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{"id": "133781", "record_type": "topic", "url": "https://discuss.huggingface.co/t/133781", "title": "Environment variable undefined", "createdAt": "2024-12-31T20:42:53.997Z", "updatedAt": "2025-01-01T10:19:37.032Z", "fetched_at": "2026-09-16T07:26:05.747053Z", "body": "<p>I wrote the following code:<br>\npipeline = Pip...
Environment variable undefined
<p>I wrote the following code:<br> pipeline = Pipeline.from_pretrained(‘pyannote/speaker-diarization-3.1’, use_auth_token=‘hf_token’)<br> and got the following error message:<br> *** NameError: name ‘HF_HUB_ETAG_TIMEOUT’ is not defined<br> What should I do?</p>
null
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133781
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Environment variable undefined
<p>I wrote the following code:<br> pipeline = Pipeline.from_pretrained(‘pyannote/speaker-diarization-3.1’, use_auth_token=‘hf_token’)<br> and got the following error message:<br> *** NameError: name ‘HF_HUB_ETAG_TIMEOUT’ is not defined<br> What should I do?</p>
https://discuss.huggingface.co/t/133781
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2024-12-31T20:42:53.997000Z
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forum_huggingface_133766
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{"id": "133766", "record_type": "topic", "url": "https://discuss.huggingface.co/t/133766", "title": "How can I detect the tone of text?", "createdAt": "2024-12-31T17:46:35.519Z", "updatedAt": "2025-01-03T15:50:14.429Z", "fetched_at": "2026-09-16T07:26:05.747101Z", "body": "<p>I’m looking for a free tool where I can inp...
How can I detect the tone of text?
<p>I’m looking for a free tool where I can input any text and get one of these tones in return: <strong>neutral, formal, humorous, romantic, or attractive</strong>. Can you help me?</p> <p>I tried to use IBM Watson, but I wasn’t successful. I also asked ChatGPT to detect tone for each sentence, which gave me good feedb...
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133766
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How can I detect the tone of text?
<p>I’m looking for a free tool where I can input any text and get one of these tones in return: <strong>neutral, formal, humorous, romantic, or attractive</strong>. Can you help me?</p> <p>I tried to use IBM Watson, but I wasn’t successful. I also asked ChatGPT to detect tone for each sentence, which gave me good feedb...
https://discuss.huggingface.co/t/133766
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github_langfuse_D_kwDOJku7Qs4AdoKl
github_langfuse
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D_kwDOJku7Qs4AdoKl
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https://github.com/orgs/langfuse/discussions/4860
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{"id": "D_kwDOJku7Qs4AdoKl", "number": 4860, "url": "https://github.com/orgs/langfuse/discussions/4860", "title": "Tags for specific invoke of langchain", "body": "Hi,\r\n\r\nFirst of all, thank you for the amazing tool you’ve built!\r\n\r\nUntil recently, my usage of Langfuse looked like this:\r\n\r\n```\r\ndef invoke...
Tags for specific invoke of langchain
Hi, First of all, thank you for the amazing tool you’ve built! Until recently, my usage of Langfuse looked like this: ``` def invoke1(langfuse_handler): langfuse_handler.tags = ["invoke_1"] chain.invoke({"input": "<user_input>"}, config={"callbacks": [langfuse_handler]}) def invoke1(langfuse_...
null
null
D_kwDOJku7Qs4AdoKl
4860
Tags for specific invoke of langchain
Hi, First of all, thank you for the amazing tool you’ve built! Until recently, my usage of Langfuse looked like this: ``` def invoke1(langfuse_handler): langfuse_handler.tags = ["invoke_1"] chain.invoke({"input": "<user_input>"}, config={"callbacks": [langfuse_handler]}) def invoke1(langfuse_...
https://github.com/orgs/langfuse/discussions/4860
null
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github_litellm
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I_kwDOKALCgc6kyVIi
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https://github.com/BerriAI/litellm/issues/7486
2024-12-31T20:24:56Z
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{"id": "I_kwDOKALCgc6kyVIi", "number": 7486, "url": "https://github.com/BerriAI/litellm/issues/7486", "title": "[Bug]: usage-based-routing-v2 fails to log successful embed event", "body": "### What happened?\n\nRouter strategy `usage-based-routing-v2` fails to successfully log embedding event.\r\n\r\nThis seems to be d...
[Bug]: usage-based-routing-v2 fails to log successful embed event
### What happened? Router strategy `usage-based-routing-v2` fails to successfully log embedding event. This seems to be due to a Type Error here - https://github.com/BerriAI/litellm/blob/main/litellm/router_strategy/lowest_tpm_rpm_v2.py#L237 This could potentially be resolved with a pattern like: ``` if isinst...
null
null
I_kwDOKALCgc6kyVIi
7486
[Bug]: usage-based-routing-v2 fails to log successful embed event
### What happened? Router strategy `usage-based-routing-v2` fails to successfully log embedding event. This seems to be due to a Type Error here - https://github.com/BerriAI/litellm/blob/main/litellm/router_strategy/lowest_tpm_rpm_v2.py#L237 This could potentially be resolved with a pattern like: ``` if isinst...
https://github.com/BerriAI/litellm/issues/7486
null
2024-12-31T20:24:56Z
2026-03-25T02:01:00Z
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2026-09-16T07:14:32.230668Z
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github_litellm_I_kwDOKALCgc6kyCFa
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I_kwDOKALCgc6kyCFa
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https://github.com/BerriAI/litellm/issues/7485
2024-12-31T17:56:06Z
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{"id": "I_kwDOKALCgc6kyCFa", "number": 7485, "url": "https://github.com/BerriAI/litellm/issues/7485", "title": "[Bug]: ui not rendering keys upon relogin", "body": "### What happened?\n\nA bug happened!\r\nThe default team interface for virtual keys has an issue where, after successfully creating a key in the default t...
[Bug]: ui not rendering keys upon relogin
### What happened? A bug happened! The default team interface for virtual keys has an issue where, after successfully creating a key in the default team, logging out causes the key to disappear from the default team. However, attempting to create a key with the same name again results in an error stating that a key w...
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I_kwDOKALCgc6kyCFa
7485
[Bug]: ui not rendering keys upon relogin
### What happened? A bug happened! The default team interface for virtual keys has an issue where, after successfully creating a key in the default team, logging out causes the key to disappear from the default team. However, attempting to create a key with the same name again results in an error stating that a key w...
https://github.com/BerriAI/litellm/issues/7485
null
2024-12-31T17:56:06Z
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github_ollama_I_kwDOJ0Z1Ps6kyUKs
github_ollama
problem_observation
I_kwDOJ0Z1Ps6kyUKs
issue
https://github.com/ollama/ollama/issues/8277
2024-12-31T20:16:33Z
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{"id": "I_kwDOJ0Z1Ps6kyUKs", "number": 8277, "url": "https://github.com/ollama/ollama/issues/8277", "title": "mistral-nemo - context window 1024000?", "body": "### What is the issue?\n\nmodel_name='mistral-nemo'\r\nollama.show(model_name)['modelinfo']\r\n\r\n{'general.architecture': 'llama',\r\n 'general.basename': 'Mi...
mistral-nemo - context window 1024000?
### What is the issue? model_name='mistral-nemo' ollama.show(model_name)['modelinfo'] {'general.architecture': 'llama', 'general.basename': 'Mistral-Nemo', 'general.file_type': 2, 'general.finetune': 'Instruct', 'general.languages': ['en', 'fr', 'de', 'es', 'it', 'pt', 'ru', 'zh', 'ja'], 'general.license...
null
null
I_kwDOJ0Z1Ps6kyUKs
8277
mistral-nemo - context window 1024000?
### What is the issue? model_name='mistral-nemo' ollama.show(model_name)['modelinfo'] {'general.architecture': 'llama', 'general.basename': 'Mistral-Nemo', 'general.file_type': 2, 'general.finetune': 'Instruct', 'general.languages': ['en', 'fr', 'de', 'es', 'it', 'pt', 'ru', 'zh', 'ja'], 'general.license...
https://github.com/ollama/ollama/issues/8277
null
2024-12-31T20:16:33Z
2024-12-31T20:16:33Z
null
2026-09-16T07:11:43.060078Z
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github_ollama_I_kwDOJ0Z1Ps6kyG8j
github_ollama
problem_observation
I_kwDOJ0Z1Ps6kyG8j
issue
https://github.com/ollama/ollama/issues/8276
2024-12-31T18:28:27Z
createdAt
{"id": "I_kwDOJ0Z1Ps6kyG8j", "number": 8276, "url": "https://github.com/ollama/ollama/issues/8276", "title": "Ollama cannot load model after several hours on some GPUs", "body": "### What is the issue?\n\nIt works well on L20 GPU.\r\nWhen I switch to H20 GPU, ollama died after several hours. It cannot load model, when ...
Ollama cannot load model after several hours on some GPUs
### What is the issue? It works well on L20 GPU. When I switch to H20 GPU, ollama died after several hours. It cannot load model, when I run 'ollama run gemma2:2b', it takes infinite time (as shown in the screenshot). But 'ollama serve -h' works. ![image](https://github.com/user-attachments/assets/a9c97250-5afc-457d...
null
null
I_kwDOJ0Z1Ps6kyG8j
8276
Ollama cannot load model after several hours on some GPUs
### What is the issue? It works well on L20 GPU. When I switch to H20 GPU, ollama died after several hours. It cannot load model, when I run 'ollama run gemma2:2b', it takes infinite time (as shown in the screenshot). But 'ollama serve -h' works. ![image](https://github.com/user-attachments/assets/a9c97250-5afc-457d...
https://github.com/ollama/ollama/issues/8276
null
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null
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CLOSED
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github_ollama_I_kwDOJ0Z1Ps6kx2Iw
github_ollama
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issue
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2024-12-31T16:38:09Z
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{"id": "I_kwDOJ0Z1Ps6kx2Iw", "number": 8275, "url": "https://github.com/ollama/ollama/issues/8275", "title": "Magnet download", "body": "Support Magnet download model.\r\nollama Magnet saves bandwidth, disk life, faster speed.\r\n\r\n### Need to do\r\n- ollama site models Generates Magnet link.\r\n- ollama Magnet seedi...
Magnet download
Support Magnet download model. ollama Magnet saves bandwidth, disk life, faster speed. ### Need to do - ollama site models Generates Magnet link. - ollama Magnet seeding.
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I_kwDOJ0Z1Ps6kx2Iw
8275
Magnet download
Support Magnet download model. ollama Magnet saves bandwidth, disk life, faster speed. ### Need to do - ollama site models Generates Magnet link. - ollama Magnet seeding.
https://github.com/ollama/ollama/issues/8275
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github_openhands_I_kwDOLfkiw86kx9kF
github_openhands
problem_observation
I_kwDOLfkiw86kx9kF
issue
https://github.com/OpenHands/OpenHands/issues/5943
2024-12-31T17:24:05Z
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{"id": "I_kwDOLfkiw86kx9kF", "number": 5943, "url": "https://github.com/OpenHands/OpenHands/issues/5943", "title": "[Bug]: `SANDBOX_USE_HOST_NETWORK=true` Error: Container openhands-runtime-rw4CAy3vto3MnbaaAAAD not found", "body": "### Is there an existing issue for the same bug?\n\n- [X] I have checked the existing is...
[Bug]: `SANDBOX_USE_HOST_NETWORK=true` Error: Container openhands-runtime-rw4CAy3vto3MnbaaAAAD not found
### Is there an existing issue for the same bug? - [X] I have checked the existing issues. ### Describe the bug and reproduction steps I am using OpenHands on Windows 11 / WSL. And I would like to interact with a web server that the agent has spun up. I tried to do it with `SANDBOX_USE_HOST_NETWORK=true` and / or wi...
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I_kwDOLfkiw86kx9kF
5943
[Bug]: `SANDBOX_USE_HOST_NETWORK=true` Error: Container openhands-runtime-rw4CAy3vto3MnbaaAAAD not found
### Is there an existing issue for the same bug? - [X] I have checked the existing issues. ### Describe the bug and reproduction steps I am using OpenHands on Windows 11 / WSL. And I would like to interact with a web server that the agent has spun up. I tried to do it with `SANDBOX_USE_HOST_NETWORK=true` and / or wi...
https://github.com/OpenHands/OpenHands/issues/5943
null
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github_ragflow_I_kwDOK4sStM6kyiZn
github_ragflow
problem_observation
I_kwDOK4sStM6kyiZn
issue
https://github.com/infiniflow/ragflow/issues/4316
2024-12-31T22:47:22Z
createdAt
{"id": "I_kwDOK4sStM6kyiZn", "number": 4316, "url": "https://github.com/infiniflow/ragflow/issues/4316", "title": "[Feature Request]: Support LLMs, embeddings & reranking models served through vLLM", "body": "### Is there an existing issue for the same feature request?\n\n- [X] I have checked the existing issues.\n\n##...
[Feature Request]: Support LLMs, embeddings & reranking models served through vLLM
### Is there an existing issue for the same feature request? - [X] I have checked the existing issues. ### Is your feature request related to a problem? _No response_ ### Describe the feature you'd like It would be great if RAGflow could support LLMs served through vLLM's OpenAI-compatible APi server, and if RAGfl...
null
null
I_kwDOK4sStM6kyiZn
4316
[Feature Request]: Support LLMs, embeddings & reranking models served through vLLM
### Is there an existing issue for the same feature request? - [X] I have checked the existing issues. ### Is your feature request related to a problem? _No response_ ### Describe the feature you'd like It would be great if RAGflow could support LLMs served through vLLM's OpenAI-compatible APi server, and if RAGfl...
https://github.com/infiniflow/ragflow/issues/4316
null
2024-12-31T22:47:22Z
2025-02-25T18:36:25Z
null
2026-09-16T07:16:45.596463Z
{"login": "K-Mistele"}
CLOSED
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github_ragflow_I_kwDOK4sStM6kyQRq
github_ragflow
problem_observation
I_kwDOK4sStM6kyQRq
issue
https://github.com/infiniflow/ragflow/issues/4315
2024-12-31T19:42:54Z
createdAt
{"id": "I_kwDOK4sStM6kyQRq", "number": 4315, "url": "https://github.com/infiniflow/ragflow/issues/4315", "title": "[Feature Request]: View / edit / clone detailed settings of already added models in \"Model providers\"", "body": "### Is there an existing issue for the same feature request?\n\n- [X] I have checked the e...
[Feature Request]: View / edit / clone detailed settings of already added models in "Model providers"
### Is there an existing issue for the same feature request? - [X] I have checked the existing issues. ### Is your feature request related to a problem? _No response_ ### Describe the feature you'd like After successfully adding a model in the "Model providers" section, it is not possible to visualise the associat...
null
null
I_kwDOK4sStM6kyQRq
4315
[Feature Request]: View / edit / clone detailed settings of already added models in "Model providers"
### Is there an existing issue for the same feature request? - [X] I have checked the existing issues. ### Is your feature request related to a problem? _No response_ ### Describe the feature you'd like After successfully adding a model in the "Model providers" section, it is not possible to visualise the associat...
https://github.com/infiniflow/ragflow/issues/4315
null
2024-12-31T19:42:54Z
2026-08-27T01:59:01Z
null
2026-09-16T07:16:45.596469Z
{"login": "benja0x40"}
CLOSED
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2026-08-27T01:59:01Z
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github_tensorrt_llm_I_kwDOKH5No86kybsb
github_tensorrt_llm
problem_observation
I_kwDOKH5No86kybsb
issue
https://github.com/NVIDIA/TensorRT-LLM/issues/2641
2024-12-31T21:29:13Z
createdAt
{"id": "I_kwDOKH5No86kybsb", "number": 2641, "url": "https://github.com/NVIDIA/TensorRT-LLM/issues/2641", "title": "Failed to build engine with lookahead_decoding", "body": "### System Info\n\n- 8x 4090 on dual Epyc server running Debian testing\n- CUDA toolkit version 12.6.3, driver version 565.77\n- Release container...
Failed to build engine with lookahead_decoding
### System Info - 8x 4090 on dual Epyc server running Debian testing - CUDA toolkit version 12.6.3, driver version 565.77 - Release container compiled from main branch ### Who can help? @byshiue ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [x] An officially suppor...
null
null
I_kwDOKH5No86kybsb
2641
Failed to build engine with lookahead_decoding
### System Info - 8x 4090 on dual Epyc server running Debian testing - CUDA toolkit version 12.6.3, driver version 565.77 - Release container compiled from main branch ### Who can help? @byshiue ### Information - [x] The official example scripts - [ ] My own modified scripts ### Tasks - [x] An officially suppor...
https://github.com/NVIDIA/TensorRT-LLM/issues/2641
null
2024-12-31T21:29:13Z
2026-08-20T21:05:41Z
null
2026-09-16T07:08:26.241987Z
{"login": "aikitoria"}
CLOSED
{"excluded_after_cutoff_ids": [], "nodes": [{"author": {"login": "karljang"}, "body": "Sorry we never replied to this one. Closing as stale since the TensorRT engine-build path is deprecated in favor of the PyTorch backend. Please open a new issue if the problem persists in the latest version.\n", "createdAt": "2026-08...
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forum_huggingface_138375
forum_huggingface
problem_observation
138375
topic
https://discuss.huggingface.co/t/138375
2025-01-31T22:13:19.868000Z
createdAt
{"id": "138375", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138375", "title": "Incorrect Cross Attention Values from Generate Function of ORTModelForVision2Seq", "createdAt": "2025-01-31T22:13:19.868Z", "updatedAt": "2025-02-01T20:33:21.791Z", "fetched_at": "2026-09-16T07:25:45.817889Z", "body": "...
Incorrect Cross Attention Values from Generate Function of ORTModelForVision2Seq
<p>I’ve converted a DONUT model to fp16 to ONNX with optimum utilizing the <code>onnx_export_from_model</code> function:</p> <pre><code class="lang-auto">model = VisionEncoderDecoderModel.from_pretrained(model_dir) model.load_state_dict(state_dict, assign=True) model.eval() model = model.half() model = model.to(DEVICE...
null
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138375
null
Incorrect Cross Attention Values from Generate Function of ORTModelForVision2Seq
<p>I’ve converted a DONUT model to fp16 to ONNX with optimum utilizing the <code>onnx_export_from_model</code> function:</p> <pre><code class="lang-auto">model = VisionEncoderDecoderModel.from_pretrained(model_dir) model.load_state_dict(state_dict, assign=True) model.eval() model = model.half() model = model.to(DEVICE...
https://discuss.huggingface.co/t/138375
null
2025-01-31T22:13:19.868000Z
2025-02-01T20:33:21.791000Z
null
2026-09-16T07:25:45.817889Z
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2026-09-16T09:06:28.790777Z
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forum_huggingface_138356
forum_huggingface
problem_observation
138356
topic
https://discuss.huggingface.co/t/138356
2025-01-31T19:09:09.505000Z
createdAt
{"id": "138356", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138356", "title": "Log out Button for HuggingFace", "createdAt": "2025-01-31T19:09:09.505Z", "updatedAt": "2025-02-01T04:57:31.550Z", "fetched_at": "2026-09-16T07:25:45.817934Z", "body": "<p>As the title simply says i am searching and try...
Log out Button for HuggingFace
<p>As the title simply says i am searching and trying to find a was to log out of my hugging face account through browser does it not have a way to simply press “log out” ?</p>
null
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138356
null
Log out Button for HuggingFace
<p>As the title simply says i am searching and trying to find a was to log out of my hugging face account through browser does it not have a way to simply press “log out” ?</p>
https://discuss.huggingface.co/t/138356
null
2025-01-31T19:09:09.505000Z
2025-02-01T04:57:31.550000Z
null
2026-09-16T07:25:45.817934Z
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2026-09-16T09:06:29.014531Z
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forum_huggingface_138351
forum_huggingface
problem_observation
138351
topic
https://discuss.huggingface.co/t/138351
2025-01-31T18:38:18.115000Z
createdAt
{"id": "138351", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138351", "title": "CSV Competition - Cannot reach Hugging Face Hub", "createdAt": "2025-01-31T18:38:18.115Z", "updatedAt": "2025-02-01T06:19:55.533Z", "fetched_at": "2026-09-16T07:25:45.817983Z", "body": "<p>I am testing my huggingface co...
CSV Competition - Cannot reach Hugging Face Hub
<p>I am testing my huggingface competition space and am facing issues when trying to submit a csv of predictions, as the Huggingface Hub is unreachable. However, according to <a href="https://status.huggingface.co/">https://status.huggingface.co/</a> the Huggingface Hub is operational. Could you please let me know how ...
null
null
138351
null
CSV Competition - Cannot reach Hugging Face Hub
<p>I am testing my huggingface competition space and am facing issues when trying to submit a csv of predictions, as the Huggingface Hub is unreachable. However, according to <a href="https://status.huggingface.co/">https://status.huggingface.co/</a> the Huggingface Hub is operational. Could you please let me know how ...
https://discuss.huggingface.co/t/138351
null
2025-01-31T18:38:18.115000Z
2025-02-01T06:19:55.533000Z
null
2026-09-16T07:25:45.817983Z
null
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2026-09-16T09:06:29.316945Z
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forum_huggingface_138348
forum_huggingface
problem_observation
138348
topic
https://discuss.huggingface.co/t/138348
2025-01-31T18:21:12.230000Z
createdAt
{"id": "138348", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138348", "title": "Archived versions of Open LLM Leaderboard", "createdAt": "2025-01-31T18:21:12.230Z", "updatedAt": "2025-02-01T05:26:06.092Z", "fetched_at": "2026-09-16T07:25:45.818027Z", "body": "<p>Is there any way to find archived ve...
Archived versions of Open LLM Leaderboard
<p>Is there any way to find archived versions of the open LLM leaderboard–i.e., snapshots of what the leaderboard rankings were 1 week ago, 2 weeks ago, etc.?</p> <p>I looked around on the leaderboard homepage and can’t seem to find any information about this. Thank you!</p>
null
null
138348
null
Archived versions of Open LLM Leaderboard
<p>Is there any way to find archived versions of the open LLM leaderboard–i.e., snapshots of what the leaderboard rankings were 1 week ago, 2 weeks ago, etc.?</p> <p>I looked around on the leaderboard homepage and can’t seem to find any information about this. Thank you!</p>
https://discuss.huggingface.co/t/138348
null
2025-01-31T18:21:12.230000Z
2025-02-01T05:26:06.092000Z
null
2026-09-16T07:25:45.818027Z
null
null
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2026-09-16T09:06:29.580013Z
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forum_huggingface_138346
forum_huggingface
problem_observation
138346
topic
https://discuss.huggingface.co/t/138346
2025-01-31T18:05:41.566000Z
createdAt
{"id": "138346", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138346", "title": "HF Inference API Defaulting to Stream=True", "createdAt": "2025-01-31T18:05:41.566Z", "updatedAt": "2025-02-01T20:35:45.592Z", "fetched_at": "2026-09-16T07:25:45.818054Z", "body": "<p>Inference API delivering 503 errors...
HF Inference API Defaulting to Stream=True
<p>Inference API delivering 503 errors for all models. Sketchy documentation on Inference Client vs Inference API. A streaming response without a way to add parameters. Calling the same model from two different applications/accounts get vastly different results. Doesn’t seem like the same model…</p> <p><strong>Applicat...
null
null
138346
null
HF Inference API Defaulting to Stream=True
<p>Inference API delivering 503 errors for all models. Sketchy documentation on Inference Client vs Inference API. A streaming response without a way to add parameters. Calling the same model from two different applications/accounts get vastly different results. Doesn’t seem like the same model…</p> <p><strong>Applicat...
https://discuss.huggingface.co/t/138346
null
2025-01-31T18:05:41.566000Z
2025-02-01T20:35:45.592000Z
null
2026-09-16T07:25:45.818054Z
null
null
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2026-09-16T09:06:29.772932Z
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forum_huggingface_138344
forum_huggingface
problem_observation
138344
topic
https://discuss.huggingface.co/t/138344
2025-01-31T18:03:27.155000Z
createdAt
{"id": "138344", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138344", "title": "Space Not Able to Pull from Model Library", "createdAt": "2025-01-31T18:03:27.155Z", "updatedAt": "2025-02-06T15:44:21.287Z", "fetched_at": "2026-09-16T07:25:45.818098Z", "body": "<p>This <a href=\"https://huggingface.c...
Space Not Able to Pull from Model Library
<p>This <a href="https://huggingface.co/spaces/Hatman/deepseek-janus">space</a>. Is unable to pull from model library. The exact same code in a different space/account works.</p>
null
null
138344
null
Space Not Able to Pull from Model Library
<p>This <a href="https://huggingface.co/spaces/Hatman/deepseek-janus">space</a>. Is unable to pull from model library. The exact same code in a different space/account works.</p>
https://discuss.huggingface.co/t/138344
null
2025-01-31T18:03:27.155000Z
2025-02-06T15:44:21.287000Z
null
2026-09-16T07:25:45.818098Z
null
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2026-09-16T09:06:30.282630Z
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forum_huggingface_138301
forum_huggingface
problem_observation
138301
topic
https://discuss.huggingface.co/t/138301
2025-01-31T12:12:04.213000Z
createdAt
{"id": "138301", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138301", "title": "Fail to deploy newer models", "createdAt": "2025-01-31T12:12:04.213Z", "updatedAt": "2025-02-05T17:34:47.351Z", "fetched_at": "2026-09-16T07:25:45.818159Z", "body": "<p>Hi,</p>\n<p>I am trying to deploy Qwen2.5-VL-7B-In...
Fail to deploy newer models
<p>Hi,</p> <p>I am trying to deploy Qwen2.5-VL-7B-Instruct and Deepseek-VL2-tiny to an instance of GPU · Nvidia L40S · 1x GPU · 48 GB.<br> This is what I get (pretty much the same for both):</p> <pre><code class="lang-auto">[Server message]Endpoint failed to start See details Exit code: 3. Reason: py", line 569, in __a...
null
null
138301
null
Fail to deploy newer models
<p>Hi,</p> <p>I am trying to deploy Qwen2.5-VL-7B-Instruct and Deepseek-VL2-tiny to an instance of GPU · Nvidia L40S · 1x GPU · 48 GB.<br> This is what I get (pretty much the same for both):</p> <pre><code class="lang-auto">[Server message]Endpoint failed to start See details Exit code: 3. Reason: py", line 569, in __a...
https://discuss.huggingface.co/t/138301
null
2025-01-31T12:12:04.213000Z
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2026-09-16T09:06:30.655295Z
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forum_huggingface_138296
forum_huggingface
problem_observation
138296
topic
https://discuss.huggingface.co/t/138296
2025-01-31T11:39:21.963000Z
createdAt
{"id": "138296", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138296", "title": "Has Anyone Successfully Fine-Tuned Whisper for a Local Language for better accuracy", "createdAt": "2025-01-31T11:39:21.963Z", "updatedAt": "2025-05-28T14:53:18.019Z", "fetched_at": "2026-09-16T07:25:45.818223Z", "body"...
Has Anyone Successfully Fine-Tuned Whisper for a Local Language for better accuracy
<p>Hello everyone,<br> am fairly new to Al and coding, and Im curious about fine-tuning OpenAl’s Whisper model to improve its accuracy for a local language. Has anyone here successfully fine-tuned Whisper? If so, how did you do it? What tools, frameworks, or techniques did you use? What method work best? tried doing it...
null
null
138296
null
Has Anyone Successfully Fine-Tuned Whisper for a Local Language for better accuracy
<p>Hello everyone,<br> am fairly new to Al and coding, and Im curious about fine-tuning OpenAl’s Whisper model to improve its accuracy for a local language. Has anyone here successfully fine-tuned Whisper? If so, how did you do it? What tools, frameworks, or techniques did you use? What method work best? tried doing it...
https://discuss.huggingface.co/t/138296
null
2025-01-31T11:39:21.963000Z
2025-05-28T14:53:18.019000Z
null
2026-09-16T07:25:45.818223Z
null
null
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2026-09-16T09:06:30.895504Z
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forum_huggingface_138281
forum_huggingface
problem_observation
138281
topic
https://discuss.huggingface.co/t/138281
2025-01-31T10:19:32.860000Z
createdAt
{"id": "138281", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138281", "title": "Background remover benchmark", "createdAt": "2025-01-31T10:19:32.860Z", "updatedAt": "2025-01-31T10:19:32.937Z", "fetched_at": "2026-09-16T07:25:45.818267Z", "body": "<p>Excited to share the Background Removal Arena on ...
Background remover benchmark
<p>Excited to share the Background Removal Arena on Hugging Face Spaces!</p> <p>This project lets you easily compare different background removal algorithms on a set of challenging images, focusing on hair, fur, and transparency.</p> <p>Contribute your feedback and help us identify the top-performing models!</p> <p>Try...
null
null
138281
null
Background remover benchmark
<p>Excited to share the Background Removal Arena on Hugging Face Spaces!</p> <p>This project lets you easily compare different background removal algorithms on a set of challenging images, focusing on hair, fur, and transparency.</p> <p>Contribute your feedback and help us identify the top-performing models!</p> <p>Try...
https://discuss.huggingface.co/t/138281
null
2025-01-31T10:19:32.860000Z
2025-01-31T10:19:32.937000Z
null
2026-09-16T07:25:45.818267Z
null
null
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2026-09-16T09:06:30.922279Z
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forum_huggingface_138276
forum_huggingface
problem_observation
138276
topic
https://discuss.huggingface.co/t/138276
2025-01-31T09:40:30.066000Z
createdAt
{"id": "138276", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138276", "title": "Getting 401 Unauthorized while downloading models via Tabby", "createdAt": "2025-01-31T09:40:30.066Z", "updatedAt": "2025-02-01T11:47:33.832Z", "fetched_at": "2026-09-16T07:25:45.818297Z", "body": "<p>I am facing an iss...
Getting 401 Unauthorized while downloading models via Tabby
<p>I am facing an issue while downloading the models via Tabby.ai. Earlier it was working fine but, since yesterday evening it has stopped working.</p> <p>root@ip-172-31-10-103:/home/ubuntu/tabby/tabby/target/debug# ./tabby serve --model Qwen2.5-Coder-14B --port 8723 --host 0.0.0.0<br> 2025-01-31T09:36:18.486111Z WARN...
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null
138276
null
Getting 401 Unauthorized while downloading models via Tabby
<p>I am facing an issue while downloading the models via Tabby.ai. Earlier it was working fine but, since yesterday evening it has stopped working.</p> <p>root@ip-172-31-10-103:/home/ubuntu/tabby/tabby/target/debug# ./tabby serve --model Qwen2.5-Coder-14B --port 8723 --host 0.0.0.0<br> 2025-01-31T09:36:18.486111Z WARN...
https://discuss.huggingface.co/t/138276
null
2025-01-31T09:40:30.066000Z
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null
2026-09-16T07:25:45.818297Z
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2026-09-16T09:06:31.103429Z
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forum_huggingface_138234
forum_huggingface
problem_observation
138234
topic
https://discuss.huggingface.co/t/138234
2025-01-31T02:57:09.876000Z
createdAt
{"id": "138234", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138234", "title": "How to access Gradio components created dynamically in a global function", "createdAt": "2025-01-31T02:57:09.876Z", "updatedAt": "2025-02-01T00:25:43.495Z", "fetched_at": "2026-09-16T07:25:45.818328Z", "body": "<p>My go...
How to access Gradio components created dynamically in a global function
<p>My goal:</p> <ol> <li>drop a list of files.</li> <li>Read files and extract columns.</li> <li>Dynamically generate dropdown componenets so the user can select the source and target columns.</li> <li>I need to return (globally) all the selections, so I can use them with process_files() function.<br> I think (3) it sh...
null
null
138234
null
How to access Gradio components created dynamically in a global function
<p>My goal:</p> <ol> <li>drop a list of files.</li> <li>Read files and extract columns.</li> <li>Dynamically generate dropdown componenets so the user can select the source and target columns.</li> <li>I need to return (globally) all the selections, so I can use them with process_files() function.<br> I think (3) it sh...
https://discuss.huggingface.co/t/138234
null
2025-01-31T02:57:09.876000Z
2025-02-01T00:25:43.495000Z
null
2026-09-16T07:25:45.818328Z
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2026-09-16T09:06:31.369094Z
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forum_huggingface_138224
forum_huggingface
problem_observation
138224
topic
https://discuss.huggingface.co/t/138224
2025-01-31T01:24:15.249000Z
createdAt
{"id": "138224", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138224", "title": "Download DeepSeek R1 685B locally for future fine tuneing", "createdAt": "2025-01-31T01:24:15.249Z", "updatedAt": "2025-01-31T03:46:34.739Z", "fetched_at": "2026-09-16T07:25:45.818373Z", "body": "<p>Hello,</p>\n<p>I wan...
Download DeepSeek R1 685B locally for future fine tuneing
<p>Hello,</p> <p>I want to download deepseek-ai/DeepSeek-R1 for fine tuning. Here is my code and the error I get:</p> <pre data-code-wrap="from"><code class="lang-from">import os import torch # Define the model and tokenizer model_name = "deepseek-ai/DeepSeek-R1" save_directory = "/Volumes/Flyte3/DeepSeek_V3_R1" # C...
null
null
138224
null
Download DeepSeek R1 685B locally for future fine tuneing
<p>Hello,</p> <p>I want to download deepseek-ai/DeepSeek-R1 for fine tuning. Here is my code and the error I get:</p> <pre data-code-wrap="from"><code class="lang-from">import os import torch # Define the model and tokenizer model_name = "deepseek-ai/DeepSeek-R1" save_directory = "/Volumes/Flyte3/DeepSeek_V3_R1" # C...
https://discuss.huggingface.co/t/138224
null
2025-01-31T01:24:15.249000Z
2025-01-31T03:46:34.739000Z
null
2026-09-16T07:25:45.818373Z
null
null
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full_topic_stream_round3
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2026-09-16T09:06:31.612813Z
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null
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forum_huggingface_138214
forum_huggingface
problem_observation
138214
topic
https://discuss.huggingface.co/t/138214
2025-01-30T22:49:40.372000Z
createdAt
{"id": "138214", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138214", "title": "RewardTrainer Problem", "createdAt": "2025-01-30T22:49:40.372Z", "updatedAt": "2025-02-01T16:20:19.885Z", "fetched_at": "2026-09-16T07:25:45.818427Z", "body": "<p><div class=\"lightbox-wrapper\"><a class=\"lightbox\" hr...
RewardTrainer Problem
<p><div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/3/d/3d648e8c4cf79f6bda5278bbe6dafc9c7f8757c8.png" data-download-href="/uploads/short-url/8L6zcgOTn3cZiNjVPrcXZVTZUnK.png?dl=1" title="image" rel="noopener nofollow ugc"><img src="https://us1.discourse-cd...
null
null
138214
null
RewardTrainer Problem
<p><div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/3/d/3d648e8c4cf79f6bda5278bbe6dafc9c7f8757c8.png" data-download-href="/uploads/short-url/8L6zcgOTn3cZiNjVPrcXZVTZUnK.png?dl=1" title="image" rel="noopener nofollow ugc"><img src="https://us1.discourse-cd...
https://discuss.huggingface.co/t/138214
null
2025-01-30T22:49:40.372000Z
2025-02-01T16:20:19.885000Z
null
2026-09-16T07:25:45.818427Z
null
null
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7
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null
null
null
topic
null
2026-09-16T09:06:31.826538Z
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forum_huggingface_138206
forum_huggingface
problem_observation
138206
topic
https://discuss.huggingface.co/t/138206
2025-01-30T22:09:57.204000Z
createdAt
{"id": "138206", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138206", "title": "Problem access public model?", "createdAt": "2025-01-30T22:09:57.204Z", "updatedAt": "2025-01-30T22:56:23.900Z", "fetched_at": "2026-09-16T07:25:45.818472Z", "body": "<p>I have been using yahma/Llama-2-7b-chat-hf for th...
Problem access public model?
<p>I have been using yahma/Llama-2-7b-chat-hf for the past month, but today I have suddenly developed issues. To my knowledge, nothing has changed about my environment. Below is the error message. The repo also says it was last updated in 2023, so I’m not sure what’s going on.</p> <p><code>Traceback (most recent call l...
null
null
138206
null
Problem access public model?
<p>I have been using yahma/Llama-2-7b-chat-hf for the past month, but today I have suddenly developed issues. To my knowledge, nothing has changed about my environment. Below is the error message. The repo also says it was last updated in 2023, so I’m not sure what’s going on.</p> <p><code>Traceback (most recent call l...
https://discuss.huggingface.co/t/138206
null
2025-01-30T22:09:57.204000Z
2025-01-30T22:56:23.900000Z
null
2026-09-16T07:25:45.818472Z
null
null
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full_topic_stream_round3
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topic
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2026-09-16T09:06:32.036461Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-30T22:56:23.900Z", "can_vote": false, "category_id": 5, "closed": true, "created_at": "2025-01-30T22:09:57.204Z", "fancy_title": "Problem access public model?", "featured_link": null, "has_accepted_answer": true, "has_...
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forum_huggingface_138191
forum_huggingface
problem_observation
138191
topic
https://discuss.huggingface.co/t/138191
2025-01-30T19:56:54.760000Z
createdAt
{"id": "138191", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138191", "title": "Prediction/Classification problem", "createdAt": "2025-01-30T19:56:54.760Z", "updatedAt": "2025-01-30T19:56:54.843Z", "fetched_at": "2026-09-16T07:25:45.818514Z", "body": "<p>My graduation project is to train a model to...
Prediction/Classification problem
<p>My graduation project is to train a model to predict the job title using skills, education and experience. The dataset is extracted from resumes, it contains about 7409 distinct job titles. What is the suitable model for this task and why?</p>
null
null
138191
null
Prediction/Classification problem
<p>My graduation project is to train a model to predict the job title using skills, education and experience. The dataset is extracted from resumes, it contains about 7409 distinct job titles. What is the suitable model for this task and why?</p>
https://discuss.huggingface.co/t/138191
null
2025-01-30T19:56:54.760000Z
2025-01-30T19:56:54.843000Z
null
2026-09-16T07:25:45.818514Z
null
null
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full_topic_stream_round3
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[199013]
1
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null
2026-09-16T09:06:32.237207Z
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forum_huggingface_138189
forum_huggingface
problem_observation
138189
topic
https://discuss.huggingface.co/t/138189
2025-01-30T19:48:12.219000Z
createdAt
{"id": "138189", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138189", "title": "Use of unlicensed HF datasets", "createdAt": "2025-01-30T19:48:12.219Z", "updatedAt": "2025-05-25T10:25:18.939Z", "fetched_at": "2026-09-16T07:25:45.818556Z", "body": "<p>I recently encountered an interesting concern. L...
Use of unlicensed HF datasets
<p>I recently encountered an interesting concern. Last weekend I participated in a small hackathon where one of the challenges was to identify rubber ducks on a course. Our robot had a RaspberryPi 5 onboard and we wanted to use YOLO to identify the locations of the ducks.</p> <p>The “teddy bear” class was overly aggres...
null
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138189
null
Use of unlicensed HF datasets
<p>I recently encountered an interesting concern. Last weekend I participated in a small hackathon where one of the challenges was to identify rubber ducks on a course. Our robot had a RaspberryPi 5 onboard and we wanted to use YOLO to identify the locations of the ducks.</p> <p>The “teddy bear” class was overly aggres...
https://discuss.huggingface.co/t/138189
null
2025-01-30T19:48:12.219000Z
2025-05-25T10:25:18.939000Z
null
2026-09-16T07:25:45.818556Z
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forum_huggingface_138187
forum_huggingface
problem_observation
138187
topic
https://discuss.huggingface.co/t/138187
2025-01-30T19:29:31.303000Z
createdAt
{"id": "138187", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138187", "title": "Help for Non-programmers/non-coders", "createdAt": "2025-01-30T19:29:31.303Z", "updatedAt": "2025-02-09T06:16:40.109Z", "fetched_at": "2026-09-16T07:25:45.818602Z", "body": "<p>I hope that this is not viewed as an inapp...
Help for Non-programmers/non-coders
<p>I hope that this is not viewed as an inappropriate post.</p> <p>I am new to the Hugging Face Hub, and I know that I’m not the only one who is struggling with the various instruction videos, articles, and tutorials that are by programmers for programmers. The information that the instructions have presume a level of ...
null
null
138187
null
Help for Non-programmers/non-coders
<p>I hope that this is not viewed as an inappropriate post.</p> <p>I am new to the Hugging Face Hub, and I know that I’m not the only one who is struggling with the various instruction videos, articles, and tutorials that are by programmers for programmers. The information that the instructions have presume a level of ...
https://discuss.huggingface.co/t/138187
null
2025-01-30T19:29:31.303000Z
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2026-09-16T07:25:45.818602Z
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2026-09-16T09:06:32.858917Z
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forum_huggingface_138178
forum_huggingface
problem_observation
138178
topic
https://discuss.huggingface.co/t/138178
2025-01-30T18:19:55.196000Z
createdAt
{"id": "138178", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138178", "title": "Create a weighted loss function to handle imbalance?", "createdAt": "2025-01-30T18:19:55.196Z", "updatedAt": "2025-02-01T01:34:49.488Z", "fetched_at": "2026-09-16T07:25:45.818633Z", "body": "<p>Hi everyone,</p>\n<p>I’m ...
Create a weighted loss function to handle imbalance?
<p>Hi everyone,</p> <p>I’m working on fine-tuning LLaMA 3.1 8B for a multi-class classification task using text data. However, my dataset is highly imbalanced, which is causing performance issues.</p> <p>I have already tried several data augmentation techniques like back translation, paraphrasing, and contextual augmen...
null
null
138178
null
Create a weighted loss function to handle imbalance?
<p>Hi everyone,</p> <p>I’m working on fine-tuning LLaMA 3.1 8B for a multi-class classification task using text data. However, my dataset is highly imbalanced, which is causing performance issues.</p> <p>I have already tried several data augmentation techniques like back translation, paraphrasing, and contextual augmen...
https://discuss.huggingface.co/t/138178
null
2025-01-30T18:19:55.196000Z
2025-02-01T01:34:49.488000Z
null
2026-09-16T07:25:45.818633Z
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2026-09-16T09:06:33.527086Z
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forum_huggingface_138174
forum_huggingface
problem_observation
138174
topic
https://discuss.huggingface.co/t/138174
2025-01-30T17:54:27.375000Z
createdAt
{"id": "138174", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138174", "title": "I think I found a bug on HF datasets tab", "createdAt": "2025-01-30T17:54:27.375Z", "updatedAt": "2025-01-31T17:22:42.429Z", "fetched_at": "2026-09-16T07:25:45.818682Z", "body": "<p><div class=\"lightbox-wrapper\"><a cl...
I think I found a bug on HF datasets tab
<p><div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/b/f/bf4b2f9a2217da9033cf09f279dd979492d3fd2f.jpeg" data-download-href="/uploads/short-url/righu0P5S6jSLKrly7e19lDNuMf.jpeg?dl=1" title="image" rel="noopener nofollow ugc"><img src="https://us1.discourse-...
null
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138174
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I think I found a bug on HF datasets tab
<p><div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/b/f/bf4b2f9a2217da9033cf09f279dd979492d3fd2f.jpeg" data-download-href="/uploads/short-url/righu0P5S6jSLKrly7e19lDNuMf.jpeg?dl=1" title="image" rel="noopener nofollow ugc"><img src="https://us1.discourse-...
https://discuss.huggingface.co/t/138174
null
2025-01-30T17:54:27.375000Z
2025-01-31T17:22:42.429000Z
null
2026-09-16T07:25:45.818682Z
null
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2026-09-16T09:06:33.281234Z
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forum_huggingface_138144
forum_huggingface
problem_observation
138144
topic
https://discuss.huggingface.co/t/138144
2025-01-30T15:39:41.738000Z
createdAt
{"id": "138144", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138144", "title": "Java version of transformers library?", "createdAt": "2025-01-30T15:39:41.738Z", "updatedAt": "2025-07-08T08:57:26.924Z", "fetched_at": "2026-09-16T07:25:45.818733Z", "body": "<p>Is there a Java version of the transform...
Java version of transformers library?
<p>Is there a Java version of the transformers library?</p>
null
null
138144
null
Java version of transformers library?
<p>Is there a Java version of the transformers library?</p>
https://discuss.huggingface.co/t/138144
null
2025-01-30T15:39:41.738000Z
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null
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forum_huggingface_138112
forum_huggingface
problem_observation
138112
topic
https://discuss.huggingface.co/t/138112
2025-01-30T11:04:40.146000Z
createdAt
{"id": "138112", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138112", "title": "What is the proper way to add LoRa adapters and keep some layers trainable?", "createdAt": "2025-01-30T11:04:40.146Z", "updatedAt": "2025-01-31T11:55:50.882Z", "fetched_at": "2026-09-16T07:25:45.818767Z", "body": "<p>He...
What is the proper way to add LoRa adapters and keep some layers trainable?
<p>Hello everyone!</p> <p>Could someone explain why if I add LoRa adapters to a diffusion model using <em>add_adapter</em> method the model layers, which I would like to keep trainable (mentioned in the config parameter <em>modules_to_save</em>), actually are not trainable?<br> But they are trainable if I use get_peft_...
null
null
138112
null
What is the proper way to add LoRa adapters and keep some layers trainable?
<p>Hello everyone!</p> <p>Could someone explain why if I add LoRa adapters to a diffusion model using <em>add_adapter</em> method the model layers, which I would like to keep trainable (mentioned in the config parameter <em>modules_to_save</em>), actually are not trainable?<br> But they are trainable if I use get_peft_...
https://discuss.huggingface.co/t/138112
null
2025-01-30T11:04:40.146000Z
2025-01-31T11:55:50.882000Z
null
2026-09-16T07:25:45.818767Z
null
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2026-09-16T09:06:33.783823Z
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forum_huggingface_138104
forum_huggingface
problem_observation
138104
topic
https://discuss.huggingface.co/t/138104
2025-01-30T10:41:34.916000Z
createdAt
{"id": "138104", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138104", "title": "Multiple Loss Tracking on Train and Evaluate Steps", "createdAt": "2025-01-30T10:41:34.916Z", "updatedAt": "2025-02-26T08:51:29.432Z", "fetched_at": "2026-09-16T07:25:45.818804Z", "body": "<p>Hello<br>\nI am using trans...
Multiple Loss Tracking on Train and Evaluate Steps
<p>Hello<br> I am using transformers 4.45.2<br> I created a model with two different tasks (so two different losses) and can train it fine. But I wanted to explicitly track both of my losses, not only single loss, during training and eval steps.<br> I have found some work arounds to partially solve the issue, but they...
null
null
138104
null
Multiple Loss Tracking on Train and Evaluate Steps
<p>Hello<br> I am using transformers 4.45.2<br> I created a model with two different tasks (so two different losses) and can train it fine. But I wanted to explicitly track both of my losses, not only single loss, during training and eval steps.<br> I have found some work arounds to partially solve the issue, but they...
https://discuss.huggingface.co/t/138104
null
2025-01-30T10:41:34.916000Z
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null
2026-09-16T07:25:45.818804Z
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forum_huggingface_138087
forum_huggingface
problem_observation
138087
topic
https://discuss.huggingface.co/t/138087
2025-01-30T10:25:36.022000Z
createdAt
{"id": "138087", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138087", "title": "High variability of CPU inference times", "createdAt": "2025-01-30T10:25:36.022Z", "updatedAt": "2025-01-30T13:48:44.695Z", "fetched_at": "2026-09-16T07:25:45.818860Z", "body": "<p><strong>Problem</strong>: the inferenc...
High variability of CPU inference times
<p><strong>Problem</strong>: the inference time on CPU for the same request can differ up to 2 times.</p> <p><strong>Details</strong>: I am running an NER pipeline using CPU. I tried with a proprietary model, its ONNX version, and with a public one (dslim/bert-base-NER). I’ve tested locally and on a Google VM. In all c...
null
null
138087
null
High variability of CPU inference times
<p><strong>Problem</strong>: the inference time on CPU for the same request can differ up to 2 times.</p> <p><strong>Details</strong>: I am running an NER pipeline using CPU. I tried with a proprietary model, its ONNX version, and with a public one (dslim/bert-base-NER). I’ve tested locally and on a Google VM. In all c...
https://discuss.huggingface.co/t/138087
null
2025-01-30T10:25:36.022000Z
2025-01-30T13:48:44.695000Z
null
2026-09-16T07:25:45.818860Z
null
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forum_huggingface_138086
forum_huggingface
problem_observation
138086
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https://discuss.huggingface.co/t/138086
2025-01-30T10:22:45.846000Z
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{"id": "138086", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138086", "title": "Aide pour Fine-Tuning et Déploiement d'un Chatbot Éducatif pour Réseaux, Systèmes et Programmation", "createdAt": "2025-01-30T10:22:45.846Z", "updatedAt": "2025-02-17T15:42:40.897Z", "fetched_at": "2026-09-16T07:25:45.8...
Aide pour Fine-Tuning et Déploiement d'un Chatbot Éducatif pour Réseaux, Systèmes et Programmation
<p>Bonjour à tous,</p> <p>Je suis débutant dans le domaine de l’intelligence artificielle et je travaille actuellement sur un projet ambitieux de création d’un chatbot éducatif destiné à aider les apprenants en réseaux informatiques, systèmes et programmation.<br> Objectif du Projet</p> <p>Le but de ce projet est de dé...
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138086
null
Aide pour Fine-Tuning et Déploiement d'un Chatbot Éducatif pour Réseaux, Systèmes et Programmation
<p>Bonjour à tous,</p> <p>Je suis débutant dans le domaine de l’intelligence artificielle et je travaille actuellement sur un projet ambitieux de création d’un chatbot éducatif destiné à aider les apprenants en réseaux informatiques, systèmes et programmation.<br> Objectif du Projet</p> <p>Le but de ce projet est de dé...
https://discuss.huggingface.co/t/138086
null
2025-01-30T10:22:45.846000Z
2025-02-17T15:42:40.897000Z
null
2026-09-16T07:25:45.818903Z
null
null
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true
full_topic_stream_round3
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null
null
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[198844, 198983]
2
[]
null
null
null
topic
null
2026-09-16T09:06:34.511659Z
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null
[]
null
forum_huggingface_138081
forum_huggingface
problem_observation
138081
topic
https://discuss.huggingface.co/t/138081
2025-01-30T09:56:46.749000Z
createdAt
{"id": "138081", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138081", "title": "Metadata in batches", "createdAt": "2025-01-30T09:56:46.749Z", "updatedAt": "2025-01-30T09:56:46.806Z", "fetched_at": "2026-09-16T07:25:45.818949Z", "body": "<p>I am trying to train a very simple seq-2-seq model, with t...
Metadata in batches
<p>I am trying to train a very simple seq-2-seq model, with training data composed of the usual <code>input_ids</code>, <code>labels</code> and <code>attention_mask</code> plus an additional column that allows me to go from the batch to the original dataset (<code>example_id</code>).</p> <p>In order to associate the e...
null
null
138081
null
Metadata in batches
<p>I am trying to train a very simple seq-2-seq model, with training data composed of the usual <code>input_ids</code>, <code>labels</code> and <code>attention_mask</code> plus an additional column that allows me to go from the batch to the original dataset (<code>example_id</code>).</p> <p>In order to associate the e...
https://discuss.huggingface.co/t/138081
null
2025-01-30T09:56:46.749000Z
2025-01-30T09:56:46.806000Z
null
2026-09-16T07:25:45.818949Z
null
null
[]
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html
fetched
true
full_topic_stream_round3
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null
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[198838]
1
[]
null
null
null
topic
null
2026-09-16T09:06:34.775883Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-30T09:56:46.806Z", "can_vote": false, "category_id": 5, "closed": false, "created_at": "2025-01-30T09:56:46.749Z", "fancy_title": "Metadata in batches", "featured_link": null, "has_accepted_answer": false, "has_summary...
null
[]
null
forum_huggingface_138079
forum_huggingface
problem_observation
138079
topic
https://discuss.huggingface.co/t/138079
2025-01-30T09:49:27.324000Z
createdAt
{"id": "138079", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138079", "title": "Custom BenchMark creation", "createdAt": "2025-01-30T09:49:27.324Z", "updatedAt": "2025-02-01T12:50:23.709Z", "fetched_at": "2026-09-16T07:25:45.818981Z", "body": "<p>Hi there,</p>\n<p>I am building a lot of small proof...
Custom BenchMark creation
<p>Hi there,</p> <p>I am building a lot of small proof of concepts and ideas for some time now. Some of them are getting attention in my company and now I am fully working on improving them.</p> <p>Most are RAG based systems or agentic systems to automate tasks.<br> As I am more and more updating and trying different t...
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138079
null
Custom BenchMark creation
<p>Hi there,</p> <p>I am building a lot of small proof of concepts and ideas for some time now. Some of them are getting attention in my company and now I am fully working on improving them.</p> <p>Most are RAG based systems or agentic systems to automate tasks.<br> As I am more and more updating and trying different t...
https://discuss.huggingface.co/t/138079
null
2025-01-30T09:49:27.324000Z
2025-02-01T12:50:23.709000Z
null
2026-09-16T07:25:45.818981Z
null
null
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null
null
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null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198836, 199093, 199130, 199349, 199350, 199457]
5
[]
null
null
null
topic
null
2026-09-16T09:06:35.081177Z
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null
[]
null
forum_huggingface_138076
forum_huggingface
problem_observation
138076
topic
https://discuss.huggingface.co/t/138076
2025-01-30T09:39:40.630000Z
createdAt
{"id": "138076", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138076", "title": "Cannot download models", "createdAt": "2025-01-30T09:39:40.630Z", "updatedAt": "2025-01-31T03:49:22.277Z", "fetched_at": "2026-09-16T07:25:45.819031Z", "body": "<p>I cannot download models from hugging face. For example...
Cannot download models
<p>I cannot download models from hugging face. For example:<br> $ git clone <a href="https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct" class="inline-onebox">meta-llama/Llama-3.1-70B-Instruct · Hugging Face</a><br> Cloning into ‘Llama-3.1-70B-Instruct’…<br> Username for ': sadikkapadia2<br> Password for ‘’: &lt;...
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null
138076
null
Cannot download models
<p>I cannot download models from hugging face. For example:<br> $ git clone <a href="https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct" class="inline-onebox">meta-llama/Llama-3.1-70B-Instruct · Hugging Face</a><br> Cloning into ‘Llama-3.1-70B-Instruct’…<br> Username for ': sadikkapadia2<br> Password for ‘’: &lt;...
https://discuss.huggingface.co/t/138076
null
2025-01-30T09:39:40.630000Z
2025-01-31T03:49:22.277000Z
null
2026-09-16T07:25:45.819031Z
null
null
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198831, 198833, 198839, 199038, 199040, 199081]
6
[]
null
null
null
topic
null
2026-09-16T09:06:35.311562Z
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null
[]
null
forum_huggingface_138069
forum_huggingface
problem_observation
138069
topic
https://discuss.huggingface.co/t/138069
2025-01-30T09:21:28.568000Z
createdAt
{"id": "138069", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138069", "title": "Error while training LORA in KOHYA_SS (stabilityai/stable-diffusion-xl-base-1.0)", "createdAt": "2025-01-30T09:21:28.568Z", "updatedAt": "2025-02-11T05:38:34.894Z", "fetched_at": "2026-09-16T07:25:45.819097Z", "body": "...
Error while training LORA in KOHYA_SS (stabilityai/stable-diffusion-xl-base-1.0)
<p>Hello</p> <p>I have provided 1 image for training. It’s a simple JPG.</p> <p><div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/8/4/84007d0150a84bdc1d884be0b1a01ca12a0933b2.jpeg" data-download-href="/uploads/short-url/iPK4tQlRHOeOKBd1O6bR5Re3H4C.jpeg?dl=...
null
null
138069
null
Error while training LORA in KOHYA_SS (stabilityai/stable-diffusion-xl-base-1.0)
<p>Hello</p> <p>I have provided 1 image for training. It’s a simple JPG.</p> <p><div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/8/4/84007d0150a84bdc1d884be0b1a01ca12a0933b2.jpeg" data-download-href="/uploads/short-url/iPK4tQlRHOeOKBd1O6bR5Re3H4C.jpeg?dl=...
https://discuss.huggingface.co/t/138069
null
2025-01-30T09:21:28.568000Z
2025-02-11T05:38:34.894000Z
null
2026-09-16T07:25:45.819097Z
null
null
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198824, 198832, 199916, 199920, 200142, 200164, 200687, 200695, 200698, 200704, 200707, 200718, 201005, 201336, 201337, 201352, 201355, 201397, 201409, 201608, 201610, 202183]
21
[]
null
null
null
topic
null
2026-09-16T09:06:37.273319Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-02-11T05:38:34.894Z", "can_vote": false, "category_id": 5, "closed": true, "created_at": "2025-01-30T09:21:28.568Z", "fancy_title": "Error while training LORA in KOHYA_SS (stabilityai/stable-diffusion-xl-base-1.0)", "feat...
null
[]
null
forum_huggingface_138045
forum_huggingface
problem_observation
138045
topic
https://discuss.huggingface.co/t/138045
2025-01-30T06:47:35.698000Z
createdAt
{"id": "138045", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138045", "title": "Tools Don't work", "createdAt": "2025-01-30T06:47:35.698Z", "updatedAt": "2025-01-30T06:52:47.781Z", "fetched_at": "2026-09-16T07:25:45.819155Z", "body": "<p>Hello , We can’t use tools in our AI Assistants. How can we u...
Tools Don't work
<p>Hello , We can’t use tools in our AI Assistants. How can we use tools in system prompt or AI Assistant in Hugging face chat.</p>
null
null
138045
null
Tools Don't work
<p>Hello , We can’t use tools in our AI Assistants. How can we use tools in system prompt or AI Assistant in Hugging face chat.</p>
https://discuss.huggingface.co/t/138045
null
2025-01-30T06:47:35.698000Z
2025-01-30T06:52:47.781000Z
null
2026-09-16T07:25:45.819155Z
null
null
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198790, 198795]
2
[]
null
null
null
topic
null
2026-09-16T09:06:35.757836Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-30T06:52:47.781Z", "can_vote": false, "category_id": 5, "closed": false, "created_at": "2025-01-30T06:47:35.698Z", "fancy_title": "Tools Don&rsquo;t work", "featured_link": null, "has_accepted_answer": false, "has_summ...
null
[]
null
forum_huggingface_138041
forum_huggingface
problem_observation
138041
topic
https://discuss.huggingface.co/t/138041
2025-01-30T06:27:00.371000Z
createdAt
{"id": "138041", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138041", "title": "Best Model for sorting a dataset based on a user question", "createdAt": "2025-01-30T06:27:00.371Z", "updatedAt": "2025-01-30T07:08:17.525Z", "fetched_at": "2026-09-16T07:25:45.819186Z", "body": "<p>Hi ,<br>\nI have a d...
Best Model for sorting a dataset based on a user question
<p>Hi ,<br> I have a dataset of around 100 tours which has fields like start location, end location , title , counties visted.</p> <p>I’m trying to get a model to sort the dataset based on a use question like “find me a tour which starts in parise and goes to italy”</p> <p>Current results are ok but the model i’m using...
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null
138041
null
Best Model for sorting a dataset based on a user question
<p>Hi ,<br> I have a dataset of around 100 tours which has fields like start location, end location , title , counties visted.</p> <p>I’m trying to get a model to sort the dataset based on a use question like “find me a tour which starts in parise and goes to italy”</p> <p>Current results are ok but the model i’m using...
https://discuss.huggingface.co/t/138041
null
2025-01-30T06:27:00.371000Z
2025-01-30T07:08:17.525000Z
null
2026-09-16T07:25:45.819186Z
null
null
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198783, 198786, 198799]
3
[]
null
null
null
topic
null
2026-09-16T09:06:36.068776Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-30T08:25:19.221Z", "can_vote": false, "category_id": 13, "closed": false, "created_at": "2025-01-30T06:27:00.371Z", "fancy_title": "Best Model for sorting a dataset based on a user question", "featured_link": null, "ha...
null
[]
null
forum_huggingface_138017
forum_huggingface
problem_observation
138017
topic
https://discuss.huggingface.co/t/138017
2025-01-30T03:09:03.271000Z
createdAt
{"id": "138017", "record_type": "topic", "url": "https://discuss.huggingface.co/t/138017", "title": "Increase quota for Inference Endpoint", "createdAt": "2025-01-30T03:09:03.271Z", "updatedAt": "2025-02-17T15:44:05.762Z", "fetched_at": "2026-09-16T07:25:45.819237Z", "body": "<p>I’ve been emailing <a href=\"mailto:api-...
Increase quota for Inference Endpoint
<p>I’ve been emailing <a href="mailto:api-enterprise@huggingface.co">api-enterprise@huggingface.co</a> to request an increase in my quota to use the NVIDIA T4 GPU instead of the CPU. They seem to be taking a while to respond. Do you have any advice on how to expedite the process?</p>
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null
138017
null
Increase quota for Inference Endpoint
<p>I’ve been emailing <a href="mailto:api-enterprise@huggingface.co">api-enterprise@huggingface.co</a> to request an increase in my quota to use the NVIDIA T4 GPU instead of the CPU. They seem to be taking a while to respond. Do you have any advice on how to expedite the process?</p>
https://discuss.huggingface.co/t/138017
null
2025-01-30T03:09:03.271000Z
2025-02-17T15:44:05.762000Z
null
2026-09-16T07:25:45.819237Z
null
null
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null
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html
fetched
true
full_topic_stream_round3
null
null
null
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[198749, 198772, 199024, 199058, 199114]
5
[]
null
null
null
topic
null
2026-09-16T09:06:36.290845Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-31T07:37:46.308Z", "can_vote": false, "category_id": 64, "closed": false, "created_at": "2025-01-30T03:09:03.271Z", "fancy_title": "Increase quota for Inference Endpoint", "featured_link": null, "has_accepted_answer": ...
null
[]
null
forum_huggingface_137995
forum_huggingface
problem_observation
137995
topic
https://discuss.huggingface.co/t/137995
2025-01-29T23:41:12.828000Z
createdAt
{"id": "137995", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137995", "title": "Is the HF chat down?", "createdAt": "2025-01-29T23:41:12.828Z", "updatedAt": "2025-01-30T08:43:33.502Z", "fetched_at": "2026-09-16T07:25:45.819286Z", "body": "<p>Hey is anyone having trouble using HF chat at the moment?...
Is the HF chat down?
<p>Hey is anyone having trouble using HF chat at the moment? I either just get a ‘fetch failed’ error or nothing happens when I ask to generate a response. Is this a me issue or something broader? I’ve tried to generate chats on both PC and iOS with same non-results.</p>
null
null
137995
null
Is the HF chat down?
<p>Hey is anyone having trouble using HF chat at the moment? I either just get a ‘fetch failed’ error or nothing happens when I ask to generate a response. Is this a me issue or something broader? I’ve tried to generate chats on both PC and iOS with same non-results.</p>
https://discuss.huggingface.co/t/137995
null
2025-01-29T23:41:12.828000Z
2025-01-30T08:43:33.502000Z
null
2026-09-16T07:25:45.819286Z
null
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[198726, 198754, 198764, 198818]
4
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null
null
null
topic
null
2026-09-16T09:06:36.544575Z
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null
[]
null
forum_huggingface_137993
forum_huggingface
problem_observation
137993
topic
https://discuss.huggingface.co/t/137993
2025-01-29T23:25:58.811000Z
createdAt
{"id": "137993", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137993", "title": "Can't log into HF accounts and all Spaces are showing \"Preparing Space\" forever", "createdAt": "2025-01-29T23:25:58.811Z", "updatedAt": "2025-01-30T15:48:48.199Z", "fetched_at": "2026-09-16T07:25:45.819338Z", "body": ...
Can't log into HF accounts and all Spaces are showing "Preparing Space" forever
<p>Dear HF Support Team,</p> <p>I can’t log into my HF account and all my Spaces are showing “Preparing Space” forever. Could you please look into it?</p> <p>A similar issue happened in July 2024 and I was able to get my account back after previous HF employee Omar Sanseviero looked into the issue.</p> <p>See the relev...
null
null
137993
null
Can't log into HF accounts and all Spaces are showing "Preparing Space" forever
<p>Dear HF Support Team,</p> <p>I can’t log into my HF account and all my Spaces are showing “Preparing Space” forever. Could you please look into it?</p> <p>A similar issue happened in July 2024 and I was able to get my account back after previous HF employee Omar Sanseviero looked into the issue.</p> <p>See the relev...
https://discuss.huggingface.co/t/137993
null
2025-01-29T23:25:58.811000Z
2025-01-30T15:48:48.199000Z
null
2026-09-16T07:25:45.819338Z
null
null
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full_topic_stream_round3
null
null
null
null
[198723, 198724, 198782, 198962]
4
[]
null
null
null
topic
null
2026-09-16T09:06:36.771937Z
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null
[]
null
forum_huggingface_137986
forum_huggingface
problem_observation
137986
topic
https://discuss.huggingface.co/t/137986
2025-01-29T22:24:03.548000Z
createdAt
{"id": "137986", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137986", "title": "Help needed uploading Data to Hugging Face Dataset via Apps Script", "createdAt": "2025-01-29T22:24:03.548Z", "updatedAt": "2025-01-30T06:28:40.375Z", "fetched_at": "2026-09-16T07:25:45.819368Z", "body": "<p>Hi everyone...
Help needed uploading Data to Hugging Face Dataset via Apps Script
<p>Hi everyone,</p> <p>I’m trying to upload data to my Hugging Face dataset using the following Apps Script, but it seems to be giving me an error. Can anyone confirm if the API URL I’m using is correct? Or is there another API endpoint I should use to upload a small file to my dataset?</p> <p>Any feedback on what I’m ...
null
null
137986
null
Help needed uploading Data to Hugging Face Dataset via Apps Script
<p>Hi everyone,</p> <p>I’m trying to upload data to my Hugging Face dataset using the following Apps Script, but it seems to be giving me an error. Can anyone confirm if the API URL I’m using is correct? Or is there another API endpoint I should use to upload a small file to my dataset?</p> <p>Any feedback on what I’m ...
https://discuss.huggingface.co/t/137986
null
2025-01-29T22:24:03.548000Z
2025-01-30T06:28:40.375000Z
null
2026-09-16T07:25:45.819368Z
null
null
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null
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fetched
true
full_topic_stream_round3
null
null
null
null
[198713, 198785]
2
[]
null
null
null
topic
null
2026-09-16T09:06:37.015841Z
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null
[]
null
forum_huggingface_137984
forum_huggingface
problem_observation
137984
topic
https://discuss.huggingface.co/t/137984
2025-01-29T22:14:40.719000Z
createdAt
{"id": "137984", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137984", "title": "Should I be building a custom transformer/transformerjs pipeline", "createdAt": "2025-01-29T22:14:40.719Z", "updatedAt": "2025-01-30T05:49:46.293Z", "fetched_at": "2026-09-16T07:25:45.819416Z", "body": "<p>Hi, I am buil...
Should I be building a custom transformer/transformerjs pipeline
<p>Hi, I am building a custom classifier for coding job descriptions. I have two text inputs that I concatenate, preprocess, and embed using a sentenceTransformer during training (in python) and the feature-extraction pipeline during prediction (transformers.js). At training time, I use tensorflow to train a multila...
null
null
137984
null
Should I be building a custom transformer/transformerjs pipeline
<p>Hi, I am building a custom classifier for coding job descriptions. I have two text inputs that I concatenate, preprocess, and embed using a sentenceTransformer during training (in python) and the feature-extraction pipeline during prediction (transformers.js). At training time, I use tensorflow to train a multila...
https://discuss.huggingface.co/t/137984
null
2025-01-29T22:14:40.719000Z
2025-01-30T05:49:46.293000Z
null
2026-09-16T07:25:45.819416Z
null
null
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null
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full_topic_stream_round3
null
null
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[198711, 198776]
2
[]
null
null
null
topic
null
2026-09-16T09:06:37.559401Z
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null
[]
null
forum_huggingface_137975
forum_huggingface
problem_observation
137975
topic
https://discuss.huggingface.co/t/137975
2025-01-29T20:47:10.256000Z
createdAt
{"id": "137975", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137975", "title": "Best Image Feature Extraction Model for E-Commerce?", "createdAt": "2025-01-29T20:47:10.256Z", "updatedAt": "2025-01-29T20:47:10.314Z", "fetched_at": "2026-09-16T07:25:45.819459Z", "body": "<p>Pretty much as the title s...
Best Image Feature Extraction Model for E-Commerce?
<p>Pretty much as the title says. I want to perform a similarity search for a product in a list of 2,000 photos. What image feature extraction model did you have good experience with as the base?</p> <p>Also, as a follow-up, which search library do you recommend?</p> <p>Thank you in advance.</p>
null
null
137975
null
Best Image Feature Extraction Model for E-Commerce?
<p>Pretty much as the title says. I want to perform a similarity search for a product in a list of 2,000 photos. What image feature extraction model did you have good experience with as the base?</p> <p>Also, as a follow-up, which search library do you recommend?</p> <p>Thank you in advance.</p>
https://discuss.huggingface.co/t/137975
null
2025-01-29T20:47:10.256000Z
2025-01-29T20:47:10.314000Z
null
2026-09-16T07:25:45.819459Z
null
null
[]
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198699]
1
[]
null
null
null
topic
null
2026-09-16T09:06:37.767448Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-29T20:47:10.314Z", "can_vote": false, "category_id": 13, "closed": false, "created_at": "2025-01-29T20:47:10.256Z", "fancy_title": "Best Image Feature Extraction Model for E-Commerce?", "featured_link": null, "has_acce...
null
[]
null
forum_huggingface_137956
forum_huggingface
problem_observation
137956
topic
https://discuss.huggingface.co/t/137956
2025-01-29T19:03:54.219000Z
createdAt
{"id": "137956", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137956", "title": "How to prepare dataset using patent pdf?", "createdAt": "2025-01-29T19:03:54.219Z", "updatedAt": "2025-01-29T19:03:54.270Z", "fetched_at": "2026-09-16T07:25:45.819490Z", "body": "<p>I want to fine tuning LLM on several ...
How to prepare dataset using patent pdf?
<p>I want to fine tuning LLM on several thousand of patent pdf from a specific domain, can any one tell me how should I pdf data to structure dataset which also contain tables.</p> <p>2nd question:- is there any other way to train llm instead of data from pdf?</p>
null
null
137956
null
How to prepare dataset using patent pdf?
<p>I want to fine tuning LLM on several thousand of patent pdf from a specific domain, can any one tell me how should I pdf data to structure dataset which also contain tables.</p> <p>2nd question:- is there any other way to train llm instead of data from pdf?</p>
https://discuss.huggingface.co/t/137956
null
2025-01-29T19:03:54.219000Z
2025-01-29T19:03:54.270000Z
null
2026-09-16T07:25:45.819490Z
null
null
[]
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null
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null
null
html
fetched
true
full_topic_stream_round3
null
null
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[198676]
1
[]
null
null
null
topic
null
2026-09-16T09:06:38.019557Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-29T19:03:54.270Z", "can_vote": false, "category_id": 10, "closed": false, "created_at": "2025-01-29T19:03:54.219Z", "fancy_title": "How to prepare dataset using patent pdf?", "featured_link": null, "has_accepted_answer...
null
[]
null
forum_huggingface_137923
forum_huggingface
problem_observation
137923
topic
https://discuss.huggingface.co/t/137923
2025-01-29T15:39:43.815000Z
createdAt
{"id": "137923", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137923", "title": "Training using FSDP, qLoRa on multinode", "createdAt": "2025-01-29T15:39:43.815Z", "updatedAt": "2025-01-29T15:39:43.876Z", "fetched_at": "2026-09-16T07:25:45.819532Z", "body": "<p>How to train a model like Llama3 using...
Training using FSDP, qLoRa on multinode
<p>How to train a model like Llama3 using FSDP, qLoRa on two (or more) nodes if each node has one (or more) GPU?<br> Can anyone provide a link to a similar example?<br> I am grateful in advance for any help!</p>
null
null
137923
null
Training using FSDP, qLoRa on multinode
<p>How to train a model like Llama3 using FSDP, qLoRa on two (or more) nodes if each node has one (or more) GPU?<br> Can anyone provide a link to a similar example?<br> I am grateful in advance for any help!</p>
https://discuss.huggingface.co/t/137923
null
2025-01-29T15:39:43.815000Z
2025-01-29T15:39:43.876000Z
null
2026-09-16T07:25:45.819532Z
null
null
[]
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198638]
1
[]
null
null
null
topic
null
2026-09-16T09:06:38.259438Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-29T15:39:43.876Z", "can_vote": false, "category_id": 18, "closed": false, "created_at": "2025-01-29T15:39:43.815Z", "fancy_title": "Training using FSDP, qLoRa on multinode", "featured_link": null, "has_accepted_answer"...
null
[]
null
forum_huggingface_137921
forum_huggingface
problem_observation
137921
topic
https://discuss.huggingface.co/t/137921
2025-01-29T15:36:22.149000Z
createdAt
{"id": "137921", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137921", "title": "“too many open files” despite streaming with IterableDataset", "createdAt": "2025-01-29T15:36:22.149Z", "updatedAt": "2025-01-30T06:39:30.502Z", "fetched_at": "2026-09-16T07:25:45.819575Z", "body": "<p>Hi all, I have be...
“too many open files” despite streaming with IterableDataset
<p>Hi all, I have been using IterableDataset to load a very large collection of <code>.arrow</code> shards (~8k files per GPU, 24 GPUs, each at 1GB). I load them with <code>d=load_dataset("arrow", data_files=xxx, streaming=True)</code>.</p> <p>However this caused <code>too many open files</code> OS error when using it ...
null
null
137921
null
“too many open files” despite streaming with IterableDataset
<p>Hi all, I have been using IterableDataset to load a very large collection of <code>.arrow</code> shards (~8k files per GPU, 24 GPUs, each at 1GB). I load them with <code>d=load_dataset("arrow", data_files=xxx, streaming=True)</code>.</p> <p>However this caused <code>too many open files</code> OS error when using it ...
https://discuss.huggingface.co/t/137921
null
2025-01-29T15:36:22.149000Z
2025-01-30T06:39:30.502000Z
null
2026-09-16T07:25:45.819575Z
null
null
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null
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html
fetched
true
full_topic_stream_round3
null
null
null
null
[198636, 198788, 200846]
2
[]
null
null
null
topic
null
2026-09-16T09:06:38.573711Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-30T06:39:30.502Z", "can_vote": false, "category_id": 10, "closed": true, "created_at": "2025-01-29T15:36:22.149Z", "fancy_title": "“too many open files” despite streaming with IterableDataset", "featured_link": null, "...
null
[]
null
forum_huggingface_137910
forum_huggingface
problem_observation
137910
topic
https://discuss.huggingface.co/t/137910
2025-01-29T14:58:17.877000Z
createdAt
{"id": "137910", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137910", "title": "AI to improve voice", "createdAt": "2025-01-29T14:58:17.877Z", "updatedAt": "2025-07-21T08:52:28.231Z", "fetched_at": "2026-09-16T07:25:45.819619Z", "body": "<p>I have youtube channel, and i want to speak, but my englis...
AI to improve voice
<p>I have youtube channel, and i want to speak, but my english is bad.<br> So i was think are there any ai or software where i can record what i speak and send to him. And he back improved speaking version without accent and mistakes?</p>
null
null
137910
null
AI to improve voice
<p>I have youtube channel, and i want to speak, but my english is bad.<br> So i was think are there any ai or software where i can record what i speak and send to him. And he back improved speaking version without accent and mistakes?</p>
https://discuss.huggingface.co/t/137910
null
2025-01-29T14:58:17.877000Z
2025-07-21T08:52:28.231000Z
null
2026-09-16T07:25:45.819619Z
null
null
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null
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html
fetched
true
full_topic_stream_round3
null
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[198625, 198644, 198679, 198757, 198961, 198977, 199461, 199467, 199500, 199511, 214575, 232166, 233934]
13
[]
null
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topic
null
2026-09-16T09:06:38.922963Z
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forum_huggingface_137889
forum_huggingface
problem_observation
137889
topic
https://discuss.huggingface.co/t/137889
2025-01-29T12:49:51.980000Z
createdAt
{"id": "137889", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137889", "title": "Simple customer querys", "createdAt": "2025-01-29T12:49:51.980Z", "updatedAt": "2026-07-24T11:33:00.596Z", "fetched_at": "2026-09-16T07:25:45.819668Z", "body": "<p>Hello!! I am starting in this world and I have a use ca...
Simple customer querys
<p>Hello!! I am starting in this world and I have a use case that I would like to discuss here. I would like to try to manage social media for a small family business where the people always asks around the same variations of some set of questions, is it possible to run something that I can feed with those questions (w...
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null
137889
null
Simple customer querys
<p>Hello!! I am starting in this world and I have a use case that I would like to discuss here. I would like to try to manage social media for a small family business where the people always asks around the same variations of some set of questions, is it possible to run something that I can feed with those questions (w...
https://discuss.huggingface.co/t/137889
null
2025-01-29T12:49:51.980000Z
2026-07-24T11:33:00.596000Z
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2026-09-16T07:25:45.819668Z
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2026-09-16T09:06:39.036311Z
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forum_huggingface_137879
forum_huggingface
problem_observation
137879
topic
https://discuss.huggingface.co/t/137879
2025-01-29T12:05:53.688000Z
createdAt
{"id": "137879", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137879", "title": "Looking for help to use AI (LLM) for a Systematic Literature Review in Soil Biodiversity/agroecology Research", "createdAt": "2025-01-29T12:05:53.688Z", "updatedAt": "2025-02-01T01:31:41.759Z", "fetched_at": "2026-09-16...
Looking for help to use AI (LLM) for a Systematic Literature Review in Soil Biodiversity/agroecology Research
<p>Hi HF community,</p> <p>My name is Marie-Liesse Vermeire, and I am a researcher at CIRAD (the French Agricultural Research Centre for International Development). My current work focuses on assessing the impact of recycling organic waste in agriculture on soil organisms. As part of this research, I am leading a proje...
null
null
137879
null
Looking for help to use AI (LLM) for a Systematic Literature Review in Soil Biodiversity/agroecology Research
<p>Hi HF community,</p> <p>My name is Marie-Liesse Vermeire, and I am a researcher at CIRAD (the French Agricultural Research Centre for International Development). My current work focuses on assessing the impact of recycling organic waste in agriculture on soil organisms. As part of this research, I am leading a proje...
https://discuss.huggingface.co/t/137879
null
2025-01-29T12:05:53.688000Z
2025-02-01T01:31:41.759000Z
null
2026-09-16T07:25:45.819720Z
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full_topic_stream_round3
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2026-09-16T09:06:39.339715Z
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forum_huggingface_137841
forum_huggingface
problem_observation
137841
topic
https://discuss.huggingface.co/t/137841
2025-01-29T03:55:30.627000Z
createdAt
{"id": "137841", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137841", "title": "Syncing Github Repo with Huggingface Repo", "createdAt": "2025-01-29T03:55:30.627Z", "updatedAt": "2025-01-30T21:00:00.411Z", "fetched_at": "2026-09-16T07:25:45.819751Z", "body": "<p>Hello there,</p>\n<p>I am trying to ...
Syncing Github Repo with Huggingface Repo
<p>Hello there,</p> <p>I am trying to make my github repo sync with huggingface space, so I can get the new changes deployed directly after a push to github.</p> <p>I followed the tutorial here and setup the actions pipeline- <a href="https://huggingface.co/docs/hub/en/spaces-github-actions" class="inline-onebox">Manag...
null
null
137841
null
Syncing Github Repo with Huggingface Repo
<p>Hello there,</p> <p>I am trying to make my github repo sync with huggingface space, so I can get the new changes deployed directly after a push to github.</p> <p>I followed the tutorial here and setup the actions pipeline- <a href="https://huggingface.co/docs/hub/en/spaces-github-actions" class="inline-onebox">Manag...
https://discuss.huggingface.co/t/137841
null
2025-01-29T03:55:30.627000Z
2025-01-30T21:00:00.411000Z
null
2026-09-16T07:25:45.819751Z
null
null
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2026-09-16T09:06:39.544242Z
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null
forum_huggingface_137818
forum_huggingface
problem_observation
137818
topic
https://discuss.huggingface.co/t/137818
2025-01-29T00:33:23.051000Z
createdAt
{"id": "137818", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137818", "title": "Exception in ASGI application", "createdAt": "2025-01-29T00:33:23.051Z", "updatedAt": "2025-01-29T12:34:27.783Z", "fetched_at": "2026-09-16T07:25:45.819784Z", "body": "<p>While deploying my app on hugging face getting “...
Exception in ASGI application
<p>While deploying my app on hugging face getting “Exception in ASGI application” error while it builds. Can anyone please help me resolve this error I am adding the full SS of the error for the better understanding. Is there any problem in my docker file or requirements file because it perfectly works in local environ...
null
null
137818
null
Exception in ASGI application
<p>While deploying my app on hugging face getting “Exception in ASGI application” error while it builds. Can anyone please help me resolve this error I am adding the full SS of the error for the better understanding. Is there any problem in my docker file or requirements file because it perfectly works in local environ...
https://discuss.huggingface.co/t/137818
null
2025-01-29T00:33:23.051000Z
2025-01-29T12:34:27.783000Z
null
2026-09-16T07:25:45.819784Z
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[198485, 198523, 198585, 198594]
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2026-09-16T09:06:39.830448Z
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forum_huggingface_137805
forum_huggingface
problem_observation
137805
topic
https://discuss.huggingface.co/t/137805
2025-01-28T22:34:36.445000Z
createdAt
{"id": "137805", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137805", "title": "PPOTrainer + LoRA and Continued Training", "createdAt": "2025-01-28T22:34:36.445Z", "updatedAt": "2025-01-28T22:34:36.502Z", "fetched_at": "2026-09-16T07:25:45.819831Z", "body": "<p>Hi all,</p>\n<p>So, currently, I’m tr...
PPOTrainer + LoRA and Continued Training
<p>Hi all,</p> <p>So, currently, I’m training a model with PPOTrainer and Lora.</p> <p>When I do</p> <pre><code class="lang-auto">model.save_pretrained(…) </code></pre> <p>It saves both an <code>adapter_model.safetensors</code> and a <code>pytorch_model.bin</code></p> <p>What is the difference between the two. There ar...
null
null
137805
null
PPOTrainer + LoRA and Continued Training
<p>Hi all,</p> <p>So, currently, I’m training a model with PPOTrainer and Lora.</p> <p>When I do</p> <pre><code class="lang-auto">model.save_pretrained(…) </code></pre> <p>It saves both an <code>adapter_model.safetensors</code> and a <code>pytorch_model.bin</code></p> <p>What is the difference between the two. There ar...
https://discuss.huggingface.co/t/137805
null
2025-01-28T22:34:36.445000Z
2025-01-28T22:34:36.502000Z
null
2026-09-16T07:25:45.819831Z
null
null
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full_topic_stream_round3
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[198472]
1
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topic
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2026-09-16T09:06:40.009060Z
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null
forum_huggingface_137793
forum_huggingface
problem_observation
137793
topic
https://discuss.huggingface.co/t/137793
2025-01-28T20:49:51.578000Z
createdAt
{"id": "137793", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137793", "title": "No improvement on test data after finetuning", "createdAt": "2025-01-28T20:49:51.578Z", "updatedAt": "2025-02-13T00:06:08.529Z", "fetched_at": "2026-09-16T07:25:45.819878Z", "body": "<p>Hello all,</p>\n<p>I’ve finetuned...
No improvement on test data after finetuning
<p>Hello all,</p> <p>I’ve finetuned a llama-like LLM (llm-stacking/StackLLM_410M_750BToken) which has been pretrained with model growth techniques. After having finetuned model at hand, I’ve compared this new model with the initial one using my test data. Here are some specs about finetuning process:</p> <p>Dataset: Wi...
null
null
137793
null
No improvement on test data after finetuning
<p>Hello all,</p> <p>I’ve finetuned a llama-like LLM (llm-stacking/StackLLM_410M_750BToken) which has been pretrained with model growth techniques. After having finetuned model at hand, I’ve compared this new model with the initial one using my test data. Here are some specs about finetuning process:</p> <p>Dataset: Wi...
https://discuss.huggingface.co/t/137793
null
2025-01-28T20:49:51.578000Z
2025-02-13T00:06:08.529000Z
null
2026-09-16T07:25:45.819878Z
null
null
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full_topic_stream_round3
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[198460, 202148]
2
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null
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topic
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2026-09-16T09:06:40.319930Z
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forum_huggingface_137766
forum_huggingface
problem_observation
137766
topic
https://discuss.huggingface.co/t/137766
2025-01-28T17:14:13.534000Z
createdAt
{"id": "137766", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137766", "title": "Permission to use Llama 13b didnt update since nov 2024", "createdAt": "2025-01-28T17:14:13.534Z", "updatedAt": "2025-01-30T10:32:26.796Z", "fetched_at": "2026-09-16T07:25:45.819924Z", "body": "<p>Hi, im newbie here, so...
Permission to use Llama 13b didnt update since nov 2024
<p>Hi, im newbie here, so sorry if this is not the correct place for this topic.</p> <p>As i say in the title, my request to use and download <a href="https://huggingface.co/meta-llama/Llama-2-13b-chat-hf" class="inline-onebox">meta-llama/Llama-2-13b-chat-hf · Hugging Face</a> didnt updates from novembre 2024 and i wan...
null
null
137766
null
Permission to use Llama 13b didnt update since nov 2024
<p>Hi, im newbie here, so sorry if this is not the correct place for this topic.</p> <p>As i say in the title, my request to use and download <a href="https://huggingface.co/meta-llama/Llama-2-13b-chat-hf" class="inline-onebox">meta-llama/Llama-2-13b-chat-hf · Hugging Face</a> didnt updates from novembre 2024 and i wan...
https://discuss.huggingface.co/t/137766
null
2025-01-28T17:14:13.534000Z
2025-01-30T10:32:26.796000Z
null
2026-09-16T07:25:45.819924Z
null
null
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full_topic_stream_round3
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[198427, 198432]
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null
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topic
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2026-09-16T09:06:40.518063Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-28T17:36:06.632Z", "can_vote": false, "category_id": 5, "closed": false, "created_at": "2025-01-28T17:14:13.534Z", "fancy_title": "Permission to use Llama 13b didnt update since nov 2024", "featured_link": null, "has_a...
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forum_huggingface_137759
forum_huggingface
problem_observation
137759
topic
https://discuss.huggingface.co/t/137759
2025-01-28T16:44:49.342000Z
createdAt
{"id": "137759", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137759", "title": "Models with inference_client", "createdAt": "2025-01-28T16:44:49.342Z", "updatedAt": "2025-01-28T17:46:47.441Z", "fetched_at": "2026-09-16T07:25:45.819973Z", "body": "<p>Hello. Is it possible to make it so that in the l...
Models with inference_client
<p>Hello. Is it possible to make it so that in the list of text_to_images models on the site filtered only those models that support inference_client</p>
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null
137759
null
Models with inference_client
<p>Hello. Is it possible to make it so that in the list of text_to_images models on the site filtered only those models that support inference_client</p>
https://discuss.huggingface.co/t/137759
null
2025-01-28T16:44:49.342000Z
2025-01-28T17:46:47.441000Z
null
2026-09-16T07:25:45.819973Z
null
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full_topic_stream_round3
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2026-09-16T09:06:40.810532Z
{"archetype": "regular", "archived": false, "bookmarked": null, "bumped": true, "bumped_at": "2025-01-28T17:46:47.441Z", "can_vote": false, "category_id": 5, "closed": false, "created_at": "2025-01-28T16:44:49.342Z", "fancy_title": "Models with inference_client", "featured_link": null, "has_accepted_answer": false, "ha...
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forum_huggingface_137746
forum_huggingface
problem_observation
137746
topic
https://discuss.huggingface.co/t/137746
2025-01-28T15:46:15.805000Z
createdAt
{"id": "137746", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137746", "title": "Recruiting for a study on data discovery of ML datasets", "createdAt": "2025-01-28T15:46:15.805Z", "updatedAt": "2025-01-28T15:46:15.902Z", "fetched_at": "2026-09-16T07:25:45.820140Z", "body": "<p>After conducting a pil...
Recruiting for a study on data discovery of ML datasets
<p>After conducting a pilot study, I am now looking to recruit participants for the main part of my study to complete my BSc in Computer Science. Currently searching for volunteers from the field of Machine Learning to complete one interview, lasting between 15-20 minutes, for a study aiming to answer the question on h...
null
null
137746
null
Recruiting for a study on data discovery of ML datasets
<p>After conducting a pilot study, I am now looking to recruit participants for the main part of my study to complete my BSc in Computer Science. Currently searching for volunteers from the field of Machine Learning to complete one interview, lasting between 15-20 minutes, for a study aiming to answer the question on h...
https://discuss.huggingface.co/t/137746
null
2025-01-28T15:46:15.805000Z
2025-01-28T15:46:15.902000Z
null
2026-09-16T07:25:45.820140Z
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2026-09-16T09:06:41.020971Z
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forum_huggingface_137742
forum_huggingface
problem_observation
137742
topic
https://discuss.huggingface.co/t/137742
2025-01-28T15:29:14.820000Z
createdAt
{"id": "137742", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137742", "title": "Autotrain question!", "createdAt": "2025-01-28T15:29:14.820Z", "updatedAt": "2025-01-28T16:00:11.712Z", "fetched_at": "2026-09-16T07:25:45.820236Z", "body": "<p>Is there an option on autotrain to use the full data set f...
Autotrain question!
<p>Is there an option on autotrain to use the full data set for training (instead of splitting into training and vlaidation data sets?). I want to use all the docs I have in one sheet for training, and use another sheet to validate outside of autotrain.</p>
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null
137742
null
Autotrain question!
<p>Is there an option on autotrain to use the full data set for training (instead of splitting into training and vlaidation data sets?). I want to use all the docs I have in one sheet for training, and use another sheet to validate outside of autotrain.</p>
https://discuss.huggingface.co/t/137742
null
2025-01-28T15:29:14.820000Z
2025-01-28T16:00:11.712000Z
null
2026-09-16T07:25:45.820236Z
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2026-09-16T09:06:41.275573Z
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forum_huggingface_137737
forum_huggingface
problem_observation
137737
topic
https://discuss.huggingface.co/t/137737
2025-01-28T14:42:59.537000Z
createdAt
{"id": "137737", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137737", "title": "Leveraging downloaded models from multiple apps", "createdAt": "2025-01-28T14:42:59.537Z", "updatedAt": "2025-01-28T14:42:59.606Z", "fetched_at": "2026-09-16T07:25:45.820271Z", "body": "<p>Hi there, I am using LMStudio,...
Leveraging downloaded models from multiple apps
<p>Hi there, I am using LMStudio, Bolt.diy and want to start using OpenWEBUI and test Text Generation Web UI.<br> I want to be able to download models in a central directory and have all other tools leverage them from a single central place. This way I optimize local storage space by not having to download models multi...
null
null
137737
null
Leveraging downloaded models from multiple apps
<p>Hi there, I am using LMStudio, Bolt.diy and want to start using OpenWEBUI and test Text Generation Web UI.<br> I want to be able to download models in a central directory and have all other tools leverage them from a single central place. This way I optimize local storage space by not having to download models multi...
https://discuss.huggingface.co/t/137737
null
2025-01-28T14:42:59.537000Z
2025-01-28T14:42:59.606000Z
null
2026-09-16T07:25:45.820271Z
null
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2026-09-16T09:06:41.515271Z
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forum_huggingface_137734
forum_huggingface
problem_observation
137734
topic
https://discuss.huggingface.co/t/137734
2025-01-28T14:28:36.864000Z
createdAt
{"id": "137734", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137734", "title": "BPEtokenizer reports error \"not valid UTF-8\" when processing txt file", "createdAt": "2025-01-28T14:28:36.864Z", "updatedAt": "2025-01-29T07:51:57.267Z", "fetched_at": "2026-09-16T07:25:50.400185Z", "body": "<p>The co...
BPEtokenizer reports error "not valid UTF-8" when processing txt file
<p>The code and error are as follows, how can I fix it? any suggestion welcome!<br> <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/9/2/923122d4138ea5273e94a9ed6f9ff4f32709b052.png" data-download-href="/uploads/short-url/kRgZ1cBKrjPRAUIPpzXvHUxyOSS.png?d...
null
null
137734
null
BPEtokenizer reports error "not valid UTF-8" when processing txt file
<p>The code and error are as follows, how can I fix it? any suggestion welcome!<br> <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/9/2/923122d4138ea5273e94a9ed6f9ff4f32709b052.png" data-download-href="/uploads/short-url/kRgZ1cBKrjPRAUIPpzXvHUxyOSS.png?d...
https://discuss.huggingface.co/t/137734
null
2025-01-28T14:28:36.864000Z
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2026-09-16T07:25:50.400185Z
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2026-09-16T09:06:41.965773Z
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forum_huggingface_137726
forum_huggingface
problem_observation
137726
topic
https://discuss.huggingface.co/t/137726
2025-01-28T13:19:00.621000Z
createdAt
{"id": "137726", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137726", "title": "Issue with Mistral and Mathstral Integration in RAG", "createdAt": "2025-01-28T13:19:00.621Z", "updatedAt": "2025-01-28T13:19:00.697Z", "fetched_at": "2026-09-16T07:25:50.400966Z", "body": "<p>I’ve been using Ollama wit...
Issue with Mistral and Mathstral Integration in RAG
<p>I’ve been using Ollama with the Mistral model in our Retrieval-Augmented Generation (RAG) setup for the past three months. While it worked well overall, it struggled with arithmetic calculations sometime only.<br> Recently, we implemented Mistral chaining with Mathstral, and after installation, we initially achieved...
null
null
137726
null
Issue with Mistral and Mathstral Integration in RAG
<p>I’ve been using Ollama with the Mistral model in our Retrieval-Augmented Generation (RAG) setup for the past three months. While it worked well overall, it struggled with arithmetic calculations sometime only.<br> Recently, we implemented Mistral chaining with Mathstral, and after installation, we initially achieved...
https://discuss.huggingface.co/t/137726
null
2025-01-28T13:19:00.621000Z
2025-01-28T13:19:00.697000Z
null
2026-09-16T07:25:50.400966Z
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2026-09-16T09:06:42.007167Z
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forum_huggingface_137675
forum_huggingface
problem_observation
137675
topic
https://discuss.huggingface.co/t/137675
2025-01-28T06:44:21.407000Z
createdAt
{"id": "137675", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137675", "title": "Introducing The AGI Framework: Open-Source Modular Architecture for Artificial General Intelligence Development", "createdAt": "2025-01-28T06:44:21.407Z", "updatedAt": "2025-01-28T06:44:21.478Z", "fetched_at": "2026-09-...
Introducing The AGI Framework: Open-Source Modular Architecture for Artificial General Intelligence Development
<h1>Introducing The AGI Framework</h1> <p> <strong>The AGI Framework</strong> is an open-source, model-agnostic architecture designed to overcome the limitations of current AI systems, particularly Large Language Models (LLMs). By providing a modular infrastructure, the framework enables seamless integration of var...
null
null
137675
null
Introducing The AGI Framework: Open-Source Modular Architecture for Artificial General Intelligence Development
<h1>Introducing The AGI Framework</h1> <p> <strong>The AGI Framework</strong> is an open-source, model-agnostic architecture designed to overcome the limitations of current AI systems, particularly Large Language Models (LLMs). By providing a modular infrastructure, the framework enables seamless integration of var...
https://discuss.huggingface.co/t/137675
null
2025-01-28T06:44:21.407000Z
2025-01-28T06:44:21.478000Z
null
2026-09-16T07:25:50.401014Z
null
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2026-09-16T09:06:42.304222Z
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null
[]
null
forum_huggingface_137662
forum_huggingface
problem_observation
137662
topic
https://discuss.huggingface.co/t/137662
2025-01-28T04:52:40.381000Z
createdAt
{"id": "137662", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137662", "title": "Hello, when I try to work with the API, I get this error", "createdAt": "2025-01-28T04:52:40.381Z", "updatedAt": "2025-01-28T07:41:18.440Z", "fetched_at": "2026-09-16T07:25:50.402254Z", "body": "<p>429 Client Error: Too...
Hello, when I try to work with the API, I get this error
<p>429 Client Error: Too Many Requests for url: <a href="https://api-inference.huggingface.co/models/Qwen/Qwen2.5-72B-Instruct/v1/chat/completions">https://api-inference.huggingface.co/models/Qwen/Qwen2.5-72B-Instruct/v1/chat/completions</a> (Request ID: ek_Dca)</p> <p>Model is overloaded</p>
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null
137662
null
Hello, when I try to work with the API, I get this error
<p>429 Client Error: Too Many Requests for url: <a href="https://api-inference.huggingface.co/models/Qwen/Qwen2.5-72B-Instruct/v1/chat/completions">https://api-inference.huggingface.co/models/Qwen/Qwen2.5-72B-Instruct/v1/chat/completions</a> (Request ID: ek_Dca)</p> <p>Model is overloaded</p>
https://discuss.huggingface.co/t/137662
null
2025-01-28T04:52:40.381000Z
2025-01-28T07:41:18.440000Z
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2026-09-16T07:25:50.402254Z
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forum_huggingface_137658
forum_huggingface
problem_observation
137658
topic
https://discuss.huggingface.co/t/137658
2025-01-28T03:39:47.741000Z
createdAt
{"id": "137658", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137658", "title": "[ Open Source] Notate - A Desktop Application Combining Reasoning, Agents, VectorStorage, Local deployment and more!", "createdAt": "2025-01-28T03:39:47.741Z", "updatedAt": "2025-01-28T03:39:47.806Z", "fetched_at": "202...
[ Open Source] Notate - A Desktop Application Combining Reasoning, Agents, VectorStorage, Local deployment and more!
<h1><a name="p-198302-notate-open-source-desktop-application-for-ai-interactions-1" class="anchor" href="#p-198302-notate-open-source-desktop-application-for-ai-interactions-1" aria-label="Heading link"></a>Notate: Open Source Desktop Application for AI Interactions</h1> <p>Notate is a cross-platform desktop applicatio...
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null
137658
null
[ Open Source] Notate - A Desktop Application Combining Reasoning, Agents, VectorStorage, Local deployment and more!
<h1><a name="p-198302-notate-open-source-desktop-application-for-ai-interactions-1" class="anchor" href="#p-198302-notate-open-source-desktop-application-for-ai-interactions-1" aria-label="Heading link"></a>Notate: Open Source Desktop Application for AI Interactions</h1> <p>Notate is a cross-platform desktop applicatio...
https://discuss.huggingface.co/t/137658
null
2025-01-28T03:39:47.741000Z
2025-01-28T03:39:47.806000Z
null
2026-09-16T07:25:50.402368Z
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2026-09-16T09:06:42.743579Z
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forum_huggingface_137632
forum_huggingface
problem_observation
137632
topic
https://discuss.huggingface.co/t/137632
2025-01-27T23:10:20.377000Z
createdAt
{"id": "137632", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137632", "title": "Best practices for a large dataset", "createdAt": "2025-01-27T23:10:20.377Z", "updatedAt": "2025-05-06T14:23:03.304Z", "fetched_at": "2026-09-16T07:25:50.402510Z", "body": "<p>Hi, I have a ~1TB large dataset stored at t...
Best practices for a large dataset
<p>Hi, I have a ~1TB large dataset stored at the HF hub. I can download this on my disk and read it successfully. Nevertheless, it’s large enough that I can’t fit it in my RAM.</p> <p>What is the best practice for training a model on such a dataset?</p> <p>I tried loading the dataset with <code>load_dataset(..., stream...
null
null
137632
null
Best practices for a large dataset
<p>Hi, I have a ~1TB large dataset stored at the HF hub. I can download this on my disk and read it successfully. Nevertheless, it’s large enough that I can’t fit it in my RAM.</p> <p>What is the best practice for training a model on such a dataset?</p> <p>I tried loading the dataset with <code>load_dataset(..., stream...
https://discuss.huggingface.co/t/137632
null
2025-01-27T23:10:20.377000Z
2025-05-06T14:23:03.304000Z
null
2026-09-16T07:25:50.402510Z
null
null
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2026-09-16T09:06:43.043753Z
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forum_huggingface_137626
forum_huggingface
problem_observation
137626
topic
https://discuss.huggingface.co/t/137626
2025-01-27T22:25:44.174000Z
createdAt
{"id": "137626", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137626", "title": "Error when using model", "createdAt": "2025-01-27T22:25:44.174Z", "updatedAt": "2025-02-17T15:42:48.382Z", "fetched_at": "2026-09-16T07:25:50.402624Z", "body": "<p>I trained my first model when using it here -<a href=\"...
Error when using model
<p>I trained my first model when using it here -<a href="https://replicate.com/lucataco/flux-dev-lora?prediction=vkp44c30wdrj40cmn7dbx18r4m" class="inline-onebox" rel="noopener nofollow ugc">lucataco/flux-dev-lora – Run with an API on Replicate</a></p> <p>though I am getting this error</p> <p>" Prediction failed.</p> <...
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137626
null
Error when using model
<p>I trained my first model when using it here -<a href="https://replicate.com/lucataco/flux-dev-lora?prediction=vkp44c30wdrj40cmn7dbx18r4m" class="inline-onebox" rel="noopener nofollow ugc">lucataco/flux-dev-lora – Run with an API on Replicate</a></p> <p>though I am getting this error</p> <p>" Prediction failed.</p> <...
https://discuss.huggingface.co/t/137626
null
2025-01-27T22:25:44.174000Z
2025-02-17T15:42:48.382000Z
null
2026-09-16T07:25:50.402624Z
null
null
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2026-09-16T09:06:43.312375Z
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null
forum_huggingface_137622
forum_huggingface
problem_observation
137622
topic
https://discuss.huggingface.co/t/137622
2025-01-27T22:19:30.507000Z
createdAt
{"id": "137622", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137622", "title": "Cannot use Hugging Face cache on a read-only filesystem", "createdAt": "2025-01-27T22:19:30.507Z", "updatedAt": "2025-01-29T05:28:24.946Z", "fetched_at": "2026-09-16T07:25:50.402682Z", "body": "<p>Hello,</p>\n<p>I’m hav...
Cannot use Hugging Face cache on a read-only filesystem
<p>Hello,</p> <p>I’m having some trouble with getting the huggingface cache to work for my particular use case. I’ve been setting up kubernetes training for my transformer models, and the way it works is that pods are initialized from a docker image and then I mount a persistent disk with the data. Since pods are initi...
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137622
null
Cannot use Hugging Face cache on a read-only filesystem
<p>Hello,</p> <p>I’m having some trouble with getting the huggingface cache to work for my particular use case. I’ve been setting up kubernetes training for my transformer models, and the way it works is that pods are initialized from a docker image and then I mount a persistent disk with the data. Since pods are initi...
https://discuss.huggingface.co/t/137622
null
2025-01-27T22:19:30.507000Z
2025-01-29T05:28:24.946000Z
null
2026-09-16T07:25:50.402682Z
null
null
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null
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topic
null
2026-09-16T09:06:43.608924Z
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null
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null
forum_huggingface_137621
forum_huggingface
problem_observation
137621
topic
https://discuss.huggingface.co/t/137621
2025-01-27T21:57:50.894000Z
createdAt
{"id": "137621", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137621", "title": "Inference on models with custom head", "createdAt": "2025-01-27T21:57:50.894Z", "updatedAt": "2025-01-28T11:18:08.984Z", "fetched_at": "2026-09-16T07:25:50.402732Z", "body": "<p>Hi,<br>\nI trained a BERT model with a cu...
Inference on models with custom head
<p>Hi,<br> I trained a BERT model with a custom classifier head. I tried to load is using the <code>ORTModelForSequenceClassification</code>, but it did not load the proper classifier heads. It just loaded the default heads.</p> <p>After several hours of digging through the code for optimum, I was able to get my code t...
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null
137621
null
Inference on models with custom head
<p>Hi,<br> I trained a BERT model with a custom classifier head. I tried to load is using the <code>ORTModelForSequenceClassification</code>, but it did not load the proper classifier heads. It just loaded the default heads.</p> <p>After several hours of digging through the code for optimum, I was able to get my code t...
https://discuss.huggingface.co/t/137621
null
2025-01-27T21:57:50.894000Z
2025-01-28T11:18:08.984000Z
null
2026-09-16T07:25:50.402732Z
null
null
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topic
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2026-09-16T09:06:43.806693Z
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[]
null
forum_huggingface_137614
forum_huggingface
problem_observation
137614
topic
https://discuss.huggingface.co/t/137614
2025-01-27T20:43:42.493000Z
createdAt
{"id": "137614", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137614", "title": "Are helper methods also in parallel?", "createdAt": "2025-01-27T20:43:42.493Z", "updatedAt": "2025-01-27T20:43:42.545Z", "fetched_at": "2026-09-16T07:25:50.402823Z", "body": "<p>I have a method attached to my module (wh...
Are helper methods also in parallel?
<p>I have a method attached to my module (which was passed through the accelerator) that calls forward on a modified batch and does some processing. If I call this method, will it properly be called on different batches on different processes, like if I were to do <code>model(**batch)</code></p> <p>For more context: it...
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137614
null
Are helper methods also in parallel?
<p>I have a method attached to my module (which was passed through the accelerator) that calls forward on a modified batch and does some processing. If I call this method, will it properly be called on different batches on different processes, like if I were to do <code>model(**batch)</code></p> <p>For more context: it...
https://discuss.huggingface.co/t/137614
null
2025-01-27T20:43:42.493000Z
2025-01-27T20:43:42.545000Z
null
2026-09-16T07:25:50.402823Z
null
null
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[198245]
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2026-09-16T09:06:44.085122Z
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null
[]
null
forum_huggingface_137612
forum_huggingface
problem_observation
137612
topic
https://discuss.huggingface.co/t/137612
2025-01-27T20:36:45.404000Z
createdAt
{"id": "137612", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137612", "title": "Some models in gguf format", "createdAt": "2025-01-27T20:36:45.404Z", "updatedAt": "2025-01-28T02:39:26.342Z", "fetched_at": "2026-09-16T07:25:50.402917Z", "body": "<p>Please advise if anyone came across these models in...
Some models in gguf format
<p>Please advise if anyone came across these models in gguf format:</p> <ol> <li>FinGPT and BloombergGPT</li> <li>LegalBERT and CaseLawBERT</li> <li>SciBERT and Galactica</li> <li>MathBert</li> <li>BEET, FinBERT.</li> </ol>
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null
137612
null
Some models in gguf format
<p>Please advise if anyone came across these models in gguf format:</p> <ol> <li>FinGPT and BloombergGPT</li> <li>LegalBERT and CaseLawBERT</li> <li>SciBERT and Galactica</li> <li>MathBert</li> <li>BEET, FinBERT.</li> </ol>
https://discuss.huggingface.co/t/137612
null
2025-01-27T20:36:45.404000Z
2025-01-28T02:39:26.342000Z
null
2026-09-16T07:25:50.402917Z
null
null
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topic
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2026-09-16T09:06:44.329969Z
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null
forum_huggingface_137610
forum_huggingface
problem_observation
137610
topic
https://discuss.huggingface.co/t/137610
2025-01-27T20:32:00.149000Z
createdAt
{"id": "137610", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137610", "title": "How can I read PDFs with mPLUG/DocOwl2?", "createdAt": "2025-01-27T20:32:00.149Z", "updatedAt": "2025-02-06T05:38:46.657Z", "fetched_at": "2026-09-16T07:25:50.403024Z", "body": "<p>How can I read PDFs with mPLUG/DocOwl2...
How can I read PDFs with mPLUG/DocOwl2?
<p>How can I read PDFs with mPLUG/DocOwl2? If yes how should I edit the inference script?</p>
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null
137610
null
How can I read PDFs with mPLUG/DocOwl2?
<p>How can I read PDFs with mPLUG/DocOwl2? If yes how should I edit the inference script?</p>
https://discuss.huggingface.co/t/137610
null
2025-01-27T20:32:00.149000Z
2025-02-06T05:38:46.657000Z
null
2026-09-16T07:25:50.403024Z
null
null
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2026-09-16T09:06:44.535986Z
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null
[]
null
forum_huggingface_137606
forum_huggingface
problem_observation
137606
topic
https://discuss.huggingface.co/t/137606
2025-01-27T20:12:05.932000Z
createdAt
{"id": "137606", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137606", "title": "Models for reading Schematic PDF's", "createdAt": "2025-01-27T20:12:05.932Z", "updatedAt": "2025-01-28T15:53:50.221Z", "fetched_at": "2026-09-16T07:25:50.403056Z", "body": "<p>Hello All!</p>\n<p>I am working with some v...
Models for reading Schematic PDF's
<p>Hello All!</p> <p>I am working with some very complex PDF files that contain CAD’s and Multi Directional Text on the same pages, like the attached pic<br> <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/c/6/c60d121d1c8e2bedbef06d72cd59cc550032f71d.png...
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null
137606
null
Models for reading Schematic PDF's
<p>Hello All!</p> <p>I am working with some very complex PDF files that contain CAD’s and Multi Directional Text on the same pages, like the attached pic<br> <div class="lightbox-wrapper"><a class="lightbox" href="https://us1.discourse-cdn.com/hellohellohello/original/3X/c/6/c60d121d1c8e2bedbef06d72cd59cc550032f71d.png...
https://discuss.huggingface.co/t/137606
null
2025-01-27T20:12:05.932000Z
2025-01-28T15:53:50.221000Z
null
2026-09-16T07:25:50.403056Z
null
null
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2026-09-16T09:06:44.837351Z
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null
forum_huggingface_137603
forum_huggingface
problem_observation
137603
topic
https://discuss.huggingface.co/t/137603
2025-01-27T19:51:44.864000Z
createdAt
{"id": "137603", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137603", "title": "\"too many open files\" despite streaming with IterableDataset", "createdAt": "2025-01-27T19:51:44.864Z", "updatedAt": "2025-01-27T20:53:24.572Z", "fetched_at": "2026-09-16T07:25:50.403096Z", "body": "<p>Hi all, I have ...
"too many open files" despite streaming with IterableDataset
<p>Hi all, I have been using IterableDataset to load a very large collection of <code>.arrow</code> shards (about 80k, each at 500MB). I load them with <code>d=load_dataset("arrow", data_files=xxx, streaming=True)</code>, and then I would shuffle with buffer size of 10_000.</p> <p>However this caused <code>too many ope...
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null
137603
null
"too many open files" despite streaming with IterableDataset
<p>Hi all, I have been using IterableDataset to load a very large collection of <code>.arrow</code> shards (about 80k, each at 500MB). I load them with <code>d=load_dataset("arrow", data_files=xxx, streaming=True)</code>, and then I would shuffle with buffer size of 10_000.</p> <p>However this caused <code>too many ope...
https://discuss.huggingface.co/t/137603
null
2025-01-27T19:51:44.864000Z
2025-01-27T20:53:24.572000Z
null
2026-09-16T07:25:50.403096Z
null
null
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2026-09-16T09:06:45.074299Z
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forum_huggingface_137596
forum_huggingface
problem_observation
137596
topic
https://discuss.huggingface.co/t/137596
2025-01-27T19:13:51.566000Z
createdAt
{"id": "137596", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137596", "title": "Astrology ai agent", "createdAt": "2025-01-27T19:13:51.566Z", "updatedAt": "2026-08-26T08:05:57.316Z", "fetched_at": "2026-09-16T07:25:50.403227Z", "body": "<p>Hello,</p>\n<p>I want to create an AI agent for astrology t...
Astrology ai agent
<p>Hello,</p> <p>I want to create an AI agent for astrology that will be integrated into WhatsApp so that users can enter WhatsApp and ask questions about their natal chart.</p> <p>The interaction will be as follows:</p> <ul> <li> <p>The user enters WhatsApp and provides their details — place, exact time (to the minute...
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137596
null
Astrology ai agent
<p>Hello,</p> <p>I want to create an AI agent for astrology that will be integrated into WhatsApp so that users can enter WhatsApp and ask questions about their natal chart.</p> <p>The interaction will be as follows:</p> <ul> <li> <p>The user enters WhatsApp and provides their details — place, exact time (to the minute...
https://discuss.huggingface.co/t/137596
null
2025-01-27T19:13:51.566000Z
2026-08-26T08:05:57.316000Z
null
2026-09-16T07:25:50.403227Z
null
null
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topic
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2026-09-16T09:06:45.326761Z
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forum_huggingface_137576
forum_huggingface
problem_observation
137576
topic
https://discuss.huggingface.co/t/137576
2025-01-27T16:27:58.109000Z
createdAt
{"id": "137576", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137576", "title": "How to publish files which are not in gradio's folder", "createdAt": "2025-01-27T16:27:58.109Z", "updatedAt": "2025-02-06T05:24:17.451Z", "fetched_at": "2026-09-16T07:25:50.403341Z", "body": "<p>Sometimes we need to pub...
How to publish files which are not in gradio's folder
<p>Sometimes we need to publish models or some other files which are not in the path of gradio. How can I do that? From my thought, I think there maybe some ways:</p> <ul> <li>Create symbol link in gradio’s folder which point to the real files, then publish these symbol links</li> <li>Create anther web service to contr...
null
null
137576
null
How to publish files which are not in gradio's folder
<p>Sometimes we need to publish models or some other files which are not in the path of gradio. How can I do that? From my thought, I think there maybe some ways:</p> <ul> <li>Create symbol link in gradio’s folder which point to the real files, then publish these symbol links</li> <li>Create anther web service to contr...
https://discuss.huggingface.co/t/137576
null
2025-01-27T16:27:58.109000Z
2025-02-06T05:24:17.451000Z
null
2026-09-16T07:25:50.403341Z
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2026-09-16T09:06:45.688070Z
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forum_huggingface_137565
forum_huggingface
problem_observation
137565
topic
https://discuss.huggingface.co/t/137565
2025-01-27T15:01:32.068000Z
createdAt
{"id": "137565", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137565", "title": "Cannot use chat template functions because tokenizer.chat_template is not set", "createdAt": "2025-01-27T15:01:32.068Z", "updatedAt": "2025-01-27T16:01:45.195Z", "fetched_at": "2026-09-16T07:25:50.403458Z", "body": "<p>...
Cannot use chat template functions because tokenizer.chat_template is not set
<p>The following Python script using Dolphin3.0 works well:</p> <pre><code class="lang-auto">from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM model_name = "cognitivecomputations/Dolphin3.0-Llama3.2-3B" chat = [ {"role": "system", "content": "You are a philosopher"}, {"role": "assistant",...
null
null
137565
null
Cannot use chat template functions because tokenizer.chat_template is not set
<p>The following Python script using Dolphin3.0 works well:</p> <pre><code class="lang-auto">from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM model_name = "cognitivecomputations/Dolphin3.0-Llama3.2-3B" chat = [ {"role": "system", "content": "You are a philosopher"}, {"role": "assistant",...
https://discuss.huggingface.co/t/137565
null
2025-01-27T15:01:32.068000Z
2025-01-27T16:01:45.195000Z
null
2026-09-16T07:25:50.403458Z
null
null
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2
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null
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topic
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2026-09-16T09:06:45.832463Z
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null
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forum_huggingface_137543
forum_huggingface
problem_observation
137543
topic
https://discuss.huggingface.co/t/137543
2025-01-27T12:25:27.549000Z
createdAt
{"id": "137543", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137543", "title": "Using PyTorch Dataset Class with Dataset Builder", "createdAt": "2025-01-27T12:25:27.549Z", "updatedAt": "2025-01-29T12:05:22.180Z", "fetched_at": "2026-09-16T07:25:50.403582Z", "body": "<p>Hello everyone,</p>\n<p>I’ve ...
Using PyTorch Dataset Class with Dataset Builder
<p>Hello everyone,</p> <p>I’ve built an autoregressive sequence model that generates characters (not a traditional language model) and hosted it on GitHub. My repo includes a somewhat complex PyTorch Dataset class with optional arguments that modify the dataset (e.g., max sequence length). Instead of simply uploading t...
null
null
137543
null
Using PyTorch Dataset Class with Dataset Builder
<p>Hello everyone,</p> <p>I’ve built an autoregressive sequence model that generates characters (not a traditional language model) and hosted it on GitHub. My repo includes a somewhat complex PyTorch Dataset class with optional arguments that modify the dataset (e.g., max sequence length). Instead of simply uploading t...
https://discuss.huggingface.co/t/137543
null
2025-01-27T12:25:27.549000Z
2025-01-29T12:05:22.180000Z
null
2026-09-16T07:25:50.403582Z
null
null
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null
null
null
topic
null
2026-09-16T09:06:46.024574Z
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null
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null
forum_huggingface_137540
forum_huggingface
problem_observation
137540
topic
https://discuss.huggingface.co/t/137540
2025-01-27T12:15:58.970000Z
createdAt
{"id": "137540", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137540", "title": "Fine-tune model with CoT", "createdAt": "2025-01-27T12:15:58.970Z", "updatedAt": "2025-01-27T13:15:50.012Z", "fetched_at": "2026-09-16T07:25:50.403689Z", "body": "<p>Hello everyone,</p>\n<p>I have a question related to ...
Fine-tune model with CoT
<p>Hello everyone,</p> <p>I have a question related to general knowledge of HuggingFace’s set of libraries/tools (probably <code>trl</code>).</p> <p>I want to fine-tune an LLM for my task (most likely, I will start with <em>Llama-3.2-3B-Instruct</em>). I want the model to be able to generate some “thoughts” or “comment...
null
null
137540
null
Fine-tune model with CoT
<p>Hello everyone,</p> <p>I have a question related to general knowledge of HuggingFace’s set of libraries/tools (probably <code>trl</code>).</p> <p>I want to fine-tune an LLM for my task (most likely, I will start with <em>Llama-3.2-3B-Instruct</em>). I want the model to be able to generate some “thoughts” or “comment...
https://discuss.huggingface.co/t/137540
null
2025-01-27T12:15:58.970000Z
2025-01-27T13:15:50.012000Z
null
2026-09-16T07:25:50.403689Z
null
null
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2026-09-16T09:06:46.512351Z
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null
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forum_huggingface_137529
forum_huggingface
problem_observation
137529
topic
https://discuss.huggingface.co/t/137529
2025-01-27T11:16:58.596000Z
createdAt
{"id": "137529", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137529", "title": "Download instability , disconnects", "createdAt": "2025-01-27T11:16:58.596Z", "updatedAt": "2025-02-02T11:10:22.365Z", "fetched_at": "2026-09-16T07:25:50.403802Z", "body": "<p>I’ve been expriencing this issue with diffe...
Download instability , disconnects
<p>I’ve been expriencing this issue with different llms, also with stable diffusion, see below, been trying to download the whole morning, something that should be 5-10 mintues (I have a stable 1GB connection, wired, no issues with other sites or services).<br> rror while downloading from 6a-iSg~MqmSrYs3uz6cqIXBpv8yoKO...
null
null
137529
null
Download instability , disconnects
<p>I’ve been expriencing this issue with different llms, also with stable diffusion, see below, been trying to download the whole morning, something that should be 5-10 mintues (I have a stable 1GB connection, wired, no issues with other sites or services).<br> rror while downloading from 6a-iSg~MqmSrYs3uz6cqIXBpv8yoKO...
https://discuss.huggingface.co/t/137529
null
2025-01-27T11:16:58.596000Z
2025-02-02T11:10:22.365000Z
null
2026-09-16T07:25:50.403802Z
null
null
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[198136, 198168, 198253, 198542, 199508]
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null
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topic
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2026-09-16T09:06:46.787399Z
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forum_huggingface_137525
forum_huggingface
problem_observation
137525
topic
https://discuss.huggingface.co/t/137525
2025-01-27T11:08:15.044000Z
createdAt
{"id": "137525", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137525", "title": "How to Customize Installation Steps in 'Use My Model' > 'vLLM' Options?", "createdAt": "2025-01-27T11:08:15.044Z", "updatedAt": "2025-01-27T16:08:05.905Z", "fetched_at": "2026-09-16T07:25:50.403905Z", "body": "<p>Hello ...
How to Customize Installation Steps in 'Use My Model' > 'vLLM' Options?
<p>Hello Hugging Face Community,</p> <p>I need assistance with customizing the installation content displayed when a user clicks on the “Use my model” button and selects the “vLLM” option under local apps. The current installation steps do not meet my requirements, and I would like to modify them to include specific in...
null
null
137525
null
How to Customize Installation Steps in 'Use My Model' > 'vLLM' Options?
<p>Hello Hugging Face Community,</p> <p>I need assistance with customizing the installation content displayed when a user clicks on the “Use my model” button and selects the “vLLM” option under local apps. The current installation steps do not meet my requirements, and I would like to modify them to include specific in...
https://discuss.huggingface.co/t/137525
null
2025-01-27T11:08:15.044000Z
2025-01-27T16:08:05.905000Z
null
2026-09-16T07:25:50.403905Z
null
null
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topic
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2026-09-16T09:06:46.796473Z
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null
[]
null
forum_huggingface_137520
forum_huggingface
problem_observation
137520
topic
https://discuss.huggingface.co/t/137520
2025-01-27T10:17:58.543000Z
createdAt
{"id": "137520", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137520", "title": "[Help wanted] Common Crawl needs help to be richer & more multilingual", "createdAt": "2025-01-27T10:17:58.543Z", "updatedAt": "2025-01-27T10:34:39.456Z", "fetched_at": "2026-09-16T07:25:50.404016Z", "body": "<p>The Com...
[Help wanted] Common Crawl needs help to be richer & more multilingual
<p>The Common Crawl team is looking to make CC richer culturally and more multilingual and they asked us for help to improve their crawl.</p> <p>Since Common Crawl is used to train most LLMs out there, <strong>this would enrich the cultural and linguistic knowledge of future LLMs in many topics and languages</strong> !...
null
null
137520
null
[Help wanted] Common Crawl needs help to be richer & more multilingual
<p>The Common Crawl team is looking to make CC richer culturally and more multilingual and they asked us for help to improve their crawl.</p> <p>Since Common Crawl is used to train most LLMs out there, <strong>this would enrich the cultural and linguistic knowledge of future LLMs in many topics and languages</strong> !...
https://discuss.huggingface.co/t/137520
null
2025-01-27T10:17:58.543000Z
2025-01-27T10:34:39.456000Z
null
2026-09-16T07:25:50.404016Z
null
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full_topic_stream_round3
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[198125, 198127]
1
[]
null
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topic
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2026-09-16T09:06:47.046129Z
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forum_huggingface_137519
forum_huggingface
problem_observation
137519
topic
https://discuss.huggingface.co/t/137519
2025-01-27T10:13:45.351000Z
createdAt
{"id": "137519", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137519", "title": "Datasets mapping slow down in the end", "createdAt": "2025-01-27T10:13:45.351Z", "updatedAt": "2025-01-27T10:25:25.659Z", "fetched_at": "2026-09-16T07:25:50.404067Z", "body": "<p>Hello! Can someone explain is it possibl...
Datasets mapping slow down in the end
<p>Hello! Can someone explain is it possible to fix dataset.map slowing down in the end with num_of_processes &gt; 1? For example, I got dataset with 60 millions samples and 98% of this dataset processed in 30 minutes and processes like 20k samples per second but from 98% to 99% it took 11 hours and processes few sampl...
null
null
137519
null
Datasets mapping slow down in the end
<p>Hello! Can someone explain is it possible to fix dataset.map slowing down in the end with num_of_processes &gt; 1? For example, I got dataset with 60 millions samples and 98% of this dataset processed in 30 minutes and processes like 20k samples per second but from 98% to 99% it took 11 hours and processes few sampl...
https://discuss.huggingface.co/t/137519
null
2025-01-27T10:13:45.351000Z
2025-01-27T10:25:25.659000Z
null
2026-09-16T07:25:50.404067Z
null
null
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full_topic_stream_round3
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[198124]
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2026-09-16T09:06:47.298815Z
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null
forum_huggingface_137516
forum_huggingface
problem_observation
137516
topic
https://discuss.huggingface.co/t/137516
2025-01-27T10:09:31.876000Z
createdAt
{"id": "137516", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137516", "title": "Convert RT-DETR model to coreml", "createdAt": "2025-01-27T10:09:31.876Z", "updatedAt": "2025-01-27T17:51:00.933Z", "fetched_at": "2026-09-16T07:25:50.404111Z", "body": "<p>Hello,</p>\n<p>I am currently working on an iO...
Convert RT-DETR model to coreml
<p>Hello,</p> <p>I am currently working on an iOS application that requires object detection functionality, and I’m interested in using the RT-DETR model for this purpose. I would like to ask if anyone has experience or knows of a way to transfer the RT-DETR model into the CoreML format to be used on iOS devices.</p> <...
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null
137516
null
Convert RT-DETR model to coreml
<p>Hello,</p> <p>I am currently working on an iOS application that requires object detection functionality, and I’m interested in using the RT-DETR model for this purpose. I would like to ask if anyone has experience or knows of a way to transfer the RT-DETR model into the CoreML format to be used on iOS devices.</p> <...
https://discuss.huggingface.co/t/137516
null
2025-01-27T10:09:31.876000Z
2025-01-27T17:51:00.933000Z
null
2026-09-16T07:25:50.404111Z
null
null
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full_topic_stream_round3
null
null
null
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[198121, 198192, 198196, 198215]
4
[]
null
null
null
topic
null
2026-09-16T09:06:47.540000Z
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null
[]
null
forum_huggingface_137496
forum_huggingface
problem_observation
137496
topic
https://discuss.huggingface.co/t/137496
2025-01-27T06:37:49.263000Z
createdAt
{"id": "137496", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137496", "title": "ValueError: boxes1 must be in [x0, y0, x1, y1] (corner) format", "createdAt": "2025-01-27T06:37:49.263Z", "updatedAt": "2025-08-01T14:12:55.002Z", "fetched_at": "2026-09-16T07:25:50.404236Z", "body": "<p>Hi, I’m using t...
ValueError: boxes1 must be in [x0, y0, x1, y1] (corner) format
<p>Hi, I’m using the <code>facebook/detr-resnet-50</code> model for object detection with two different datasets. The first dataset has 2 classes, and the second has 24 classes. I’m using a learning rate of 5e-5 for both. However, I encounter the same error in both cases. For the first dataset, the training runs fine f...
null
null
137496
null
ValueError: boxes1 must be in [x0, y0, x1, y1] (corner) format
<p>Hi, I’m using the <code>facebook/detr-resnet-50</code> model for object detection with two different datasets. The first dataset has 2 classes, and the second has 24 classes. I’m using a learning rate of 5e-5 for both. However, I encounter the same error in both cases. For the first dataset, the training runs fine f...
https://discuss.huggingface.co/t/137496
null
2025-01-27T06:37:49.263000Z
2025-08-01T14:12:55.002000Z
null
2026-09-16T07:25:50.404236Z
null
null
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null
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html
fetched
true
full_topic_stream_round3
null
null
null
null
[198095, 198098, 198349, 235982, 235988]
5
[]
null
null
null
topic
null
2026-09-16T09:06:47.885579Z
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null
[]
null
forum_huggingface_137490
forum_huggingface
problem_observation
137490
topic
https://discuss.huggingface.co/t/137490
2025-01-27T05:10:10.337000Z
createdAt
{"id": "137490", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137490", "title": "Using zerogpu when runtine is proportional to content length + falling back to CPU", "createdAt": "2025-01-27T05:10:10.337Z", "updatedAt": "2025-01-27T13:25:06.130Z", "fetched_at": "2026-09-16T07:25:50.404370Z", "body":...
Using zerogpu when runtine is proportional to content length + falling back to CPU
<p>So, I have a space that takes audio (AM and FM radio recordings are the intended use case), and attempts to remove noise and restore lost frequencies. It’s acceptable (50-75% speed) running on the CPU, however a GPU would be faster. All of the 24/7 GPU options are overkill, so I’m looking at the zero gpu option. I h...
null
null
137490
null
Using zerogpu when runtine is proportional to content length + falling back to CPU
<p>So, I have a space that takes audio (AM and FM radio recordings are the intended use case), and attempts to remove noise and restore lost frequencies. It’s acceptable (50-75% speed) running on the CPU, however a GPU would be faster. All of the 24/7 GPU options are overkill, so I’m looking at the zero gpu option. I h...
https://discuss.huggingface.co/t/137490
null
2025-01-27T05:10:10.337000Z
2025-01-27T13:25:06.130000Z
null
2026-09-16T07:25:50.404370Z
null
null
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null
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true
full_topic_stream_round3
null
null
null
null
[198089, 198097, 198164]
3
[]
null
null
null
topic
null
2026-09-16T09:06:48.177276Z
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null
[]
null
forum_huggingface_137480
forum_huggingface
problem_observation
137480
topic
https://discuss.huggingface.co/t/137480
2025-01-27T02:58:43.527000Z
createdAt
{"id": "137480", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137480", "title": "Hardware Requirement GPU", "createdAt": "2025-01-27T02:58:43.527Z", "updatedAt": "2025-01-27T04:05:39.901Z", "fetched_at": "2026-09-16T07:25:50.404492Z", "body": "<p>Hi, just need you guys opinion,</p>\n<p>I have a chat...
Hardware Requirement GPU
<p>Hi, just need you guys opinion,</p> <p>I have a chatbot system that run using below model:</p> <ul> <li>llama 3.2 90B</li> <li>llama 3.2 3B</li> <li>Whisper (large)</li> <li>nomic-embed-text (Embedding)</li> </ul> <p>What is the best requirement cluster GPU needed to run above model?</p>
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null
137480
null
Hardware Requirement GPU
<p>Hi, just need you guys opinion,</p> <p>I have a chatbot system that run using below model:</p> <ul> <li>llama 3.2 90B</li> <li>llama 3.2 3B</li> <li>Whisper (large)</li> <li>nomic-embed-text (Embedding)</li> </ul> <p>What is the best requirement cluster GPU needed to run above model?</p>
https://discuss.huggingface.co/t/137480
null
2025-01-27T02:58:43.527000Z
2025-01-27T04:05:39.901000Z
null
2026-09-16T07:25:50.404492Z
null
null
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null
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full_topic_stream_round3
null
null
null
null
[198073, 198078, 198080, 198084]
4
[]
null
null
null
topic
null
2026-09-16T09:06:48.615871Z
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null
[]
null
forum_huggingface_137442
forum_huggingface
problem_observation
137442
topic
https://discuss.huggingface.co/t/137442
2025-01-26T18:22:28.575000Z
createdAt
{"id": "137442", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137442", "title": "Is the first line in this dataset the norm?", "createdAt": "2025-01-26T18:22:28.575Z", "updatedAt": "2025-01-26T23:35:28.348Z", "fetched_at": "2026-09-16T07:25:50.404550Z", "body": "<p>I came across this dataset. [<a hr...
Is the first line in this dataset the norm?
<p>I came across this dataset. [<a href="https://huggingface.co/datasets/fka/awesome-chatgpt-prompts/blob/main/prompts.csv" class="inline-onebox">prompts.csv · fka/awesome-chatgpt-prompts at main</a>)</p> <p>The first line is</p> <pre><code class="lang-auto">"act","prompt" </code></pre> <p>Is this a required part of a ...
null
null
137442
null
Is the first line in this dataset the norm?
<p>I came across this dataset. [<a href="https://huggingface.co/datasets/fka/awesome-chatgpt-prompts/blob/main/prompts.csv" class="inline-onebox">prompts.csv · fka/awesome-chatgpt-prompts at main</a>)</p> <p>The first line is</p> <pre><code class="lang-auto">"act","prompt" </code></pre> <p>Is this a required part of a ...
https://discuss.huggingface.co/t/137442
null
2025-01-26T18:22:28.575000Z
2025-01-26T23:35:28.348000Z
null
2026-09-16T07:25:50.404550Z
null
null
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null
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null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198011, 198060]
2
[]
null
null
null
topic
null
2026-09-16T09:06:48.743697Z
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null
[]
null
forum_huggingface_137438
forum_huggingface
problem_observation
137438
topic
https://discuss.huggingface.co/t/137438
2025-01-26T17:45:55.303000Z
createdAt
{"id": "137438", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137438", "title": "Small LMs to prototype architecture experiments on", "createdAt": "2025-01-26T17:45:55.303Z", "updatedAt": "2025-01-27T17:25:17.117Z", "fetched_at": "2026-09-16T07:25:50.404625Z", "body": "<p>I want to implement differe...
Small LMs to prototype architecture experiments on
<p>I want to implement different types of attention architectures and to run experiments with them on pretrained LMs, but small ones ideally &lt;500M.</p> <p>I could start with GPT-2, T5 and Pythia, but I’m looking for more options. I tried looking into SmolLM but I could not find it’s implementation on GitHub so repli...
null
null
137438
null
Small LMs to prototype architecture experiments on
<p>I want to implement different types of attention architectures and to run experiments with them on pretrained LMs, but small ones ideally &lt;500M.</p> <p>I could start with GPT-2, T5 and Pythia, but I’m looking for more options. I tried looking into SmolLM but I could not find it’s implementation on GitHub so repli...
https://discuss.huggingface.co/t/137438
null
2025-01-26T17:45:55.303000Z
2025-01-27T17:25:17.117000Z
null
2026-09-16T07:25:50.404625Z
null
null
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[198004, 198061, 198211]
3
[]
null
null
null
topic
null
2026-09-16T09:06:48.928440Z
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null
[]
null
forum_huggingface_137408
forum_huggingface
problem_observation
137408
topic
https://discuss.huggingface.co/t/137408
2025-01-26T13:32:23.323000Z
createdAt
{"id": "137408", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137408", "title": "Problem generating with T5ForConditionalGeneration on a custom task", "createdAt": "2025-01-26T13:32:23.323Z", "updatedAt": "2025-01-26T13:44:03.759Z", "fetched_at": "2026-09-16T07:25:50.404754Z", "body": "<p>Hi, I have...
Problem generating with T5ForConditionalGeneration on a custom task
<p>Hi, I have trained a custom version of the T5 transformer for a text2text task. For this, I had to define two tokenizers , <code>tokenizer_src</code> and <code>tokenizer_tgt</code> as different tokenization strategies were required for inputs and outputs and as a consequence different vocabularies are utilized. Afte...
null
null
137408
null
Problem generating with T5ForConditionalGeneration on a custom task
<p>Hi, I have trained a custom version of the T5 transformer for a text2text task. For this, I had to define two tokenizers , <code>tokenizer_src</code> and <code>tokenizer_tgt</code> as different tokenization strategies were required for inputs and outputs and as a consequence different vocabularies are utilized. Afte...
https://discuss.huggingface.co/t/137408
null
2025-01-26T13:32:23.323000Z
2025-01-26T13:44:03.759000Z
null
2026-09-16T07:25:50.404754Z
null
null
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null
null
null
null
html
fetched
true
full_topic_stream_round3
null
null
null
null
[197964, 197965, 197966]
3
[]
null
null
null
topic
null
2026-09-16T09:06:49.089845Z
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null
[]
null
forum_huggingface_137397
forum_huggingface
problem_observation
137397
topic
https://discuss.huggingface.co/t/137397
2025-01-26T12:08:59.010000Z
createdAt
{"id": "137397", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137397", "title": "New Battle in AI field", "createdAt": "2025-01-26T12:08:59.010Z", "updatedAt": "2025-01-26T12:08:59.068Z", "fetched_at": "2026-09-16T07:25:50.404873Z", "body": "<p>Hi there!<br>\nAfter weeks of buzz, OpenAI has released...
New Battle in AI field
<p>Hi there!<br> After weeks of buzz, OpenAI has released Operator, its first AI agent. Operator is a web app that can carry out simple online tasks in a browser, such as booking concert tickets or filling an online grocery order. The app is powered by a new model called Computer-Using Agent—CUA (“coo-ah”), for short—b...
null
null
137397
null
New Battle in AI field
<p>Hi there!<br> After weeks of buzz, OpenAI has released Operator, its first AI agent. Operator is a web app that can carry out simple online tasks in a browser, such as booking concert tickets or filling an online grocery order. The app is powered by a new model called Computer-Using Agent—CUA (“coo-ah”), for short—b...
https://discuss.huggingface.co/t/137397
null
2025-01-26T12:08:59.010000Z
2025-01-26T12:08:59.068000Z
null
2026-09-16T07:25:50.404873Z
null
null
[]
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null
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html
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true
full_topic_stream_round3
null
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[197945]
1
[]
null
null
null
topic
null
2026-09-16T09:06:49.316512Z
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null
[]
null
forum_huggingface_137391
forum_huggingface
problem_observation
137391
topic
https://discuss.huggingface.co/t/137391
2025-01-26T12:06:03.060000Z
createdAt
{"id": "137391", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137391", "title": "batched I/O from disk when load_dataset API is used?", "createdAt": "2025-01-26T12:06:03.060Z", "updatedAt": "2025-01-27T18:38:17.708Z", "fetched_at": "2026-09-16T07:25:50.404997Z", "body": "<p>Hi,</p>\n<p>I just downlo...
batched I/O from disk when load_dataset API is used?
<p>Hi,</p> <p>I just downloaded a ~1TB <a href="https://huggingface.co/datasets/ll4ma-lab/grasp-dataset">HF dataset</a> onto disk using git clone and am training a model using load_dataset API in streamed mode. The stream would read samples from the disk and populate a buffer of samples, which I’d use to construct a ba...
null
null
137391
null
batched I/O from disk when load_dataset API is used?
<p>Hi,</p> <p>I just downloaded a ~1TB <a href="https://huggingface.co/datasets/ll4ma-lab/grasp-dataset">HF dataset</a> onto disk using git clone and am training a model using load_dataset API in streamed mode. The stream would read samples from the disk and populate a buffer of samples, which I’d use to construct a ba...
https://discuss.huggingface.co/t/137391
null
2025-01-26T12:06:03.060000Z
2025-01-27T18:38:17.708000Z
null
2026-09-16T07:25:50.404997Z
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forum_huggingface_137390
forum_huggingface
problem_observation
137390
topic
https://discuss.huggingface.co/t/137390
2025-01-26T11:53:20.696000Z
createdAt
{"id": "137390", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137390", "title": "How to successfully ONNX pretrained models", "createdAt": "2025-01-26T11:53:20.696Z", "updatedAt": "2025-01-26T13:03:59.685Z", "fetched_at": "2026-09-16T07:25:50.405119Z", "body": "<p>Hi!</p>\n<p>I was looking for a way...
How to successfully ONNX pretrained models
<p>Hi!</p> <p>I was looking for a way to use multithreading (<a href="https://discuss.huggingface.co/t/how-to-use-multithreading-on-a-cpu/137279/6" class="inline-onebox">How to use multithreading on a CPU - #6 by MH-BS</a>) and was directed towards ONNX. As I understood it converts existing models and then they could u...
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137390
null
How to successfully ONNX pretrained models
<p>Hi!</p> <p>I was looking for a way to use multithreading (<a href="https://discuss.huggingface.co/t/how-to-use-multithreading-on-a-cpu/137279/6" class="inline-onebox">How to use multithreading on a CPU - #6 by MH-BS</a>) and was directed towards ONNX. As I understood it converts existing models and then they could u...
https://discuss.huggingface.co/t/137390
null
2025-01-26T11:53:20.696000Z
2025-01-26T13:03:59.685000Z
null
2026-09-16T07:25:50.405119Z
null
null
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2026-09-16T09:06:50.052187Z
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forum_huggingface_137385
forum_huggingface
problem_observation
137385
topic
https://discuss.huggingface.co/t/137385
2025-01-26T11:19:02.876000Z
createdAt
{"id": "137385", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137385", "title": "Seeking Specialist for FineTuning AI Model", "createdAt": "2025-01-26T11:19:02.876Z", "updatedAt": "2025-01-26T14:34:37.918Z", "fetched_at": "2026-09-16T07:25:50.405249Z", "body": "<p>Hi everyone,</p>\n<p>I’m looking fo...
Seeking Specialist for FineTuning AI Model
<p>Hi everyone,</p> <p>I’m looking for someone with expertise in fine-tuning AI models to collaborate on an exciting project.</p> <p>Here’s the context: I’m working on creating an AI that can assist in or simulate therapy conversations. To get started, I’ve already transcribed about 100 therapy sessions and formatted t...
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null
137385
null
Seeking Specialist for FineTuning AI Model
<p>Hi everyone,</p> <p>I’m looking for someone with expertise in fine-tuning AI models to collaborate on an exciting project.</p> <p>Here’s the context: I’m working on creating an AI that can assist in or simulate therapy conversations. To get started, I’ve already transcribed about 100 therapy sessions and formatted t...
https://discuss.huggingface.co/t/137385
null
2025-01-26T11:19:02.876000Z
2025-01-26T14:34:37.918000Z
null
2026-09-16T07:25:50.405249Z
null
null
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2026-09-16T09:06:50.059726Z
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forum_huggingface_137382
forum_huggingface
problem_observation
137382
topic
https://discuss.huggingface.co/t/137382
2025-01-26T10:57:51.485000Z
createdAt
{"id": "137382", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137382", "title": "Forge & Comfyui Problems", "createdAt": "2025-01-26T10:57:51.485Z", "updatedAt": "2025-02-17T15:38:06.266Z", "fetched_at": "2026-09-16T07:25:50.405360Z", "body": "<p><strong>Hello, nice to meet you.</strong></p>\n<p><st...
Forge & Comfyui Problems
<p><strong>Hello, nice to meet you.</strong></p> <p><strong>I recently started generating AI images, but I’m having trouble with some issues. I’d appreciate some help from someone knowledgeable and kind.</strong></p> <p><strong>1. I can’t install ComfyUi custom nodes. Even when I use comfyui manager, I can’t install th...
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137382
null
Forge & Comfyui Problems
<p><strong>Hello, nice to meet you.</strong></p> <p><strong>I recently started generating AI images, but I’m having trouble with some issues. I’d appreciate some help from someone knowledgeable and kind.</strong></p> <p><strong>1. I can’t install ComfyUi custom nodes. Even when I use comfyui manager, I can’t install th...
https://discuss.huggingface.co/t/137382
null
2025-01-26T10:57:51.485000Z
2025-02-17T15:38:06.266000Z
null
2026-09-16T07:25:50.405360Z
null
null
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null
2026-09-16T09:06:50.330933Z
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[]
null
forum_huggingface_137377
forum_huggingface
problem_observation
137377
topic
https://discuss.huggingface.co/t/137377
2025-01-26T10:30:59.138000Z
createdAt
{"id": "137377", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137377", "title": "Streaming for Saving", "createdAt": "2025-01-26T10:30:59.138Z", "updatedAt": "2025-09-12T23:37:04.134Z", "fetched_at": "2026-09-16T07:25:50.405410Z", "body": "<p>Hi,<br>\nI am looking for a way to download a large datas...
Streaming for Saving
<p>Hi,<br> I am looking for a way to download a large dataset, transform it and then upload it to another location. Note that the transformations for each instance is independent of others.</p> <p>I can load the dataset in streaming mode and start the transformation but cannot find a way to write to huggingface hub (in...
null
null
137377
null
Streaming for Saving
<p>Hi,<br> I am looking for a way to download a large dataset, transform it and then upload it to another location. Note that the transformations for each instance is independent of others.</p> <p>I can load the dataset in streaming mode and start the transformation but cannot find a way to write to huggingface hub (in...
https://discuss.huggingface.co/t/137377
null
2025-01-26T10:30:59.138000Z
2025-09-12T23:37:04.134000Z
null
2026-09-16T07:25:50.405410Z
null
null
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2026-09-16T09:06:50.575934Z
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forum_huggingface_137376
forum_huggingface
problem_observation
137376
topic
https://discuss.huggingface.co/t/137376
2025-01-26T10:30:38.441000Z
createdAt
{"id": "137376", "record_type": "topic", "url": "https://discuss.huggingface.co/t/137376", "title": "Need help on training LoRA model", "createdAt": "2025-01-26T10:30:38.441Z", "updatedAt": "2025-01-30T15:42:03.610Z", "fetched_at": "2026-09-16T07:25:50.405456Z", "body": "<p>I’m trying to train LoRA with human faces the...
Need help on training LoRA model
<p>I’m trying to train LoRA with human faces then create photo with existing txt2img models.</p> <h2><a name="p-197914-environment-1" class="anchor" href="#p-197914-environment-1" aria-label="Heading link"></a>Environment</h2> <ul> <li>AWS g4dn.xlarge instance (T4 GPU, 16GB vRAM)</li> <li>kohya_ss master branch</li> <l...
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null
137376
null
Need help on training LoRA model
<p>I’m trying to train LoRA with human faces then create photo with existing txt2img models.</p> <h2><a name="p-197914-environment-1" class="anchor" href="#p-197914-environment-1" aria-label="Heading link"></a>Environment</h2> <ul> <li>AWS g4dn.xlarge instance (T4 GPU, 16GB vRAM)</li> <li>kohya_ss master branch</li> <l...
https://discuss.huggingface.co/t/137376
null
2025-01-26T10:30:38.441000Z
2025-01-30T15:42:03.610000Z
null
2026-09-16T07:25:50.405456Z
null
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[197914, 197931, 198538, 198562, 198792, 198958]
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2026-09-16T09:06:51.290018Z
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