Browse Source

Schema not includes time

master
Juni Kim 2 years ago
parent
commit
c8d1f62214
  1. 2
      .gitignore
  2. 12
      2-5-23.txt
  3. 12
      app.py
  4. 3
      entrypoint.sh
  5. 43
      flake.lock
  6. 30
      flake.nix
  7. 1
      migrations/README
  8. 50
      migrations/alembic.ini
  9. 110
      migrations/env.py
  10. 24
      migrations/script.py.mako
  11. 58
      migrations/versions/7e9528cf1416_first_migration.py
  12. 422
      poetry.lock
  13. 2
      pyproject.toml
  14. 1
      templates/admin.html

2
.gitignore

@ -160,3 +160,5 @@ cython_debug/
# and can be added to the global gitignore or merged into this file. For a more nuclear # and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder. # option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/ #.idea/
/R
.swp

12
2-5-23.txt

@ -0,0 +1,12 @@
# Changes to Make
- Show how to make a network request in R to the server
- Version Control (what date a compound was added)
- createdAt, but configurable.
- Compare the database to the list of compunds and you only want compounds
from that date or before?
- Emphasizing Local? - Accessible through a url.
- Shiny app
- Permissions System (revoke, access API keys)

12
app.py

@ -6,22 +6,21 @@ from sqlalchemy import inspect, and_
from flask_wtf import FlaskForm from flask_wtf import FlaskForm
import bcrypt import bcrypt
from wtforms_alchemy import model_form_factory from wtforms_alchemy import model_form_factory
from flask_migrate import Migrate
db: SQLAlchemy = SQLAlchemy()
app = Flask(__name__) app = Flask(__name__)
app.config["SQLALCHEMY_DATABASE_URI"] = "sqlite:///project.db" app.config["SQLALCHEMY_DATABASE_URI"] = "sqlite:///project.db"
app.secret_key = '98d31240f9fbe14c8083586db49c19c3a8d3f726' app.secret_key = '98d31240f9fbe14c8083586db49c19c3a8d3f726'
db.init_app(app)
db: SQLAlchemy = SQLAlchemy(app)
migrate = Migrate(app, db)
BaseModelForm = model_form_factory(FlaskForm) BaseModelForm = model_form_factory(FlaskForm)
class ModelForm(BaseModelForm): class ModelForm(BaseModelForm):
@classmethod @classmethod
def get_session(self):
def get_session(cls):
return db.session return db.session
@ -87,6 +86,8 @@ class Chemical(db.Model):
msms_detected = db.Column(db.Boolean) msms_detected = db.Column(db.Boolean)
msms_purity = db.Column(db.Float) msms_purity = db.Column(db.Float)
createdAt = db.Column(db.Date)
class ChemicalForm(ModelForm): class ChemicalForm(ModelForm):
class Meta: class Meta:
@ -228,7 +229,6 @@ def chemical_all():
data.append({"url": url_for("chemical_view", id=x.id), "name": x.name, "mz": x.final_mz, "rt": x.final_rt}) data.append({"url": url_for("chemical_view", id=x.id), "name": x.name, "mz": x.final_mz, "rt": x.final_rt})
return jsonify(data) return jsonify(data)
@app.route("/chemical/search") @app.route("/chemical/search")
def search_api(): def search_api():
mz_min, mz_max = request.args.get('mz_min'), request.args.get('mz_max') mz_min, mz_max = request.args.get('mz_min'), request.args.get('mz_max')

3
entrypoint.sh

@ -1,4 +1,5 @@
#!/bin/sh #!/bin/sh
flask db upgrade
./initialize_db.py ./initialize_db.py
gunicorn -b 0.0.0.0:5000 app:app
gunicorn -b 0.0.0.0:5000 app:app

43
flake.lock

@ -0,0 +1,43 @@
{
"nodes": {
"flake-utils": {
"locked": {
"lastModified": 1667395993,
"narHash": "sha256-nuEHfE/LcWyuSWnS8t12N1wc105Qtau+/OdUAjtQ0rA=",
"owner": "numtide",
"repo": "flake-utils",
"rev": "5aed5285a952e0b949eb3ba02c12fa4fcfef535f",
"type": "github"
},
"original": {
"owner": "numtide",
"repo": "flake-utils",
"type": "github"
}
},
"nixpkgs": {
"locked": {
"lastModified": 1675600654,
"narHash": "sha256-ipsDTkzRq1CAl2g5tYd7ugjVMSKF6KLh9F+5Kso0lT0=",
"owner": "nixos",
"repo": "nixpkgs",
"rev": "cff83d5032a21aad4f69bf284e95b5f564f4a54e",
"type": "github"
},
"original": {
"owner": "nixos",
"ref": "nixos-22.11",
"repo": "nixpkgs",
"type": "github"
}
},
"root": {
"inputs": {
"flake-utils": "flake-utils",
"nixpkgs": "nixpkgs"
}
}
},
"root": "root",
"version": 7
}

30
flake.nix

@ -0,0 +1,30 @@
{
description = "Juni's Vanilla Flake Template";
inputs = {
nixpkgs.url = "github:nixos/nixpkgs/nixos-22.11";
flake-utils = {
url = "github:numtide/flake-utils";
inputs.nixpkgs.follows = "nixpkgs";
};
};
outputs = { self, nixpkgs, flake-utils }:
with flake-utils.lib;
eachDefaultSystem (system:
let
pkgs = import nixpkgs { inherit system; };
version = "0.1.0";
name = "package name";
myR = pkgs.rWrapper.override{ packages = with pkgs.rPackages; [ crul ]; };
in {
devShell = pkgs.mkShell {
buildInputs = with pkgs; [ python3 poetry myR ];
};
defaultPackage = pkgs.stdenv.mkDerivation { inherit name version; };
formatter = nixpkgs.legacyPackages."${system}".nixfmt;
});
}

1
migrations/README

@ -0,0 +1 @@
Single-database configuration for Flask.

50
migrations/alembic.ini

@ -0,0 +1,50 @@
# A generic, single database configuration.
[alembic]
# template used to generate migration files
# file_template = %%(rev)s_%%(slug)s
# set to 'true' to run the environment during
# the 'revision' command, regardless of autogenerate
# revision_environment = false
# Logging configuration
[loggers]
keys = root,sqlalchemy,alembic,flask_migrate
[handlers]
keys = console
[formatters]
keys = generic
[logger_root]
level = WARN
handlers = console
qualname =
[logger_sqlalchemy]
level = WARN
handlers =
qualname = sqlalchemy.engine
[logger_alembic]
level = INFO
handlers =
qualname = alembic
[logger_flask_migrate]
level = INFO
handlers =
qualname = flask_migrate
[handler_console]
class = StreamHandler
args = (sys.stderr,)
level = NOTSET
formatter = generic
[formatter_generic]
format = %(levelname)-5.5s [%(name)s] %(message)s
datefmt = %H:%M:%S

110
migrations/env.py

@ -0,0 +1,110 @@
import logging
from logging.config import fileConfig
from flask import current_app
from alembic import context
# this is the Alembic Config object, which provides
# access to the values within the .ini file in use.
config = context.config
# Interpret the config file for Python logging.
# This line sets up loggers basically.
fileConfig(config.config_file_name)
logger = logging.getLogger('alembic.env')
def get_engine():
try:
# this works with Flask-SQLAlchemy<3 and Alchemical
return current_app.extensions['migrate'].db.get_engine()
except TypeError:
# this works with Flask-SQLAlchemy>=3
return current_app.extensions['migrate'].db.engine
def get_engine_url():
try:
return get_engine().url.render_as_string(hide_password=False).replace(
'%', '%%')
except AttributeError:
return str(get_engine().url).replace('%', '%%')
# add your model's MetaData object here
# for 'autogenerate' support
# from myapp import mymodel
# target_metadata = mymodel.Base.metadata
config.set_main_option('sqlalchemy.url', get_engine_url())
target_db = current_app.extensions['migrate'].db
# other values from the config, defined by the needs of env.py,
# can be acquired:
# my_important_option = config.get_main_option("my_important_option")
# ... etc.
def get_metadata():
if hasattr(target_db, 'metadatas'):
return target_db.metadatas[None]
return target_db.metadata
def run_migrations_offline():
"""Run migrations in 'offline' mode.
This configures the context with just a URL
and not an Engine, though an Engine is acceptable
here as well. By skipping the Engine creation
we don't even need a DBAPI to be available.
Calls to context.execute() here emit the given string to the
script output.
"""
url = config.get_main_option("sqlalchemy.url")
context.configure(
url=url, target_metadata=get_metadata(), literal_binds=True
)
with context.begin_transaction():
context.run_migrations()
def run_migrations_online():
"""Run migrations in 'online' mode.
In this scenario we need to create an Engine
and associate a connection with the context.
"""
# this callback is used to prevent an auto-migration from being generated
# when there are no changes to the schema
# reference: http://alembic.zzzcomputing.com/en/latest/cookbook.html
def process_revision_directives(context, revision, directives):
if getattr(config.cmd_opts, 'autogenerate', False):
script = directives[0]
if script.upgrade_ops.is_empty():
directives[:] = []
logger.info('No changes in schema detected.')
connectable = get_engine()
with connectable.connect() as connection:
context.configure(
connection=connection,
target_metadata=get_metadata(),
process_revision_directives=process_revision_directives,
**current_app.extensions['migrate'].configure_args
)
with context.begin_transaction():
context.run_migrations()
if context.is_offline_mode():
run_migrations_offline()
else:
run_migrations_online()

24
migrations/script.py.mako

@ -0,0 +1,24 @@
"""${message}
Revision ID: ${up_revision}
Revises: ${down_revision | comma,n}
Create Date: ${create_date}
"""
from alembic import op
import sqlalchemy as sa
${imports if imports else ""}
# revision identifiers, used by Alembic.
revision = ${repr(up_revision)}
down_revision = ${repr(down_revision)}
branch_labels = ${repr(branch_labels)}
depends_on = ${repr(depends_on)}
def upgrade():
${upgrades if upgrades else "pass"}
def downgrade():
${downgrades if downgrades else "pass"}

58
migrations/versions/7e9528cf1416_first_migration.py

@ -0,0 +1,58 @@
"""first migration
Revision ID: 7e9528cf1416
Revises:
Create Date: 2023-02-05 19:02:36.284051
"""
from alembic import op
import sqlalchemy as sa
# revision identifiers, used by Alembic.
revision = '7e9528cf1416'
down_revision = None
branch_labels = None
depends_on = None
def upgrade():
# ### commands auto generated by Alembic - please adjust! ###
op.create_table('admin',
sa.Column('id', sa.Integer(), nullable=False),
sa.Column('username', sa.String(), nullable=False),
sa.Column('password', sa.String(), nullable=False),
sa.PrimaryKeyConstraint('id'),
sa.UniqueConstraint('username')
)
op.create_table('chemical',
sa.Column('id', sa.Integer(), nullable=False),
sa.Column('chemical_db_id', sa.String(), nullable=True),
sa.Column('library', sa.String(), nullable=True),
sa.Column('name', sa.String(), nullable=False),
sa.Column('formula', sa.String(), nullable=False),
sa.Column('mass', sa.Float(), nullable=False),
sa.Column('pubchem_cid', sa.Integer(), nullable=True),
sa.Column('pubmed_refcount', sa.Integer(), nullable=True),
sa.Column('standard_class', sa.String(), nullable=True),
sa.Column('inchikey', sa.String(), nullable=True),
sa.Column('inchikey14', sa.String(), nullable=True),
sa.Column('final_mz', sa.Float(), nullable=False),
sa.Column('final_rt', sa.Float(), nullable=False),
sa.Column('final_adduct', sa.String(), nullable=True),
sa.Column('adduct', sa.String(), nullable=True),
sa.Column('detected_adducts', sa.String(), nullable=True),
sa.Column('adduct_calc_mz', sa.String(), nullable=True),
sa.Column('msms_detected', sa.Boolean(), nullable=True),
sa.Column('msms_purity', sa.Float(), nullable=True),
sa.Column('createdAt', sa.Date(), nullable=True),
sa.PrimaryKeyConstraint('id')
)
# ### end Alembic commands ###
def downgrade():
# ### commands auto generated by Alembic - please adjust! ###
op.drop_table('chemical')
op.drop_table('admin')
# ### end Alembic commands ###

422
poetry.lock

@ -1,3 +1,18 @@
[[package]]
name = "alembic"
version = "1.9.2"
description = "A database migration tool for SQLAlchemy."
category = "main"
optional = false
python-versions = ">=3.7"
[package.dependencies]
Mako = "*"
SQLAlchemy = ">=1.3.0"
[package.extras]
tz = ["python-dateutil"]
[[package]] [[package]]
name = "autopep8" name = "autopep8"
version = "2.0.1" version = "2.0.1"
@ -39,27 +54,28 @@ python-versions = ">=3.5"
[[package]] [[package]]
name = "dnspython" name = "dnspython"
version = "2.2.1"
version = "2.3.0"
description = "DNS toolkit" description = "DNS toolkit"
category = "main" category = "main"
optional = false optional = false
python-versions = ">=3.6,<4.0"
python-versions = ">=3.7,<4.0"
[package.extras] [package.extras]
dnssec = ["cryptography (>=2.6,<37.0)"]
doq = ["aioquic (>=0.9.20)"]
dnssec = ["cryptography (>=2.6,<40.0)"]
curio = ["curio (>=1.2,<2.0)", "sniffio (>=1.1,<2.0)"] curio = ["curio (>=1.2,<2.0)", "sniffio (>=1.1,<2.0)"]
doh = ["h2 (>=4.1.0)", "httpx (>=0.21.1)", "requests (>=2.23.0,<3.0.0)", "requests-toolbelt (>=0.9.1,<0.10.0)"]
doh = ["h2 (>=4.1.0)", "httpx (>=0.21.1)", "requests (>=2.23.0,<3.0.0)", "requests-toolbelt (>=0.9.1,<0.11.0)"]
idna = ["idna (>=2.1,<4.0)"] idna = ["idna (>=2.1,<4.0)"]
trio = ["trio (>=0.14,<0.20)"]
trio = ["trio (>=0.14,<0.23)"]
wmi = ["wmi (>=1.5.1,<2.0.0)"] wmi = ["wmi (>=1.5.1,<2.0.0)"]
[[package]] [[package]]
name = "email-validator" name = "email-validator"
version = "1.3.0"
version = "1.3.1"
description = "A robust email address syntax and deliverability validation library." description = "A robust email address syntax and deliverability validation library."
category = "main" category = "main"
optional = false optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
python-versions = ">=3.5"
[package.dependencies] [package.dependencies]
dnspython = ">=1.15.0" dnspython = ">=1.15.0"
@ -84,9 +100,22 @@ Werkzeug = ">=2.2.2"
async = ["asgiref (>=3.2)"] async = ["asgiref (>=3.2)"]
dotenv = ["python-dotenv"] dotenv = ["python-dotenv"]
[[package]]
name = "flask-migrate"
version = "4.0.4"
description = "SQLAlchemy database migrations for Flask applications using Alembic."
category = "main"
optional = false
python-versions = ">=3.6"
[package.dependencies]
alembic = ">=1.9.0"
Flask = ">=0.9"
Flask-SQLAlchemy = ">=1.0"
[[package]] [[package]]
name = "flask-sqlalchemy" name = "flask-sqlalchemy"
version = "3.0.2"
version = "3.0.3"
description = "Add SQLAlchemy support to your Flask application." description = "Add SQLAlchemy support to your Flask application."
category = "main" category = "main"
optional = false optional = false
@ -98,11 +127,11 @@ SQLAlchemy = ">=1.4.18"
[[package]] [[package]]
name = "flask-wtf" name = "flask-wtf"
version = "1.0.1"
version = "1.1.1"
description = "Form rendering, validation, and CSRF protection for Flask with WTForms." description = "Form rendering, validation, and CSRF protection for Flask with WTForms."
category = "main" category = "main"
optional = false optional = false
python-versions = ">=3.6"
python-versions = ">=3.7"
[package.dependencies] [package.dependencies]
Flask = "*" Flask = "*"
@ -114,7 +143,7 @@ email = ["email-validator"]
[[package]] [[package]]
name = "greenlet" name = "greenlet"
version = "2.0.1"
version = "2.0.2"
description = "Lightweight in-process concurrent programming" description = "Lightweight in-process concurrent programming"
category = "main" category = "main"
optional = false optional = false
@ -122,7 +151,7 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
[package.extras] [package.extras]
docs = ["sphinx", "docutils (<0.18)"] docs = ["sphinx", "docutils (<0.18)"]
test = ["objgraph", "psutil", "faulthandler"]
test = ["objgraph", "psutil"]
[[package]] [[package]]
name = "gunicorn" name = "gunicorn"
@ -148,7 +177,7 @@ python-versions = ">=3.5"
[[package]] [[package]]
name = "importlib-metadata" name = "importlib-metadata"
version = "5.2.0"
version = "6.0.0"
description = "Read metadata from Python packages" description = "Read metadata from Python packages"
category = "main" category = "main"
optional = false optional = false
@ -209,9 +238,25 @@ MarkupSafe = ">=2.0"
[package.extras] [package.extras]
i18n = ["Babel (>=2.7)"] i18n = ["Babel (>=2.7)"]
[[package]]
name = "mako"
version = "1.2.4"
description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
category = "main"
optional = false
python-versions = ">=3.7"
[package.dependencies]
MarkupSafe = ">=0.9.2"
[package.extras]
babel = ["babel"]
lingua = ["lingua"]
testing = ["pytest"]
[[package]] [[package]]
name = "markupsafe" name = "markupsafe"
version = "2.1.1"
version = "2.1.2"
description = "Safely add untrusted strings to HTML/XML markup." description = "Safely add untrusted strings to HTML/XML markup."
category = "main" category = "main"
optional = false optional = false
@ -243,7 +288,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
[[package]] [[package]]
name = "sqlalchemy" name = "sqlalchemy"
version = "1.4.45"
version = "1.4.46"
description = "Database Abstraction Library" description = "Database Abstraction Library"
category = "main" category = "main"
optional = false optional = false
@ -308,7 +353,7 @@ python-versions = ">=3.7"
[[package]] [[package]]
name = "types-flask-sqlalchemy" name = "types-flask-sqlalchemy"
version = "2.5.9"
version = "2.5.9.1"
description = "Typing stubs for Flask-SQLAlchemy" description = "Typing stubs for Flask-SQLAlchemy"
category = "dev" category = "dev"
optional = false optional = false
@ -319,7 +364,7 @@ types-SQLAlchemy = "*"
[[package]] [[package]]
name = "types-sqlalchemy" name = "types-sqlalchemy"
version = "1.4.53.19"
version = "1.4.53.28"
description = "Typing stubs for SQLAlchemy" description = "Typing stubs for SQLAlchemy"
category = "dev" category = "dev"
optional = false optional = false
@ -415,104 +460,285 @@ timezone = ["python-dateutil"]
[[package]] [[package]]
name = "zipp" name = "zipp"
version = "3.11.0"
version = "3.12.1"
description = "Backport of pathlib-compatible object wrapper for zip files" description = "Backport of pathlib-compatible object wrapper for zip files"
category = "main" category = "main"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
[package.extras] [package.extras]
docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "jaraco.tidelift (>=1.4)"]
docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "sphinx-lint", "jaraco.tidelift (>=1.4)"]
testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "jaraco.functools", "more-itertools", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8"] testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "jaraco.functools", "more-itertools", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8"]
[metadata] [metadata]
lock-version = "1.1" lock-version = "1.1"
python-versions = "^3.9" python-versions = "^3.9"
content-hash = "f2618675cce387206217c9e139800f6c6e7d5bd103a45e88712ff59902812042"
content-hash = "8595ab65ac1a098228335d1c012a7f266cea9014f71af835581a10debdf36230"
[metadata.files] [metadata.files]
autopep8 = []
click = [
{file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
{file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
alembic = [
{file = "alembic-1.9.2-py3-none-any.whl", hash = "sha256:e8a6ff9f3b1887e1fed68bfb8fb9a000d8f61c21bdcc85b67bb9f87fcbc4fce3"},
{file = "alembic-1.9.2.tar.gz", hash = "sha256:6880dec4f28dd7bd999d2ed13fbe7c9d4337700a44d11a524c0ce0c59aaf0dbd"},
]
autopep8 = [
{file = "autopep8-2.0.1-py2.py3-none-any.whl", hash = "sha256:be5bc98c33515b67475420b7b1feafc8d32c1a69862498eda4983b45bffd2687"},
{file = "autopep8-2.0.1.tar.gz", hash = "sha256:d27a8929d8dcd21c0f4b3859d2d07c6c25273727b98afc984c039df0f0d86566"},
]
click = []
colorama = [
{file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
] ]
colorama = []
decorator = [] decorator = []
dnspython = []
email-validator = []
flask = []
flask-sqlalchemy = []
flask-wtf = []
greenlet = []
gunicorn = []
idna = []
importlib-metadata = []
infinity = []
intervals = []
itsdangerous = []
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types-flask-sqlalchemy = [
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types-flask-sqlalchemy = []
types-sqlalchemy = []
validators = []
werkzeug = []
wtforms = []
wtforms-alchemy = []
wtforms-components = []
zipp = []

2
pyproject.toml

@ -7,12 +7,14 @@ authors = ["junikimm717 <68165832+junikimm717@users.noreply.github.com>"]
[tool.poetry.dependencies] [tool.poetry.dependencies]
python = "^3.9" python = "^3.9"
flask-sqlalchemy = "^3.0.2" flask-sqlalchemy = "^3.0.2"
sqlalchemy = "^1.4.18"
Flask = "^2.2.2" Flask = "^2.2.2"
py-bcrypt = "^0.4" py-bcrypt = "^0.4"
wtforms = "^3.0.1" wtforms = "^3.0.1"
wtforms-alchemy = "^0.18.0" wtforms-alchemy = "^0.18.0"
flask-wtf = "^1.0.1" flask-wtf = "^1.0.1"
gunicorn = "^20.1.0" gunicorn = "^20.1.0"
Flask-Migrate = "^4.0.4"
[tool.poetry.dev-dependencies] [tool.poetry.dev-dependencies]
autopep8 = "^2.0.1" autopep8 = "^2.0.1"

1
templates/admin.html

@ -61,6 +61,7 @@ fields = {
"adduct_calc_mz": &lt;string&gt;, "adduct_calc_mz": &lt;string&gt;,
"msms_detected": &lt;string if yes, do not include this field otherwise&gt; "msms_detected": &lt;string if yes, do not include this field otherwise&gt;
"msms_purity": &lt;float&gt; "msms_purity": &lt;float&gt;
"date": "YYYY-MM-DD"
} }
session.post(baseurl + "/chemical/create", fields) session.post(baseurl + "/chemical/create", fields)
</code></pre> </code></pre>

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