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import json
import uuid
import os
import pathlib
from uuid import uuid4
from datetime import datetime
import dataclasses
from fasthtml.common import *
from fastcore.all import typedispatch
from sqlite_minutils.db import Database
from huggingface_hub import CommitScheduler
import eval_code
import storage
# the secrets. Will be loaded from HF, or for docker --env-file or from IDE
OAUTH_CLIENT_ID = os.environ.get('OAUTH_CLIENT_ID')
OAUTH_SCOPES = os.environ.get('OAUTH_SCOPES')
OAUTH_CLIENT_SECRET = os.environ.get('OAUTH_CLIENT_SECRET')
OPENID_PROVIDER_URL = os.environ.get('OPENID_PROVIDER_URL')
SPACE_HOST = os.environ.get('SPACE_HOST')
HF_DATASET_AUTH_TOKEN = os.environ.get('HF_DATASET_AUTH_TOKEN', "none")
assert HF_DATASET_AUTH_TOKEN != "none", "Please set the corrent ENV variables!!!"
LOCAL_STORAGE_PATH = ""
FILE_EVENTS = f"events-{datetime.utcnow()}-{uuid4()}.json"
if "localhost" in SPACE_HOST:
DATABASE_NAME = "data/sessions_meta.db"
LOCAL_STORAGE_PATH = Path("data/persistent/")
pathlib.Path(DATABASE_NAME).unlink(missing_ok=True)
else:
DATABASE_NAME = "/tmp/cache/sessions_meta.db"
LOCAL_STORAGE_PATH = Path("/tmp/cache/persistent")
LOCAL_STORAGE_PATH.mkdir(exist_ok=True, parents=True)
EVENTS_FILE_PATH = LOCAL_STORAGE_PATH / FILE_EVENTS
scheduler = None
# scheduler = CommitScheduler(
# repo_id="ml-visoft/c-reviewer",
# repo_type="dataset",
# folder_path=LOCAL_STORAGE_PATH,
# every=100,
# path_in_repo="raw_data",
# token=HF_DATASET_AUTH_TOKEN,
# allow_patterns=".jslines",
# squash_history=False
# )
global_database = Database(DATABASE_NAME)
global_database_tables = global_database.t
# We store session specific feedback from registered users.
# Will be later used to submit/storage the answer.
question_evaluation_table = global_database_tables.question_answer
if question_evaluation_table not in global_database_tables:
question_evaluation_table.create(id=int, code_text=str,
answer_eval_text=str, submitted=int, pk='id')
Question_Evaluation_cls = question_evaluation_table.dataclass()
# We store real-time session IDs and the state of the questions. Will link to question_answer
session_state_table = global_database_tables.session_state
if session_state_table not in global_database_tables:
# session_id stored in cookies
# see EVAL_STATUS_x below for state
session_state_table.create(id=int, session_id=str, state=int, submitted=datetime,
completed=datetime, current_qeval=int, pk='id',)
# Can't really nail the fk specs
# foreign_keys=[("current_qeval", question_evaluation_table, "id")])
Session_State_cls = session_state_table.dataclass()
EVAL_STATE_NEW=0
EVAL_STATE_QUERY=1
EVAL_STATE_TIMEDOUT=2
EVAL_STATE_ANSWER=3
EVAL_STATE_ERROR=4
# Constants to name the various HTML ids in the code
HTML_SUBMIT_CODE_AREA = "submit_code_area"
HTML_RESULTS_AREA = "prompt_response"
HTML_CLEAR_FORM = "clear_the_form"
HTML_SUBMIT_FEEDBACK = "submit_feedback"
hdrs = (HighlightJS(langs=['python', 'javascript', 'html', 'css']),)
if "localhost" in SPACE_HOST:
# Are we hacking locally?
print("Localhost detected in SPACE_HOST. App started in debug+live mode!")
app, rt = fast_app(debug=True, live=True, hdrs=hdrs)
REFRESH_TIME = 0.1
else:
app, rt = fast_app(debug=False, live=False, hdrs=hdrs)
REFRESH_TIME = 1
################# STORAGE
def untyped_save_to_storage(dc, filename):
if scheduler is None: return
with scheduler.lock:
js_str = json.dumps(dataclasses.asdict(dc)) + "\n"
with open(filename, "a") as f:
f.write(js_str)
@typedispatch
def save_to_storage(nav_event:storage.NavigationEvent):
untyped_save_to_storage(nav_event, EVENTS_FILE_PATH)
def validate_and_get_question_evaluation_objectid(session, qe_id:int):
if 'session_id' not in session:
print("validate_and_get_question_evaluation_objectid bad session data")
return None
session_id = session["session_id"]
state_rows = session_state_table(limit=1, where=f"session_id == '{session_id}'", order_by="id DESC")
if len(state_rows) <= 0:
print("validate_and_get_question_evaluation_objectid there is no state")
return False, None
answer_id = state_rows[0].current_qeval
qa_obj_row = question_evaluation_table(limit=1, where=f"id == {answer_id}")
if len(qa_obj_row) <= 0:
print("validate_and_get_question_evaluation_objectid There is no answer recorded")
return False, None
qe_obj = qa_obj_row[0]
if qe_id != qe_obj.id:
print("validate_and_get_question_evaluation_objectid QE {qe_id} does not belong to {qe_obj.id}")
return False, None
return True, qe_obj
def html_create_feedback_updown_button(qe_id, ans_id, selected=0, disabled=False):
html_target_id = f"buttons_{ans_id}"
colors = ["grey", "blue"]
up_col = colors[0]
down_col = colors[0]
if selected == 1: up_col = colors[1]
if selected == -1: down_col = colors[1]
toggle_url = f"/toggle_up_down/{qe_id}/{ans_id}/"
up = Button("+", hx_put=f"{toggle_url}?which=1", disabled=disabled, hx_swap="outerHTML",
hx_target="#" + html_target_id, style=f"background-color:{up_col}")
down = Button("-", hx_put=f"{toggle_url}?which=-1", disabled=disabled, hx_swap="outerHTML",
hx_target="#" + html_target_id, style=f"background-color:{down_col}")
button_row = Div(up, down, _id=html_target_id)
return button_row
def html_augment_evaluation_text_with_feedback(eval_html, qe_id, ans_id, selected=0):
"""
Will plot the + / - buttons for feedback.
:param eval_html:
:param qe_id:
:param ans_id:
:return:
"""
buttons = html_create_feedback_updown_button(qe_id, ans_id, selected)
final_div = Div(eval_html, buttons, style=" background-color: #f0f0f0;")
return final_div
@rt("/toggle_up_down/{qe_id}/{ans_id}")
def put(session, qe_id:int, ans_id:int, which:int):
"""
Answer to the +/- button presses
:param session:
:param qe_id:
:param ans_id:
:param which:
:return:
"""
print(qe_id, ans_id, which)
if which not in {-1, 1}:
print(f"The {which=} is bad")
return None
# if 'session_id' not in session:
# print("toggle_up_down bad session data")
# return None
# session_id = session["session_id"]
# state_rows = session_state_table(limit=1, where=f"session_id == '{session_id}'", order_by="id DESC")
# if len(state_rows) <= 0:
# return None
# answer_id = state_rows[0].current_qeval
# qa_obj_row = question_evaluation_table(limit=1, where=f"id == {answer_id}")
# if len(qa_obj_row) <= 0:
# return None
# qe_obj = qa_obj_row[0]
# if qe_id != qe_obj.id:
# print(f"QE {qe_id} does not belong to {qe_obj.id}")
# return None
is_ok, qe_obj = validate_and_get_question_evaluation_objectid(session, qe_id)
if not is_ok:
print("toggle_up_down made session/object error")
return "Error"
# save_to_storage(
# storage.NavigationEvent(event_type="/", event_session_id=session_id, event_params={"qe_id":qe_id})
# )
answer_eval_js = json.loads(qe_obj.answer_eval_text)
crt_selection = answer_eval_js[ans_id]["EVAL"]
input_button = which
out_selection = (input_button if crt_selection == 0 else (0 if crt_selection == input_button else input_button))
print(f"out selection: {out_selection}")
# store it back in DB
answer_eval_js[ans_id]["EVAL"] = out_selection
qe_obj.answer_eval_text = answer_eval_js
qe_obj.submitted = False # mark object as dirty
question_evaluation_table.upsert(qe_obj)
buttons= html_create_feedback_updown_button(qe_id, ans_id, selected=out_selection)
return buttons
def html_get_textual_feedback_form(qe_obj, thank=False):
if thank:
ph = "Thank you!"
else:
ph = "Write your general feedback here"
form = Form(Input(name="freeform_feedback", placeholder=ph),
Button("Submit", disabled=(qe_obj.submitted == 1)), hx_post=f"/submit_feedback/{qe_obj.id}",
hx_target="#" + HTML_SUBMIT_FEEDBACK, hx_swap="outerHTML",)
div = Div(P("Give us a general feedback for the evaluation (optional)"), form, id=HTML_SUBMIT_FEEDBACK)
return div
@rt("/submit_feedback/{qe_id}")
def post(session, qe_id:int, freeform_feedback:str):
# Update the object
# session_id = session.get("session_id", "Not set")
# save_to_storage(
# storage.NavigationEvent(event_type="/submit_feedback", event_session_id=session_id,
# event_params={"qe_id":qe_id})
# )
is_ok, qe_obj = validate_and_get_question_evaluation_objectid(session, qe_id)
if not is_ok:
print("submit_feedback made session/object error")
return "Error"
answer_eval_js = json.loads(qe_obj.answer_eval_text)
answer_eval_js[0]["explanation"] = freeform_feedback
qe_obj.submitted = True
question_evaluation_table.upsert(qe_obj)
return html_get_textual_feedback_form(qe_obj, thank=True)
def html_format_code_review_form(qe_obj, html_id=""):
"""
Formats the code review, adding fields for feedback if it is required.
:param feedback_js:
:param c_code:
:param html_id:
:return:
"""
c_code = qe_obj.code_text
enhanced_answer = json.loads(qe_obj.answer_eval_text)
list_of_citerias = []
for caug_code, caug_txt in eval_code.CODE_AUGMENTATIONS:
crit_tag = [H3(caug_code), P(caug_txt)]
list_of_citerias.extend(crit_tag)
# yeah, I know . . .
for k, eval_line in enumerate(enhanced_answer):
if caug_code == eval_line["criteria"]:
eval_txt = P(eval_line["explanation"])
eval_txt_fb = html_augment_evaluation_text_with_feedback(eval_txt, qe_obj.id, k)
list_of_citerias.append(eval_txt_fb)
textual_feedback = html_get_textual_feedback_form(qe_obj)
return Div(html_render_code_output(c_code), *list_of_citerias, textual_feedback, _id=html_id)
def html_default_results(html_id):
return Div(P("This is where criterias will show up once the code is evaluated"), _id=html_id)
def html_waiting_for_results(html_id):
return Div(P("Working . . ."), _id=html_id,
hx_get=f"/render_answer",
hx_trigger = f"every {REFRESH_TIME}s",
hx_swap = "outerHTML",
)
def get_latest_eval_request_status(session_id):
state_rows = session_state_table(limit=1, where=f"session_id == '{session_id}'", order_by="id DESC")
if len(state_rows) <= 0:
return EVAL_STATE_NEW, None
state_obj = state_rows[0]
if state_obj.state in {EVAL_STATE_NEW, EVAL_STATE_QUERY, EVAL_STATE_ANSWER}:
return state_obj.state, state_obj
return EVAL_STATE_ERROR, state_obj
def html_error_results(message, html_id):
div = Div(P("There was an error:", P(message)), _id=html_id)
return div
def html_render_answer_from_db(session_id, html_id):
eval_request_status, state_obj = get_latest_eval_request_status(session_id)
# state_rows = session_state_table(limit=1, where=f"session_id == '{session_id}'", order_by="id DESC")
# print(eval_request_status, state_obj)
if eval_request_status == EVAL_STATE_NEW:
return html_default_results(html_id), #, html_render_inputbox(HTML_RESULTS_AREA, HTML_SUBMIT_CODE_AREA)
if eval_request_status == EVAL_STATE_ANSWER:
qe_obj_lst = question_evaluation_table(limit=1, where=f"id == {state_obj.current_qeval}")
if len(qe_obj_lst) < 1:
print(f"Object id {state_obj.current_qeval} can't be found in question_evaluation_table")
return (None,)
qe_obj = qe_obj_lst[0]
return (html_format_code_review_form(qe_obj, html_id),
html_render_inputbox(target_html_id=HTML_RESULTS_AREA, region_html_id=HTML_SUBMIT_CODE_AREA)) #, html_render_code_output(HTML_SUBMIT_CODE_AREA, state_obj.code)
if eval_request_status == EVAL_STATE_QUERY:
return html_waiting_for_results(html_id),
return html_error_results(state_obj.answer, html_id), #, html_render_code_output(HTML_SUBMIT_CODE_AREA, state_obj.code)
# How can I timeout? Well ... TBD.
@threaded
def call_gpt_and_store_result(session_obj_id, code_to_check):
"""
Threaded function that will submit code to LLM and wait for the answer.
Communication with "main" thread is through db.
All parameters must be pickable.
:param session_obj_id:
:param code_to_check:
:return:
"""
# TODO refactor considering new join!
# print("evaluatign code")
try:
# Pesky way to get a new cursor, in a thread safe way, into the db. This code runs in another thread.
# Can we do better?
local_database = Database(DATABASE_NAME)
local_sess_state = local_database.t.session_state
local_sess_state_cls = local_sess_state.dataclass()
local_sess_obj_lst = local_sess_state(limit=1, where=f"id == {session_obj_id}")
local_sess_obj = local_sess_obj_lst[0]
# Trigger the lenghtly operation
enhanced_answer = eval_code.eval_the_piece_of_c_code(openai_client=None, ccode=code_to_check)
# we create a new QA entry.
qa_obj = Question_Evaluation_cls(code_text=code_to_check, answer_eval_text=enhanced_answer, submitted=0)
qa_obj = question_evaluation_table.insert(qa_obj)
local_sess_obj.current_qeval = qa_obj.id
# TODO save the outcome in a table, where it will be backed-up later. SqlLite is volatile.
if "error" in enhanced_answer:
local_sess_obj.state = EVAL_STATE_ERROR
local_sess_obj.answer = enhanced_answer["error"]
local_sess_obj.completed = datetime.utcnow()
else:
local_sess_obj.state = EVAL_STATE_ANSWER
local_sess_obj.completed = datetime.utcnow()
local_sess_state.update(local_sess_obj)
except:
import traceback
traceback.print_exc()
def html_render_inputbox(target_html_id, region_html_id):
txtarea = Textarea(id="ccodetoeval", name="ccodetoeval", placeholder="Enter a piece of C code", rows=3)
form = Form(Group(txtarea, Button("Evaluate")),
hx_post="/submit_to_eval",
hx_swap="outerHTML",
target_id=target_html_id
)
return Div(form, _id=region_html_id, hx_swap_oob='true')
def html_render_code_output(code):
txtarea = Pre(Code(code))
return txtarea
def render_conditional_inputbox_results(session_id):
eval_request_status, _ = get_latest_eval_request_status(session_id)
pass
def html_render_clear_area_button(html_id):
button = Button("Clear form",
hx_get="/clear_area",
hx_swap="outerHTML",
target_id=HTML_RESULTS_AREA,
)
div = Div(button, _id=html_id, hx_swap_oob='true')
return div
def render_clear_area(session_id, html_id):
# return html_render_clear_area_button(html_id)
eval_request_status, _ = get_latest_eval_request_status(session_id)
if eval_request_status != EVAL_STATE_NEW:
# print("clear button: render button")
return html_render_clear_area_button(html_id)
else:
# print("clear button: render empty")
return Div(P(""), _id=html_id, hx_swap_oob='true')
@rt("/")
def get(session):
print(session)
if 'session_id' not in session:
session['session_id'] = str(uuid.uuid4())
session_id = session["session_id"]
save_to_storage(
storage.NavigationEvent(event_type="/", event_session_id=session_id)
)
title = Title('C code review for students')
preamble = [H1("Evaluate your C code!"),
P("Enter your code in the textbox below and wait for answers."),
P("!! The data will be saved and maybe made public !!"),
]
# ############
# # !!! FOR DEBUGGING PURPOSES !!!
#
# # insert an answer in db.
# code = """
# #include <stdio.h>
# int main() {
# // printf() displays the string inside quotation
# printf("Hello, World!");
# return 0;
# }
# """
# answer = eval_code.eval_the_piece_of_c_code(None, None)
# enhanced_answer = eval_code.add_evaluation_fields_on_js_answer(answer, CODE_AUGMENTATIONS)
# session_obj = Session_State_cls(
# session_id=session_id,
# state=EVAL_STATE_ANSWER,
# submitted=datetime.utcnow(),
# completed=datetime.utcnow(),
# )
#
# # we create a new QA entry.
# qa_obj = Question_Evaluation_cls(code_text=code,
# answer_eval_text=enhanced_answer, submitted=0)
# qa_obj = question_evaluation_table.insert(qa_obj)
# session_obj.current_qeval = qa_obj.id
# session_obj = session_state_table.insert(session_obj)
#
# ############
input_area = html_render_inputbox(target_html_id=HTML_RESULTS_AREA, region_html_id=HTML_SUBMIT_CODE_AREA)
results_area = html_render_answer_from_db(session_id, HTML_RESULTS_AREA)
clear_area = render_clear_area(session_id, HTML_CLEAR_FORM)
return title, Main(*preamble, input_area, results_area, clear_area)
@rt("/render_answer")
def get(session):
if 'session_id' not in session: return "render_answer No session ID"
session_id = session["session_id"]
answer_area = html_render_answer_from_db(session_id, HTML_RESULTS_AREA)
return answer_area
@rt("/submit_to_eval", methods="post")
def post(session, ccodetoeval:str):
print(session)
if 'session_id' not in session:
return P("submit_to_eval. Bad call. No session ID")
session_id = session["session_id"]
session_obj = Session_State_cls(
session_id=session_id,
state=EVAL_STATE_QUERY,
submitted=datetime.utcnow(),
)
# we insert and we get the new primary key
session_obj = session_state_table.insert(session_obj)
# will be executed in another thread with magic @threaded
call_gpt_and_store_result(session_obj.id, ccodetoeval)
return (*html_render_answer_from_db(session_id, HTML_RESULTS_AREA),
render_clear_area(session_id, HTML_CLEAR_FORM)
)
@rt("/clear_area", methods="get")
def get(session):
if 'session_id' not in session: return P("clear_area. Bad call. No session ID")
session_id = session["session_id"]
save_to_storage(
storage.NavigationEvent(event_type="/clear_area", event_session_id=session_id)
)
# insert a row to "cancel"/reset the current request
session_obj = Session_State_cls(
session_id=session_id,
state=EVAL_STATE_NEW,
submitted=datetime.utcnow(),
)
session_state_table.insert(session_obj)
# re-issue forms
input_area = html_render_inputbox(target_html_id=HTML_RESULTS_AREA, region_html_id=HTML_SUBMIT_CODE_AREA)
results_area = html_render_answer_from_db(session_id, HTML_RESULTS_AREA)
clear_area = render_clear_area(session_id, HTML_CLEAR_FORM)
print(results_area)
return *results_area, input_area, clear_area
## This code is for reference, for OAuth. BIG PITA, will be added later.
#
# js_hf_imports = \
# """
# {
# "imports": {
# "@huggingface/hub": "https://cdn.jsdelivr.net/npm/@huggingface/hub@0.13.0/+esm"
# }
# }
# """
#
# js_block_hf_auth = \
# """
# import { oauthLoginUrl, oauthHandleRedirectIfPresent } from "@huggingface/hub";
# console.log("huggingface env", window.huggingface);
# let oauthResult = localStorage.getItem("oauth");
# if (oauthResult) {
# try {
# oauthResult = JSON.parse(oauthResult);
# } catch {
# oauthResult = null;
# }
# }
#
# oauthResult ||= await oauthHandleRedirectIfPresent();
# if (oauthResult) {
# document.querySelector("pre").textContent = JSON.stringify(oauthResult, null, 2);
# localStorage.setItem("oauth", JSON.stringify(oauthResult));
# document.getElementById("signout").style.removeProperty("display");
# document.getElementById("signout").onclick = async function() {
# localStorage.removeItem("oauth");
# window.location.href = window.location.href.replace(/\?.*$/, '');
# window.location.reload();
# }
# } else {
# document.getElementById("signin").style.removeProperty("display");
# document.getElementById("signin").onclick = async function() {
# // prompt=consent to re-trigger the consent screen instead of silently redirecting
# window.location.href = (await oauthLoginUrl({scopes: window.huggingface.variables.OAUTH_SCOPES})) + "&prompt=consent";
# }
# }
# """
#
# js_block_hf_auth2 = \
# """
# import { oauthLoginUrl, oauthHandleRedirectIfPresent } from "@huggingface/hub";
# let oauthResult = localStorage.getItem("oauth");
# if (oauthResult) {
# try {
# oauthResult = JSON.parse(oauthResult);
# } catch {
# oauthResult = null;
# }
# }
#
# console.log("OAuth result", oauthResult);
# oauthResult ||= await oauthHandleRedirectIfPresent();
#
# if (oauthResult) {
# document.querySelector("pre").textContent = JSON.stringify(oauthResult, null, 2);
# localStorage.setItem("oauth", JSON.stringify(oauthResult));
# console.log("There is an oauth result", oauthResult);
# document.getElementById("signout").style.removeProperty("display");
# document.getElementById("signout").onclick = async function() {
# localStorage.removeItem("oauth");
# window.location.href = window.location.href.replace(/\?.*$/, '');
# window.location.reload();
# }
#
# } else {
# console.log("No OAuth result. Setting the loging button event");
# document.getElementById("signin").style.removeProperty("display");
# document.getElementById("signin").onclick = async function() {
# // prompt=consent to re-trigger the consent screen instead of silently redirecting
# window.location.href = window.hf_redirect_url;
# }
# }
# """
#
#
# def get_hf_user_data():
# pass
# @rt('/', methods="get")
# def get():
# global SPACE_HOST
# if "localhost" in SPACE_HOST:
# space_host = f"htpp://{SPACE_HOST}/"
# else:
# space_host = f"https://{SPACE_HOST}/"
# hf_redirect_url_func = (
# f"import {{ oauthLoginUrl, }} from '@huggingface/hub'; \n"
# f"window.hf_redirect_url = await oauthLoginUrl({{clientId:'{OAUTH_CLIENT_ID}',redirectUrl:'{space_host}',"
# f"scopes:'{OAUTH_SCOPES}'}}) + '&prompt=consent';\n"
# f"console.log(window.hf_redirect_url);")
#
# header = Head(Title("C code reviewing"),
# Script(src="https://unpkg.com/es-module-shims@1.7.0/dist/es-module-shims.js"),
# Script(js_hf_imports, type="importmap"),
# )
# content = Body(Div(P("Some content!")),
# A(f"Space host: {space_host}", href=space_host),
# Pre(""),
# Script(hf_redirect_url_func, type="module"),
# Img(src="https://huggingface.co/datasets/huggingface/badges/resolve/main/sign-in-with-huggingface-xl-dark.svg",
# alt="Sign in with Hugging Face",
# style="cursor: pointer; display: none;",
# _id="signin", name=None),
# Button("Sign out", _id="signout", style="display: none", name=None),
# A("Authenticate!", href="authorized"),
# Script(js_block_hf_auth2, type="module"))
# full_page = Html(header, content)
# return full_page
# @rt('/change')
# def get(): return P('Nice to be here!')
# @rt('/authorized', methods="get")
# def authorized():
# content = Body(P("Do we have authenticated user?"))
# return content
serve()
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