|
import streamlit as st |
|
from huggingface_hub import HfApi |
|
import pandas as pd |
|
import matplotlib.pyplot as plt |
|
import seaborn as sns |
|
from datetime import datetime |
|
from concurrent.futures import ThreadPoolExecutor, as_completed |
|
|
|
st.set_page_config(page_title="HF Contributions", layout="wide") |
|
api = HfApi() |
|
|
|
|
|
def fetch_commits_for_repo(repo_id, repo_type, username, selected_year): |
|
try: |
|
|
|
repo_info = api.repo_info(repo_id=repo_id, repo_type=repo_type) |
|
if repo_info.private or (hasattr(repo_info, 'gated') and repo_info.gated): |
|
return [] |
|
|
|
commits = api.list_repo_commits(repo_id=repo_id, repo_type=repo_type) |
|
commit_dates = [ |
|
pd.to_datetime(commit.created_at).tz_localize(None).date() |
|
for commit in commits |
|
if any( |
|
(isinstance(author, str) and author.lower() == username.lower()) or |
|
(isinstance(author, dict) and "user" in author and author["user"].lower() == username.lower()) |
|
for author in commit.authors |
|
) and pd.to_datetime(commit.created_at).year == selected_year |
|
] |
|
return commit_dates |
|
except Exception: |
|
return [] |
|
|
|
|
|
def get_commit_events(username, kind=None, selected_year=None): |
|
commit_dates = [] |
|
items_with_type = [] |
|
kinds = [kind] if kind else ["model", "dataset", "space"] |
|
|
|
for k in kinds: |
|
try: |
|
if k == "model": |
|
items = list(api.list_models(author=username)) |
|
elif k == "dataset": |
|
items = list(api.list_datasets(author=username)) |
|
elif k == "space": |
|
items = list(api.list_spaces(author=username)) |
|
else: |
|
items = [] |
|
|
|
items_with_type.extend((item, k) for item in items) |
|
repo_ids = [item.id for item in items] |
|
|
|
|
|
with ThreadPoolExecutor(max_workers=10) as executor: |
|
future_to_repo = { |
|
executor.submit(fetch_commits_for_repo, repo_id, k, username, selected_year): repo_id |
|
for repo_id in repo_ids |
|
} |
|
for future in as_completed(future_to_repo): |
|
commit_dates.extend(future.result()) |
|
except Exception as e: |
|
st.warning(f"Error fetching {k}s for {username}: {str(e)}") |
|
|
|
return pd.DataFrame(commit_dates, columns=["date"]), items_with_type |
|
|
|
|
|
def make_calendar_heatmap(df, title, year, color_palette="Greens"): |
|
if df.empty: |
|
st.info(f"No {title.lower()} found for {year}.") |
|
return |
|
df["count"] = 1 |
|
df = df.groupby("date").sum().reset_index() |
|
df["date"] = pd.to_datetime(df["date"]) |
|
start = pd.Timestamp(f"{year}-01-01") |
|
end = pd.Timestamp(f"{year}-12-31") |
|
all_days = pd.date_range(start=start, end=end) |
|
heatmap_data = pd.DataFrame(index=all_days).assign(count=0) |
|
heatmap_data.loc[df.set_index("date").index, "count"] = df.set_index("date")["count"] |
|
heatmap_data["dow"] = heatmap_data.index.dayofweek |
|
heatmap_data["week"] = ((heatmap_data.index - start).days // 7) |
|
heatmap_data = heatmap_data.reset_index().rename(columns={"index": "date"}) |
|
pivot = heatmap_data.pivot(index="dow", columns="week", values="count").fillna(0) |
|
month_labels = [d.strftime("%b") for d in pd.date_range(start, end, freq="MS")] |
|
month_positions = [((pd.Timestamp(f"{year}-{i + 1}-01") - start).days // 7) for i in range(12)] |
|
fig, ax = plt.subplots(figsize=(12, 1.2)) |
|
sns.heatmap(pivot, ax=ax, cmap=color_palette, linewidths=0.5, linecolor="white", square=True, cbar=False, |
|
yticklabels=["M", "T", "W", "T", "F", "S", "S"]) |
|
ax.set_title(f"{title} ({year})", fontsize=12, pad=10) |
|
ax.set_xlabel("") |
|
ax.set_ylabel("") |
|
ax.set_xticks(month_positions) |
|
ax.set_xticklabels(month_labels, fontsize=8) |
|
ax.set_yticklabels(ax.get_yticklabels(), rotation=0, fontsize=8) |
|
st.pyplot(fig) |
|
|
|
|
|
with st.sidebar: |
|
st.title("π€ Contributor") |
|
username = st.selectbox( |
|
"Select or type a username", |
|
options=["ritvik77", "facebook", "google", "stabilityai", "Salesforce", "tiiuae", "bigscience"], |
|
index=0 |
|
) |
|
st.markdown("<div style='text-align: center; margin: 10px 0;'>OR</div>", unsafe_allow_html=True) |
|
custom = st.text_input("", placeholder="Enter custom username/org") |
|
if custom.strip(): |
|
username = custom.strip() |
|
year_options = list(range(datetime.now().year, 2017, -1)) |
|
selected_year = st.selectbox("ποΈ Year", options=year_options) |
|
|
|
|
|
st.title("π€ Hugging Face Contributions") |
|
if username: |
|
with st.spinner("Fetching commit data..."): |
|
all_df, all_items = get_commit_events(username, selected_year=selected_year) |
|
st.subheader(f"{username}'s Activity in {selected_year}") |
|
st.metric("Total Commits", len(all_df)) |
|
make_calendar_heatmap(all_df, "All Commits", selected_year) |
|
|
|
|
|
st.markdown(""" |
|
<div style='text-align: center; margin-top: -10px; margin-bottom: 20px;'> |
|
<span style='font-size: 12px; margin-right: 10px;'>Less</span> |
|
<span style='display: inline-block; width: 15px; height: 15px; background-color: #f0f7f0; border: 1px solid #ccc;'></span> |
|
<span style='display: inline-block; width: 15px; height: 15px; background-color: #c6e0c6; border: 1px solid #ccc;'></span> |
|
<span style='display: inline-block; width: 15px; height: 15px; background-color: #77b577; border: 1px solid #ccc;'></span> |
|
<span style='display: inline-block; width: 15px; height: 15px; background-color: #2e6b2e; border: 1px solid #ccc;'></span> |
|
<span style='display: inline-block; width: 15px; height: 15px; background-color: #1a3c1a; border: 1px solid #ccc;'></span> |
|
<span style='font-size: 12px; margin-left: 10px;'>More</span> |
|
</div> |
|
""", unsafe_allow_html=True) |
|
|
|
|
|
col1, col2, col3 = st.columns(3) |
|
for col, kind, emoji, label in [ |
|
(col1, "model", "π§ ", "Models"), |
|
(col2, "dataset", "π¦", "Datasets"), |
|
(col3, "space", "π", "Spaces") |
|
]: |
|
with col: |
|
df_kind, _ = get_commit_events(username, kind=kind, selected_year=selected_year) |
|
try: |
|
total = len(list(getattr(api, f"list_{kind}s")(author=username))) |
|
except Exception: |
|
total = 0 |
|
st.metric(f"{emoji} {label}", total) |
|
st.metric(f"Commits in {selected_year}", len(df_kind)) |
|
make_calendar_heatmap(df_kind, f"{label} Commits", selected_year) |