
+ check_label(label)
+ return label
+
+
+def uts46_remap(domain: str, std3_rules: bool = True, transitional: bool = False) -> str:
+ """Re-map the characters in the string according to UTS46 processing."""
+ from .uts46data import uts46data
+
+ output = ""
+
+ for pos, char in enumerate(domain):
+ code_point = ord(char)
+ try:
+ uts46row = uts46data[code_point if code_point < 256 else bisect.bisect_left(uts46data, (code_point, "Z")) - 1]
+ status = uts46row[1]
+ replacement: Optional[str] = None
+ if len(uts46row) == 3:
+ replacement = uts46row[2]
+ if (
+ status == "V"
+ or (status == "D" and not transitional)
+ or (status == "3" and not std3_rules and replacement is None)
+ ):
+ output += char
+ elif replacement is not None and (
+ status == "M" or (status == "3" and not std3_rules) or (status == "D" and transitional)
+ ):
+ output += replacement
+ elif status != "I":
+ raise IndexError()
+ except IndexError:
+ raise InvalidCodepoint(
+ "Codepoint {} not allowed at position {} in {}".format(_unot(code_point), pos + 1, repr(domain))
+ )
+
+ return unicodedata.normalize("NFC", output)
+
+
+def encode(
+ s: Union[str, bytes, bytearray],
+ strict: bool = False,
+ uts46: bool = False,
+ std3_rules: bool = False,
+ transitional: bool = False,
+) -> bytes:
+ if not isinstance(s, str):
+ try:
+ s = str(s, "ascii")
+ except UnicodeDecodeError:
+ raise IDNAError("should pass a unicode string to the function rather than a byte string.")
+ if uts46:
+ s = uts46_remap(s, std3_rules, transitional)
+ trailing_dot = False
+ result = []
+ if strict:
+ labels = s.split(".")
+ else:
+ labels = _unicode_dots_re.split(s)
+ if not labels or labels == [""]:
+ raise IDNAError("Empty domain")
+ if labels[-1] == "":
+ del labels[-1]
+ trailing_dot = True
+ for label in labels:
+ s = alabel(label)
+ if s:
+ result.append(s)
+ else:
+ raise IDNAError("Empty label")
+ if trailing_dot:
+ result.append(b"")
+ s = b".".join(result)
+ if not valid_string_length(s, trailing_dot):
+ raise IDNAError("Domain too long")
+ return s
+
+
+def decode(
+ s: Union[str, bytes, bytearray],
+ strict: bool = False,
+ uts46: bool = False,
+ std3_rules: bool = False,
+) -> str:
+ try:
+ if not isinstance(s, str):
+ s = str(s, "ascii")
+ except UnicodeDecodeError:
+ raise IDNAError("Invalid ASCII in A-label")
+ if uts46:
+ s = uts46_remap(s, std3_rules, False)
+ trailing_dot = False
+ result = []
+ if not strict:
+ labels = _unicode_dots_re.split(s)
+ else:
+ labels = s.split(".")
+ if not labels or labels == [""]:
+ raise IDNAError("Empty domain")
+ if not labels[-1]:
+ del labels[-1]
+ trailing_dot = True
+ for label in labels:
+ s = ulabel(label)
+ if s:
+ result.append(s)
+ else:
+ raise IDNAError("Empty label")
+ if trailing_dot:
+ result.append("")
+ return ".".join(result)
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/idnadata.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/idnadata.py
new file mode 100644
index 0000000000000000000000000000000000000000..4be6004622efcdc36a8d15efc0ac3e138a4bae02
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/idnadata.py
@@ -0,0 +1,4243 @@
+# This file is automatically generated by tools/idna-data
+
+__version__ = "15.1.0"
+scripts = {
+ "Greek": (
+ 0x37000000374,
+ 0x37500000378,
+ 0x37A0000037E,
+ 0x37F00000380,
+ 0x38400000385,
+ 0x38600000387,
+ 0x3880000038B,
+ 0x38C0000038D,
+ 0x38E000003A2,
+ 0x3A3000003E2,
+ 0x3F000000400,
+ 0x1D2600001D2B,
+ 0x1D5D00001D62,
+ 0x1D6600001D6B,
+ 0x1DBF00001DC0,
+ 0x1F0000001F16,
+ 0x1F1800001F1E,
+ 0x1F2000001F46,
+ 0x1F4800001F4E,
+ 0x1F5000001F58,
+ 0x1F5900001F5A,
+ 0x1F5B00001F5C,
+ 0x1F5D00001F5E,
+ 0x1F5F00001F7E,
+ 0x1F8000001FB5,
+ 0x1FB600001FC5,
+ 0x1FC600001FD4,
+ 0x1FD600001FDC,
+ 0x1FDD00001FF0,
+ 0x1FF200001FF5,
+ 0x1FF600001FFF,
+ 0x212600002127,
+ 0xAB650000AB66,
+ 0x101400001018F,
+ 0x101A0000101A1,
+ 0x1D2000001D246,
+ ),
+ "Han": (
+ 0x2E8000002E9A,
+ 0x2E9B00002EF4,
+ 0x2F0000002FD6,
+ 0x300500003006,
+ 0x300700003008,
+ 0x30210000302A,
+ 0x30380000303C,
+ 0x340000004DC0,
+ 0x4E000000A000,
+ 0xF9000000FA6E,
+ 0xFA700000FADA,
+ 0x16FE200016FE4,
+ 0x16FF000016FF2,
+ 0x200000002A6E0,
+ 0x2A7000002B73A,
+ 0x2B7400002B81E,
+ 0x2B8200002CEA2,
+ 0x2CEB00002EBE1,
+ 0x2EBF00002EE5E,
+ 0x2F8000002FA1E,
+ 0x300000003134B,
+ 0x31350000323B0,
+ ),
+ "Hebrew": (
+ 0x591000005C8,
+ 0x5D0000005EB,
+ 0x5EF000005F5,
+ 0xFB1D0000FB37,
+ 0xFB380000FB3D,
+ 0xFB3E0000FB3F,
+ 0xFB400000FB42,
+ 0xFB430000FB45,
+ 0xFB460000FB50,
+ ),
+ "Hiragana": (
+ 0x304100003097,
+ 0x309D000030A0,
+ 0x1B0010001B120,
+ 0x1B1320001B133,
+ 0x1B1500001B153,
+ 0x1F2000001F201,
+ ),
+ "Katakana": (
+ 0x30A1000030FB,
+ 0x30FD00003100,
+ 0x31F000003200,
+ 0x32D0000032FF,
+ 0x330000003358,
+ 0xFF660000FF70,
+ 0xFF710000FF9E,
+ 0x1AFF00001AFF4,
+ 0x1AFF50001AFFC,
+ 0x1AFFD0001AFFF,
+ 0x1B0000001B001,
+ 0x1B1200001B123,
+ 0x1B1550001B156,
+ 0x1B1640001B168,
+ ),
+}
+joining_types = {
+ 0xAD: 84,
+ 0x300: 84,
+ 0x301: 84,
+ 0x302: 84,
+ 0x303: 84,
+ 0x304: 84,
+ 0x305: 84,
+ 0x306: 84,
+ 0x307: 84,
+ 0x308: 84,
+ 0x309: 84,
+ 0x30A: 84,
+ 0x30B: 84,
+ 0x30C: 84,
+ 0x30D: 84,
+ 0x30E: 84,
+ 0x30F: 84,
+ 0x310: 84,
+ 0x311: 84,
+ 0x312: 84,
+ 0x313: 84,
+ 0x314: 84,
+ 0x315: 84,
+ 0x316: 84,
+ 0x317: 84,
+ 0x318: 84,
+ 0x319: 84,
+ 0x31A: 84,
+ 0x31B: 84,
+ 0x31C: 84,
+ 0x31D: 84,
+ 0x31E: 84,
+ 0x31F: 84,
+ 0x320: 84,
+ 0x321: 84,
+ 0x322: 84,
+ 0x323: 84,
+ 0x324: 84,
+ 0x325: 84,
+ 0x326: 84,
+ 0x327: 84,
+ 0x328: 84,
+ 0x329: 84,
+ 0x32A: 84,
+ 0x32B: 84,
+ 0x32C: 84,
+ 0x32D: 84,
+ 0x32E: 84,
+ 0x32F: 84,
+ 0x330: 84,
+ 0x331: 84,
+ 0x332: 84,
+ 0x333: 84,
+ 0x334: 84,
+ 0x335: 84,
+ 0x336: 84,
+ 0x337: 84,
+ 0x338: 84,
+ 0x339: 84,
+ 0x33A: 84,
+ 0x33B: 84,
+ 0x33C: 84,
+ 0x33D: 84,
+ 0x33E: 84,
+ 0x33F: 84,
+ 0x340: 84,
+ 0x341: 84,
+ 0x342: 84,
+ 0x343: 84,
+ 0x344: 84,
+ 0x345: 84,
+ 0x346: 84,
+ 0x347: 84,
+ 0x348: 84,
+ 0x349: 84,
+ 0x34A: 84,
+ 0x34B: 84,
+ 0x34C: 84,
+ 0x34D: 84,
+ 0x34E: 84,
+ 0x34F: 84,
+ 0x350: 84,
+ 0x351: 84,
+ 0x352: 84,
+ 0x353: 84,
+ 0x354: 84,
+ 0x355: 84,
+ 0x356: 84,
+ 0x357: 84,
+ 0x358: 84,
+ 0x359: 84,
+ 0x35A: 84,
+ 0x35B: 84,
+ 0x35C: 84,
+ 0x35D: 84,
+ 0x35E: 84,
+ 0x35F: 84,
+ 0x360: 84,
+ 0x361: 84,
+ 0x362: 84,
+ 0x363: 84,
+ 0x364: 84,
+ 0x365: 84,
+ 0x366: 84,
+ 0x367: 84,
+ 0x368: 84,
+ 0x369: 84,
+ 0x36A: 84,
+ 0x36B: 84,
+ 0x36C: 84,
+ 0x36D: 84,
+ 0x36E: 84,
+ 0x36F: 84,
+ 0x483: 84,
+ 0x484: 84,
+ 0x485: 84,
+ 0x486: 84,
+ 0x487: 84,
+ 0x488: 84,
+ 0x489: 84,
+ 0x591: 84,
+ 0x592: 84,
+ 0x593: 84,
+ 0x594: 84,
+ 0x595: 84,
+ 0x596: 84,
+ 0x597: 84,
+ 0x598: 84,
+ 0x599: 84,
+ 0x59A: 84,
+ 0x59B: 84,
+ 0x59C: 84,
+ 0x59D: 84,
+ 0x59E: 84,
+ 0x59F: 84,
+ 0x5A0: 84,
+ 0x5A1: 84,
+ 0x5A2: 84,
+ 0x5A3: 84,
+ 0x5A4: 84,
+ 0x5A5: 84,
+ 0x5A6: 84,
+ 0x5A7: 84,
+ 0x5A8: 84,
+ 0x5A9: 84,
+ 0x5AA: 84,
+ 0x5AB: 84,
+ 0x5AC: 84,
+ 0x5AD: 84,
+ 0x5AE: 84,
+ 0x5AF: 84,
+ 0x5B0: 84,
+ 0x5B1: 84,
+ 0x5B2: 84,
+ 0x5B3: 84,
+ 0x5B4: 84,
+ 0x5B5: 84,
+ 0x5B6: 84,
+ 0x5B7: 84,
+ 0x5B8: 84,
+ 0x5B9: 84,
+ 0x5BA: 84,
+ 0x5BB: 84,
+ 0x5BC: 84,
+ 0x5BD: 84,
+ 0x5BF: 84,
+ 0x5C1: 84,
+ 0x5C2: 84,
+ 0x5C4: 84,
+ 0x5C5: 84,
+ 0x5C7: 84,
+ 0x610: 84,
+ 0x611: 84,
+ 0x612: 84,
+ 0x613: 84,
+ 0x614: 84,
+ 0x615: 84,
+ 0x616: 84,
+ 0x617: 84,
+ 0x618: 84,
+ 0x619: 84,
+ 0x61A: 84,
+ 0x61C: 84,
+ 0x620: 68,
+ 0x622: 82,
+ 0x623: 82,
+ 0x624: 82,
+ 0x625: 82,
+ 0x626: 68,
+ 0x627: 82,
+ 0x628: 68,
+ 0x629: 82,
+ 0x62A: 68,
+ 0x62B: 68,
+ 0x62C: 68,
+ 0x62D: 68,
+ 0x62E: 68,
+ 0x62F: 82,
+ 0x630: 82,
+ 0x631: 82,
+ 0x632: 82,
+ 0x633: 68,
+ 0x634: 68,
+ 0x635: 68,
+ 0x636: 68,
+ 0x637: 68,
+ 0x638: 68,
+ 0x639: 68,
+ 0x63A: 68,
+ 0x63B: 68,
+ 0x63C: 68,
+ 0x63D: 68,
+ 0x63E: 68,
+ 0x63F: 68,
+ 0x640: 67,
+ 0x641: 68,
+ 0x642: 68,
+ 0x643: 68,
+ 0x644: 68,
+ 0x645: 68,
+ 0x646: 68,
+ 0x647: 68,
+ 0x648: 82,
+ 0x649: 68,
+ 0x64A: 68,
+ 0x64B: 84,
+ 0x64C: 84,
+ 0x64D: 84,
+ 0x64E: 84,
+ 0x64F: 84,
+ 0x650: 84,
+ 0x651: 84,
+ 0x652: 84,
+ 0x653: 84,
+ 0x654: 84,
+ 0x655: 84,
+ 0x656: 84,
+ 0x657: 84,
+ 0x658: 84,
+ 0x659: 84,
+ 0x65A: 84,
+ 0x65B: 84,
+ 0x65C: 84,
+ 0x65D: 84,
+ 0x65E: 84,
+ 0x65F: 84,
+ 0x66E: 68,
+ 0x66F: 68,
+ 0x670: 84,
+ 0x671: 82,
+ 0x672: 82,
+ 0x673: 82,
+ 0x675: 82,
+ 0x676: 82,
+ 0x677: 82,
+ 0x678: 68,
+ 0x679: 68,
+ 0x67A: 68,
+ 0x67B: 68,
+ 0x67C: 68,
+ 0x67D: 68,
+ 0x67E: 68,
+ 0x67F: 68,
+ 0x680: 68,
+ 0x681: 68,
+ 0x682: 68,
+ 0x683: 68,
+ 0x684: 68,
+ 0x685: 68,
+ 0x686: 68,
+ 0x687: 68,
+ 0x688: 82,
+ 0x689: 82,
+ 0x68A: 82,
+ 0x68B: 82,
+ 0x68C: 82,
+ 0x68D: 82,
+ 0x68E: 82,
+ 0x68F: 82,
+ 0x690: 82,
+ 0x691: 82,
+ 0x692: 82,
+ 0x693: 82,
+ 0x694: 82,
+ 0x695: 82,
+ 0x696: 82,
+ 0x697: 82,
+ 0x698: 82,
+ 0x699: 82,
+ 0x69A: 68,
+ 0x69B: 68,
+ 0x69C: 68,
+ 0x69D: 68,
+ 0x69E: 68,
+ 0x69F: 68,
+ 0x6A0: 68,
+ 0x6A1: 68,
+ 0x6A2: 68,
+ 0x6A3: 68,
+ 0x6A4: 68,
+ 0x6A5: 68,
+ 0x6A6: 68,
+ 0x6A7: 68,
+ 0x6A8: 68,
+ 0x6A9: 68,
+ 0x6AA: 68,
+ 0x6AB: 68,
+ 0x6AC: 68,
+ 0x6AD: 68,
+ 0x6AE: 68,
+ 0x6AF: 68,
+ 0x6B0: 68,
+ 0x6B1: 68,
+ 0x6B2: 68,
+ 0x6B3: 68,
+ 0x6B4: 68,
+ 0x6B5: 68,
+ 0x6B6: 68,
+ 0x6B7: 68,
+ 0x6B8: 68,
+ 0x6B9: 68,
+ 0x6BA: 68,
+ 0x6BB: 68,
+ 0x6BC: 68,
+ 0x6BD: 68,
+ 0x6BE: 68,
+ 0x6BF: 68,
+ 0x6C0: 82,
+ 0x6C1: 68,
+ 0x6C2: 68,
+ 0x6C3: 82,
+ 0x6C4: 82,
+ 0x6C5: 82,
+ 0x6C6: 82,
+ 0x6C7: 82,
+ 0x6C8: 82,
+ 0x6C9: 82,
+ 0x6CA: 82,
+ 0x6CB: 82,
+ 0x6CC: 68,
+ 0x6CD: 82,
+ 0x6CE: 68,
+ 0x6CF: 82,
+ 0x6D0: 68,
+ 0x6D1: 68,
+ 0x6D2: 82,
+ 0x6D3: 82,
+ 0x6D5: 82,
+ 0x6D6: 84,
+ 0x6D7: 84,
+ 0x6D8: 84,
+ 0x6D9: 84,
+ 0x6DA: 84,
+ 0x6DB: 84,
+ 0x6DC: 84,
+ 0x6DF: 84,
+ 0x6E0: 84,
+ 0x6E1: 84,
+ 0x6E2: 84,
+ 0x6E3: 84,
+ 0x6E4: 84,
+ 0x6E7: 84,
+ 0x6E8: 84,
+ 0x6EA: 84,
+ 0x6EB: 84,
+ 0x6EC: 84,
+ 0x6ED: 84,
+ 0x6EE: 82,
+ 0x6EF: 82,
+ 0x6FA: 68,
+ 0x6FB: 68,
+ 0x6FC: 68,
+ 0x6FF: 68,
+ 0x70F: 84,
+ 0x710: 82,
+ 0x711: 84,
+ 0x712: 68,
+ 0x713: 68,
+ 0x714: 68,
+ 0x715: 82,
+ 0x716: 82,
+ 0x717: 82,
+ 0x718: 82,
+ 0x719: 82,
+ 0x71A: 68,
+ 0x71B: 68,
+ 0x71C: 68,
+ 0x71D: 68,
+ 0x71E: 82,
+ 0x71F: 68,
+ 0x720: 68,
+ 0x721: 68,
+ 0x722: 68,
+ 0x723: 68,
+ 0x724: 68,
+ 0x725: 68,
+ 0x726: 68,
+ 0x727: 68,
+ 0x728: 82,
+ 0x729: 68,
+ 0x72A: 82,
+ 0x72B: 68,
+ 0x72C: 82,
+ 0x72D: 68,
+ 0x72E: 68,
+ 0x72F: 82,
+ 0x730: 84,
+ 0x731: 84,
+ 0x732: 84,
+ 0x733: 84,
+ 0x734: 84,
+ 0x735: 84,
+ 0x736: 84,
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+ 0xE013A: 84,
+ 0xE013B: 84,
+ 0xE013C: 84,
+ 0xE013D: 84,
+ 0xE013E: 84,
+ 0xE013F: 84,
+ 0xE0140: 84,
+ 0xE0141: 84,
+ 0xE0142: 84,
+ 0xE0143: 84,
+ 0xE0144: 84,
+ 0xE0145: 84,
+ 0xE0146: 84,
+ 0xE0147: 84,
+ 0xE0148: 84,
+ 0xE0149: 84,
+ 0xE014A: 84,
+ 0xE014B: 84,
+ 0xE014C: 84,
+ 0xE014D: 84,
+ 0xE014E: 84,
+ 0xE014F: 84,
+ 0xE0150: 84,
+ 0xE0151: 84,
+ 0xE0152: 84,
+ 0xE0153: 84,
+ 0xE0154: 84,
+ 0xE0155: 84,
+ 0xE0156: 84,
+ 0xE0157: 84,
+ 0xE0158: 84,
+ 0xE0159: 84,
+ 0xE015A: 84,
+ 0xE015B: 84,
+ 0xE015C: 84,
+ 0xE015D: 84,
+ 0xE015E: 84,
+ 0xE015F: 84,
+ 0xE0160: 84,
+ 0xE0161: 84,
+ 0xE0162: 84,
+ 0xE0163: 84,
+ 0xE0164: 84,
+ 0xE0165: 84,
+ 0xE0166: 84,
+ 0xE0167: 84,
+ 0xE0168: 84,
+ 0xE0169: 84,
+ 0xE016A: 84,
+ 0xE016B: 84,
+ 0xE016C: 84,
+ 0xE016D: 84,
+ 0xE016E: 84,
+ 0xE016F: 84,
+ 0xE0170: 84,
+ 0xE0171: 84,
+ 0xE0172: 84,
+ 0xE0173: 84,
+ 0xE0174: 84,
+ 0xE0175: 84,
+ 0xE0176: 84,
+ 0xE0177: 84,
+ 0xE0178: 84,
+ 0xE0179: 84,
+ 0xE017A: 84,
+ 0xE017B: 84,
+ 0xE017C: 84,
+ 0xE017D: 84,
+ 0xE017E: 84,
+ 0xE017F: 84,
+ 0xE0180: 84,
+ 0xE0181: 84,
+ 0xE0182: 84,
+ 0xE0183: 84,
+ 0xE0184: 84,
+ 0xE0185: 84,
+ 0xE0186: 84,
+ 0xE0187: 84,
+ 0xE0188: 84,
+ 0xE0189: 84,
+ 0xE018A: 84,
+ 0xE018B: 84,
+ 0xE018C: 84,
+ 0xE018D: 84,
+ 0xE018E: 84,
+ 0xE018F: 84,
+ 0xE0190: 84,
+ 0xE0191: 84,
+ 0xE0192: 84,
+ 0xE0193: 84,
+ 0xE0194: 84,
+ 0xE0195: 84,
+ 0xE0196: 84,
+ 0xE0197: 84,
+ 0xE0198: 84,
+ 0xE0199: 84,
+ 0xE019A: 84,
+ 0xE019B: 84,
+ 0xE019C: 84,
+ 0xE019D: 84,
+ 0xE019E: 84,
+ 0xE019F: 84,
+ 0xE01A0: 84,
+ 0xE01A1: 84,
+ 0xE01A2: 84,
+ 0xE01A3: 84,
+ 0xE01A4: 84,
+ 0xE01A5: 84,
+ 0xE01A6: 84,
+ 0xE01A7: 84,
+ 0xE01A8: 84,
+ 0xE01A9: 84,
+ 0xE01AA: 84,
+ 0xE01AB: 84,
+ 0xE01AC: 84,
+ 0xE01AD: 84,
+ 0xE01AE: 84,
+ 0xE01AF: 84,
+ 0xE01B0: 84,
+ 0xE01B1: 84,
+ 0xE01B2: 84,
+ 0xE01B3: 84,
+ 0xE01B4: 84,
+ 0xE01B5: 84,
+ 0xE01B6: 84,
+ 0xE01B7: 84,
+ 0xE01B8: 84,
+ 0xE01B9: 84,
+ 0xE01BA: 84,
+ 0xE01BB: 84,
+ 0xE01BC: 84,
+ 0xE01BD: 84,
+ 0xE01BE: 84,
+ 0xE01BF: 84,
+ 0xE01C0: 84,
+ 0xE01C1: 84,
+ 0xE01C2: 84,
+ 0xE01C3: 84,
+ 0xE01C4: 84,
+ 0xE01C5: 84,
+ 0xE01C6: 84,
+ 0xE01C7: 84,
+ 0xE01C8: 84,
+ 0xE01C9: 84,
+ 0xE01CA: 84,
+ 0xE01CB: 84,
+ 0xE01CC: 84,
+ 0xE01CD: 84,
+ 0xE01CE: 84,
+ 0xE01CF: 84,
+ 0xE01D0: 84,
+ 0xE01D1: 84,
+ 0xE01D2: 84,
+ 0xE01D3: 84,
+ 0xE01D4: 84,
+ 0xE01D5: 84,
+ 0xE01D6: 84,
+ 0xE01D7: 84,
+ 0xE01D8: 84,
+ 0xE01D9: 84,
+ 0xE01DA: 84,
+ 0xE01DB: 84,
+ 0xE01DC: 84,
+ 0xE01DD: 84,
+ 0xE01DE: 84,
+ 0xE01DF: 84,
+ 0xE01E0: 84,
+ 0xE01E1: 84,
+ 0xE01E2: 84,
+ 0xE01E3: 84,
+ 0xE01E4: 84,
+ 0xE01E5: 84,
+ 0xE01E6: 84,
+ 0xE01E7: 84,
+ 0xE01E8: 84,
+ 0xE01E9: 84,
+ 0xE01EA: 84,
+ 0xE01EB: 84,
+ 0xE01EC: 84,
+ 0xE01ED: 84,
+ 0xE01EE: 84,
+ 0xE01EF: 84,
+}
+codepoint_classes = {
+ "PVALID": (
+ 0x2D0000002E,
+ 0x300000003A,
+ 0x610000007B,
+ 0xDF000000F7,
+ 0xF800000100,
+ 0x10100000102,
+ 0x10300000104,
+ 0x10500000106,
+ 0x10700000108,
+ 0x1090000010A,
+ 0x10B0000010C,
+ 0x10D0000010E,
+ 0x10F00000110,
+ 0x11100000112,
+ 0x11300000114,
+ 0x11500000116,
+ 0x11700000118,
+ 0x1190000011A,
+ 0x11B0000011C,
+ 0x11D0000011E,
+ 0x11F00000120,
+ 0x12100000122,
+ 0x12300000124,
+ 0x12500000126,
+ 0x12700000128,
+ 0x1290000012A,
+ 0x12B0000012C,
+ 0x12D0000012E,
+ 0x12F00000130,
+ 0x13100000132,
+ 0x13500000136,
+ 0x13700000139,
+ 0x13A0000013B,
+ 0x13C0000013D,
+ 0x13E0000013F,
+ 0x14200000143,
+ 0x14400000145,
+ 0x14600000147,
+ 0x14800000149,
+ 0x14B0000014C,
+ 0x14D0000014E,
+ 0x14F00000150,
+ 0x15100000152,
+ 0x15300000154,
+ 0x15500000156,
+ 0x15700000158,
+ 0x1590000015A,
+ 0x15B0000015C,
+ 0x15D0000015E,
+ 0x15F00000160,
+ 0x16100000162,
+ 0x16300000164,
+ 0x16500000166,
+ 0x16700000168,
+ 0x1690000016A,
+ 0x16B0000016C,
+ 0x16D0000016E,
+ 0x16F00000170,
+ 0x17100000172,
+ 0x17300000174,
+ 0x17500000176,
+ 0x17700000178,
+ 0x17A0000017B,
+ 0x17C0000017D,
+ 0x17E0000017F,
+ 0x18000000181,
+ 0x18300000184,
+ 0x18500000186,
+ 0x18800000189,
+ 0x18C0000018E,
+ 0x19200000193,
+ 0x19500000196,
+ 0x1990000019C,
+ 0x19E0000019F,
+ 0x1A1000001A2,
+ 0x1A3000001A4,
+ 0x1A5000001A6,
+ 0x1A8000001A9,
+ 0x1AA000001AC,
+ 0x1AD000001AE,
+ 0x1B0000001B1,
+ 0x1B4000001B5,
+ 0x1B6000001B7,
+ 0x1B9000001BC,
+ 0x1BD000001C4,
+ 0x1CE000001CF,
+ 0x1D0000001D1,
+ 0x1D2000001D3,
+ 0x1D4000001D5,
+ 0x1D6000001D7,
+ 0x1D8000001D9,
+ 0x1DA000001DB,
+ 0x1DC000001DE,
+ 0x1DF000001E0,
+ 0x1E1000001E2,
+ 0x1E3000001E4,
+ 0x1E5000001E6,
+ 0x1E7000001E8,
+ 0x1E9000001EA,
+ 0x1EB000001EC,
+ 0x1ED000001EE,
+ 0x1EF000001F1,
+ 0x1F5000001F6,
+ 0x1F9000001FA,
+ 0x1FB000001FC,
+ 0x1FD000001FE,
+ 0x1FF00000200,
+ 0x20100000202,
+ 0x20300000204,
+ 0x20500000206,
+ 0x20700000208,
+ 0x2090000020A,
+ 0x20B0000020C,
+ 0x20D0000020E,
+ 0x20F00000210,
+ 0x21100000212,
+ 0x21300000214,
+ 0x21500000216,
+ 0x21700000218,
+ 0x2190000021A,
+ 0x21B0000021C,
+ 0x21D0000021E,
+ 0x21F00000220,
+ 0x22100000222,
+ 0x22300000224,
+ 0x22500000226,
+ 0x22700000228,
+ 0x2290000022A,
+ 0x22B0000022C,
+ 0x22D0000022E,
+ 0x22F00000230,
+ 0x23100000232,
+ 0x2330000023A,
+ 0x23C0000023D,
+ 0x23F00000241,
+ 0x24200000243,
+ 0x24700000248,
+ 0x2490000024A,
+ 0x24B0000024C,
+ 0x24D0000024E,
+ 0x24F000002B0,
+ 0x2B9000002C2,
+ 0x2C6000002D2,
+ 0x2EC000002ED,
+ 0x2EE000002EF,
+ 0x30000000340,
+ 0x34200000343,
+ 0x3460000034F,
+ 0x35000000370,
+ 0x37100000372,
+ 0x37300000374,
+ 0x37700000378,
+ 0x37B0000037E,
+ 0x39000000391,
+ 0x3AC000003CF,
+ 0x3D7000003D8,
+ 0x3D9000003DA,
+ 0x3DB000003DC,
+ 0x3DD000003DE,
+ 0x3DF000003E0,
+ 0x3E1000003E2,
+ 0x3E3000003E4,
+ 0x3E5000003E6,
+ 0x3E7000003E8,
+ 0x3E9000003EA,
+ 0x3EB000003EC,
+ 0x3ED000003EE,
+ 0x3EF000003F0,
+ 0x3F3000003F4,
+ 0x3F8000003F9,
+ 0x3FB000003FD,
+ 0x43000000460,
+ 0x46100000462,
+ 0x46300000464,
+ 0x46500000466,
+ 0x46700000468,
+ 0x4690000046A,
+ 0x46B0000046C,
+ 0x46D0000046E,
+ 0x46F00000470,
+ 0x47100000472,
+ 0x47300000474,
+ 0x47500000476,
+ 0x47700000478,
+ 0x4790000047A,
+ 0x47B0000047C,
+ 0x47D0000047E,
+ 0x47F00000480,
+ 0x48100000482,
+ 0x48300000488,
+ 0x48B0000048C,
+ 0x48D0000048E,
+ 0x48F00000490,
+ 0x49100000492,
+ 0x49300000494,
+ 0x49500000496,
+ 0x49700000498,
+ 0x4990000049A,
+ 0x49B0000049C,
+ 0x49D0000049E,
+ 0x49F000004A0,
+ 0x4A1000004A2,
+ 0x4A3000004A4,
+ 0x4A5000004A6,
+ 0x4A7000004A8,
+ 0x4A9000004AA,
+ 0x4AB000004AC,
+ 0x4AD000004AE,
+ 0x4AF000004B0,
+ 0x4B1000004B2,
+ 0x4B3000004B4,
+ 0x4B5000004B6,
+ 0x4B7000004B8,
+ 0x4B9000004BA,
+ 0x4BB000004BC,
+ 0x4BD000004BE,
+ 0x4BF000004C0,
+ 0x4C2000004C3,
+ 0x4C4000004C5,
+ 0x4C6000004C7,
+ 0x4C8000004C9,
+ 0x4CA000004CB,
+ 0x4CC000004CD,
+ 0x4CE000004D0,
+ 0x4D1000004D2,
+ 0x4D3000004D4,
+ 0x4D5000004D6,
+ 0x4D7000004D8,
+ 0x4D9000004DA,
+ 0x4DB000004DC,
+ 0x4DD000004DE,
+ 0x4DF000004E0,
+ 0x4E1000004E2,
+ 0x4E3000004E4,
+ 0x4E5000004E6,
+ 0x4E7000004E8,
+ 0x4E9000004EA,
+ 0x4EB000004EC,
+ 0x4ED000004EE,
+ 0x4EF000004F0,
+ 0x4F1000004F2,
+ 0x4F3000004F4,
+ 0x4F5000004F6,
+ 0x4F7000004F8,
+ 0x4F9000004FA,
+ 0x4FB000004FC,
+ 0x4FD000004FE,
+ 0x4FF00000500,
+ 0x50100000502,
+ 0x50300000504,
+ 0x50500000506,
+ 0x50700000508,
+ 0x5090000050A,
+ 0x50B0000050C,
+ 0x50D0000050E,
+ 0x50F00000510,
+ 0x51100000512,
+ 0x51300000514,
+ 0x51500000516,
+ 0x51700000518,
+ 0x5190000051A,
+ 0x51B0000051C,
+ 0x51D0000051E,
+ 0x51F00000520,
+ 0x52100000522,
+ 0x52300000524,
+ 0x52500000526,
+ 0x52700000528,
+ 0x5290000052A,
+ 0x52B0000052C,
+ 0x52D0000052E,
+ 0x52F00000530,
+ 0x5590000055A,
+ 0x56000000587,
+ 0x58800000589,
+ 0x591000005BE,
+ 0x5BF000005C0,
+ 0x5C1000005C3,
+ 0x5C4000005C6,
+ 0x5C7000005C8,
+ 0x5D0000005EB,
+ 0x5EF000005F3,
+ 0x6100000061B,
+ 0x62000000640,
+ 0x64100000660,
+ 0x66E00000675,
+ 0x679000006D4,
+ 0x6D5000006DD,
+ 0x6DF000006E9,
+ 0x6EA000006F0,
+ 0x6FA00000700,
+ 0x7100000074B,
+ 0x74D000007B2,
+ 0x7C0000007F6,
+ 0x7FD000007FE,
+ 0x8000000082E,
+ 0x8400000085C,
+ 0x8600000086B,
+ 0x87000000888,
+ 0x8890000088F,
+ 0x898000008E2,
+ 0x8E300000958,
+ 0x96000000964,
+ 0x96600000970,
+ 0x97100000984,
+ 0x9850000098D,
+ 0x98F00000991,
+ 0x993000009A9,
+ 0x9AA000009B1,
+ 0x9B2000009B3,
+ 0x9B6000009BA,
+ 0x9BC000009C5,
+ 0x9C7000009C9,
+ 0x9CB000009CF,
+ 0x9D7000009D8,
+ 0x9E0000009E4,
+ 0x9E6000009F2,
+ 0x9FC000009FD,
+ 0x9FE000009FF,
+ 0xA0100000A04,
+ 0xA0500000A0B,
+ 0xA0F00000A11,
+ 0xA1300000A29,
+ 0xA2A00000A31,
+ 0xA3200000A33,
+ 0xA3500000A36,
+ 0xA3800000A3A,
+ 0xA3C00000A3D,
+ 0xA3E00000A43,
+ 0xA4700000A49,
+ 0xA4B00000A4E,
+ 0xA5100000A52,
+ 0xA5C00000A5D,
+ 0xA6600000A76,
+ 0xA8100000A84,
+ 0xA8500000A8E,
+ 0xA8F00000A92,
+ 0xA9300000AA9,
+ 0xAAA00000AB1,
+ 0xAB200000AB4,
+ 0xAB500000ABA,
+ 0xABC00000AC6,
+ 0xAC700000ACA,
+ 0xACB00000ACE,
+ 0xAD000000AD1,
+ 0xAE000000AE4,
+ 0xAE600000AF0,
+ 0xAF900000B00,
+ 0xB0100000B04,
+ 0xB0500000B0D,
+ 0xB0F00000B11,
+ 0xB1300000B29,
+ 0xB2A00000B31,
+ 0xB3200000B34,
+ 0xB3500000B3A,
+ 0xB3C00000B45,
+ 0xB4700000B49,
+ 0xB4B00000B4E,
+ 0xB5500000B58,
+ 0xB5F00000B64,
+ 0xB6600000B70,
+ 0xB7100000B72,
+ 0xB8200000B84,
+ 0xB8500000B8B,
+ 0xB8E00000B91,
+ 0xB9200000B96,
+ 0xB9900000B9B,
+ 0xB9C00000B9D,
+ 0xB9E00000BA0,
+ 0xBA300000BA5,
+ 0xBA800000BAB,
+ 0xBAE00000BBA,
+ 0xBBE00000BC3,
+ 0xBC600000BC9,
+ 0xBCA00000BCE,
+ 0xBD000000BD1,
+ 0xBD700000BD8,
+ 0xBE600000BF0,
+ 0xC0000000C0D,
+ 0xC0E00000C11,
+ 0xC1200000C29,
+ 0xC2A00000C3A,
+ 0xC3C00000C45,
+ 0xC4600000C49,
+ 0xC4A00000C4E,
+ 0xC5500000C57,
+ 0xC5800000C5B,
+ 0xC5D00000C5E,
+ 0xC6000000C64,
+ 0xC6600000C70,
+ 0xC8000000C84,
+ 0xC8500000C8D,
+ 0xC8E00000C91,
+ 0xC9200000CA9,
+ 0xCAA00000CB4,
+ 0xCB500000CBA,
+ 0xCBC00000CC5,
+ 0xCC600000CC9,
+ 0xCCA00000CCE,
+ 0xCD500000CD7,
+ 0xCDD00000CDF,
+ 0xCE000000CE4,
+ 0xCE600000CF0,
+ 0xCF100000CF4,
+ 0xD0000000D0D,
+ 0xD0E00000D11,
+ 0xD1200000D45,
+ 0xD4600000D49,
+ 0xD4A00000D4F,
+ 0xD5400000D58,
+ 0xD5F00000D64,
+ 0xD6600000D70,
+ 0xD7A00000D80,
+ 0xD8100000D84,
+ 0xD8500000D97,
+ 0xD9A00000DB2,
+ 0xDB300000DBC,
+ 0xDBD00000DBE,
+ 0xDC000000DC7,
+ 0xDCA00000DCB,
+ 0xDCF00000DD5,
+ 0xDD600000DD7,
+ 0xDD800000DE0,
+ 0xDE600000DF0,
+ 0xDF200000DF4,
+ 0xE0100000E33,
+ 0xE3400000E3B,
+ 0xE4000000E4F,
+ 0xE5000000E5A,
+ 0xE8100000E83,
+ 0xE8400000E85,
+ 0xE8600000E8B,
+ 0xE8C00000EA4,
+ 0xEA500000EA6,
+ 0xEA700000EB3,
+ 0xEB400000EBE,
+ 0xEC000000EC5,
+ 0xEC600000EC7,
+ 0xEC800000ECF,
+ 0xED000000EDA,
+ 0xEDE00000EE0,
+ 0xF0000000F01,
+ 0xF0B00000F0C,
+ 0xF1800000F1A,
+ 0xF2000000F2A,
+ 0xF3500000F36,
+ 0xF3700000F38,
+ 0xF3900000F3A,
+ 0xF3E00000F43,
+ 0xF4400000F48,
+ 0xF4900000F4D,
+ 0xF4E00000F52,
+ 0xF5300000F57,
+ 0xF5800000F5C,
+ 0xF5D00000F69,
+ 0xF6A00000F6D,
+ 0xF7100000F73,
+ 0xF7400000F75,
+ 0xF7A00000F81,
+ 0xF8200000F85,
+ 0xF8600000F93,
+ 0xF9400000F98,
+ 0xF9900000F9D,
+ 0xF9E00000FA2,
+ 0xFA300000FA7,
+ 0xFA800000FAC,
+ 0xFAD00000FB9,
+ 0xFBA00000FBD,
+ 0xFC600000FC7,
+ 0x10000000104A,
+ 0x10500000109E,
+ 0x10D0000010FB,
+ 0x10FD00001100,
+ 0x120000001249,
+ 0x124A0000124E,
+ 0x125000001257,
+ 0x125800001259,
+ 0x125A0000125E,
+ 0x126000001289,
+ 0x128A0000128E,
+ 0x1290000012B1,
+ 0x12B2000012B6,
+ 0x12B8000012BF,
+ 0x12C0000012C1,
+ 0x12C2000012C6,
+ 0x12C8000012D7,
+ 0x12D800001311,
+ 0x131200001316,
+ 0x13180000135B,
+ 0x135D00001360,
+ 0x138000001390,
+ 0x13A0000013F6,
+ 0x14010000166D,
+ 0x166F00001680,
+ 0x16810000169B,
+ 0x16A0000016EB,
+ 0x16F1000016F9,
+ 0x170000001716,
+ 0x171F00001735,
+ 0x174000001754,
+ 0x17600000176D,
+ 0x176E00001771,
+ 0x177200001774,
+ 0x1780000017B4,
+ 0x17B6000017D4,
+ 0x17D7000017D8,
+ 0x17DC000017DE,
+ 0x17E0000017EA,
+ 0x18100000181A,
+ 0x182000001879,
+ 0x1880000018AB,
+ 0x18B0000018F6,
+ 0x19000000191F,
+ 0x19200000192C,
+ 0x19300000193C,
+ 0x19460000196E,
+ 0x197000001975,
+ 0x1980000019AC,
+ 0x19B0000019CA,
+ 0x19D0000019DA,
+ 0x1A0000001A1C,
+ 0x1A2000001A5F,
+ 0x1A6000001A7D,
+ 0x1A7F00001A8A,
+ 0x1A9000001A9A,
+ 0x1AA700001AA8,
+ 0x1AB000001ABE,
+ 0x1ABF00001ACF,
+ 0x1B0000001B4D,
+ 0x1B5000001B5A,
+ 0x1B6B00001B74,
+ 0x1B8000001BF4,
+ 0x1C0000001C38,
+ 0x1C4000001C4A,
+ 0x1C4D00001C7E,
+ 0x1CD000001CD3,
+ 0x1CD400001CFB,
+ 0x1D0000001D2C,
+ 0x1D2F00001D30,
+ 0x1D3B00001D3C,
+ 0x1D4E00001D4F,
+ 0x1D6B00001D78,
+ 0x1D7900001D9B,
+ 0x1DC000001E00,
+ 0x1E0100001E02,
+ 0x1E0300001E04,
+ 0x1E0500001E06,
+ 0x1E0700001E08,
+ 0x1E0900001E0A,
+ 0x1E0B00001E0C,
+ 0x1E0D00001E0E,
+ 0x1E0F00001E10,
+ 0x1E1100001E12,
+ 0x1E1300001E14,
+ 0x1E1500001E16,
+ 0x1E1700001E18,
+ 0x1E1900001E1A,
+ 0x1E1B00001E1C,
+ 0x1E1D00001E1E,
+ 0x1E1F00001E20,
+ 0x1E2100001E22,
+ 0x1E2300001E24,
+ 0x1E2500001E26,
+ 0x1E2700001E28,
+ 0x1E2900001E2A,
+ 0x1E2B00001E2C,
+ 0x1E2D00001E2E,
+ 0x1E2F00001E30,
+ 0x1E3100001E32,
+ 0x1E3300001E34,
+ 0x1E3500001E36,
+ 0x1E3700001E38,
+ 0x1E3900001E3A,
+ 0x1E3B00001E3C,
+ 0x1E3D00001E3E,
+ 0x1E3F00001E40,
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+}
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/intranges.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/intranges.py
new file mode 100644
index 0000000000000000000000000000000000000000..7bfaa8d80d7dc471d572db0f949460901126e8bd
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/intranges.py
@@ -0,0 +1,57 @@
+"""
+Given a list of integers, made up of (hopefully) a small number of long runs
+of consecutive integers, compute a representation of the form
+((start1, end1), (start2, end2) ...). Then answer the question "was x present
+in the original list?" in time O(log(# runs)).
+"""
+
+import bisect
+from typing import List, Tuple
+
+
+def intranges_from_list(list_: List[int]) -> Tuple[int, ...]:
+ """Represent a list of integers as a sequence of ranges:
+ ((start_0, end_0), (start_1, end_1), ...), such that the original
+ integers are exactly those x such that start_i <= x < end_i for some i.
+
+ Ranges are encoded as single integers (start << 32 | end), not as tuples.
+ """
+
+ sorted_list = sorted(list_)
+ ranges = []
+ last_write = -1
+ for i in range(len(sorted_list)):
+ if i + 1 < len(sorted_list):
+ if sorted_list[i] == sorted_list[i + 1] - 1:
+ continue
+ current_range = sorted_list[last_write + 1 : i + 1]
+ ranges.append(_encode_range(current_range[0], current_range[-1] + 1))
+ last_write = i
+
+ return tuple(ranges)
+
+
+def _encode_range(start: int, end: int) -> int:
+ return (start << 32) | end
+
+
+def _decode_range(r: int) -> Tuple[int, int]:
+ return (r >> 32), (r & ((1 << 32) - 1))
+
+
+def intranges_contain(int_: int, ranges: Tuple[int, ...]) -> bool:
+ """Determine if `int_` falls into one of the ranges in `ranges`."""
+ tuple_ = _encode_range(int_, 0)
+ pos = bisect.bisect_left(ranges, tuple_)
+ # we could be immediately ahead of a tuple (start, end)
+ # with start < int_ <= end
+ if pos > 0:
+ left, right = _decode_range(ranges[pos - 1])
+ if left <= int_ < right:
+ return True
+ # or we could be immediately behind a tuple (int_, end)
+ if pos < len(ranges):
+ left, _ = _decode_range(ranges[pos])
+ if left == int_:
+ return True
+ return False
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/package_data.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/package_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..514ff7e2e68b65f309d30a0b06e6b290d2c353a8
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/package_data.py
@@ -0,0 +1 @@
+__version__ = "3.10"
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/py.typed b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/py.typed
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/uts46data.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/uts46data.py
new file mode 100644
index 0000000000000000000000000000000000000000..eb894327410debecb64ddf40eddc3131cf8344de
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/idna/uts46data.py
@@ -0,0 +1,8681 @@
+# This file is automatically generated by tools/idna-data
+# vim: set fileencoding=utf-8 :
+
+from typing import List, Tuple, Union
+
+"""IDNA Mapping Table from UTS46."""
+
+
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+ (0x30000, "V"),
+ (0x3134B, "X"),
+ (0x31350, "V"),
+ (0x323B0, "X"),
+ (0xE0100, "I"),
+ (0xE01F0, "X"),
+ ]
+
+
+uts46data = tuple(
+ _seg_0()
+ + _seg_1()
+ + _seg_2()
+ + _seg_3()
+ + _seg_4()
+ + _seg_5()
+ + _seg_6()
+ + _seg_7()
+ + _seg_8()
+ + _seg_9()
+ + _seg_10()
+ + _seg_11()
+ + _seg_12()
+ + _seg_13()
+ + _seg_14()
+ + _seg_15()
+ + _seg_16()
+ + _seg_17()
+ + _seg_18()
+ + _seg_19()
+ + _seg_20()
+ + _seg_21()
+ + _seg_22()
+ + _seg_23()
+ + _seg_24()
+ + _seg_25()
+ + _seg_26()
+ + _seg_27()
+ + _seg_28()
+ + _seg_29()
+ + _seg_30()
+ + _seg_31()
+ + _seg_32()
+ + _seg_33()
+ + _seg_34()
+ + _seg_35()
+ + _seg_36()
+ + _seg_37()
+ + _seg_38()
+ + _seg_39()
+ + _seg_40()
+ + _seg_41()
+ + _seg_42()
+ + _seg_43()
+ + _seg_44()
+ + _seg_45()
+ + _seg_46()
+ + _seg_47()
+ + _seg_48()
+ + _seg_49()
+ + _seg_50()
+ + _seg_51()
+ + _seg_52()
+ + _seg_53()
+ + _seg_54()
+ + _seg_55()
+ + _seg_56()
+ + _seg_57()
+ + _seg_58()
+ + _seg_59()
+ + _seg_60()
+ + _seg_61()
+ + _seg_62()
+ + _seg_63()
+ + _seg_64()
+ + _seg_65()
+ + _seg_66()
+ + _seg_67()
+ + _seg_68()
+ + _seg_69()
+ + _seg_70()
+ + _seg_71()
+ + _seg_72()
+ + _seg_73()
+ + _seg_74()
+ + _seg_75()
+ + _seg_76()
+ + _seg_77()
+ + _seg_78()
+ + _seg_79()
+ + _seg_80()
+ + _seg_81()
+) # type: Tuple[Union[Tuple[int, str], Tuple[int, str, str]], ...]
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/INSTALLER b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/INSTALLER
new file mode 100644
index 0000000000000000000000000000000000000000..a1b589e38a32041e49332e5e81c2d363dc418d68
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/INSTALLER
@@ -0,0 +1 @@
+pip
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/LICENSE b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..8727172ae058e56805bd8ed0f988b6788711dcfd
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/LICENSE
@@ -0,0 +1,13 @@
+ Copyright 2016 Andrew Svetlov and aio-libs contributors
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/METADATA b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/METADATA
new file mode 100644
index 0000000000000000000000000000000000000000..93f85177b97ec6be66b1ed74fc74cac756d1f72f
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/METADATA
@@ -0,0 +1,140 @@
+Metadata-Version: 2.1
+Name: multidict
+Version: 6.1.0
+Summary: multidict implementation
+Home-page: https://github.com/aio-libs/multidict
+Author: Andrew Svetlov
+Author-email: andrew.svetlov@gmail.com
+License: Apache 2
+Project-URL: Chat: Matrix, https://matrix.to/#/#aio-libs:matrix.org
+Project-URL: Chat: Matrix Space, https://matrix.to/#/#aio-libs-space:matrix.org
+Project-URL: CI: GitHub, https://github.com/aio-libs/multidict/actions
+Project-URL: Code of Conduct, https://github.com/aio-libs/.github/blob/master/CODE_OF_CONDUCT.md
+Project-URL: Coverage: codecov, https://codecov.io/github/aio-libs/multidict
+Project-URL: Docs: Changelog, https://multidict.aio-libs.org/en/latest/changes/
+Project-URL: Docs: RTD, https://multidict.aio-libs.org
+Project-URL: GitHub: issues, https://github.com/aio-libs/multidict/issues
+Project-URL: GitHub: repo, https://github.com/aio-libs/multidict
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Requires-Python: >=3.8
+Description-Content-Type: text/x-rst
+License-File: LICENSE
+Requires-Dist: typing-extensions >=4.1.0 ; python_version < "3.11"
+
+=========
+multidict
+=========
+
+.. image:: https://github.com/aio-libs/multidict/actions/workflows/ci-cd.yml/badge.svg
+ :target: https://github.com/aio-libs/multidict/actions
+ :alt: GitHub status for master branch
+
+.. image:: https://codecov.io/gh/aio-libs/multidict/branch/master/graph/badge.svg
+ :target: https://codecov.io/gh/aio-libs/multidict
+ :alt: Coverage metrics
+
+.. image:: https://img.shields.io/pypi/v/multidict.svg
+ :target: https://pypi.org/project/multidict
+ :alt: PyPI
+
+.. image:: https://readthedocs.org/projects/multidict/badge/?version=latest
+ :target: https://multidict.aio-libs.org
+ :alt: Read The Docs build status badge
+
+.. image:: https://img.shields.io/pypi/pyversions/multidict.svg
+ :target: https://pypi.org/project/multidict
+ :alt: Python versions
+
+.. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+ :target: https://matrix.to/#/%23aio-libs:matrix.org
+ :alt: Matrix Room — #aio-libs:matrix.org
+
+.. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+ :target: https://matrix.to/#/%23aio-libs-space:matrix.org
+ :alt: Matrix Space — #aio-libs-space:matrix.org
+
+Multidict is dict-like collection of *key-value pairs* where key
+might occur more than once in the container.
+
+Introduction
+------------
+
+*HTTP Headers* and *URL query string* require specific data structure:
+*multidict*. It behaves mostly like a regular ``dict`` but it may have
+several *values* for the same *key* and *preserves insertion ordering*.
+
+The *key* is ``str`` (or ``istr`` for case-insensitive dictionaries).
+
+``multidict`` has four multidict classes:
+``MultiDict``, ``MultiDictProxy``, ``CIMultiDict``
+and ``CIMultiDictProxy``.
+
+Immutable proxies (``MultiDictProxy`` and
+``CIMultiDictProxy``) provide a dynamic view for the
+proxied multidict, the view reflects underlying collection changes. They
+implement the ``collections.abc.Mapping`` interface.
+
+Regular mutable (``MultiDict`` and ``CIMultiDict``) classes
+implement ``collections.abc.MutableMapping`` and allows them to change
+their own content.
+
+
+*Case insensitive* (``CIMultiDict`` and
+``CIMultiDictProxy``) assume the *keys* are case
+insensitive, e.g.::
+
+ >>> dct = CIMultiDict(key='val')
+ >>> 'Key' in dct
+ True
+ >>> dct['Key']
+ 'val'
+
+*Keys* should be ``str`` or ``istr`` instances.
+
+The library has optional C Extensions for speed.
+
+
+License
+-------
+
+Apache 2
+
+Library Installation
+--------------------
+
+.. code-block:: bash
+
+ $ pip install multidict
+
+The library is Python 3 only!
+
+PyPI contains binary wheels for Linux, Windows and MacOS. If you want to install
+``multidict`` on another operating system (or *Alpine Linux* inside a Docker) the
+tarball will be used to compile the library from source. It requires a C compiler and
+Python headers to be installed.
+
+To skip the compilation, please use the `MULTIDICT_NO_EXTENSIONS` environment variable,
+e.g.:
+
+.. code-block:: bash
+
+ $ MULTIDICT_NO_EXTENSIONS=1 pip install multidict
+
+Please note, the pure Python (uncompiled) version is about 20-50 times slower depending on
+the usage scenario!!!
+
+
+
+Changelog
+---------
+See `RTD page `_.
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/RECORD b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/RECORD
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diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/WHEEL b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/WHEEL
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diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/top_level.txt b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/top_level.txt
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--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/multidict-6.1.0.dist-info/top_level.txt
@@ -0,0 +1 @@
+multidict
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/__init__.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..abf4a57b6f33bf71109131166cf57242f5c09663
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/__init__.py
@@ -0,0 +1,32 @@
+"""propcache: An accelerated property cache for Python classes."""
+
+from typing import TYPE_CHECKING
+
+_PUBLIC_API = ("cached_property", "under_cached_property")
+
+__version__ = "0.2.1"
+__all__ = ()
+
+# Imports have moved to `propcache.api` in 0.2.0+.
+# This module is now a facade for the API.
+if TYPE_CHECKING:
+ from .api import cached_property as cached_property # noqa: F401
+ from .api import under_cached_property as under_cached_property # noqa: F401
+
+
+def _import_facade(attr: str) -> object:
+ """Import the public API from the `api` module."""
+ if attr in _PUBLIC_API:
+ from . import api # pylint: disable=import-outside-toplevel
+
+ return getattr(api, attr)
+ raise AttributeError(f"module '{__package__}' has no attribute '{attr}'")
+
+
+def _dir_facade() -> list[str]:
+ """Include the public API in the module's dir() output."""
+ return [*_PUBLIC_API, *globals().keys()]
+
+
+__getattr__ = _import_facade
+__dir__ = _dir_facade
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diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers.py
new file mode 100644
index 0000000000000000000000000000000000000000..99cadfd64357b9d676f351870332f3bcacdecef1
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers.py
@@ -0,0 +1,39 @@
+import os
+import sys
+from typing import TYPE_CHECKING
+
+__all__ = ("cached_property", "under_cached_property")
+
+
+NO_EXTENSIONS = bool(os.environ.get("PROPCACHE_NO_EXTENSIONS")) # type: bool
+if sys.implementation.name != "cpython":
+ NO_EXTENSIONS = True
+
+
+# isort: off
+if TYPE_CHECKING:
+ from ._helpers_py import cached_property as cached_property_py
+ from ._helpers_py import under_cached_property as under_cached_property_py
+
+ cached_property = cached_property_py
+ under_cached_property = under_cached_property_py
+elif not NO_EXTENSIONS: # pragma: no branch
+ try:
+ from ._helpers_c import cached_property as cached_property_c # type: ignore[attr-defined, unused-ignore] # noqa: E501
+ from ._helpers_c import under_cached_property as under_cached_property_c # type: ignore[attr-defined, unused-ignore] # noqa: E501
+
+ cached_property = cached_property_c
+ under_cached_property = under_cached_property_c
+ except ImportError: # pragma: no cover
+ from ._helpers_py import cached_property as cached_property_py
+ from ._helpers_py import under_cached_property as under_cached_property_py
+
+ cached_property = cached_property_py # type: ignore[assignment, misc]
+ under_cached_property = under_cached_property_py
+else:
+ from ._helpers_py import cached_property as cached_property_py
+ from ._helpers_py import under_cached_property as under_cached_property_py
+
+ cached_property = cached_property_py # type: ignore[assignment, misc]
+ under_cached_property = under_cached_property_py
+# isort: on
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers_c.pyx b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers_c.pyx
new file mode 100644
index 0000000000000000000000000000000000000000..0c42ff39a32f013d46ba5fcd2ac236e7c0592c0a
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers_c.pyx
@@ -0,0 +1,84 @@
+# cython: language_level=3
+from types import GenericAlias
+
+
+cdef _sentinel = object()
+
+cdef class under_cached_property:
+ """Use as a class method decorator. It operates almost exactly like
+ the Python `@property` decorator, but it puts the result of the
+ method it decorates into the instance dict after the first call,
+ effectively replacing the function it decorates with an instance
+ variable. It is, in Python parlance, a data descriptor.
+
+ """
+
+ cdef readonly object wrapped
+ cdef object name
+
+ def __init__(self, wrapped):
+ self.wrapped = wrapped
+ self.name = wrapped.__name__
+
+ @property
+ def __doc__(self):
+ return self.wrapped.__doc__
+
+ def __get__(self, inst, owner):
+ if inst is None:
+ return self
+ cdef dict cache = inst._cache
+ val = cache.get(self.name, _sentinel)
+ if val is _sentinel:
+ val = self.wrapped(inst)
+ cache[self.name] = val
+ return val
+
+ def __set__(self, inst, value):
+ raise AttributeError("cached property is read-only")
+
+
+cdef class cached_property:
+ """Use as a class method decorator. It operates almost exactly like
+ the Python `@property` decorator, but it puts the result of the
+ method it decorates into the instance dict after the first call,
+ effectively replacing the function it decorates with an instance
+ variable. It is, in Python parlance, a data descriptor.
+
+ """
+
+ cdef readonly object func
+ cdef object name
+
+ def __init__(self, func):
+ self.func = func
+ self.name = None
+
+ @property
+ def __doc__(self):
+ return self.func.__doc__
+
+ def __set_name__(self, owner, name):
+ if self.name is None:
+ self.name = name
+ elif name != self.name:
+ raise TypeError(
+ "Cannot assign the same cached_property to two different names "
+ f"({self.name!r} and {name!r})."
+ )
+
+ def __get__(self, inst, owner):
+ if inst is None:
+ return self
+ if self.name is None:
+ raise TypeError(
+ "Cannot use cached_property instance"
+ " without calling __set_name__ on it.")
+ cdef dict cache = inst.__dict__
+ val = cache.get(self.name, _sentinel)
+ if val is _sentinel:
+ val = self.func(inst)
+ cache[self.name] = val
+ return val
+
+ __class_getitem__ = classmethod(GenericAlias)
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers_py.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers_py.py
new file mode 100644
index 0000000000000000000000000000000000000000..2f3e688048cf4e6cd694ed632910319987be8cd1
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/_helpers_py.py
@@ -0,0 +1,56 @@
+"""Various helper functions."""
+
+import sys
+from functools import cached_property
+from typing import Any, Callable, Generic, Optional, Protocol, TypeVar, Union, overload
+
+__all__ = ("under_cached_property", "cached_property")
+
+
+if sys.version_info >= (3, 11):
+ from typing import Self
+else:
+ Self = Any
+
+_T = TypeVar("_T")
+
+
+class _TSelf(Protocol, Generic[_T]):
+ _cache: dict[str, _T]
+
+
+class under_cached_property(Generic[_T]):
+ """Use as a class method decorator.
+
+ It operates almost exactly like
+ the Python `@property` decorator, but it puts the result of the
+ method it decorates into the instance dict after the first call,
+ effectively replacing the function it decorates with an instance
+ variable. It is, in Python parlance, a data descriptor.
+ """
+
+ def __init__(self, wrapped: Callable[..., _T]) -> None:
+ self.wrapped = wrapped
+ self.__doc__ = wrapped.__doc__
+ self.name = wrapped.__name__
+
+ @overload
+ def __get__(self, inst: None, owner: Optional[type[object]] = None) -> Self: ...
+
+ @overload
+ def __get__(self, inst: _TSelf[_T], owner: Optional[type[object]] = None) -> _T: ...
+
+ def __get__(
+ self, inst: Optional[_TSelf[_T]], owner: Optional[type[object]] = None
+ ) -> Union[_T, Self]:
+ if inst is None:
+ return self
+ try:
+ return inst._cache[self.name]
+ except KeyError:
+ val = self.wrapped(inst)
+ inst._cache[self.name] = val
+ return val
+
+ def __set__(self, inst: _TSelf[_T], value: _T) -> None:
+ raise AttributeError("cached property is read-only")
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/api.py b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/api.py
new file mode 100644
index 0000000000000000000000000000000000000000..22389e6337f8f77681b61de5e45d1ae6d474d39b
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/api.py
@@ -0,0 +1,8 @@
+"""Public API of the property caching library."""
+
+from ._helpers import cached_property, under_cached_property
+
+__all__ = (
+ "cached_property",
+ "under_cached_property",
+)
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/py.typed b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/py.typed
new file mode 100644
index 0000000000000000000000000000000000000000..dcf2c804da5e19d617a03a6c68aa128d1d1f89a0
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/propcache/py.typed
@@ -0,0 +1 @@
+# Placeholder
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/__init__.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/__init__.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..318cd9b60a2b4cd78072ac24c6fc669178fe8535
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/__init__.py
@@ -0,0 +1,3 @@
+from .config import Config
+from .core import from_dict
+from .exceptions import *
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/__pycache__/config.cpython-311.pyc b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/__pycache__/config.cpython-311.pyc
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diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/config.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..1766a68e2235cc9cde28116ba7e8310f048159f2
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/config.py
@@ -0,0 +1,12 @@
+from dataclasses import dataclass, field
+from typing import Dict, Any, Callable, Optional, Type, List
+
+
+@dataclass
+class Config:
+ type_hooks: Dict[Type, Callable[[Any], Any]] = field(default_factory=dict)
+ cast: List[Type] = field(default_factory=list)
+ forward_references: Optional[Dict[str, Any]] = None
+ check_types: bool = True
+ strict: bool = False
+ strict_unions_match: bool = False
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/core.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/core.py
new file mode 100644
index 0000000000000000000000000000000000000000..eccfe5e9640232039b8089c6f9756f2beed582ef
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/core.py
@@ -0,0 +1,140 @@
+import copy
+from dataclasses import is_dataclass
+from itertools import zip_longest
+from typing import TypeVar, Type, Optional, get_type_hints, Mapping, Any
+
+from .config import Config
+from .data import Data
+from .dataclasses import get_default_value_for_field, create_instance, DefaultValueNotFoundError, get_fields
+from .exceptions import (
+ ForwardReferenceError,
+ WrongTypeError,
+ DaciteError,
+ UnionMatchError,
+ MissingValueError,
+ DaciteFieldError,
+ UnexpectedDataError,
+ StrictUnionMatchError,
+)
+from .types import (
+ is_instance,
+ is_generic_collection,
+ is_union,
+ extract_generic,
+ is_optional,
+ transform_value,
+ extract_origin_collection,
+ is_init_var,
+ extract_init_var,
+)
+
+T = TypeVar("T")
+
+
+def from_dict(data_class: Type[T], data: Data, config: Optional[Config] = None) -> T:
+ """Create a data class instance from a dictionary.
+
+ :param data_class: a data class type
+ :param data: a dictionary of a input data
+ :param config: a configuration of the creation process
+ :return: an instance of a data class
+ """
+ init_values: Data = {}
+ post_init_values: Data = {}
+ config = config or Config()
+ try:
+ data_class_hints = get_type_hints(data_class, globalns=config.forward_references)
+ except NameError as error:
+ raise ForwardReferenceError(str(error))
+ data_class_fields = get_fields(data_class)
+ if config.strict:
+ extra_fields = set(data.keys()) - {f.name for f in data_class_fields}
+ if extra_fields:
+ raise UnexpectedDataError(keys=extra_fields)
+ for field in data_class_fields:
+ field = copy.copy(field)
+ field.type = data_class_hints[field.name]
+ try:
+ try:
+ field_data = data[field.name]
+ transformed_value = transform_value(
+ type_hooks=config.type_hooks, cast=config.cast, target_type=field.type, value=field_data
+ )
+ value = _build_value(type_=field.type, data=transformed_value, config=config)
+ except DaciteFieldError as error:
+ error.update_path(field.name)
+ raise
+ if config.check_types and not is_instance(value, field.type):
+ raise WrongTypeError(field_path=field.name, field_type=field.type, value=value)
+ except KeyError:
+ try:
+ value = get_default_value_for_field(field)
+ except DefaultValueNotFoundError:
+ if not field.init:
+ continue
+ raise MissingValueError(field.name)
+ if field.init:
+ init_values[field.name] = value
+ else:
+ post_init_values[field.name] = value
+
+ return create_instance(data_class=data_class, init_values=init_values, post_init_values=post_init_values)
+
+
+def _build_value(type_: Type, data: Any, config: Config) -> Any:
+ if is_init_var(type_):
+ type_ = extract_init_var(type_)
+ if is_union(type_):
+ return _build_value_for_union(union=type_, data=data, config=config)
+ elif is_generic_collection(type_) and is_instance(data, extract_origin_collection(type_)):
+ return _build_value_for_collection(collection=type_, data=data, config=config)
+ elif is_dataclass(type_) and is_instance(data, Data):
+ return from_dict(data_class=type_, data=data, config=config)
+ return data
+
+
+def _build_value_for_union(union: Type, data: Any, config: Config) -> Any:
+ types = extract_generic(union)
+ if is_optional(union) and len(types) == 2:
+ return _build_value(type_=types[0], data=data, config=config)
+ union_matches = {}
+ for inner_type in types:
+ try:
+ # noinspection PyBroadException
+ try:
+ data = transform_value(
+ type_hooks=config.type_hooks, cast=config.cast, target_type=inner_type, value=data
+ )
+ except Exception: # pylint: disable=broad-except
+ continue
+ value = _build_value(type_=inner_type, data=data, config=config)
+ if is_instance(value, inner_type):
+ if config.strict_unions_match:
+ union_matches[inner_type] = value
+ else:
+ return value
+ except DaciteError:
+ pass
+ if config.strict_unions_match:
+ if len(union_matches) > 1:
+ raise StrictUnionMatchError(union_matches)
+ return union_matches.popitem()[1]
+ if not config.check_types:
+ return data
+ raise UnionMatchError(field_type=union, value=data)
+
+
+def _build_value_for_collection(collection: Type, data: Any, config: Config) -> Any:
+ data_type = data.__class__
+ if is_instance(data, Mapping):
+ item_type = extract_generic(collection, defaults=(Any, Any))[1]
+ return data_type((key, _build_value(type_=item_type, data=value, config=config)) for key, value in data.items())
+ elif is_instance(data, tuple):
+ types = extract_generic(collection)
+ if len(types) == 2 and types[1] == Ellipsis:
+ return data_type(_build_value(type_=types[0], data=item, config=config) for item in data)
+ return data_type(
+ _build_value(type_=type_, data=item, config=config) for item, type_ in zip_longest(data, types)
+ )
+ item_type = extract_generic(collection, defaults=(Any,))[0]
+ return data_type(_build_value(type_=item_type, data=item, config=config) for item in data)
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/data.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/data.py
new file mode 100644
index 0000000000000000000000000000000000000000..560cdf8beddb082122f26bb548329ec95f23581d
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/data.py
@@ -0,0 +1,3 @@
+from typing import Dict, Any
+
+Data = Dict[str, Any]
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/dataclasses.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/dataclasses.py
new file mode 100644
index 0000000000000000000000000000000000000000..b5db7ac013444f4d5d72439dd396235278302ba7
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/dataclasses.py
@@ -0,0 +1,33 @@
+from dataclasses import Field, MISSING, _FIELDS, _FIELD, _FIELD_INITVAR # type: ignore
+from typing import Type, Any, TypeVar, List
+
+from .data import Data
+from .types import is_optional
+
+T = TypeVar("T", bound=Any)
+
+
+class DefaultValueNotFoundError(Exception):
+ pass
+
+
+def get_default_value_for_field(field: Field) -> Any:
+ if field.default != MISSING:
+ return field.default
+ elif field.default_factory != MISSING: # type: ignore
+ return field.default_factory() # type: ignore
+ elif is_optional(field.type):
+ return None
+ raise DefaultValueNotFoundError()
+
+
+def create_instance(data_class: Type[T], init_values: Data, post_init_values: Data) -> T:
+ instance = data_class(**init_values)
+ for key, value in post_init_values.items():
+ setattr(instance, key, value)
+ return instance
+
+
+def get_fields(data_class: Type[T]) -> List[Field]:
+ fields = getattr(data_class, _FIELDS)
+ return [f for f in fields.values() if f._field_type is _FIELD or f._field_type is _FIELD_INITVAR]
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/exceptions.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/exceptions.py
new file mode 100644
index 0000000000000000000000000000000000000000..871e73f1c29c8b301f04dd5785bd0d9bcca6e4d3
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/exceptions.py
@@ -0,0 +1,79 @@
+from typing import Any, Type, Optional, Set, Dict
+
+
+def _name(type_: Type) -> str:
+ return type_.__name__ if hasattr(type_, "__name__") else str(type_)
+
+
+class DaciteError(Exception):
+ pass
+
+
+class DaciteFieldError(DaciteError):
+ def __init__(self, field_path: Optional[str] = None):
+ super().__init__()
+ self.field_path = field_path
+
+ def update_path(self, parent_field_path: str) -> None:
+ if self.field_path:
+ self.field_path = f"{parent_field_path}.{self.field_path}"
+ else:
+ self.field_path = parent_field_path
+
+
+class WrongTypeError(DaciteFieldError):
+ def __init__(self, field_type: Type, value: Any, field_path: Optional[str] = None) -> None:
+ super().__init__(field_path=field_path)
+ self.field_type = field_type
+ self.value = value
+
+ def __str__(self) -> str:
+ return (
+ f'wrong value type for field "{self.field_path}" - should be "{_name(self.field_type)}" '
+ f'instead of value "{self.value}" of type "{_name(type(self.value))}"'
+ )
+
+
+class MissingValueError(DaciteFieldError):
+ def __init__(self, field_path: Optional[str] = None):
+ super().__init__(field_path=field_path)
+
+ def __str__(self) -> str:
+ return f'missing value for field "{self.field_path}"'
+
+
+class UnionMatchError(WrongTypeError):
+ def __str__(self) -> str:
+ return (
+ f'can not match type "{_name(type(self.value))}" to any type '
+ f'of "{self.field_path}" union: {_name(self.field_type)}'
+ )
+
+
+class StrictUnionMatchError(DaciteFieldError):
+ def __init__(self, union_matches: Dict[Type, Any], field_path: Optional[str] = None) -> None:
+ super().__init__(field_path=field_path)
+ self.union_matches = union_matches
+
+ def __str__(self) -> str:
+ conflicting_types = ", ".join(_name(type_) for type_ in self.union_matches)
+ return f'can not choose between possible Union matches for field "{self.field_path}": {conflicting_types}'
+
+
+class ForwardReferenceError(DaciteError):
+ def __init__(self, message: str) -> None:
+ super().__init__()
+ self.message = message
+
+ def __str__(self) -> str:
+ return f"can not resolve forward reference: {self.message}"
+
+
+class UnexpectedDataError(DaciteError):
+ def __init__(self, keys: Set[str]) -> None:
+ super().__init__()
+ self.keys = keys
+
+ def __str__(self) -> str:
+ formatted_keys = ", ".join(f'"{key}"' for key in self.keys)
+ return f"can not match {formatted_keys} to any data class field"
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/py.typed b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/py.typed
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/types.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/types.py
new file mode 100644
index 0000000000000000000000000000000000000000..1d4dfea4f2a5b124fa00ef5237fc96567648b598
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/dacite/types.py
@@ -0,0 +1,172 @@
+from dataclasses import InitVar
+from typing import Type, Any, Optional, Union, Collection, TypeVar, Dict, Callable, Mapping, List, Tuple
+
+T = TypeVar("T", bound=Any)
+
+
+def transform_value(
+ type_hooks: Dict[Type, Callable[[Any], Any]], cast: List[Type], target_type: Type, value: Any
+) -> Any:
+ if target_type in type_hooks:
+ value = type_hooks[target_type](value)
+ else:
+ for cast_type in cast:
+ if is_subclass(target_type, cast_type):
+ if is_generic_collection(target_type):
+ value = extract_origin_collection(target_type)(value)
+ else:
+ value = target_type(value)
+ break
+ if is_optional(target_type):
+ if value is None:
+ return None
+ target_type = extract_optional(target_type)
+ return transform_value(type_hooks, cast, target_type, value)
+ if is_generic_collection(target_type) and isinstance(value, extract_origin_collection(target_type)):
+ collection_cls = value.__class__
+ if issubclass(collection_cls, dict):
+ key_cls, item_cls = extract_generic(target_type, defaults=(Any, Any))
+ return collection_cls(
+ {
+ transform_value(type_hooks, cast, key_cls, key): transform_value(type_hooks, cast, item_cls, item)
+ for key, item in value.items()
+ }
+ )
+ item_cls = extract_generic(target_type, defaults=(Any,))[0]
+ return collection_cls(transform_value(type_hooks, cast, item_cls, item) for item in value)
+ return value
+
+
+def extract_origin_collection(collection: Type) -> Type:
+ try:
+ return collection.__extra__
+ except AttributeError:
+ return collection.__origin__
+
+
+def is_optional(type_: Type) -> bool:
+ return is_union(type_) and type(None) in extract_generic(type_)
+
+
+def extract_optional(optional: Type[Optional[T]]) -> T:
+ for type_ in extract_generic(optional):
+ if type_ is not type(None):
+ return type_
+ raise ValueError("can not find not-none value")
+
+
+def is_generic(type_: Type) -> bool:
+ return hasattr(type_, "__origin__")
+
+
+def is_union(type_: Type) -> bool:
+ return is_generic(type_) and type_.__origin__ == Union
+
+
+def is_literal(type_: Type) -> bool:
+ try:
+ from typing import Literal # type: ignore
+
+ return is_generic(type_) and type_.__origin__ == Literal
+ except ImportError:
+ return False
+
+
+def is_new_type(type_: Type) -> bool:
+ return hasattr(type_, "__supertype__")
+
+
+def extract_new_type(type_: Type) -> Type:
+ return type_.__supertype__
+
+
+def is_init_var(type_: Type) -> bool:
+ return isinstance(type_, InitVar) or type_ is InitVar
+
+
+def extract_init_var(type_: Type) -> Union[Type, Any]:
+ try:
+ return type_.type
+ except AttributeError:
+ return Any
+
+
+def is_instance(value: Any, type_: Type) -> bool:
+ if type_ == Any:
+ return True
+ elif is_union(type_):
+ return any(is_instance(value, t) for t in extract_generic(type_))
+ elif is_generic_collection(type_):
+ origin = extract_origin_collection(type_)
+ if not isinstance(value, origin):
+ return False
+ if not extract_generic(type_):
+ return True
+ if isinstance(value, tuple):
+ tuple_types = extract_generic(type_)
+ if len(tuple_types) == 1 and tuple_types[0] == ():
+ return len(value) == 0
+ elif len(tuple_types) == 2 and tuple_types[1] is ...:
+ return all(is_instance(item, tuple_types[0]) for item in value)
+ else:
+ if len(tuple_types) != len(value):
+ return False
+ return all(is_instance(item, item_type) for item, item_type in zip(value, tuple_types))
+ if isinstance(value, Mapping):
+ key_type, val_type = extract_generic(type_, defaults=(Any, Any))
+ for key, val in value.items():
+ if not is_instance(key, key_type) or not is_instance(val, val_type):
+ return False
+ return True
+ return all(is_instance(item, extract_generic(type_, defaults=(Any,))[0]) for item in value)
+ elif is_new_type(type_):
+ return is_instance(value, extract_new_type(type_))
+ elif is_literal(type_):
+ return value in extract_generic(type_)
+ elif is_init_var(type_):
+ return is_instance(value, extract_init_var(type_))
+ elif is_type_generic(type_):
+ return is_subclass(value, extract_generic(type_)[0])
+ else:
+ try:
+ # As described in PEP 484 - section: "The numeric tower"
+ if isinstance(value, (int, float)) and type_ in [float, complex]:
+ return True
+ return isinstance(value, type_)
+ except TypeError:
+ return False
+
+
+def is_generic_collection(type_: Type) -> bool:
+ if not is_generic(type_):
+ return False
+ origin = extract_origin_collection(type_)
+ try:
+ return bool(origin and issubclass(origin, Collection))
+ except (TypeError, AttributeError):
+ return False
+
+
+def extract_generic(type_: Type, defaults: Tuple = ()) -> tuple:
+ try:
+ if hasattr(type_, "_special") and type_._special:
+ return defaults
+ return type_.__args__ or defaults # type: ignore
+ except AttributeError:
+ return defaults
+
+
+def is_subclass(sub_type: Type, base_type: Type) -> bool:
+ if is_generic_collection(sub_type):
+ sub_type = extract_origin_collection(sub_type)
+ try:
+ return issubclass(sub_type, base_type)
+ except TypeError:
+ return False
+
+
+def is_type_generic(type_: Type) -> bool:
+ try:
+ return type_.__origin__ in (type, Type)
+ except AttributeError:
+ return False
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/__init__.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/__pycache__/__init__.cpython-311.pyc b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/__pycache__/__init__.cpython-311.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..ecb7c4707ba866f55402b5efc59fee0a6965d1ac
Binary files /dev/null and b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/__pycache__/__init__.cpython-311.pyc differ
diff --git a/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/tabulate.py b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/tabulate.py
new file mode 100644
index 0000000000000000000000000000000000000000..83b1090ffaf9aabee2f874360c52415ebfeaf1fd
--- /dev/null
+++ b/.venv/lib/python3.11/site-packages/ray/_private/thirdparty/tabulate/tabulate.py
@@ -0,0 +1,2720 @@
+# -*- coding: utf-8 -*-
+
+# Version 0.9.0, commit bf58e37e6b35e3cc9a0bd740f752abfd32b6e6f8
+
+"""Pretty-print tabular data."""
+
+from collections import namedtuple
+from collections.abc import Iterable, Sized
+from html import escape as htmlescape
+from itertools import chain, zip_longest as izip_longest
+from functools import reduce, partial
+import io
+import re
+import math
+import textwrap
+import dataclasses
+
+try:
+ import wcwidth # optional wide-character (CJK) support
+except ImportError:
+ wcwidth = None
+
+
+def _is_file(f):
+ return isinstance(f, io.IOBase)
+
+
+__all__ = ["tabulate", "tabulate_formats", "simple_separated_format"]
+try:
+ from .version import version as __version__ # noqa: F401
+except ImportError:
+ pass # running __init__.py as a script, AppVeyor pytests
+
+
+# minimum extra space in headers
+MIN_PADDING = 2
+
+# Whether or not to preserve leading/trailing whitespace in data.
+PRESERVE_WHITESPACE = False
+
+_DEFAULT_FLOATFMT = "g"
+_DEFAULT_INTFMT = ""
+_DEFAULT_MISSINGVAL = ""
+# default align will be overwritten by "left", "center" or "decimal"
+# depending on the formatter
+_DEFAULT_ALIGN = "default"
+
+
+# if True, enable wide-character (CJK) support
+WIDE_CHARS_MODE = wcwidth is not None
+
+# Constant that can be used as part of passed rows to generate a separating line
+# It is purposely an unprintable character, very unlikely to be used in a table
+SEPARATING_LINE = "\001"
+
+Line = namedtuple("Line", ["begin", "hline", "sep", "end"])
+
+
+DataRow = namedtuple("DataRow", ["begin", "sep", "end"])
+
+
+# A table structure is supposed to be:
+#
+# --- lineabove ---------
+# headerrow
+# --- linebelowheader ---
+# datarow
+# --- linebetweenrows ---
+# ... (more datarows) ...
+# --- linebetweenrows ---
+# last datarow
+# --- linebelow ---------
+#
+# TableFormat's line* elements can be
+#
+# - either None, if the element is not used,
+# - or a Line tuple,
+# - or a function: [col_widths], [col_alignments] -> string.
+#
+# TableFormat's *row elements can be
+#
+# - either None, if the element is not used,
+# - or a DataRow tuple,
+# - or a function: [cell_values], [col_widths], [col_alignments] -> string.
+#
+# padding (an integer) is the amount of white space around data values.
+#
+# with_header_hide:
+#
+# - either None, to display all table elements unconditionally,
+# - or a list of elements not to be displayed if the table has column headers.
+#
+TableFormat = namedtuple(
+ "TableFormat",
+ [
+ "lineabove",
+ "linebelowheader",
+ "linebetweenrows",
+ "linebelow",
+ "headerrow",
+ "datarow",
+ "padding",
+ "with_header_hide",
+ ],
+)
+
+
+def _is_separating_line(row):
+ row_type = type(row)
+ is_sl = (row_type == list or row_type == str) and (
+ (len(row) >= 1 and row[0] == SEPARATING_LINE)
+ or (len(row) >= 2 and row[1] == SEPARATING_LINE)
+ )
+ return is_sl
+
+
+def _pipe_segment_with_colons(align, colwidth):
+ """Return a segment of a horizontal line with optional colons which
+ indicate column's alignment (as in `pipe` output format)."""
+ w = colwidth
+ if align in ["right", "decimal"]:
+ return ("-" * (w - 1)) + ":"
+ elif align == "center":
+ return ":" + ("-" * (w - 2)) + ":"
+ elif align == "left":
+ return ":" + ("-" * (w - 1))
+ else:
+ return "-" * w
+
+
+def _pipe_line_with_colons(colwidths, colaligns):
+ """Return a horizontal line with optional colons to indicate column's
+ alignment (as in `pipe` output format)."""
+ if not colaligns: # e.g. printing an empty data frame (github issue #15)
+ colaligns = [""] * len(colwidths)
+ segments = [_pipe_segment_with_colons(a, w) for a, w in zip(colaligns, colwidths)]
+ return "|" + "|".join(segments) + "|"
+
+
+def _mediawiki_row_with_attrs(separator, cell_values, colwidths, colaligns):
+ alignment = {
+ "left": "",
+ "right": 'align="right"| ',
+ "center": 'align="center"| ',
+ "decimal": 'align="right"| ',
+ }
+ # hard-coded padding _around_ align attribute and value together
+ # rather than padding parameter which affects only the value
+ values_with_attrs = [
+ " " + alignment.get(a, "") + c + " " for c, a in zip(cell_values, colaligns)
+ ]
+ colsep = separator * 2
+ return (separator + colsep.join(values_with_attrs)).rstrip()
+
+
+def _textile_row_with_attrs(cell_values, colwidths, colaligns):
+ cell_values[0] += " "
+ alignment = {"left": "<.", "right": ">.", "center": "=.", "decimal": ">."}
+ values = (alignment.get(a, "") + v for a, v in zip(colaligns, cell_values))
+ return "|" + "|".join(values) + "|"
+
+
+def _html_begin_table_without_header(colwidths_ignore, colaligns_ignore):
+ # this table header will be suppressed if there is a header row
+ return "\n"
+
+
+def _html_row_with_attrs(celltag, unsafe, cell_values, colwidths, colaligns):
+ alignment = {
+ "left": "",
+ "right": ' style="text-align: right;"',
+ "center": ' style="text-align: center;"',
+ "decimal": ' style="text-align: right;"',
+ }
+ if unsafe:
+ values_with_attrs = [
+ "<{0}{1}>{2}".format(celltag, alignment.get(a, ""), c)
+ for c, a in zip(cell_values, colaligns)
+ ]
+ else:
+ values_with_attrs = [
+ "<{0}{1}>{2}".format(celltag, alignment.get(a, ""), htmlescape(c))
+ for c, a in zip(cell_values, colaligns)
+ ]
+ rowhtml = "{}
".format("".join(values_with_attrs).rstrip())
+ if celltag == "th": # it's a header row, create a new table header
+ rowhtml = f"\n\n{rowhtml}\n\n"
+ return rowhtml
+
+
+def _moin_row_with_attrs(celltag, cell_values, colwidths, colaligns, header=""):
+ alignment = {
+ "left": "",
+ "right": '',
+ "center": '',
+ "decimal": '',
+ }
+ values_with_attrs = [
+ "{}{} {} ".format(celltag, alignment.get(a, ""), header + c + header)
+ for c, a in zip(cell_values, colaligns)
+ ]
+ return "".join(values_with_attrs) + "||"
+
+
+def _latex_line_begin_tabular(colwidths, colaligns, booktabs=False, longtable=False):
+ alignment = {"left": "l", "right": "r", "center": "c", "decimal": "r"}
+ tabular_columns_fmt = "".join([alignment.get(a, "l") for a in colaligns])
+ return "\n".join(
+ [
+ ("\\begin{tabular}{" if not longtable else "\\begin{longtable}{")
+ + tabular_columns_fmt
+ + "}",
+ "\\toprule" if booktabs else "\\hline",
+ ]
+ )
+
+
+def _asciidoc_row(is_header, *args):
+ """handle header and data rows for asciidoc format"""
+
+ def make_header_line(is_header, colwidths, colaligns):
+ # generate the column specifiers
+
+ alignment = {"left": "<", "right": ">", "center": "^", "decimal": ">"}
+ # use the column widths generated by tabulate for the asciidoc column width specifiers
+ asciidoc_alignments = zip(
+ colwidths, [alignment[colalign] for colalign in colaligns]
+ )
+ asciidoc_column_specifiers = [
+ "{:d}{}".format(width, align) for width, align in asciidoc_alignments
+ ]
+ header_list = ['cols="' + (",".join(asciidoc_column_specifiers)) + '"']
+
+ # generate the list of options (currently only "header")
+ options_list = []
+
+ if is_header:
+ options_list.append("header")
+
+ if options_list:
+ header_list += ['options="' + ",".join(options_list) + '"']
+
+ # generate the list of entries in the table header field
+
+ return "[{}]\n|====".format(",".join(header_list))
+
+ if len(args) == 2:
+ # two arguments are passed if called in the context of aboveline
+ # print the table header with column widths and optional header tag
+ return make_header_line(False, *args)
+
+ elif len(args) == 3:
+ # three arguments are passed if called in the context of dataline or headerline
+ # print the table line and make the aboveline if it is a header
+
+ cell_values, colwidths, colaligns = args
+ data_line = "|" + "|".join(cell_values)
+
+ if is_header:
+ return make_header_line(True, colwidths, colaligns) + "\n" + data_line
+ else:
+ return data_line
+
+ else:
+ raise ValueError(
+ " _asciidoc_row() requires two (colwidths, colaligns) "
+ + "or three (cell_values, colwidths, colaligns) arguments) "
+ )
+
+
+LATEX_ESCAPE_RULES = {
+ r"&": r"\&",
+ r"%": r"\%",
+ r"$": r"\$",
+ r"#": r"\#",
+ r"_": r"\_",
+ r"^": r"\^{}",
+ r"{": r"\{",
+ r"}": r"\}",
+ r"~": r"\textasciitilde{}",
+ "\\": r"\textbackslash{}",
+ r"<": r"\ensuremath{<}",
+ r">": r"\ensuremath{>}",
+}
+
+
+def _latex_row(cell_values, colwidths, colaligns, escrules=LATEX_ESCAPE_RULES):
+ def escape_char(c):
+ return escrules.get(c, c)
+
+ escaped_values = ["".join(map(escape_char, cell)) for cell in cell_values]
+ rowfmt = DataRow("", "&", "\\\\")
+ return _build_simple_row(escaped_values, rowfmt)
+
+
+def _rst_escape_first_column(rows, headers):
+ def escape_empty(val):
+ if isinstance(val, (str, bytes)) and not val.strip():
+ return ".."
+ else:
+ return val
+
+ new_headers = list(headers)
+ new_rows = []
+ if headers:
+ new_headers[0] = escape_empty(headers[0])
+ for row in rows:
+ new_row = list(row)
+ if new_row:
+ new_row[0] = escape_empty(row[0])
+ new_rows.append(new_row)
+ return new_rows, new_headers
+
+
+_table_formats = {
+ "simple": TableFormat(
+ lineabove=Line("", "-", " ", ""),
+ linebelowheader=Line("", "-", " ", ""),
+ linebetweenrows=None,
+ linebelow=Line("", "-", " ", ""),
+ headerrow=DataRow("", " ", ""),
+ datarow=DataRow("", " ", ""),
+ padding=0,
+ with_header_hide=["lineabove", "linebelow"],
+ ),
+ "plain": TableFormat(
+ lineabove=None,
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("", " ", ""),
+ datarow=DataRow("", " ", ""),
+ padding=0,
+ with_header_hide=None,
+ ),
+ "grid": TableFormat(
+ lineabove=Line("+", "-", "+", "+"),
+ linebelowheader=Line("+", "=", "+", "+"),
+ linebetweenrows=Line("+", "-", "+", "+"),
+ linebelow=Line("+", "-", "+", "+"),
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "simple_grid": TableFormat(
+ lineabove=Line("┌", "─", "┬", "┐"),
+ linebelowheader=Line("├", "─", "┼", "┤"),
+ linebetweenrows=Line("├", "─", "┼", "┤"),
+ linebelow=Line("└", "─", "┴", "┘"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "rounded_grid": TableFormat(
+ lineabove=Line("╭", "─", "┬", "╮"),
+ linebelowheader=Line("├", "─", "┼", "┤"),
+ linebetweenrows=Line("├", "─", "┼", "┤"),
+ linebelow=Line("╰", "─", "┴", "╯"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "heavy_grid": TableFormat(
+ lineabove=Line("┏", "━", "┳", "┓"),
+ linebelowheader=Line("┣", "━", "╋", "┫"),
+ linebetweenrows=Line("┣", "━", "╋", "┫"),
+ linebelow=Line("┗", "━", "┻", "┛"),
+ headerrow=DataRow("┃", "┃", "┃"),
+ datarow=DataRow("┃", "┃", "┃"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "mixed_grid": TableFormat(
+ lineabove=Line("┍", "━", "┯", "┑"),
+ linebelowheader=Line("┝", "━", "┿", "┥"),
+ linebetweenrows=Line("├", "─", "┼", "┤"),
+ linebelow=Line("┕", "━", "┷", "┙"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "double_grid": TableFormat(
+ lineabove=Line("╔", "═", "╦", "╗"),
+ linebelowheader=Line("╠", "═", "╬", "╣"),
+ linebetweenrows=Line("╠", "═", "╬", "╣"),
+ linebelow=Line("╚", "═", "╩", "╝"),
+ headerrow=DataRow("║", "║", "║"),
+ datarow=DataRow("║", "║", "║"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "fancy_grid": TableFormat(
+ lineabove=Line("╒", "═", "╤", "╕"),
+ linebelowheader=Line("╞", "═", "╪", "╡"),
+ linebetweenrows=Line("├", "─", "┼", "┤"),
+ linebelow=Line("╘", "═", "╧", "╛"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "outline": TableFormat(
+ lineabove=Line("+", "-", "+", "+"),
+ linebelowheader=Line("+", "=", "+", "+"),
+ linebetweenrows=None,
+ linebelow=Line("+", "-", "+", "+"),
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "simple_outline": TableFormat(
+ lineabove=Line("┌", "─", "┬", "┐"),
+ linebelowheader=Line("├", "─", "┼", "┤"),
+ linebetweenrows=None,
+ linebelow=Line("└", "─", "┴", "┘"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "rounded_outline": TableFormat(
+ lineabove=Line("╭", "─", "┬", "╮"),
+ linebelowheader=Line("├", "─", "┼", "┤"),
+ linebetweenrows=None,
+ linebelow=Line("╰", "─", "┴", "╯"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "heavy_outline": TableFormat(
+ lineabove=Line("┏", "━", "┳", "┓"),
+ linebelowheader=Line("┣", "━", "╋", "┫"),
+ linebetweenrows=None,
+ linebelow=Line("┗", "━", "┻", "┛"),
+ headerrow=DataRow("┃", "┃", "┃"),
+ datarow=DataRow("┃", "┃", "┃"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "mixed_outline": TableFormat(
+ lineabove=Line("┍", "━", "┯", "┑"),
+ linebelowheader=Line("┝", "━", "┿", "┥"),
+ linebetweenrows=None,
+ linebelow=Line("┕", "━", "┷", "┙"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "double_outline": TableFormat(
+ lineabove=Line("╔", "═", "╦", "╗"),
+ linebelowheader=Line("╠", "═", "╬", "╣"),
+ linebetweenrows=None,
+ linebelow=Line("╚", "═", "╩", "╝"),
+ headerrow=DataRow("║", "║", "║"),
+ datarow=DataRow("║", "║", "║"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "fancy_outline": TableFormat(
+ lineabove=Line("╒", "═", "╤", "╕"),
+ linebelowheader=Line("╞", "═", "╪", "╡"),
+ linebetweenrows=None,
+ linebelow=Line("╘", "═", "╧", "╛"),
+ headerrow=DataRow("│", "│", "│"),
+ datarow=DataRow("│", "│", "│"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "github": TableFormat(
+ lineabove=Line("|", "-", "|", "|"),
+ linebelowheader=Line("|", "-", "|", "|"),
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=["lineabove"],
+ ),
+ "pipe": TableFormat(
+ lineabove=_pipe_line_with_colons,
+ linebelowheader=_pipe_line_with_colons,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=["lineabove"],
+ ),
+ "orgtbl": TableFormat(
+ lineabove=None,
+ linebelowheader=Line("|", "-", "+", "|"),
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "jira": TableFormat(
+ lineabove=None,
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("||", "||", "||"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "presto": TableFormat(
+ lineabove=None,
+ linebelowheader=Line("", "-", "+", ""),
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("", "|", ""),
+ datarow=DataRow("", "|", ""),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "pretty": TableFormat(
+ lineabove=Line("+", "-", "+", "+"),
+ linebelowheader=Line("+", "-", "+", "+"),
+ linebetweenrows=None,
+ linebelow=Line("+", "-", "+", "+"),
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "psql": TableFormat(
+ lineabove=Line("+", "-", "+", "+"),
+ linebelowheader=Line("|", "-", "+", "|"),
+ linebetweenrows=None,
+ linebelow=Line("+", "-", "+", "+"),
+ headerrow=DataRow("|", "|", "|"),
+ datarow=DataRow("|", "|", "|"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "rst": TableFormat(
+ lineabove=Line("", "=", " ", ""),
+ linebelowheader=Line("", "=", " ", ""),
+ linebetweenrows=None,
+ linebelow=Line("", "=", " ", ""),
+ headerrow=DataRow("", " ", ""),
+ datarow=DataRow("", " ", ""),
+ padding=0,
+ with_header_hide=None,
+ ),
+ "mediawiki": TableFormat(
+ lineabove=Line(
+ '{| class="wikitable" style="text-align: left;"',
+ "",
+ "",
+ "\n|+ \n|-",
+ ),
+ linebelowheader=Line("|-", "", "", ""),
+ linebetweenrows=Line("|-", "", "", ""),
+ linebelow=Line("|}", "", "", ""),
+ headerrow=partial(_mediawiki_row_with_attrs, "!"),
+ datarow=partial(_mediawiki_row_with_attrs, "|"),
+ padding=0,
+ with_header_hide=None,
+ ),
+ "moinmoin": TableFormat(
+ lineabove=None,
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=partial(_moin_row_with_attrs, "||", header="'''"),
+ datarow=partial(_moin_row_with_attrs, "||"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "youtrack": TableFormat(
+ lineabove=None,
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("|| ", " || ", " || "),
+ datarow=DataRow("| ", " | ", " |"),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "html": TableFormat(
+ lineabove=_html_begin_table_without_header,
+ linebelowheader="",
+ linebetweenrows=None,
+ linebelow=Line("\n
", "", "", ""),
+ headerrow=partial(_html_row_with_attrs, "th", False),
+ datarow=partial(_html_row_with_attrs, "td", False),
+ padding=0,
+ with_header_hide=["lineabove"],
+ ),
+ "unsafehtml": TableFormat(
+ lineabove=_html_begin_table_without_header,
+ linebelowheader="",
+ linebetweenrows=None,
+ linebelow=Line("\n
", "", "", ""),
+ headerrow=partial(_html_row_with_attrs, "th", True),
+ datarow=partial(_html_row_with_attrs, "td", True),
+ padding=0,
+ with_header_hide=["lineabove"],
+ ),
+ "latex": TableFormat(
+ lineabove=_latex_line_begin_tabular,
+ linebelowheader=Line("\\hline", "", "", ""),
+ linebetweenrows=None,
+ linebelow=Line("\\hline\n\\end{tabular}", "", "", ""),
+ headerrow=_latex_row,
+ datarow=_latex_row,
+ padding=1,
+ with_header_hide=None,
+ ),
+ "latex_raw": TableFormat(
+ lineabove=_latex_line_begin_tabular,
+ linebelowheader=Line("\\hline", "", "", ""),
+ linebetweenrows=None,
+ linebelow=Line("\\hline\n\\end{tabular}", "", "", ""),
+ headerrow=partial(_latex_row, escrules={}),
+ datarow=partial(_latex_row, escrules={}),
+ padding=1,
+ with_header_hide=None,
+ ),
+ "latex_booktabs": TableFormat(
+ lineabove=partial(_latex_line_begin_tabular, booktabs=True),
+ linebelowheader=Line("\\midrule", "", "", ""),
+ linebetweenrows=None,
+ linebelow=Line("\\bottomrule\n\\end{tabular}", "", "", ""),
+ headerrow=_latex_row,
+ datarow=_latex_row,
+ padding=1,
+ with_header_hide=None,
+ ),
+ "latex_longtable": TableFormat(
+ lineabove=partial(_latex_line_begin_tabular, longtable=True),
+ linebelowheader=Line("\\hline\n\\endhead", "", "", ""),
+ linebetweenrows=None,
+ linebelow=Line("\\hline\n\\end{longtable}", "", "", ""),
+ headerrow=_latex_row,
+ datarow=_latex_row,
+ padding=1,
+ with_header_hide=None,
+ ),
+ "tsv": TableFormat(
+ lineabove=None,
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("", "\t", ""),
+ datarow=DataRow("", "\t", ""),
+ padding=0,
+ with_header_hide=None,
+ ),
+ "textile": TableFormat(
+ lineabove=None,
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=None,
+ headerrow=DataRow("|_. ", "|_.", "|"),
+ datarow=_textile_row_with_attrs,
+ padding=1,
+ with_header_hide=None,
+ ),
+ "asciidoc": TableFormat(
+ lineabove=partial(_asciidoc_row, False),
+ linebelowheader=None,
+ linebetweenrows=None,
+ linebelow=Line("|====", "", "", ""),
+ headerrow=partial(_asciidoc_row, True),
+ datarow=partial(_asciidoc_row, False),
+ padding=1,
+ with_header_hide=["lineabove"],
+ ),
+}
+
+
+tabulate_formats = list(sorted(_table_formats.keys()))
+
+# The table formats for which multiline cells will be folded into subsequent
+# table rows. The key is the original format specified at the API. The value is
+# the format that will be used to represent the original format.
+multiline_formats = {
+ "plain": "plain",
+ "simple": "simple",
+ "grid": "grid",
+ "simple_grid": "simple_grid",
+ "rounded_grid": "rounded_grid",
+ "heavy_grid": "heavy_grid",
+ "mixed_grid": "mixed_grid",
+ "double_grid": "double_grid",
+ "fancy_grid": "fancy_grid",
+ "pipe": "pipe",
+ "orgtbl": "orgtbl",
+ "jira": "jira",
+ "presto": "presto",
+ "pretty": "pretty",
+ "psql": "psql",
+ "rst": "rst",
+}
+
+# TODO: Add multiline support for the remaining table formats:
+# - mediawiki: Replace \n with
+# - moinmoin: TBD
+# - youtrack: TBD
+# - html: Replace \n with
+# - latex*: Use "makecell" package: In header, replace X\nY with
+# \thead{X\\Y} and in data row, replace X\nY with \makecell{X\\Y}
+# - tsv: TBD
+# - textile: Replace \n with
(must be well-formed XML)
+
+_multiline_codes = re.compile(r"\r|\n|\r\n")
+_multiline_codes_bytes = re.compile(b"\r|\n|\r\n")
+
+# Handle ANSI escape sequences for both control sequence introducer (CSI) and
+# operating system command (OSC). Both of these begin with 0x1b (or octal 033),
+# which will be shown below as ESC.
+#
+# CSI ANSI escape codes have the following format, defined in section 5.4 of ECMA-48:
+#
+# CSI: ESC followed by the '[' character (0x5b)
+# Parameter Bytes: 0..n bytes in the range 0x30-0x3f
+# Intermediate Bytes: 0..n bytes in the range 0x20-0x2f
+# Final Byte: a single byte in the range 0x40-0x7e
+#
+# Also include the terminal hyperlink sequences as described here:
+# https://gist.github.com/egmontkob/eb114294efbcd5adb1944c9f3cb5feda
+#
+# OSC 8 ; params ; uri ST display_text OSC 8 ;; ST
+#
+# Example: \x1b]8;;https://example.com\x5ctext to show\x1b]8;;\x5c
+#
+# Where:
+# OSC: ESC followed by the ']' character (0x5d)
+# params: 0..n optional key value pairs separated by ':' (e.g. foo=bar:baz=qux:abc=123)
+# URI: the actual URI with protocol scheme (e.g. https://, file://, ftp://)
+# ST: ESC followed by the '\' character (0x5c)
+_esc = r"\x1b"
+_csi = rf"{_esc}\["
+_osc = rf"{_esc}\]"
+_st = rf"{_esc}\\"
+
+_ansi_escape_pat = rf"""
+ (
+ # terminal colors, etc
+ {_csi} # CSI
+ [\x30-\x3f]* # parameter bytes
+ [\x20-\x2f]* # intermediate bytes
+ [\x40-\x7e] # final byte
+ |
+ # terminal hyperlinks
+ {_osc}8; # OSC opening
+ (\w+=\w+:?)* # key=value params list (submatch 2)
+ ; # delimiter
+ ([^{_esc}]+) # URI - anything but ESC (submatch 3)
+ {_st} # ST
+ ([^{_esc}]+) # link text - anything but ESC (submatch 4)
+ {_osc}8;;{_st} # "closing" OSC sequence
+ )
+"""
+_ansi_codes = re.compile(_ansi_escape_pat, re.VERBOSE)
+_ansi_codes_bytes = re.compile(_ansi_escape_pat.encode("utf8"), re.VERBOSE)
+_ansi_color_reset_code = "\033[0m"
+
+_float_with_thousands_separators = re.compile(
+ r"^(([+-]?[0-9]{1,3})(?:,([0-9]{3}))*)?(?(1)\.[0-9]*|\.[0-9]+)?$"
+)
+
+
+def simple_separated_format(separator):
+ """Construct a simple TableFormat with columns separated by a separator.
+
+ >>> tsv = simple_separated_format("\\t") ; \
+ tabulate([["foo", 1], ["spam", 23]], tablefmt=tsv) == 'foo \\t 1\\nspam\\t23'
+ True
+
+ """
+ return TableFormat(
+ None,
+ None,
+ None,
+ None,
+ headerrow=DataRow("", separator, ""),
+ datarow=DataRow("", separator, ""),
+ padding=0,
+ with_header_hide=None,
+ )
+
+
+def _isnumber_with_thousands_separator(string):
+ """
+ >>> _isnumber_with_thousands_separator(".")
+ False
+ >>> _isnumber_with_thousands_separator("1")
+ True
+ >>> _isnumber_with_thousands_separator("1.")
+ True
+ >>> _isnumber_with_thousands_separator(".1")
+ True
+ >>> _isnumber_with_thousands_separator("1000")
+ False
+ >>> _isnumber_with_thousands_separator("1,000")
+ True
+ >>> _isnumber_with_thousands_separator("1,0000")
+ False
+ >>> _isnumber_with_thousands_separator("1,000.1234")
+ True
+ >>> _isnumber_with_thousands_separator(b"1,000.1234")
+ True
+ >>> _isnumber_with_thousands_separator("+1,000.1234")
+ True
+ >>> _isnumber_with_thousands_separator("-1,000.1234")
+ True
+ """
+ try:
+ string = string.decode()
+ except (UnicodeDecodeError, AttributeError):
+ pass
+
+ return bool(re.match(_float_with_thousands_separators, string))
+
+
+def _isconvertible(conv, string):
+ try:
+ conv(string)
+ return True
+ except (ValueError, TypeError):
+ return False
+
+
+def _isnumber(string):
+ """
+ >>> _isnumber("123.45")
+ True
+ >>> _isnumber("123")
+ True
+ >>> _isnumber("spam")
+ False
+ >>> _isnumber("123e45678")
+ False
+ >>> _isnumber("inf")
+ True
+ """
+ if not _isconvertible(float, string):
+ return False
+ elif isinstance(string, (str, bytes)) and (
+ math.isinf(float(string)) or math.isnan(float(string))
+ ):
+ return string.lower() in ["inf", "-inf", "nan"]
+ return True
+
+
+def _isint(string, inttype=int):
+ """
+ >>> _isint("123")
+ True
+ >>> _isint("123.45")
+ False
+ """
+ return (
+ type(string) is inttype
+ or isinstance(string, (bytes, str))
+ and _isconvertible(inttype, string)
+ )
+
+
+def _isbool(string):
+ """
+ >>> _isbool(True)
+ True
+ >>> _isbool("False")
+ True
+ >>> _isbool(1)
+ False
+ """
+ return type(string) is bool or (
+ isinstance(string, (bytes, str)) and string in ("True", "False")
+ )
+
+
+def _type(string, has_invisible=True, numparse=True):
+ """The least generic type (type(None), int, float, str, unicode).
+
+ >>> _type(None) is type(None)
+ True
+ >>> _type("foo") is type("")
+ True
+ >>> _type("1") is type(1)
+ True
+ >>> _type('\x1b[31m42\x1b[0m') is type(42)
+ True
+ >>> _type('\x1b[31m42\x1b[0m') is type(42)
+ True
+
+ """
+
+ if has_invisible and isinstance(string, (str, bytes)):
+ string = _strip_ansi(string)
+
+ if string is None:
+ return type(None)
+ elif hasattr(string, "isoformat"): # datetime.datetime, date, and time
+ return str
+ elif _isbool(string):
+ return bool
+ elif _isint(string) and numparse:
+ return int
+ elif _isnumber(string) and numparse:
+ return float
+ elif isinstance(string, bytes):
+ return bytes
+ else:
+ return str
+
+
+def _afterpoint(string):
+ """Symbols after a decimal point, -1 if the string lacks the decimal point.
+
+ >>> _afterpoint("123.45")
+ 2
+ >>> _afterpoint("1001")
+ -1
+ >>> _afterpoint("eggs")
+ -1
+ >>> _afterpoint("123e45")
+ 2
+ >>> _afterpoint("123,456.78")
+ 2
+
+ """
+ if _isnumber(string) or _isnumber_with_thousands_separator(string):
+ if _isint(string):
+ return -1
+ else:
+ pos = string.rfind(".")
+ pos = string.lower().rfind("e") if pos < 0 else pos
+ if pos >= 0:
+ return len(string) - pos - 1
+ else:
+ return -1 # no point
+ else:
+ return -1 # not a number
+
+
+def _padleft(width, s):
+ """Flush right.
+
+ >>> _padleft(6, '\u044f\u0439\u0446\u0430') == ' \u044f\u0439\u0446\u0430'
+ True
+
+ """
+ fmt = "{0:>%ds}" % width
+ return fmt.format(s)
+
+
+def _padright(width, s):
+ """Flush left.
+
+ >>> _padright(6, '\u044f\u0439\u0446\u0430') == '\u044f\u0439\u0446\u0430 '
+ True
+
+ """
+ fmt = "{0:<%ds}" % width
+ return fmt.format(s)
+
+
+def _padboth(width, s):
+ """Center string.
+
+ >>> _padboth(6, '\u044f\u0439\u0446\u0430') == ' \u044f\u0439\u0446\u0430 '
+ True
+
+ """
+ fmt = "{0:^%ds}" % width
+ return fmt.format(s)
+
+
+def _padnone(ignore_width, s):
+ return s
+
+
+def _strip_ansi(s):
+ r"""Remove ANSI escape sequences, both CSI (color codes, etc) and OSC hyperlinks.
+
+ CSI sequences are simply removed from the output, while OSC hyperlinks are replaced
+ with the link text. Note: it may be desirable to show the URI instead but this is not
+ supported.
+
+ >>> repr(_strip_ansi('\x1B]8;;https://example.com\x1B\\This is a link\x1B]8;;\x1B\\'))
+ "'This is a link'"
+
+ >>> repr(_strip_ansi('\x1b[31mred\x1b[0m text'))
+ "'red text'"
+
+ """
+ if isinstance(s, str):
+ return _ansi_codes.sub(r"\4", s)
+ else: # a bytestring
+ return _ansi_codes_bytes.sub(r"\4", s)
+
+
+def _visible_width(s):
+ """Visible width of a printed string. ANSI color codes are removed.
+
+ >>> _visible_width('\x1b[31mhello\x1b[0m'), _visible_width("world")
+ (5, 5)
+
+ """
+ # optional wide-character support
+ if wcwidth is not None and WIDE_CHARS_MODE:
+ len_fn = wcwidth.wcswidth
+ else:
+ len_fn = len
+ if isinstance(s, (str, bytes)):
+ return len_fn(_strip_ansi(s))
+ else:
+ return len_fn(str(s))
+
+
+def _is_multiline(s):
+ if isinstance(s, str):
+ return bool(re.search(_multiline_codes, s))
+ else: # a bytestring
+ return bool(re.search(_multiline_codes_bytes, s))
+
+
+def _multiline_width(multiline_s, line_width_fn=len):
+ """Visible width of a potentially multiline content."""
+ return max(map(line_width_fn, re.split("[\r\n]", multiline_s)))
+
+
+def _choose_width_fn(has_invisible, enable_widechars, is_multiline):
+ """Return a function to calculate visible cell width."""
+ if has_invisible:
+ line_width_fn = _visible_width
+ elif enable_widechars: # optional wide-character support if available
+ line_width_fn = wcwidth.wcswidth
+ else:
+ line_width_fn = len
+ if is_multiline:
+ width_fn = lambda s: _multiline_width(s, line_width_fn) # noqa
+ else:
+ width_fn = line_width_fn
+ return width_fn
+
+
+def _align_column_choose_padfn(strings, alignment, has_invisible):
+ if alignment == "right":
+ if not PRESERVE_WHITESPACE:
+ strings = [s.strip() for s in strings]
+ padfn = _padleft
+ elif alignment == "center":
+ if not PRESERVE_WHITESPACE:
+ strings = [s.strip() for s in strings]
+ padfn = _padboth
+ elif alignment == "decimal":
+ if has_invisible:
+ decimals = [_afterpoint(_strip_ansi(s)) for s in strings]
+ else:
+ decimals = [_afterpoint(s) for s in strings]
+ maxdecimals = max(decimals)
+ strings = [s + (maxdecimals - decs) * " " for s, decs in zip(strings, decimals)]
+ padfn = _padleft
+ elif not alignment:
+ padfn = _padnone
+ else:
+ if not PRESERVE_WHITESPACE:
+ strings = [s.strip() for s in strings]
+ padfn = _padright
+ return strings, padfn
+
+
+def _align_column_choose_width_fn(has_invisible, enable_widechars, is_multiline):
+ if has_invisible:
+ line_width_fn = _visible_width
+ elif enable_widechars: # optional wide-character support if available
+ line_width_fn = wcwidth.wcswidth
+ else:
+ line_width_fn = len
+ if is_multiline:
+ width_fn = lambda s: _align_column_multiline_width(s, line_width_fn) # noqa
+ else:
+ width_fn = line_width_fn
+ return width_fn
+
+
+def _align_column_multiline_width(multiline_s, line_width_fn=len):
+ """Visible width of a potentially multiline content."""
+ return list(map(line_width_fn, re.split("[\r\n]", multiline_s)))
+
+
+def _flat_list(nested_list):
+ ret = []
+ for item in nested_list:
+ if isinstance(item, list):
+ for subitem in item:
+ ret.append(subitem)
+ else:
+ ret.append(item)
+ return ret
+
+
+def _align_column(
+ strings,
+ alignment,
+ minwidth=0,
+ has_invisible=True,
+ enable_widechars=False,
+ is_multiline=False,
+):
+ """[string] -> [padded_string]"""
+ strings, padfn = _align_column_choose_padfn(strings, alignment, has_invisible)
+ width_fn = _align_column_choose_width_fn(
+ has_invisible, enable_widechars, is_multiline
+ )
+
+ s_widths = list(map(width_fn, strings))
+ maxwidth = max(max(_flat_list(s_widths)), minwidth)
+ # TODO: refactor column alignment in single-line and multiline modes
+ if is_multiline:
+ if not enable_widechars and not has_invisible:
+ padded_strings = [
+ "\n".join([padfn(maxwidth, s) for s in ms.splitlines()])
+ for ms in strings
+ ]
+ else:
+ # enable wide-character width corrections
+ s_lens = [[len(s) for s in re.split("[\r\n]", ms)] for ms in strings]
+ visible_widths = [
+ [maxwidth - (w - l) for w, l in zip(mw, ml)]
+ for mw, ml in zip(s_widths, s_lens)
+ ]
+ # wcswidth and _visible_width don't count invisible characters;
+ # padfn doesn't need to apply another correction
+ padded_strings = [
+ "\n".join([padfn(w, s) for s, w in zip((ms.splitlines() or ms), mw)])
+ for ms, mw in zip(strings, visible_widths)
+ ]
+ else: # single-line cell values
+ if not enable_widechars and not has_invisible:
+ padded_strings = [padfn(maxwidth, s) for s in strings]
+ else:
+ # enable wide-character width corrections
+ s_lens = list(map(len, strings))
+ visible_widths = [maxwidth - (w - l) for w, l in zip(s_widths, s_lens)]
+ # wcswidth and _visible_width don't count invisible characters;
+ # padfn doesn't need to apply another correction
+ padded_strings = [padfn(w, s) for s, w in zip(strings, visible_widths)]
+ return padded_strings
+
+
+def _more_generic(type1, type2):
+ types = {
+ type(None): 0, # noqa
+ bool: 1,
+ int: 2,
+ float: 3,
+ bytes: 4,
+ str: 5,
+ }
+ invtypes = {
+ 5: str,
+ 4: bytes,
+ 3: float,
+ 2: int,
+ 1: bool,
+ 0: type(None),
+ }
+ moregeneric = max(types.get(type1, 5), types.get(type2, 5))
+ return invtypes[moregeneric]
+
+
+def _column_type(strings, has_invisible=True, numparse=True):
+ """The least generic type all column values are convertible to.
+
+ >>> _column_type([True, False]) is bool
+ True
+ >>> _column_type(["1", "2"]) is int
+ True
+ >>> _column_type(["1", "2.3"]) is float
+ True
+ >>> _column_type(["1", "2.3", "four"]) is str
+ True
+ >>> _column_type(["four", '\u043f\u044f\u0442\u044c']) is str
+ True
+ >>> _column_type([None, "brux"]) is str
+ True
+ >>> _column_type([1, 2, None]) is int
+ True
+ >>> import datetime as dt
+ >>> _column_type([dt.datetime(1991,2,19), dt.time(17,35)]) is str
+ True
+
+ """
+ types = [_type(s, has_invisible, numparse) for s in strings]
+ return reduce(_more_generic, types, bool)
+
+
+def _format(val, valtype, floatfmt, intfmt, missingval="", has_invisible=True):
+ """Format a value according to its type.
+
+ Unicode is supported:
+
+ >>> hrow = ['\u0431\u0443\u043a\u0432\u0430', '\u0446\u0438\u0444\u0440\u0430'] ; \
+ tbl = [['\u0430\u0437', 2], ['\u0431\u0443\u043a\u0438', 4]] ; \
+ good_result = '\\u0431\\u0443\\u043a\\u0432\\u0430 \\u0446\\u0438\\u0444\\u0440\\u0430\\n------- -------\\n\\u0430\\u0437 2\\n\\u0431\\u0443\\u043a\\u0438 4' ; \
+ tabulate(tbl, headers=hrow) == good_result
+ True
+
+ """ # noqa
+ if val is None:
+ return missingval
+
+ if valtype is str:
+ return f"{val}"
+ elif valtype is int:
+ return format(val, intfmt)
+ elif valtype is bytes:
+ try:
+ return str(val, "ascii")
+ except (TypeError, UnicodeDecodeError):
+ return str(val)
+ elif valtype is float:
+ is_a_colored_number = has_invisible and isinstance(val, (str, bytes))
+ if is_a_colored_number:
+ raw_val = _strip_ansi(val)
+ formatted_val = format(float(raw_val), floatfmt)
+ return val.replace(raw_val, formatted_val)
+ else:
+ return format(float(val), floatfmt)
+ else:
+ return f"{val}"
+
+
+def _align_header(
+ header, alignment, width, visible_width, is_multiline=False, width_fn=None
+):
+ "Pad string header to width chars given known visible_width of the header."
+ if is_multiline:
+ header_lines = re.split(_multiline_codes, header)
+ padded_lines = [
+ _align_header(h, alignment, width, width_fn(h)) for h in header_lines
+ ]
+ return "\n".join(padded_lines)
+ # else: not multiline
+ ninvisible = len(header) - visible_width
+ width += ninvisible
+ if alignment == "left":
+ return _padright(width, header)
+ elif alignment == "center":
+ return _padboth(width, header)
+ elif not alignment:
+ return f"{header}"
+ else:
+ return _padleft(width, header)
+
+
+def _remove_separating_lines(rows):
+ if type(rows) == list:
+ separating_lines = []
+ sans_rows = []
+ for index, row in enumerate(rows):
+ if _is_separating_line(row):
+ separating_lines.append(index)
+ else:
+ sans_rows.append(row)
+ return sans_rows, separating_lines
+ else:
+ return rows, None
+
+
+def _reinsert_separating_lines(rows, separating_lines):
+ if separating_lines:
+ for index in separating_lines:
+ rows.insert(index, SEPARATING_LINE)
+
+
+def _prepend_row_index(rows, index):
+ """Add a left-most index column."""
+ if index is None or index is False:
+ return rows
+ if isinstance(index, Sized) and len(index) != len(rows):
+ raise ValueError(
+ "index must be as long as the number of data rows: "
+ + "len(index)={} len(rows)={}".format(len(index), len(rows))
+ )
+ sans_rows, separating_lines = _remove_separating_lines(rows)
+ new_rows = []
+ index_iter = iter(index)
+ for row in sans_rows:
+ index_v = next(index_iter)
+ new_rows.append([index_v] + list(row))
+ rows = new_rows
+ _reinsert_separating_lines(rows, separating_lines)
+ return rows
+
+
+def _bool(val):
+ "A wrapper around standard bool() which doesn't throw on NumPy arrays"
+ try:
+ return bool(val)
+ except ValueError: # val is likely to be a numpy array with many elements
+ return False
+
+
+def _normalize_tabular_data(tabular_data, headers, showindex="default"):
+ """Transform a supported data type to a list of lists, and a list of headers.
+
+ Supported tabular data types:
+
+ * list-of-lists or another iterable of iterables
+
+ * list of named tuples (usually used with headers="keys")
+
+ * list of dicts (usually used with headers="keys")
+
+ * list of OrderedDicts (usually used with headers="keys")
+
+ * list of dataclasses (Python 3.7+ only, usually used with headers="keys")
+
+ * 2D NumPy arrays
+
+ * NumPy record arrays (usually used with headers="keys")
+
+ * dict of iterables (usually used with headers="keys")
+
+ * pandas.DataFrame (usually used with headers="keys")
+
+ The first row can be used as headers if headers="firstrow",
+ column indices can be used as headers if headers="keys".
+
+ If showindex="default", show row indices of the pandas.DataFrame.
+ If showindex="always", show row indices for all types of data.
+ If showindex="never", don't show row indices for all types of data.
+ If showindex is an iterable, show its values as row indices.
+
+ """
+
+ try:
+ bool(headers)
+ is_headers2bool_broken = False # noqa
+ except ValueError: # numpy.ndarray, pandas.core.index.Index, ...
+ is_headers2bool_broken = True # noqa
+ headers = list(headers)
+
+ index = None
+ if hasattr(tabular_data, "keys") and hasattr(tabular_data, "values"):
+ # dict-like and pandas.DataFrame?
+ if hasattr(tabular_data.values, "__call__"):
+ # likely a conventional dict
+ keys = tabular_data.keys()
+ rows = list(
+ izip_longest(*tabular_data.values())
+ ) # columns have to be transposed
+ elif hasattr(tabular_data, "index"):
+ # values is a property, has .index => it's likely a pandas.DataFrame (pandas 0.11.0)
+ keys = list(tabular_data)
+ if (
+ showindex in ["default", "always", True]
+ and tabular_data.index.name is not None
+ ):
+ if isinstance(tabular_data.index.name, list):
+ keys[:0] = tabular_data.index.name
+ else:
+ keys[:0] = [tabular_data.index.name]
+ vals = tabular_data.values # values matrix doesn't need to be transposed
+ # for DataFrames add an index per default
+ index = list(tabular_data.index)
+ rows = [list(row) for row in vals]
+ else:
+ raise ValueError("tabular data doesn't appear to be a dict or a DataFrame")
+
+ if headers == "keys":
+ headers = list(map(str, keys)) # headers should be strings
+
+ else: # it's a usual iterable of iterables, or a NumPy array, or an iterable of dataclasses
+ rows = list(tabular_data)
+
+ if headers == "keys" and not rows:
+ # an empty table (issue #81)
+ headers = []
+ elif (
+ headers == "keys"
+ and hasattr(tabular_data, "dtype")
+ and getattr(tabular_data.dtype, "names")
+ ):
+ # numpy record array
+ headers = tabular_data.dtype.names
+ elif (
+ headers == "keys"
+ and len(rows) > 0
+ and isinstance(rows[0], tuple)
+ and hasattr(rows[0], "_fields")
+ ):
+ # namedtuple
+ headers = list(map(str, rows[0]._fields))
+ elif len(rows) > 0 and hasattr(rows[0], "keys") and hasattr(rows[0], "values"):
+ # dict-like object
+ uniq_keys = set() # implements hashed lookup
+ keys = [] # storage for set
+ if headers == "firstrow":
+ firstdict = rows[0] if len(rows) > 0 else {}
+ keys.extend(firstdict.keys())
+ uniq_keys.update(keys)
+ rows = rows[1:]
+ for row in rows:
+ for k in row.keys():
+ # Save unique items in input order
+ if k not in uniq_keys:
+ keys.append(k)
+ uniq_keys.add(k)
+ if headers == "keys":
+ headers = keys
+ elif isinstance(headers, dict):
+ # a dict of headers for a list of dicts
+ headers = [headers.get(k, k) for k in keys]
+ headers = list(map(str, headers))
+ elif headers == "firstrow":
+ if len(rows) > 0:
+ headers = [firstdict.get(k, k) for k in keys]
+ headers = list(map(str, headers))
+ else:
+ headers = []
+ elif headers:
+ raise ValueError(
+ "headers for a list of dicts is not a dict or a keyword"
+ )
+ rows = [[row.get(k) for k in keys] for row in rows]
+
+ elif (
+ headers == "keys"
+ and hasattr(tabular_data, "description")
+ and hasattr(tabular_data, "fetchone")
+ and hasattr(tabular_data, "rowcount")
+ ):
+ # Python Database API cursor object (PEP 0249)
+ # print tabulate(cursor, headers='keys')
+ headers = [column[0] for column in tabular_data.description]
+
+ elif (
+ dataclasses is not None
+ and len(rows) > 0
+ and dataclasses.is_dataclass(rows[0])
+ ):
+ # Python 3.7+'s dataclass
+ field_names = [field.name for field in dataclasses.fields(rows[0])]
+ if headers == "keys":
+ headers = field_names
+ rows = [[getattr(row, f) for f in field_names] for row in rows]
+
+ elif headers == "keys" and len(rows) > 0:
+ # keys are column indices
+ headers = list(map(str, range(len(rows[0]))))
+
+ # take headers from the first row if necessary
+ if headers == "firstrow" and len(rows) > 0:
+ if index is not None:
+ headers = [index[0]] + list(rows[0])
+ index = index[1:]
+ else:
+ headers = rows[0]
+ headers = list(map(str, headers)) # headers should be strings
+ rows = rows[1:]
+ elif headers == "firstrow":
+ headers = []
+
+ headers = list(map(str, headers))
+ # rows = list(map(list, rows))
+ rows = list(map(lambda r: r if _is_separating_line(r) else list(r), rows))
+
+ # add or remove an index column
+ showindex_is_a_str = type(showindex) in [str, bytes]
+ if showindex == "default" and index is not None:
+ rows = _prepend_row_index(rows, index)
+ elif isinstance(showindex, Sized) and not showindex_is_a_str:
+ rows = _prepend_row_index(rows, list(showindex))
+ elif isinstance(showindex, Iterable) and not showindex_is_a_str:
+ rows = _prepend_row_index(rows, showindex)
+ elif showindex == "always" or (_bool(showindex) and not showindex_is_a_str):
+ if index is None:
+ index = list(range(len(rows)))
+ rows = _prepend_row_index(rows, index)
+ elif showindex == "never" or (not _bool(showindex) and not showindex_is_a_str):
+ pass
+
+ # pad with empty headers for initial columns if necessary
+ if headers and len(rows) > 0:
+ nhs = len(headers)
+ ncols = len(rows[0])
+ if nhs < ncols:
+ headers = [""] * (ncols - nhs) + headers
+
+ return rows, headers
+
+
+def _wrap_text_to_colwidths(list_of_lists, colwidths, numparses=True):
+ numparses = _expand_iterable(numparses, len(list_of_lists[0]), True)
+
+ result = []
+
+ for row in list_of_lists:
+ new_row = []
+ for cell, width, numparse in zip(row, colwidths, numparses):
+ if _isnumber(cell) and numparse:
+ new_row.append(cell)
+ continue
+
+ if width is not None:
+ wrapper = _CustomTextWrap(width=width)
+ # Cast based on our internal type handling
+ # Any future custom formatting of types (such as datetimes)
+ # may need to be more explicit than just `str` of the object
+ casted_cell = (
+ str(cell) if _isnumber(cell) else _type(cell, numparse)(cell)
+ )
+ wrapped = wrapper.wrap(casted_cell)
+ new_row.append("\n".join(wrapped))
+ else:
+ new_row.append(cell)
+ result.append(new_row)
+
+ return result
+
+
+def _to_str(s, encoding="utf8", errors="ignore"):
+ """
+ A type safe wrapper for converting a bytestring to str. This is essentially just
+ a wrapper around .decode() intended for use with things like map(), but with some
+ specific behavior:
+
+ 1. if the given parameter is not a bytestring, it is returned unmodified
+ 2. decode() is called for the given parameter and assumes utf8 encoding, but the
+ default error behavior is changed from 'strict' to 'ignore'
+
+ >>> repr(_to_str(b'foo'))
+ "'foo'"
+
+ >>> repr(_to_str('foo'))
+ "'foo'"
+
+ >>> repr(_to_str(42))
+ "'42'"
+
+ """
+ if isinstance(s, bytes):
+ return s.decode(encoding=encoding, errors=errors)
+ return str(s)
+
+
+def tabulate(
+ tabular_data,
+ headers=(),
+ tablefmt="simple",
+ floatfmt=_DEFAULT_FLOATFMT,
+ intfmt=_DEFAULT_INTFMT,
+ numalign=_DEFAULT_ALIGN,
+ stralign=_DEFAULT_ALIGN,
+ missingval=_DEFAULT_MISSINGVAL,
+ showindex="default",
+ disable_numparse=False,
+ colalign=None,
+ maxcolwidths=None,
+ rowalign=None,
+ maxheadercolwidths=None,
+):
+ """Format a fixed width table for pretty printing.
+
+ >>> print(tabulate([[1, 2.34], [-56, "8.999"], ["2", "10001"]]))
+ --- ---------
+ 1 2.34
+ -56 8.999
+ 2 10001
+ --- ---------
+
+ The first required argument (`tabular_data`) can be a
+ list-of-lists (or another iterable of iterables), a list of named
+ tuples, a dictionary of iterables, an iterable of dictionaries,
+ an iterable of dataclasses (Python 3.7+), a two-dimensional NumPy array,
+ NumPy record array, or a Pandas' dataframe.
+
+
+ Table headers
+ -------------
+
+ To print nice column headers, supply the second argument (`headers`):
+
+ - `headers` can be an explicit list of column headers
+ - if `headers="firstrow"`, then the first row of data is used
+ - if `headers="keys"`, then dictionary keys or column indices are used
+
+ Otherwise a headerless table is produced.
+
+ If the number of headers is less than the number of columns, they
+ are supposed to be names of the last columns. This is consistent
+ with the plain-text format of R and Pandas' dataframes.
+
+ >>> print(tabulate([["sex","age"],["Alice","F",24],["Bob","M",19]],
+ ... headers="firstrow"))
+ sex age
+ ----- ----- -----
+ Alice F 24
+ Bob M 19
+
+ By default, pandas.DataFrame data have an additional column called
+ row index. To add a similar column to all other types of data,
+ use `showindex="always"` or `showindex=True`. To suppress row indices
+ for all types of data, pass `showindex="never" or `showindex=False`.
+ To add a custom row index column, pass `showindex=some_iterable`.
+
+ >>> print(tabulate([["F",24],["M",19]], showindex="always"))
+ - - --
+ 0 F 24
+ 1 M 19
+ - - --
+
+
+ Column alignment
+ ----------------
+
+ `tabulate` tries to detect column types automatically, and aligns
+ the values properly. By default it aligns decimal points of the
+ numbers (or flushes integer numbers to the right), and flushes
+ everything else to the left. Possible column alignments
+ (`numalign`, `stralign`) are: "right", "center", "left", "decimal"
+ (only for `numalign`), and None (to disable alignment).
+
+
+ Table formats
+ -------------
+
+ `intfmt` is a format specification used for columns which
+ contain numeric data without a decimal point. This can also be
+ a list or tuple of format strings, one per column.
+
+ `floatfmt` is a format specification used for columns which
+ contain numeric data with a decimal point. This can also be
+ a list or tuple of format strings, one per column.
+
+ `None` values are replaced with a `missingval` string (like
+ `floatfmt`, this can also be a list of values for different
+ columns):
+
+ >>> print(tabulate([["spam", 1, None],
+ ... ["eggs", 42, 3.14],
+ ... ["other", None, 2.7]], missingval="?"))
+ ----- -- ----
+ spam 1 ?
+ eggs 42 3.14
+ other ? 2.7
+ ----- -- ----
+
+ Various plain-text table formats (`tablefmt`) are supported:
+ 'plain', 'simple', 'grid', 'pipe', 'orgtbl', 'rst', 'mediawiki',
+ 'latex', 'latex_raw', 'latex_booktabs', 'latex_longtable' and tsv.
+ Variable `tabulate_formats`contains the list of currently supported formats.
+
+ "plain" format doesn't use any pseudographics to draw tables,
+ it separates columns with a double space:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "plain"))
+ strings numbers
+ spam 41.9999
+ eggs 451
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="plain"))
+ spam 41.9999
+ eggs 451
+
+ "simple" format is like Pandoc simple_tables:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "simple"))
+ strings numbers
+ --------- ---------
+ spam 41.9999
+ eggs 451
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="simple"))
+ ---- --------
+ spam 41.9999
+ eggs 451
+ ---- --------
+
+ "grid" is similar to tables produced by Emacs table.el package or
+ Pandoc grid_tables:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "grid"))
+ +-----------+-----------+
+ | strings | numbers |
+ +===========+===========+
+ | spam | 41.9999 |
+ +-----------+-----------+
+ | eggs | 451 |
+ +-----------+-----------+
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="grid"))
+ +------+----------+
+ | spam | 41.9999 |
+ +------+----------+
+ | eggs | 451 |
+ +------+----------+
+
+ "simple_grid" draws a grid using single-line box-drawing
+ characters:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "simple_grid"))
+ ┌───────────┬───────────┐
+ │ strings │ numbers │
+ ├───────────┼───────────┤
+ │ spam │ 41.9999 │
+ ├───────────┼───────────┤
+ │ eggs │ 451 │
+ └───────────┴───────────┘
+
+ "rounded_grid" draws a grid using single-line box-drawing
+ characters with rounded corners:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "rounded_grid"))
+ ╭───────────┬───────────╮
+ │ strings │ numbers │
+ ├───────────┼───────────┤
+ │ spam │ 41.9999 │
+ ├───────────┼───────────┤
+ │ eggs │ 451 │
+ ╰───────────┴───────────╯
+
+ "heavy_grid" draws a grid using bold (thick) single-line box-drawing
+ characters:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "heavy_grid"))
+ ┏━━━━━━━━━━━┳━━━━━━━━━━━┓
+ ┃ strings ┃ numbers ┃
+ ┣━━━━━━━━━━━╋━━━━━━━━━━━┫
+ ┃ spam ┃ 41.9999 ┃
+ ┣━━━━━━━━━━━╋━━━━━━━━━━━┫
+ ┃ eggs ┃ 451 ┃
+ ┗━━━━━━━━━━━┻━━━━━━━━━━━┛
+
+ "mixed_grid" draws a grid using a mix of light (thin) and heavy (thick) lines
+ box-drawing characters:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "mixed_grid"))
+ ┍━━━━━━━━━━━┯━━━━━━━━━━━┑
+ │ strings │ numbers │
+ ┝━━━━━━━━━━━┿━━━━━━━━━━━┥
+ │ spam │ 41.9999 │
+ ├───────────┼───────────┤
+ │ eggs │ 451 │
+ ┕━━━━━━━━━━━┷━━━━━━━━━━━┙
+
+ "double_grid" draws a grid using double-line box-drawing
+ characters:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "double_grid"))
+ ╔═══════════╦═══════════╗
+ ║ strings ║ numbers ║
+ ╠═══════════╬═══════════╣
+ ║ spam ║ 41.9999 ║
+ ╠═══════════╬═══════════╣
+ ║ eggs ║ 451 ║
+ ╚═══════════╩═══════════╝
+
+ "fancy_grid" draws a grid using a mix of single and
+ double-line box-drawing characters:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "fancy_grid"))
+ ╒═══════════╤═══════════╕
+ │ strings │ numbers │
+ ╞═══════════╪═══════════╡
+ │ spam │ 41.9999 │
+ ├───────────┼───────────┤
+ │ eggs │ 451 │
+ ╘═══════════╧═══════════╛
+
+ "outline" is the same as the "grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "outline"))
+ +-----------+-----------+
+ | strings | numbers |
+ +===========+===========+
+ | spam | 41.9999 |
+ | eggs | 451 |
+ +-----------+-----------+
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="outline"))
+ +------+----------+
+ | spam | 41.9999 |
+ | eggs | 451 |
+ +------+----------+
+
+ "simple_outline" is the same as the "simple_grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "simple_outline"))
+ ┌───────────┬───────────┐
+ │ strings │ numbers │
+ ├───────────┼───────────┤
+ │ spam │ 41.9999 │
+ │ eggs │ 451 │
+ └───────────┴───────────┘
+
+ "rounded_outline" is the same as the "rounded_grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "rounded_outline"))
+ ╭───────────┬───────────╮
+ │ strings │ numbers │
+ ├───────────┼───────────┤
+ │ spam │ 41.9999 │
+ │ eggs │ 451 │
+ ╰───────────┴───────────╯
+
+ "heavy_outline" is the same as the "heavy_grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "heavy_outline"))
+ ┏━━━━━━━━━━━┳━━━━━━━━━━━┓
+ ┃ strings ┃ numbers ┃
+ ┣━━━━━━━━━━━╋━━━━━━━━━━━┫
+ ┃ spam ┃ 41.9999 ┃
+ ┃ eggs ┃ 451 ┃
+ ┗━━━━━━━━━━━┻━━━━━━━━━━━┛
+
+ "mixed_outline" is the same as the "mixed_grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "mixed_outline"))
+ ┍━━━━━━━━━━━┯━━━━━━━━━━━┑
+ │ strings │ numbers │
+ ┝━━━━━━━━━━━┿━━━━━━━━━━━┥
+ │ spam │ 41.9999 │
+ │ eggs │ 451 │
+ ┕━━━━━━━━━━━┷━━━━━━━━━━━┙
+
+ "double_outline" is the same as the "double_grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "double_outline"))
+ ╔═══════════╦═══════════╗
+ ║ strings ║ numbers ║
+ ╠═══════════╬═══════════╣
+ ║ spam ║ 41.9999 ║
+ ║ eggs ║ 451 ║
+ ╚═══════════╩═══════════╝
+
+ "fancy_outline" is the same as the "fancy_grid" format but doesn't draw lines between rows:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "fancy_outline"))
+ ╒═══════════╤═══════════╕
+ │ strings │ numbers │
+ ╞═══════════╪═══════════╡
+ │ spam │ 41.9999 │
+ │ eggs │ 451 │
+ ╘═══════════╧═══════════╛
+
+ "pipe" is like tables in PHP Markdown Extra extension or Pandoc
+ pipe_tables:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "pipe"))
+ | strings | numbers |
+ |:----------|----------:|
+ | spam | 41.9999 |
+ | eggs | 451 |
+
+ "presto" is like tables produce by the Presto CLI:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "presto"))
+ strings | numbers
+ -----------+-----------
+ spam | 41.9999
+ eggs | 451
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="pipe"))
+ |:-----|---------:|
+ | spam | 41.9999 |
+ | eggs | 451 |
+
+ "orgtbl" is like tables in Emacs org-mode and orgtbl-mode. They
+ are slightly different from "pipe" format by not using colons to
+ define column alignment, and using a "+" sign to indicate line
+ intersections:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "orgtbl"))
+ | strings | numbers |
+ |-----------+-----------|
+ | spam | 41.9999 |
+ | eggs | 451 |
+
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="orgtbl"))
+ | spam | 41.9999 |
+ | eggs | 451 |
+
+ "rst" is like a simple table format from reStructuredText; please
+ note that reStructuredText accepts also "grid" tables:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]],
+ ... ["strings", "numbers"], "rst"))
+ ========= =========
+ strings numbers
+ ========= =========
+ spam 41.9999
+ eggs 451
+ ========= =========
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="rst"))
+ ==== ========
+ spam 41.9999
+ eggs 451
+ ==== ========
+
+ "mediawiki" produces a table markup used in Wikipedia and on other
+ MediaWiki-based sites:
+
+ >>> print(tabulate([["strings", "numbers"], ["spam", 41.9999], ["eggs", "451.0"]],
+ ... headers="firstrow", tablefmt="mediawiki"))
+ {| class="wikitable" style="text-align: left;"
+ |+
+ |-
+ ! strings !! align="right"| numbers
+ |-
+ | spam || align="right"| 41.9999
+ |-
+ | eggs || align="right"| 451
+ |}
+
+ "html" produces HTML markup as an html.escape'd str
+ with a ._repr_html_ method so that Jupyter Lab and Notebook display the HTML
+ and a .str property so that the raw HTML remains accessible
+ the unsafehtml table format can be used if an unescaped HTML format is required:
+
+ >>> print(tabulate([["strings", "numbers"], ["spam", 41.9999], ["eggs", "451.0"]],
+ ... headers="firstrow", tablefmt="html"))
+
+
+ | strings | numbers |
|---|
+
+
+ | spam | 41.9999 |
+ | eggs | 451 |
+
+
+
+ "latex" produces a tabular environment of LaTeX document markup:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="latex"))
+ \\begin{tabular}{lr}
+ \\hline
+ spam & 41.9999 \\\\
+ eggs & 451 \\\\
+ \\hline
+ \\end{tabular}
+
+ "latex_raw" is similar to "latex", but doesn't escape special characters,
+ such as backslash and underscore, so LaTeX commands may embedded into
+ cells' values:
+
+ >>> print(tabulate([["spam$_9$", 41.9999], ["\\\\emph{eggs}", "451.0"]], tablefmt="latex_raw"))
+ \\begin{tabular}{lr}
+ \\hline
+ spam$_9$ & 41.9999 \\\\
+ \\emph{eggs} & 451 \\\\
+ \\hline
+ \\end{tabular}
+
+ "latex_booktabs" produces a tabular environment of LaTeX document markup
+ using the booktabs.sty package:
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="latex_booktabs"))
+ \\begin{tabular}{lr}
+ \\toprule
+ spam & 41.9999 \\\\
+ eggs & 451 \\\\
+ \\bottomrule
+ \\end{tabular}
+
+ "latex_longtable" produces a tabular environment that can stretch along
+ multiple pages, using the longtable package for LaTeX.
+
+ >>> print(tabulate([["spam", 41.9999], ["eggs", "451.0"]], tablefmt="latex_longtable"))
+ \\begin{longtable}{lr}
+ \\hline
+ spam & 41.9999 \\\\
+ eggs & 451 \\\\
+ \\hline
+ \\end{longtable}
+
+
+ Number parsing
+ --------------
+ By default, anything which can be parsed as a number is a number.
+ This ensures numbers represented as strings are aligned properly.
+ This can lead to weird results for particular strings such as
+ specific git SHAs e.g. "42992e1" will be parsed into the number
+ 429920 and aligned as such.
+
+ To completely disable number parsing (and alignment), use
+ `disable_numparse=True`. For more fine grained control, a list column
+ indices is used to disable number parsing only on those columns
+ e.g. `disable_numparse=[0, 2]` would disable number parsing only on the
+ first and third columns.
+
+ Column Widths and Auto Line Wrapping
+ ------------------------------------
+ Tabulate will, by default, set the width of each column to the length of the
+ longest element in that column. However, in situations where fields are expected
+ to reasonably be too long to look good as a single line, tabulate can help automate
+ word wrapping long fields for you. Use the parameter `maxcolwidth` to provide a
+ list of maximal column widths
+
+ >>> print(tabulate( \
+ [('1', 'John Smith', \
+ 'This is a rather long description that might look better if it is wrapped a bit')], \
+ headers=("Issue Id", "Author", "Description"), \
+ maxcolwidths=[None, None, 30], \
+ tablefmt="grid" \
+ ))
+ +------------+------------+-------------------------------+
+ | Issue Id | Author | Description |
+ +============+============+===============================+
+ | 1 | John Smith | This is a rather long |
+ | | | description that might look |
+ | | | better if it is wrapped a bit |
+ +------------+------------+-------------------------------+
+
+ Header column width can be specified in a similar way using `maxheadercolwidth`
+
+ """
+
+ if tabular_data is None:
+ tabular_data = []
+
+ list_of_lists, headers = _normalize_tabular_data(
+ tabular_data, headers, showindex=showindex
+ )
+ list_of_lists, separating_lines = _remove_separating_lines(list_of_lists)
+
+ if maxcolwidths is not None:
+ num_cols = len(list_of_lists[0])
+ if isinstance(maxcolwidths, int): # Expand scalar for all columns
+ maxcolwidths = _expand_iterable(maxcolwidths, num_cols, maxcolwidths)
+ else: # Ignore col width for any 'trailing' columns
+ maxcolwidths = _expand_iterable(maxcolwidths, num_cols, None)
+
+ numparses = _expand_numparse(disable_numparse, num_cols)
+ list_of_lists = _wrap_text_to_colwidths(
+ list_of_lists, maxcolwidths, numparses=numparses
+ )
+
+ if maxheadercolwidths is not None:
+ num_cols = len(list_of_lists[0])
+ if isinstance(maxheadercolwidths, int): # Expand scalar for all columns
+ maxheadercolwidths = _expand_iterable(
+ maxheadercolwidths, num_cols, maxheadercolwidths
+ )
+ else: # Ignore col width for any 'trailing' columns
+ maxheadercolwidths = _expand_iterable(maxheadercolwidths, num_cols, None)
+
+ numparses = _expand_numparse(disable_numparse, num_cols)
+ headers = _wrap_text_to_colwidths(
+ [headers], maxheadercolwidths, numparses=numparses
+ )[0]
+
+ # empty values in the first column of RST tables should be escaped (issue #82)
+ # "" should be escaped as "\\ " or ".."
+ if tablefmt == "rst":
+ list_of_lists, headers = _rst_escape_first_column(list_of_lists, headers)
+
+ # PrettyTable formatting does not use any extra padding.
+ # Numbers are not parsed and are treated the same as strings for alignment.
+ # Check if pretty is the format being used and override the defaults so it
+ # does not impact other formats.
+ min_padding = MIN_PADDING
+ if tablefmt == "pretty":
+ min_padding = 0
+ disable_numparse = True
+ numalign = "center" if numalign == _DEFAULT_ALIGN else numalign
+ stralign = "center" if stralign == _DEFAULT_ALIGN else stralign
+ else:
+ numalign = "decimal" if numalign == _DEFAULT_ALIGN else numalign
+ stralign = "left" if stralign == _DEFAULT_ALIGN else stralign
+
+ # optimization: look for ANSI control codes once,
+ # enable smart width functions only if a control code is found
+ #
+ # convert the headers and rows into a single, tab-delimited string ensuring
+ # that any bytestrings are decoded safely (i.e. errors ignored)
+ plain_text = "\t".join(
+ chain(
+ # headers
+ map(_to_str, headers),
+ # rows: chain the rows together into a single iterable after mapping
+ # the bytestring conversino to each cell value
+ chain.from_iterable(map(_to_str, row) for row in list_of_lists),
+ )
+ )
+
+ has_invisible = _ansi_codes.search(plain_text) is not None
+
+ enable_widechars = wcwidth is not None and WIDE_CHARS_MODE
+ if (
+ not isinstance(tablefmt, TableFormat)
+ and tablefmt in multiline_formats
+ and _is_multiline(plain_text)
+ ):
+ tablefmt = multiline_formats.get(tablefmt, tablefmt)
+ is_multiline = True
+ else:
+ is_multiline = False
+ width_fn = _choose_width_fn(has_invisible, enable_widechars, is_multiline)
+
+ # format rows and columns, convert numeric values to strings
+ cols = list(izip_longest(*list_of_lists))
+ numparses = _expand_numparse(disable_numparse, len(cols))
+ coltypes = [_column_type(col, numparse=np) for col, np in zip(cols, numparses)]
+ if isinstance(floatfmt, str): # old version
+ float_formats = len(cols) * [
+ floatfmt
+ ] # just duplicate the string to use in each column
+ else: # if floatfmt is list, tuple etc we have one per column
+ float_formats = list(floatfmt)
+ if len(float_formats) < len(cols):
+ float_formats.extend((len(cols) - len(float_formats)) * [_DEFAULT_FLOATFMT])
+ if isinstance(intfmt, str): # old version
+ int_formats = len(cols) * [
+ intfmt
+ ] # just duplicate the string to use in each column
+ else: # if intfmt is list, tuple etc we have one per column
+ int_formats = list(intfmt)
+ if len(int_formats) < len(cols):
+ int_formats.extend((len(cols) - len(int_formats)) * [_DEFAULT_INTFMT])
+ if isinstance(missingval, str):
+ missing_vals = len(cols) * [missingval]
+ else:
+ missing_vals = list(missingval)
+ if len(missing_vals) < len(cols):
+ missing_vals.extend((len(cols) - len(missing_vals)) * [_DEFAULT_MISSINGVAL])
+ cols = [
+ [_format(v, ct, fl_fmt, int_fmt, miss_v, has_invisible) for v in c]
+ for c, ct, fl_fmt, int_fmt, miss_v in zip(
+ cols, coltypes, float_formats, int_formats, missing_vals
+ )
+ ]
+
+ # align columns
+ aligns = [numalign if ct in [int, float] else stralign for ct in coltypes]
+ if colalign is not None:
+ assert isinstance(colalign, Iterable)
+ for idx, align in enumerate(colalign):
+ aligns[idx] = align
+ minwidths = (
+ [width_fn(h) + min_padding for h in headers] if headers else [0] * len(cols)
+ )
+ cols = [
+ _align_column(c, a, minw, has_invisible, enable_widechars, is_multiline)
+ for c, a, minw in zip(cols, aligns, minwidths)
+ ]
+
+ if headers:
+ # align headers and add headers
+ t_cols = cols or [[""]] * len(headers)
+ t_aligns = aligns or [stralign] * len(headers)
+ minwidths = [
+ max(minw, max(width_fn(cl) for cl in c))
+ for minw, c in zip(minwidths, t_cols)
+ ]
+ headers = [
+ _align_header(h, a, minw, width_fn(h), is_multiline, width_fn)
+ for h, a, minw in zip(headers, t_aligns, minwidths)
+ ]
+ rows = list(zip(*cols))
+ else:
+ minwidths = [max(width_fn(cl) for cl in c) for c in cols]
+ rows = list(zip(*cols))
+
+ if not isinstance(tablefmt, TableFormat):
+ tablefmt = _table_formats.get(tablefmt, _table_formats["simple"])
+
+ ra_default = rowalign if isinstance(rowalign, str) else None
+ rowaligns = _expand_iterable(rowalign, len(rows), ra_default)
+ _reinsert_separating_lines(rows, separating_lines)
+
+ return _format_table(
+ tablefmt, headers, rows, minwidths, aligns, is_multiline, rowaligns=rowaligns
+ )
+
+
+def _expand_numparse(disable_numparse, column_count):
+ """
+ Return a list of bools of length `column_count` which indicates whether
+ number parsing should be used on each column.
+ If `disable_numparse` is a list of indices, each of those indices are False,
+ and everything else is True.
+ If `disable_numparse` is a bool, then the returned list is all the same.
+ """
+ if isinstance(disable_numparse, Iterable):
+ numparses = [True] * column_count
+ for index in disable_numparse:
+ numparses[index] = False
+ return numparses
+ else:
+ return [not disable_numparse] * column_count
+
+
+def _expand_iterable(original, num_desired, default):
+ """
+ Expands the `original` argument to return a return a list of
+ length `num_desired`. If `original` is shorter than `num_desired`, it will
+ be padded with the value in `default`.
+ If `original` is not a list to begin with (i.e. scalar value) a list of
+ length `num_desired` completely populated with `default will be returned
+ """
+ if isinstance(original, Iterable) and not isinstance(original, str):
+ return original + [default] * (num_desired - len(original))
+ else:
+ return [default] * num_desired
+
+
+def _pad_row(cells, padding):
+ if cells:
+ pad = " " * padding
+ padded_cells = [pad + cell + pad for cell in cells]
+ return padded_cells
+ else:
+ return cells
+
+
+def _build_simple_row(padded_cells, rowfmt):
+ "Format row according to DataRow format without padding."
+ begin, sep, end = rowfmt
+ return (begin + sep.join(padded_cells) + end).rstrip()
+
+
+def _build_row(padded_cells, colwidths, colaligns, rowfmt):
+ "Return a string which represents a row of data cells."
+ if not rowfmt:
+ return None
+ if hasattr(rowfmt, "__call__"):
+ return rowfmt(padded_cells, colwidths, colaligns)
+ else:
+ return _build_simple_row(padded_cells, rowfmt)
+
+
+def _append_basic_row(lines, padded_cells, colwidths, colaligns, rowfmt, rowalign=None):
+ # NOTE: rowalign is ignored and exists for api compatibility with _append_multiline_row
+ lines.append(_build_row(padded_cells, colwidths, colaligns, rowfmt))
+ return lines
+
+
+def _align_cell_veritically(text_lines, num_lines, column_width, row_alignment):
+ delta_lines = num_lines - len(text_lines)
+ blank = [" " * column_width]
+ if row_alignment == "bottom":
+ return blank * delta_lines + text_lines
+ elif row_alignment == "center":
+ top_delta = delta_lines // 2
+ bottom_delta = delta_lines - top_delta
+ return top_delta * blank + text_lines + bottom_delta * blank
+ else:
+ return text_lines + blank * delta_lines
+
+
+def _append_multiline_row(
+ lines, padded_multiline_cells, padded_widths, colaligns, rowfmt, pad, rowalign=None
+):
+ colwidths = [w - 2 * pad for w in padded_widths]
+ cells_lines = [c.splitlines() for c in padded_multiline_cells]
+ nlines = max(map(len, cells_lines)) # number of lines in the row
+ # vertically pad cells where some lines are missing
+ # cells_lines = [
+ # (cl + [" " * w] * (nlines - len(cl))) for cl, w in zip(cells_lines, colwidths)
+ # ]
+
+ cells_lines = [
+ _align_cell_veritically(cl, nlines, w, rowalign)
+ for cl, w in zip(cells_lines, colwidths)
+ ]
+ lines_cells = [[cl[i] for cl in cells_lines] for i in range(nlines)]
+ for ln in lines_cells:
+ padded_ln = _pad_row(ln, pad)
+ _append_basic_row(lines, padded_ln, colwidths, colaligns, rowfmt)
+ return lines
+
+
+def _build_line(colwidths, colaligns, linefmt):
+ "Return a string which represents a horizontal line."
+ if not linefmt:
+ return None
+ if hasattr(linefmt, "__call__"):
+ return linefmt(colwidths, colaligns)
+ else:
+ begin, fill, sep, end = linefmt
+ cells = [fill * w for w in colwidths]
+ return _build_simple_row(cells, (begin, sep, end))
+
+
+def _append_line(lines, colwidths, colaligns, linefmt):
+ lines.append(_build_line(colwidths, colaligns, linefmt))
+ return lines
+
+
+class JupyterHTMLStr(str):
+ """Wrap the string with a _repr_html_ method so that Jupyter
+ displays the HTML table"""
+
+ def _repr_html_(self):
+ return self
+
+ @property
+ def str(self):
+ """add a .str property so that the raw string is still accessible"""
+ return self
+
+
+def _format_table(fmt, headers, rows, colwidths, colaligns, is_multiline, rowaligns):
+ """Produce a plain-text representation of the table."""
+ lines = []
+ hidden = fmt.with_header_hide if (headers and fmt.with_header_hide) else []
+ pad = fmt.padding
+ headerrow = fmt.headerrow
+
+ padded_widths = [(w + 2 * pad) for w in colwidths]
+ if is_multiline:
+ pad_row = lambda row, _: row # noqa do it later, in _append_multiline_row
+ append_row = partial(_append_multiline_row, pad=pad)
+ else:
+ pad_row = _pad_row
+ append_row = _append_basic_row
+
+ padded_headers = pad_row(headers, pad)
+ padded_rows = [pad_row(row, pad) for row in rows]
+
+ if fmt.lineabove and "lineabove" not in hidden:
+ _append_line(lines, padded_widths, colaligns, fmt.lineabove)
+
+ if padded_headers:
+ append_row(lines, padded_headers, padded_widths, colaligns, headerrow)
+ if fmt.linebelowheader and "linebelowheader" not in hidden:
+ _append_line(lines, padded_widths, colaligns, fmt.linebelowheader)
+
+ if padded_rows and fmt.linebetweenrows and "linebetweenrows" not in hidden:
+ # initial rows with a line below
+ for row, ralign in zip(padded_rows[:-1], rowaligns):
+ append_row(
+ lines, row, padded_widths, colaligns, fmt.datarow, rowalign=ralign
+ )
+ _append_line(lines, padded_widths, colaligns, fmt.linebetweenrows)
+ # the last row without a line below
+ append_row(
+ lines,
+ padded_rows[-1],
+ padded_widths,
+ colaligns,
+ fmt.datarow,
+ rowalign=rowaligns[-1],
+ )
+ else:
+ separating_line = (
+ fmt.linebetweenrows
+ or fmt.linebelowheader
+ or fmt.linebelow
+ or fmt.lineabove
+ or Line("", "", "", "")
+ )
+ for row in padded_rows:
+ # test to see if either the 1st column or the 2nd column (account for showindex) has
+ # the SEPARATING_LINE flag
+ if _is_separating_line(row):
+ _append_line(lines, padded_widths, colaligns, separating_line)
+ else:
+ append_row(lines, row, padded_widths, colaligns, fmt.datarow)
+
+ if fmt.linebelow and "linebelow" not in hidden:
+ _append_line(lines, padded_widths, colaligns, fmt.linebelow)
+
+ if headers or rows:
+ output = "\n".join(lines)
+ if fmt.lineabove == _html_begin_table_without_header:
+ return JupyterHTMLStr(output)
+ else:
+ return output
+ else: # a completely empty table
+ return ""
+
+
+class _CustomTextWrap(textwrap.TextWrapper):
+ """A custom implementation of CPython's textwrap.TextWrapper. This supports
+ both wide characters (Korea, Japanese, Chinese) - including mixed string.
+ For the most part, the `_handle_long_word` and `_wrap_chunks` functions were
+ copy pasted out of the CPython baseline, and updated with our custom length
+ and line appending logic.
+ """
+
+ def __init__(self, *args, **kwargs):
+ self._active_codes = []
+ self.max_lines = None # For python2 compatibility
+ textwrap.TextWrapper.__init__(self, *args, **kwargs)
+
+ @staticmethod
+ def _len(item):
+ """Custom len that gets console column width for wide
+ and non-wide characters as well as ignores color codes"""
+ stripped = _strip_ansi(item)
+ if wcwidth:
+ return wcwidth.wcswidth(stripped)
+ else:
+ return len(stripped)
+
+ def _update_lines(self, lines, new_line):
+ """Adds a new line to the list of lines the text is being wrapped into
+ This function will also track any ANSI color codes in this string as well
+ as add any colors from previous lines order to preserve the same formatting
+ as a single unwrapped string.
+ """
+ code_matches = [x for x in _ansi_codes.finditer(new_line)]
+ color_codes = [
+ code.string[code.span()[0] : code.span()[1]] for code in code_matches
+ ]
+
+ # Add color codes from earlier in the unwrapped line, and then track any new ones we add.
+ new_line = "".join(self._active_codes) + new_line
+
+ for code in color_codes:
+ if code != _ansi_color_reset_code:
+ self._active_codes.append(code)
+ else: # A single reset code resets everything
+ self._active_codes = []
+
+ # Always ensure each line is color terminted if any colors are
+ # still active, otherwise colors will bleed into other cells on the console
+ if len(self._active_codes) > 0:
+ new_line = new_line + _ansi_color_reset_code
+
+ lines.append(new_line)
+
+ def _handle_long_word(self, reversed_chunks, cur_line, cur_len, width):
+ """_handle_long_word(chunks : [string],
+ cur_line : [string],
+ cur_len : int, width : int)
+ Handle a chunk of text (most likely a word, not whitespace) that
+ is too long to fit in any line.
+ """
+ # Figure out when indent is larger than the specified width, and make
+ # sure at least one character is stripped off on every pass
+ if width < 1:
+ space_left = 1
+ else:
+ space_left = width - cur_len
+
+ # If we're allowed to break long words, then do so: put as much
+ # of the next chunk onto the current line as will fit.
+ if self.break_long_words:
+ # Tabulate Custom: Build the string up piece-by-piece in order to
+ # take each charcter's width into account
+ chunk = reversed_chunks[-1]
+ i = 1
+ while self._len(chunk[:i]) <= space_left:
+ i = i + 1
+ cur_line.append(chunk[: i - 1])
+ reversed_chunks[-1] = chunk[i - 1 :]
+
+ # Otherwise, we have to preserve the long word intact. Only add
+ # it to the current line if there's nothing already there --
+ # that minimizes how much we violate the width constraint.
+ elif not cur_line:
+ cur_line.append(reversed_chunks.pop())
+
+ # If we're not allowed to break long words, and there's already
+ # text on the current line, do nothing. Next time through the
+ # main loop of _wrap_chunks(), we'll wind up here again, but
+ # cur_len will be zero, so the next line will be entirely
+ # devoted to the long word that we can't handle right now.
+
+ def _wrap_chunks(self, chunks):
+ """_wrap_chunks(chunks : [string]) -> [string]
+ Wrap a sequence of text chunks and return a list of lines of
+ length 'self.width' or less. (If 'break_long_words' is false,
+ some lines may be longer than this.) Chunks correspond roughly
+ to words and the whitespace between them: each chunk is
+ indivisible (modulo 'break_long_words'), but a line break can
+ come between any two chunks. Chunks should not have internal
+ whitespace; ie. a chunk is either all whitespace or a "word".
+ Whitespace chunks will be removed from the beginning and end of
+ lines, but apart from that whitespace is preserved.
+ """
+ lines = []
+ if self.width <= 0:
+ raise ValueError("invalid width %r (must be > 0)" % self.width)
+ if self.max_lines is not None:
+ if self.max_lines > 1:
+ indent = self.subsequent_indent
+ else:
+ indent = self.initial_indent
+ if self._len(indent) + self._len(self.placeholder.lstrip()) > self.width:
+ raise ValueError("placeholder too large for max width")
+
+ # Arrange in reverse order so items can be efficiently popped
+ # from a stack of chucks.
+ chunks.reverse()
+
+ while chunks:
+
+ # Start the list of chunks that will make up the current line.
+ # cur_len is just the length of all the chunks in cur_line.
+ cur_line = []
+ cur_len = 0
+
+ # Figure out which static string will prefix this line.
+ if lines:
+ indent = self.subsequent_indent
+ else:
+ indent = self.initial_indent
+
+ # Maximum width for this line.
+ width = self.width - self._len(indent)
+
+ # First chunk on line is whitespace -- drop it, unless this
+ # is the very beginning of the text (ie. no lines started yet).
+ if self.drop_whitespace and chunks[-1].strip() == "" and lines:
+ del chunks[-1]
+
+ while chunks:
+ chunk_len = self._len(chunks[-1])
+
+ # Can at least squeeze this chunk onto the current line.
+ if cur_len + chunk_len <= width:
+ cur_line.append(chunks.pop())
+ cur_len += chunk_len
+
+ # Nope, this line is full.
+ else:
+ break
+
+ # The current line is full, and the next chunk is too big to
+ # fit on *any* line (not just this one).
+ if chunks and self._len(chunks[-1]) > width:
+ self._handle_long_word(chunks, cur_line, cur_len, width)
+ cur_len = sum(map(self._len, cur_line))
+
+ # If the last chunk on this line is all whitespace, drop it.
+ if self.drop_whitespace and cur_line and cur_line[-1].strip() == "":
+ cur_len -= self._len(cur_line[-1])
+ del cur_line[-1]
+
+ if cur_line:
+ if (
+ self.max_lines is None
+ or len(lines) + 1 < self.max_lines
+ or (
+ not chunks
+ or self.drop_whitespace
+ and len(chunks) == 1
+ and not chunks[0].strip()
+ )
+ and cur_len <= width
+ ):
+ # Convert current line back to a string and store it in
+ # list of all lines (return value).
+ self._update_lines(lines, indent + "".join(cur_line))
+ else:
+ while cur_line:
+ if (
+ cur_line[-1].strip()
+ and cur_len + self._len(self.placeholder) <= width
+ ):
+ cur_line.append(self.placeholder)
+ self._update_lines(lines, indent + "".join(cur_line))
+ break
+ cur_len -= self._len(cur_line[-1])
+ del cur_line[-1]
+ else:
+ if lines:
+ prev_line = lines[-1].rstrip()
+ if (
+ self._len(prev_line) + self._len(self.placeholder)
+ <= self.width
+ ):
+ lines[-1] = prev_line + self.placeholder
+ break
+ self._update_lines(lines, indent + self.placeholder.lstrip())
+ break
+
+ return lines
+
+
+def _main():
+ """\
+ Usage: tabulate [options] [FILE ...]
+
+ Pretty-print tabular data.
+ See also https://github.com/astanin/python-tabulate
+
+ FILE a filename of the file with tabular data;
+ if "-" or missing, read data from stdin.
+
+ Options:
+
+ -h, --help show this message
+ -1, --header use the first row of data as a table header
+ -o FILE, --output FILE print table to FILE (default: stdout)
+ -s REGEXP, --sep REGEXP use a custom column separator (default: whitespace)
+ -F FPFMT, --float FPFMT floating point number format (default: g)
+ -I INTFMT, --int INTFMT integer point number format (default: "")
+ -f FMT, --format FMT set output table format; supported formats:
+ plain, simple, grid, fancy_grid, pipe, orgtbl,
+ rst, mediawiki, html, latex, latex_raw,
+ latex_booktabs, latex_longtable, tsv
+ (default: simple)
+ """
+ import getopt
+ import sys
+ import textwrap
+
+ usage = textwrap.dedent(_main.__doc__)
+ try:
+ opts, args = getopt.getopt(
+ sys.argv[1:],
+ "h1o:s:F:A:f:",
+ ["help", "header", "output", "sep=", "float=", "int=", "align=", "format="],
+ )
+ except getopt.GetoptError as e:
+ print(e)
+ print(usage)
+ sys.exit(2)
+ headers = []
+ floatfmt = _DEFAULT_FLOATFMT
+ intfmt = _DEFAULT_INTFMT
+ colalign = None
+ tablefmt = "simple"
+ sep = r"\s+"
+ outfile = "-"
+ for opt, value in opts:
+ if opt in ["-1", "--header"]:
+ headers = "firstrow"
+ elif opt in ["-o", "--output"]:
+ outfile = value
+ elif opt in ["-F", "--float"]:
+ floatfmt = value
+ elif opt in ["-I", "--int"]:
+ intfmt = value
+ elif opt in ["-C", "--colalign"]:
+ colalign = value.split()
+ elif opt in ["-f", "--format"]:
+ if value not in tabulate_formats:
+ print("%s is not a supported table format" % value)
+ print(usage)
+ sys.exit(3)
+ tablefmt = value
+ elif opt in ["-s", "--sep"]:
+ sep = value
+ elif opt in ["-h", "--help"]:
+ print(usage)
+ sys.exit(0)
+ files = [sys.stdin] if not args else args
+ with (sys.stdout if outfile == "-" else open(outfile, "w")) as out:
+ for f in files:
+ if f == "-":
+ f = sys.stdin
+ if _is_file(f):
+ _pprint_file(
+ f,
+ headers=headers,
+ tablefmt=tablefmt,
+ sep=sep,
+ floatfmt=floatfmt,
+ intfmt=intfmt,
+ file=out,
+ colalign=colalign,
+ )
+ else:
+ with open(f) as fobj:
+ _pprint_file(
+ fobj,
+ headers=headers,
+ tablefmt=tablefmt,
+ sep=sep,
+ floatfmt=floatfmt,
+ intfmt=intfmt,
+ file=out,
+ colalign=colalign,
+ )
+
+
+def _pprint_file(fobject, headers, tablefmt, sep, floatfmt, intfmt, file, colalign):
+ rows = fobject.readlines()
+ table = [re.split(sep, r.rstrip()) for r in rows if r.strip()]
+ print(
+ tabulate(
+ table,
+ headers,
+ tablefmt,
+ floatfmt=floatfmt,
+ intfmt=intfmt,
+ colalign=colalign,
+ ),
+ file=file,
+ )
+
+
+if __name__ == "__main__":
+ _main()