id int64 0 190k | prompt stringlengths 21 13.4M | docstring stringlengths 1 12k ⌀ |
|---|---|---|
2,460 | from __future__ import annotations
from typing import Any
from checkov.common.typing import LibraryGraph
from checkov.common.util.data_structures_utils import find_in_dict
from checkov.common.util.type_forcers import force_list, extract_json
from checkov.terraform.image_referencer.base_provider import BaseTerraformProv... | null |
2,461 | from __future__ import annotations
from typing import Any
from checkov.common.typing import LibraryGraph
from checkov.common.util.data_structures_utils import find_in_dict
from checkov.common.util.type_forcers import force_list, extract_json
from checkov.terraform.image_referencer.base_provider import BaseTerraformProv... | null |
2,462 | from __future__ import annotations
import json
import logging
import os
from collections import defaultdict
from pathlib import Path
from typing import Optional, Dict, Mapping, Set, Tuple, Callable, Any, List, cast, TYPE_CHECKING, overload
import hcl2
from checkov.common.parallelizer.parallel_runner import parallel_run... | null |
2,463 | from __future__ import annotations
import json
import logging
import os
from collections import defaultdict
from pathlib import Path
from typing import Optional, Dict, Mapping, Set, Tuple, Callable, Any, List, cast, TYPE_CHECKING, overload
import hcl2
from checkov.common.parallelizer.parallel_runner import parallel_run... | null |
2,464 | from __future__ import annotations
import json
import logging
import os
from collections import defaultdict
from pathlib import Path
from typing import Optional, Dict, Mapping, Set, Tuple, Callable, Any, List, cast, TYPE_CHECKING, overload
import hcl2
from checkov.common.parallelizer.parallel_runner import parallel_run... | Load JSON or HCL, depending on filename. :return: None if the file can't be loaded |
2,465 | from __future__ import annotations
import json
import logging
import os
import re
from pathlib import Path
from typing import List, Callable, TYPE_CHECKING
from checkov.common.parallelizer.parallel_runner import parallel_runner
from checkov.common.util.file_utils import read_file_with_any_encoding
from checkov.common.u... | null |
2,466 | from __future__ import annotations
import re
from typing import List, Dict, Optional, cast, Callable
from checkov.common.packaging import version
VERSION_REGEX = re.compile(r"^(?P<operator>=|!=|>=|>|<=|<|~>)?\s*(?P<version>[\d.]+-?\w*)$")
class VersionConstraint:
"""
A class representing a module version. Enabl... | :param raw_version: A string representation of a version, e.g: "~> v1.2.3" :return: VersionConstraint instance |
2,467 | from __future__ import annotations
import re
from typing import List, Dict, Optional, cast, Callable
from checkov.common.packaging import version
The provided code snippet includes necessary dependencies for implementing the `order_versions_in_descending_order` function. Write a Python function `def order_versions_in_... | :param versions_strings: array of string versions: ["v1.2.3", "v1.2.4"...] :return: A sorted array of versions in descending order |
2,468 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,469 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,470 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,471 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,472 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,473 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,474 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,475 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,476 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,477 | from __future__ import annotations
import json
import logging
from collections.abc import Hashable
from typing import Dict, List, Union, Any, Callable
from checkov.common.util.data_structures_utils import pickle_deepcopy
from checkov.common.util.type_forcers import convert_str_to_bool
from checkov.common.util.parser_ut... | null |
2,478 | from __future__ import annotations
from collections import defaultdict
import json
import logging
import os
from typing import Dict, List, Tuple, Any
from charset_normalizer import from_fp
from checkov.terraform.context_parsers.registry import parser_registry
from checkov.terraform.plan_parser import parse_tf_plan, TF_... | null |
2,479 | from __future__ import annotations
from collections import defaultdict
import json
import logging
import os
from typing import Dict, List, Tuple, Any
from charset_normalizer import from_fp
from checkov.terraform.context_parsers.registry import parser_registry
from checkov.terraform.plan_parser import parse_tf_plan, TF_... | null |
2,480 | from __future__ import annotations
from collections import defaultdict
import json
import logging
import os
from typing import Dict, List, Tuple, Any
from charset_normalizer import from_fp
from checkov.terraform.context_parsers.registry import parser_registry
from checkov.terraform.plan_parser import parse_tf_plan, TF_... | return resource id with the last module in the address example: from address='module.name1.module.name2.type.name' return 'module: module.name2.type.name' |
2,481 | from __future__ import annotations
import logging
import subprocess
def get_kustomize_version(kustomize_command: str) -> str | None:
try:
proc = subprocess.run([kustomize_command, "version"], capture_output=True) # nosec
version_output = proc.stdout.decode("utf-8")
if "Version:" in versio... | null |
2,482 | from __future__ import annotations
import logging
import subprocess
def get_kubectl_version(kubectl_command: str) -> float | None:
try:
proc = subprocess.run([kubectl_command, "version", "--client=true"], capture_output=True) # nosec
version_output = proc.stdout.decode("utf-8")
if "Client... | null |
2,483 | from __future__ import annotations
import io
import logging
import multiprocessing
import os
import pathlib
import platform
import shutil
import subprocess
import tempfile
import yaml
from typing import Optional, Dict, Any, TextIO, TYPE_CHECKING
from checkov.common.graph.graph_builder import CustomAttributes
from chec... | null |
2,484 | import hmac
from hashlib import sha1, sha256
import os
from google.cloud import secretmanager
PROJECT_NAME = os.environ.get("PROJECT_NAME")
def get_secret(project_name, secret_name, version_num):
"""
Returns secret payload from Cloud Secret Manager
"""
try:
client = secretmanager.SecretManagerSe... | Verifies that the signature received from the github event is accurate |
2,485 | import hmac
from hashlib import sha1, sha256
import os
from google.cloud import secretmanager
PROJECT_NAME = os.environ.get("PROJECT_NAME")
def get_secret(project_name, secret_name, version_num):
"""
Returns secret payload from Cloud Secret Manager
"""
try:
client = secretmanager.SecretManagerSe... | Verifies that the signature received from the circleci event is accurate |
2,486 | import hmac
from hashlib import sha1, sha256
import os
from google.cloud import secretmanager
PROJECT_NAME = os.environ.get("PROJECT_NAME")
def get_secret(project_name, secret_name, version_num):
"""
Returns secret payload from Cloud Secret Manager
"""
try:
client = secretmanager.SecretManagerSe... | Verifies that the signature received from the pagerduty event is accurate |
2,487 | import hmac
from hashlib import sha1, sha256
import os
from google.cloud import secretmanager
PROJECT_NAME = os.environ.get("PROJECT_NAME")
def get_secret(project_name, secret_name, version_num):
"""
Returns secret payload from Cloud Secret Manager
"""
try:
client = secretmanager.SecretManagerSe... | Verifies that the token received from the event is accurate |
2,488 | import json
import os
import sys
from flask import abort, Flask, request
from google.cloud import pubsub_v1
import sources
def publish_to_pubsub(source, msg, headers):
"""
Publishes the message to Cloud Pub/Sub
"""
try:
publisher = pubsub_v1.PublisherClient()
topic_path = publisher.topic... | Receives event data from a webhook, checks if the source is authorized, checks if the signature is verified, and then sends the data to Pub/Sub. |
2,489 | import hashlib
import json
from google.cloud import bigquery
def is_unique(client, signature):
sql = "SELECT signature FROM four_keys.events_raw WHERE signature = '%s'"
query_job = client.query(sql % signature)
results = query_job.result()
return not results.total_rows
def insert_row_into_bigquery(even... | null |
2,490 | import hashlib
import json
from google.cloud import bigquery
def is_unique(client, signature):
sql = "SELECT signature FROM four_keys.events_raw WHERE signature = '%s'"
query_job = client.query(sql % signature)
results = query_job.result()
return not results.total_rows
def insert_row_into_events_enrich... | null |
2,491 | import hashlib
import json
from google.cloud import bigquery
def create_unique_id(msg):
hashed = hashlib.sha1(bytes(json.dumps(msg), "utf-8"))
return hashed.hexdigest() | null |
2,492 | def flatten(d, sep="_"):
obj = {}
def recurse(t, parent_key=""):
if isinstance(t, list):
for i in range(len(t)):
recurse(t[i], parent_key + sep + str(i) if parent_key else str(i))
elif isinstance(t, dict):
for k, v in t.items():
recurse(v, ... | null |
2,493 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def make_changes(num_changes, vcs, event_timespan, before=None):
"""Make a single ... | Make a lit of changesets of length ``num_event`` Args: num_events (int): the number of changesets to generate vcs: the version control system being used (options include github or gitlab event_timespan: time duration (in seconds) of timestamps of generated events num_changes: number of changes per changeset, defaults t... |
2,494 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
The provided code snippet includes necessary dependencies for implementing the `make_... | Make individual change from a changeset Args: changeset: Changeset to make individual change from vcs: the version control system being used (options include github or gitlab Returns: |
2,495 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def create_github_deploy_event(change):
deployment = {
"deployment_status... | null |
2,496 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def create_gitlab_pipeline_event(changes):
pipeline = None
checkout_sha = cha... | null |
2,497 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def create_gitlab_deploy_event(changes, deploy_id=None):
deployment = None
ch... | null |
2,498 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def make_github_issue(root_cause):
event = {
"issue": {
"crea... | null |
2,499 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def make_gitlab_issue(changes):
issue = None
checkout_sha = changes["checkout... | null |
2,500 | from __future__ import annotations
import argparse
import datetime
import hmac
import json
import math
import os
import random
import secrets
import time
import sys
from hashlib import sha1
from urllib.request import Request, urlopen
def make_webhook_request(vcs, webhook_url, secret, event_type, data, token=None):
... | null |
2,501 | import base64
import os
import json
import shared
from flask import Flask, request
def process_new_source_event(msg):
metadata = json.loads(base64.b64decode(msg["data"]).decode("utf-8").strip())
# [TODO: Parse the msg data to map to the event object below]
new_source_event = {
"event_type": "event_t... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,502 | import base64
import os
import json
import shared
from flask import Flask, request
def process_argocd_event(msg):
metadata = json.loads(base64.b64decode(msg["data"]).decode("utf-8").strip())
# Unique hash for the event
signature = shared.create_unique_id(msg)
argocd_event = {
"event_type": "depl... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,503 | import base64
import os
import json
import shared
from flask import Flask, request
def process_cloud_build_event(attr, msg):
event_type = "build"
e_id = attr["buildId"]
# Unique hash for the event
signature = shared.create_unique_id(msg)
# Payload
metadata = json.loads(base64.b64decode(msg["data... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,504 | import base64
import os
import json
import shared
from flask import Flask, request
def process_circleci_event(headers, msg):
event_type = headers["Circleci-Event-Type"]
signature = headers["Circleci-Signature"]
metadata = json.loads(base64.b64decode(msg["data"]).decode("utf-8").strip())
types = {"workfl... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,505 | import base64
import os
import json
import shared
from flask import Flask, request
def process_pagerduty_event(msg):
metadata = json.loads(base64.b64decode(msg["data"]).decode("utf-8").strip())
print(f"Metadata after decoding {metadata}")
# Unique hash for the event
signature = shared.create_unique_id(m... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,506 | import base64
import os
import json
import shared
from cloudevents.http import from_http, to_json
from flask import Flask, request
def process_tekton_event(headers, msg):
data = base64.b64decode(msg["data"]).decode("utf-8").strip()
cloud_event = from_http(headers, data)
if "pipelineRun" in cloud_event.data:... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,507 | import base64
from datetime import datetime
import os
import json
import shared
from flask import Flask, request
def process_gitlab_event(headers, msg):
# Unique hash for the event
signature = shared.create_unique_id(msg)
source = "gitlab"
if "Mock" in headers:
source += "mock"
types = {"pus... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,508 | import base64
import os
import json
import shared
from flask import Flask, request
def process_github_event(headers, msg):
event_type = headers["X-Github-Event"]
signature = headers["X-Hub-Signature"]
source = "github"
if "Mock" in headers:
source += "mock"
types = {"push", "pull_request", "... | Receives messages from a push subscription from Pub/Sub. Parses the message, and inserts it into BigQuery. |
2,509 | import os
import nox
The provided code snippet includes necessary dependencies for implementing the `_collect_dirs` function. Write a Python function `def _collect_dirs( start_dir, suffix="_test.py", recurse_further=False, )` to solve the following problem:
Recursively collects a list of dirs that contain ... | Recursively collects a list of dirs that contain a file matching the given suffix. This works by listing the contents of directories and finding directories that have `*_test.py` files. |
2,510 | import os
import nox
def _session_tests(session, folder):
"""Runs py.test for a particular directory."""
session.chdir(folder)
if os.path.exists("requirements.txt"):
session.install("-r", "requirements.txt")
session.run(
"pytest",
*(session.posargs),
# Pytest will return ... | Runs py.test for a folder using the specified version of Python. |
2,511 | import os
import nox
def _determine_local_import_names(start_dir):
"""Determines all import names that should be considered "local".
This is used when running the linter to insure that import order is
properly checked.
"""
file_ext_pairs = [os.path.splitext(path) for path in os.listdir(start_dir)]
... | null |
2,512 | import sys
from argparse import ArgumentParser, FileType
from inspect import signature
import numpy as np
import m2cgen
parser = ArgumentParser(
prog="m2cgen",
description="Generate code in native language for provided model.")
parser.add_argument(
"infile",
type=FileType("rb"),
nargs="?",
defau... | null |
2,513 | import sys
from argparse import ArgumentParser, FileType
from inspect import signature
import numpy as np
import m2cgen
LANGUAGE_TO_EXPORTER = {
"python": (m2cgen.export_to_python, ["indent", "function_name"]),
"java": (m2cgen.export_to_java, ["indent", "class_name", "package_name", "function_name"]),
"c": ... | null |
2,514 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Java code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. package_name : string, optional Java package name. By default no package name is used. class_name : string, optional The name of the generated class. indent : int, optional... |
2,515 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Python code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : stri... |
2,516 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a C code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,517 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Go code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,518 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a JavaScript code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : ... |
2,519 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Visual Basic (also can be treated as VBA with some small manual changes, see a note below) code representation of the given model. .. note:: The generated code representation can be easily used as VBA code. You simply need to remove the first (`Module Model`) and the last (`End Module`) lines, and manually ... |
2,520 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a C# code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. namespace : string, optional The namespace for the generated code. class_name : string, optional The name of the generated class. indent : int, optional The size of indents i... |
2,521 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a PowerShell code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : ... |
2,522 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a R code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,523 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a PHP code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,524 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Dart code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,525 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Haskell code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. module_name : string, optional The name of the generated module. indent : int, optional The size of indents in the generated code. function_name : string, optional Name ... |
2,526 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Ruby code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,527 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a F# code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,528 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates a Rust code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. indent : int, optional The size of indents in the generated code. function_name : string, optional Name of the function in the generated code. Returns ------- code : string |
2,529 | from m2cgen import interpreters
from m2cgen.assemblers import get_assembler_cls
def _export(model, interpreter):
assembler_cls = get_assembler_cls(model)
model_ast = assembler_cls(model).assemble()
return interpreter.interpret(model_ast)
The provided code snippet includes necessary dependencies for impleme... | Generates an Elixir code representation of the given model. Parameters ---------- model : object The model object that should be transpiled into code. module_name : string, optional The name of the generated module. indent : int, optional The size of indents in the generated code. function_name : string, optional Name ... |
2,530 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def abs(expr):
expr = ast.IdExpr(expr, to_reuse=True)
return ast.IfExpr(
utils.lt(expr, ast.NumVal(0.0)),
utils.sub(ast.NumVal(0.0), expr),
expr) | null |
2,531 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def tanh(expr):
expr = ast.IdExpr(expr, to_reuse=True)
tanh_expr = utils.sub(
ast.NumVal(1.0),
utils.div(
ast.NumVal(2.0),
utils.add(
ast.ExpExpr(
utils.mul(
... | null |
2,532 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def sqrt(expr):
return ast.PowExpr(
base_expr=expr,
exp_expr=ast.NumVal(0.5)) | null |
2,533 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def exp(expr):
return ast.PowExpr(
base_expr=ast.NumVal(math.e),
exp_expr=expr) | null |
2,534 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def log1p(expr):
# Use trick to compute log1p for small values more accurate
# https://www.johndcook.com/blog/2012/07/25/trick-for-computing-log1x/
expr = ast.IdExpr(expr, to_reuse=True)
expr1p = utils.add(ast.NumVal(1.0), expr, to_... | null |
2,535 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def atan(expr):
expr = ast.IdExpr(expr, to_reuse=True)
expr_abs = ast.AbsExpr(expr, to_reuse=True)
expr_reduced = ast.IdExpr(
ast.IfExpr(
utils.gt(expr_abs, ast.NumVal(2.4142135623730950488)),
utils.div(... | null |
2,536 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def sigmoid(expr, to_reuse=False):
neg_expr = ast.BinNumExpr(ast.NumVal(0.0), expr, ast.BinNumOpType.SUB)
exp_expr = ast.ExpExpr(neg_expr)
return ast.BinNumExpr(
ast.NumVal(1.0),
ast.BinNumExpr(ast.NumVal(1.0), exp_expr,... | null |
2,537 | import math
from m2cgen import ast
from m2cgen.assemblers import utils
def softmax(exprs):
exp_exprs = [ast.ExpExpr(e, to_reuse=True) for e in exprs]
exp_sum_expr = utils.apply_op_to_expressions(ast.BinNumOpType.ADD, *exp_exprs, to_reuse=True)
return ast.VectorVal([
ast.BinNumExpr(e, exp_sum_expr, ... | null |
2,538 | import numpy as np
from m2cgen import ast
def to_1d_array(var):
return np.ravel(np.asarray(var)) | null |
2,539 | import numpy as np
from m2cgen import ast
def to_2d_array(var):
shape = np.shape(var)
if len(shape) == 2:
x, y = shape
else:
x, y = 1, np.size(var)
return np.reshape(np.asarray(var), (x, y)) | null |
2,540 | import json
import math
import numpy as np
from m2cgen import ast
from m2cgen.assemblers import utils
from m2cgen.assemblers.base import ModelAssembler
from m2cgen.assemblers.linear import _linear_to_ast
def _split_estimator_params_by_classes(values, n_classes, params_seq_len):
# Splits are computed based on a com... | null |
2,541 | import math
import numpy as np
from m2cgen import ast
from m2cgen.assemblers import utils
from m2cgen.assemblers.base import ModelAssembler
def _linear_to_ast(coef, intercept):
feature_weight_mul_ops = [
utils.mul(ast.FeatureRef(index), ast.NumVal(value))
for index, value in enumerate(coef)
]
... | null |
2,542 | from enum import Enum
from inspect import getmembers, isclass
from sys import modules
import numpy as np
class FeatureRef(Expr):
def __init__(self, index):
self.index = index
def __str__(self):
return f"FeatureRef({self.index})"
def __eq__(self, other):
return type(other) is FeatureR... | null |
2,543 | from enum import Enum
from inspect import getmembers, isclass
from sys import modules
import numpy as np
def _eq_bin_exprs(expr_one, expr_two, expected_type):
return (type(expr_one) is expected_type and
type(expr_two) is expected_type and
expr_one.left == expr_two.left and
expr_... | null |
2,544 | import math
import re
from collections import namedtuple
from functools import lru_cache
import numpy as np
from m2cgen.ast import TOTAL_NUMBER_OF_EXPRESSIONS
def get_file_content(path):
return path.read_text(encoding="utf-8") | null |
2,545 | import math
import re
from collections import namedtuple
from functools import lru_cache
import numpy as np
from m2cgen.ast import TOTAL_NUMBER_OF_EXPRESSIONS
def _normalize_expr_name(name):
return re.sub("(?!^)([A-Z]+)", r"_\1", name).lower()
def _get_handler_name(expr_tpe):
return f"interpret_{_normalize_exp... | null |
2,546 | import math
import re
from collections import namedtuple
from functools import lru_cache
import numpy as np
from m2cgen.ast import TOTAL_NUMBER_OF_EXPRESSIONS
def format_float(value):
return np.format_float_positional(value, unique=True, trim="0") | null |
2,547 |
def add_vectors(v1, v2):
return [sum(i) for i in zip(v1, v2)] | null |
2,548 |
def mul_vector_number(v1, num):
return [i * num for i in v1] | null |
2,549 |
def softmax(x):
m = max(x)
exps = [math.exp(i - m) for i in x]
s = sum(exps)
for idx, _ in enumerate(exps):
exps[idx] /= s
return exps | null |
2,550 |
def sigmoid(x):
if x < 0.0:
z = math.exp(x)
return z / (1.0 + z)
return 1.0 / (1.0 + math.exp(-x)) | null |
2,551 |
def score(input):
if input[2] <= 2.449999988079071:
var0 = [1.0, 0.0, 0.0]
else:
if input[3] <= 1.75:
if input[2] <= 4.950000047683716:
if input[3] <= 1.6500000357627869:
var0 = [0.0, 1.0, 0.0]
else:
var0 = [0.... | null |
2,552 | def add_vectors(v1, v2):
return [sum(i) for i in zip(v1, v2)]
def mul_vector_number(v1, num):
return [i * num for i in v1]
def score(input):
if input[3] <= 0.75:
var0 = [1.0, 0.0, 0.0]
else:
if input[2] <= 4.75:
var0 = [0.0, 1.0, 0.0]
else:
if input[2] <=... | null |
2,553 | import math
def score(input):
var0 = math.exp(-0.06389634699048878 * (math.pow(5.1 - input[0], 2.0) + math.pow(2.5 - input[1], 2.0) + math.pow(3.0 - input[2], 2.0) + math.pow(1.1 - input[3], 2.0)))
var1 = math.exp(-0.06389634699048878 * (math.pow(4.9 - input[0], 2.0) + math.pow(2.4 - input[1], 2.0) + math.pow(... | null |
2,554 | import math
def softmax(x):
m = max(x)
exps = [math.exp(i - m) for i in x]
s = sum(exps)
for idx, _ in enumerate(exps):
exps[idx] /= s
return exps
def score(input):
if input[2] >= 2.45:
var0 = -0.21995015
else:
var0 = 0.4302439
if input[2] >= 2.45:
var1 =... | null |
2,555 | import math
def softmax(x):
m = max(x)
exps = [math.exp(i - m) for i in x]
s = sum(exps)
for idx, _ in enumerate(exps):
exps[idx] /= s
return exps
def score(input):
if input[2] > 3.1500000000000004:
var0 = -1.1986122886681099
else:
if input[1] > 3.35:
var... | null |
2,556 |
def score(input):
return [9.700311953536998 + input[0] * -0.4128360473754751 + input[1] * 0.9680426131053453 + input[2] * -2.498310603183548 + input[3] * -1.0723230787022542, 2.1575759475871163 + input[0] * 0.5400806228605453 + input[1] * -0.3245383349519669 + input[2] * -0.2034493200950831 + input[3] * -0.933818... | null |
2,557 |
def score(input):
if input[12] <= 9.724999904632568:
if input[5] <= 7.437000036239624:
if input[7] <= 1.4849499464035034:
var0 = 50.0
else:
var0 = 26.681034482758605
else:
var0 = 44.96896551724139
else:
if input[12] <=... | null |
2,558 |
def score(input):
if input[12] <= 9.845000267028809:
if input[5] <= 6.959500074386597:
if input[6] <= 96.20000076293945:
var0 = 25.093162393162395
else:
var0 = 50.0
else:
var0 = 38.074999999999996
else:
if input[12] <=... | null |
2,559 | import math
def score(input):
return 25.346480984077544 + math.exp(-0.0000036459736698188483 * (math.pow(16.8118 - input[0], 2.0) + math.pow(0.0 - input[1], 2.0) + math.pow(18.1 - input[2], 2.0) + math.pow(0.0 - input[3], 2.0) + math.pow(0.7 - input[4], 2.0) + math.pow(5.277 - input[5], 2.0) + math.pow(98.1 - inpu... | null |
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