Upload Instruction artifacts - 2025-08-10 22:49:59 UTC

README.md

@@ -1,22 +1,52 @@
----
-base_model: meta-llama/Llama-2-7b-hf
-tags:
-- LoRA
-- bittensor
-- gradients
-license: apache-2.0
----
+# Instruction SFT - distilgpt2
+Artefatti del training **Instruction SFT**.
 
-# Submission for task `test_instr`
+## Parametri di Training
+```json
+{
+  "model_name": "distilgpt2",
+  "dataset_name": "/home/raniero/test_instr.jsonl",
+  "output_dir": "/app/instruction_output",
+  "seed": 42,
+  "num_train_epochs": 1,
+  "per_device_train_batch_size": 2,
+  "learning_rate": 2e-05,
+  "warmup_ratio": 0.03,
+  "gradient_accumulation_steps": 1,
+  "bf16": false,
+  "repo_id": "raniero/test_instr",
+  "hf_token": ""
+}
+```
 
-Fine-tuned using LoRA on dynamic dataset.
+## Metriche
+```json
+{
+  "train_runtime": 0.531,
+  "train_samples_per_second": 5.649,
+  "train_steps_per_second": 3.766,
+  "total_flos": 32151748608.0,
+  "train_loss": 6.437064170837402,
+  "epoch": 1.0
+}
+```
 
-- Task ID: `instr_test_005`
-- Repo: `test_instr`
-- SHA256: bad71183fd5817a6de60758a2ebecbde0dde2e6de577633f73d66fa94545d383
-- Timestamp: 2025-07-30T23:44:24.625611
-## URLs per validator
-
-- [Adapter Model](https://huggingface.co/raniero/test_instr/resolve/main/adapter_model.safetensors)
-- [Adapter Config](https://huggingface.co/raniero/test_instr/raw/main/adapter_config.json)
-- [README](https://huggingface.co/raniero/test_instr/raw/main/README.md)
+## File & SHA256
+```json
+{
+  "generation_config.json": "3da00cdf443a1b5fc8234e028411b32f81f919e3b9154b14aba6d9c1441684b8",
+  "train_instruction.log": "f3566e7c733e4a6549930d2b7b2e02e1d37a48a51933dffc374b38b8847588da",
+  "special_tokens_map.json": "8bcf4e58d0970bbcb3b111a4c1e297c082fbf61253b14b3c0c8f2972ccb61ba4",
+  "tokenizer_config.json": "f7cd5e1168079212fdf834ed8113826afe1384b42c39024753c09d3eac9335c0",
+  "README.md": "7031f98b79de51938e7febb7134419f24bd3b60e0265dd11ab4f922f847c776c",
+  "upload_meta.json": "cb01cdcb18a8c107b17b5fe64c3d1a1c33a6282f7ae4c9b2f07e590aa0bd7d70",
+  "metrics.json": "74d200af150bad486402e9170ad1da8cc1c51fa1429e4e3873f8ece6ee4dadf3",
+  "model.safetensors": "11b7c2c699d17b6142e9774cffb8411617d64e652d30b7b6d5b4d79d4cbe9e07",
+  "config.json": "7ff605d8dfddfa0eb05bfeb09b458ffe79552291bc1c78a7b99c763cf4cc705a",
+  "tokenizer.json": "5b1d2a4396fc21ff3a5814684a1f90fce358c2666bddd51ffad78cf22e7a1fee",
+  "tokenizer.model": "dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055",
+  "model.safetensors.index.json": "f0cb2f153f1cc69af0264f8e24a6152638231bf06c84c68763d6d70ae153ed51",
+  "vocab.json": "3ba3c3109ff33976c4bd966589c11ee14fcaa1f4c9e5e154c2ed7f99d80709e7",
+  "merges.txt": "1ce1664773c50f3e0cc8842619a93edc4624525b728b188a9e0be33b7726adc5"
+}
+```

config.json

@@ -0,0 +1,46 @@
+{
+  "_name_or_path": "distilgpt2",
+  "_num_labels": 1,
+  "activation_function": "gelu_new",
+  "architectures": [
+    "GPT2LMHeadModel"
+  ],
+  "attn_pdrop": 0.1,
+  "bos_token_id": 50256,
+  "embd_pdrop": 0.1,
+  "eos_token_id": 50256,
+  "id2label": {
+    "0": "LABEL_0"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
+    "LABEL_0": 0
+  },
+  "layer_norm_epsilon": 1e-05,
+  "model_type": "gpt2",
+  "n_ctx": 1024,
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": null,
+  "n_layer": 6,
+  "n_positions": 1024,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.1,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.1,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 50
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.2",
+  "use_cache": true,
+  "vocab_size": 50257
+}

generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.41.2"
+}

metrics.json

@@ -0,0 +1,8 @@
+{
+  "train_runtime": 0.531,
+  "train_samples_per_second": 5.649,
+  "train_steps_per_second": 3.766,
+  "total_flos": 32151748608.0,
+  "train_loss": 6.437064170837402,
+  "epoch": 1.0
+}

model.safetensors

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+size 327657928

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special_tokens_map.json

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tokenizer.model

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tokenizer_config.json

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train_instruction.log

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+2025-08-10 22:18:56,288 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:18:56,288 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:18:56,288 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:18:56,288 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:18:56,288 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:18:56,289 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:18:59,932 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:19:19,445 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:19:19,445 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:19:19,445 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:19:19,445 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:19:19,445 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:19:19,445 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:19:21,896 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:19:40,761 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:19:40,761 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:19:40,761 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:19:40,761 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:19:40,761 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:19:40,762 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:01,552 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:26:01,552 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:26:01,552 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:26:01,552 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:01,552 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:26:01,553 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:04,373 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:26:04,373 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=...)
+2025-08-10 22:26:23,681 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:26:23,681 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:26:23,681 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:26:23,681 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:23,681 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:26:23,682 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:26,122 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:26:26,122 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=...)
+2025-08-10 22:26:45,289 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:26:45,289 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:26:45,289 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:26:45,289 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:45,289 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:26:45,290 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:26:47,722 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:26:47,722 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=...)
+2025-08-10 22:27:07,798 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:27:07,798 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:27:07,798 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:27:07,798 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:27:07,798 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:27:07,799 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:29:09,494 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:29:09,494 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:29:09,494 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:29:09,494 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:29:09,494 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:29:09,494 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:29:12,006 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:29:12,006 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=...)
+2025-08-10 22:29:31,739 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:29:31,739 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:29:31,739 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:29:31,739 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:29:31,739 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:29:31,739 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:41:07,807 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:41:07,807 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:41:07,807 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:41:07,807 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:41:07,807 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:41:07,808 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:41:10,222 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:41:10,223 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=..., keep_in_memory=True)
+2025-08-10 22:41:10,642 WARNING instruction: Loader HF JSON fallito: Loading a dataset cached in a LocalFileSystem is not supported.
+2025-08-10 22:41:10,642 WARNING instruction: Fallback: carico .jsonl manualmente in memoria (senza cache HF).
+2025-08-10 22:41:10,644 INFO instruction: Costruisco prompt…
+2025-08-10 22:41:10,646 INFO instruction: Tokenizzo…
+2025-08-10 22:44:02,101 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:44:02,101 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:44:02,101 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:44:02,101 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:44:02,101 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:44:02,102 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:44:04,628 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:44:04,628 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=..., keep_in_memory=True)
+2025-08-10 22:44:05,051 WARNING instruction: Loader HF JSON fallito: Loading a dataset cached in a LocalFileSystem is not supported.
+2025-08-10 22:44:05,051 WARNING instruction: Fallback: carico .jsonl manualmente in memoria (senza cache HF).
+2025-08-10 22:44:05,056 INFO instruction: Costruisco prompt…
+2025-08-10 22:44:05,060 INFO instruction: Tokenizzo…
+2025-08-10 22:44:05,075 INFO instruction: Inizio training SFT (Instruction)…
+2025-08-10 22:45:01,392 INFO instruction: Metriche: {'train_runtime': 56.218, 'train_samples_per_second': 0.018, 'train_steps_per_second': 0.018, 'total_flos': 298647724032.0, 'train_loss': 4.8641180992126465, 'epoch': 1.0}
+2025-08-10 22:45:01,399 INFO instruction: Salvo modello e tokenizer…
+2025-08-10 22:45:38,256 INFO instruction: Preparazione upload su Hugging Face…
+2025-08-10 22:45:38,259 INFO instruction: HF token salvato nel keyring locale.
+2025-08-10 22:46:09,780 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:46:09,780 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:46:09,780 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:46:09,780 INFO instruction: Modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:46:09,780 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:46:09,782 INFO instruction: Carico tokenizer e modello base: mistralai/Mistral-7B-Instruct-v0.2
+2025-08-10 22:46:13,496 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:46:13,496 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=..., keep_in_memory=True)
+2025-08-10 22:46:13,941 WARNING instruction: Loader HF JSON fallito: Loading a dataset cached in a LocalFileSystem is not supported.
+2025-08-10 22:46:13,941 WARNING instruction: Fallback: carico .jsonl manualmente in memoria (senza cache HF).
+2025-08-10 22:46:13,944 INFO instruction: Costruisco prompt…
+2025-08-10 22:46:13,948 INFO instruction: Tokenizzo…
+2025-08-10 22:46:13,970 INFO instruction: Inizio training SFT (Instruction)…
+2025-08-10 22:47:10,463 INFO instruction: Metriche: {'train_runtime': 56.4102, 'train_samples_per_second': 0.053, 'train_steps_per_second': 0.035, 'total_flos': 5332995072000.0, 'train_loss': 3.2410759925842285, 'epoch': 1.0}
+2025-08-10 22:47:10,468 INFO instruction: Salvo modello e tokenizer…
+2025-08-10 22:47:46,027 INFO instruction: Preparazione upload su Hugging Face…
+2025-08-10 22:47:46,030 INFO instruction: HF token salvato nel keyring locale.
+2025-08-10 22:49:34,017 INFO instruction: === Avvio Instruction SFT ===
+2025-08-10 22:49:34,017 INFO instruction: Repo di destinazione: raniero/test_instr
+2025-08-10 22:49:34,017 INFO instruction: Output dir: /app/instruction_output
+2025-08-10 22:49:34,017 INFO instruction: Modello base: distilgpt2
+2025-08-10 22:49:34,017 INFO instruction: Dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:49:34,018 INFO instruction: Carico tokenizer e modello base: distilgpt2
+2025-08-10 22:49:56,098 INFO instruction: Carico dataset: /home/raniero/test_instr.jsonl
+2025-08-10 22:49:56,098 INFO instruction: Rilevato file locale .jsonl: uso datasets.load_dataset('json', data_files=..., keep_in_memory=True)
+2025-08-10 22:49:56,526 WARNING instruction: Loader HF JSON fallito: Loading a dataset cached in a LocalFileSystem is not supported.
+2025-08-10 22:49:56,526 WARNING instruction: Fallback: carico .jsonl manualmente in memoria (senza cache HF).
+2025-08-10 22:49:56,593 INFO instruction: Costruisco prompt…
+2025-08-10 22:49:56,598 INFO instruction: Tokenizzo…
+2025-08-10 22:49:56,616 INFO instruction: Inizio training SFT (Instruction)…
+2025-08-10 22:49:57,207 INFO instruction: Metriche: {'train_runtime': 0.531, 'train_samples_per_second': 5.649, 'train_steps_per_second': 3.766, 'total_flos': 32151748608.0, 'train_loss': 6.437064170837402, 'epoch': 1.0}
+2025-08-10 22:49:57,207 INFO instruction: Salvo modello e tokenizer…
+2025-08-10 22:49:59,041 INFO instruction: Preparazione upload su Hugging Face…
+2025-08-10 22:49:59,041 INFO instruction: HF token salvato nel keyring locale.

upload_meta.json

@@ -0,0 +1,15 @@
+{
+  "repo_id": "raniero/test_instr",
+  "output_dir": "/app/instruction_output",
+  "time_utc": "2025-08-10T22:49:59.205125Z",
+  "hashes": {
+    "model.safetensors": "11b7c2c699d17b6142e9774cffb8411617d64e652d30b7b6d5b4d79d4cbe9e07",
+    "config.json": "7ff605d8dfddfa0eb05bfeb09b458ffe79552291bc1c78a7b99c763cf4cc705a",
+    "tokenizer.json": "5b1d2a4396fc21ff3a5814684a1f90fce358c2666bddd51ffad78cf22e7a1fee",
+    "tokenizer.model": "dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055",
+    "special_tokens_map.json": "8bcf4e58d0970bbcb3b111a4c1e297c082fbf61253b14b3c0c8f2972ccb61ba4",
+    "README.md": "58d3cc4a2da725046623c99d2437419ad3b3fb7f84b34dd32c4bbe8d5a399086",
+    "train_instruction.log": "eb632978e0911bba12fdf3bdba7fefe7d8a8a499ae9841c95b1226bd9303c0b1",
+    "metrics.json": "74d200af150bad486402e9170ad1da8cc1c51fa1429e4e3873f8ece6ee4dadf3"
+  }
+}