Add examples for all HuggingFace models (#2102)#2247
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AlexCatarino merged 6 commits intoQuantConnect:masterfrom Mar 18, 2026
Merged
Add examples for all HuggingFace models (#2102)#2247AlexCatarino merged 6 commits intoQuantConnect:masterfrom
AlexCatarino merged 6 commits intoQuantConnect:masterfrom
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Add documentation sections with algorithm examples for all HuggingFace models in the popular models table that were missing examples: - Sentiment Analysis: covers 8 text classification models - Fill-Mask: covers BERT, DistilBERT, RoBERTa, DeBERTa - Text Generation: covers GPT-2, Gemma, DeepSeek - Moirai: time series forecasting (small/base/large) - MOMENT: time series foundation model - Granite TTM: IBM lightweight time series forecasting - Chronos-Bolt: efficient Chronos variant Update the model table to link every model to its example page. Fix AventIQ-AI model category from Time Series Forecasting to Text Classification. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
…ntConnect#2102) - Change all example blocks from skip-test to testable - Fix Chronos-Bolt to use predict() instead of predict_quantiles() to match the same pattern as Chronos-T5 - Rewrite Moirai, MOMENT, and Granite TTM examples to use their correct package APIs (uni2ts, momentfm, tsfm_public) Sentiment Analysis, Fill-Mask, Text Generation, and Chronos-Bolt examples pass cloud backtesting. Moirai, MOMENT, and Granite TTM require uni2ts, momentfm, and tsfm_public packages respectively, which need to be pre-installed in the cloud environment. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
… entry (QuantConnect#2102) - Delete 09 Moirai, 10 MOMENT, 11 Granite TTM sections (require uni2ts/momentfm/tsfm_public, not available in QC Cloud; tracked in QuantConnect/Lean#9340) - Fix 00.json: correct Chronos-Bolt folder key from "09" to "12" - Remove example links for Moirai, MOMENT, Granite TTM rows in hugging-face-table.html Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…ct#2102) Add EXAMPLES entries for sentiment-analysis, fill-mask, text-generation, and chronos-bolt pages; regenerate the HTML table. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…onnect#2102) The mrm8488/distilroberta placeholder model takes >10 minutes to backtest on QC Cloud due to model size and repeated inference over 4 months of data. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…gic (QuantConnect#2102) - Increase BACKTEST_TIMEOUT to 1800s to handle large models - Add REUSE_PROJECT_ID to avoid daily project creation limit - Auto-mark example as skip-test when placeholder backtest exceeds 5 min - Add SKIP_CATEGORIES to resume partial runs - Add traceback output for better error diagnosis Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Summary
Resources/machine-learning/hugging-face-table.htmlfor the newly covered modelsuni2ts,momentfm, andtsfm_publicpackages that are not available in QC Cloud (tracked in [Library Upgrade] uni2ts, momentfm, tsfm_public (Moirai, MOMENT, Granite TTM) Lean#9340)Note: This PR does not resolve #2102. The remaining models (Moirai, MOMENT, Granite TTM) depend on QuantConnect/Lean#9340 to add their required packages to QC Cloud. Examples for those models will be added in a follow-up PR once the packages are available.
Model Backtest Results
Each example supports multiple interchangeable models. Results below use the same algorithm with different models swapped in. Period: Sep 1 – Dec 31, 2024.
Sentiment Analysis (
skip-test— placeholder >5 min)mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis⭐ahmedrachid/FinancialBERT-Sentiment-AnalysisAventIQ-AI/sentiment-analysis-for-stock-market-sentimentbardsai/finance-sentiment-fr-basecardiffnlp/twitter-roberta-base-sentiment-latestnickmuchi/deberta-v3-base-finetuned-finance-text-classificationnickmuchi/distilroberta-finetuned-financial-text-classificationnickmuchi/sec-bert-finetuned-finance-classificationStephanAkkerman/FinTwitBERT-sentimentFill-Mask (
testable— placeholder 228s)distilbert/distilbert-base-uncased⭐FacebookAI/roberta-basegoogle-bert/bert-base-uncasedmicrosoft/deberta-baseText Generation (
testable— placeholder 178s)openai-community/gpt2⭐google/gemma-7bdeepseek-ai/DeepSeek-R1-Distill-Llama-70BChronos-Bolt (
testable— 38s)autogluon/chronos-bolt-base⭐Test plan
skip-test, placeholder >5 min)testable, 228s)testable, 178s)testable, 38s)